diff --git a/.github/workflows/examples.yml b/.github/workflows/examples.yml index b5bf5ff6e7f..ad3237a7fce 100644 --- a/.github/workflows/examples.yml +++ b/.github/workflows/examples.yml @@ -44,9 +44,8 @@ jobs: cache: pip - name: cpuinfo run: cat /proc/cpuinfo - - name: Install NNCF and test requirements + - name: Install test requirements run: | - pip install -e . pip install -r tests/cross_fw/examples/requirements.txt - name: Print installed modules run: pip list diff --git a/.gitignore b/.gitignore index 1328d5a0416..11beaea869a 100644 --- a/.gitignore +++ b/.gitignore @@ -119,19 +119,14 @@ nncf_debug/ # NNCF examples examples/torch/object_detection/eval/ -examples/post_training_quantization/onnx/mobilenet_v2/mobilenet_v2_* -examples/post_training_quantization/openvino/mobilenet_v2/mobilenet_v2_* -examples/post_training_quantization/tensorflow/mobilenet_v2/mobilenet_v2_* -examples/post_training_quantization/torch/mobilenet_v2/mobilenet_v2_* -examples/post_training_quantization/torch/ssd300_vgg16/ssd300_vgg16_* -examples/post_training_quantization/openvino/anomaly_stfpm_quantize_with_accuracy_control/stfpm_* -examples/post_training_quantization/openvino/yolov8/yolov8n* -examples/post_training_quantization/openvino/yolov8_quantize_with_accuracy_control/yolov8n* -examples/**/runs/** -examples/**/results/** -examples/llm_compression/openvino/tiny_llama_find_hyperparams/statistics -compressed_graph.dot -original_graph.dot +examples/**/*.xml +examples/**/*.bin +examples/**/*.pt +examples/**/*.onnx +examples/**/statistics +examples/**/runs +examples/**/results +examples/**/metrics.json datasets/** # Tests @@ -139,3 +134,5 @@ tests/**/runs/** tests/**/tmp*/** open_model_zoo/ nncf-tests.xml +compressed_graph.dot +original_graph.dot diff --git a/README.md b/README.md index b38b83b7328..33ae905dd74 100644 --- a/README.md +++ b/README.md @@ -15,6 +15,10 @@ [![Apache License Version 2.0](https://img.shields.io/badge/license-Apache_2.0-green.svg)](LICENSE) [![PyPI Downloads](https://static.pepy.tech/badge/nncf)](https://pypi.org/project/nncf/) +![Python](https://img.shields.io/badge/python-3.9+-blue) +![Backends](https://img.shields.io/badge/backends-openvino_|_pytorch_|_onnx_|_tensorflow-orange) +![OS](https://img.shields.io/badge/OS-Linux_|_Windows_|_MacOS-blue) + Neural Network Compression Framework (NNCF) provides a suite of post-training and training-time algorithms for optimizing inference of neural networks in [OpenVINO™](https://docs.openvino.ai) with a minimal accuracy drop. @@ -467,17 +471,8 @@ NNCF is also available via [conda](https://anaconda.org/conda-forge/nncf): conda install -c conda-forge nncf ``` -### System requirements - -- Ubuntu\* 18.04 or later (64-bit) -- Python\* 3.9 or later -- Supported frameworks: - - PyTorch\* >=2.4, <2.6 - - TensorFlow\* >=2.8.4, <=2.15.1 - - ONNX\* ==1.17.0 - - OpenVINO\* >=2022.3.0 - -This repository is tested on Python* 3.10.14, PyTorch* 2.5.0 (NVidia CUDA\* Toolkit 12.4) and TensorFlow* 2.12.1 (NVidia CUDA\* Toolkit 11.8). +System requirements of NNCF correspond to the used backend. System requirements for each backend and +the matrix of corresponding versions can be found in [installation.md](./docs/Installation.md). ## NNCF Compressed NNCF Model Zoo diff --git a/docs/Installation.md b/docs/Installation.md index 760bcd67d36..16d88494e98 100644 --- a/docs/Installation.md +++ b/docs/Installation.md @@ -2,7 +2,13 @@ We suggest to install or use the package in the [Python virtual environment](https://docs.python.org/3/tutorial/venv.html). -If you want to optimize a model from PyTorch, install PyTorch by following [PyTorch installation guide](https://pytorch.org/get-started/locally/#start-locally). For other backend follow: [TensorFlow installation guide](https://www.tensorflow.org/install/), [ONNX installation guide](https://onnxruntime.ai/docs/install/), [OpenVINO installation guide](https://docs.openvino.ai/latest/openvino_docs_install_guides_overview.html). +NNCF supports multiple backends. Follow the corresponding installation guides and ensure your system meets +the required specifications for your chosen backend: + +- OpenVINO™: [Install Guide](https://docs.openvino.ai/2024/get-started/install-openvino.html), [System Requirements](https://docs.openvino.ai/2024/about-openvino/release-notes-openvino/system-requirements.html) +- ONNX: [Install Guide](https://onnxruntime.ai/docs/install/) +- PyTorch: [Install Guide](https://pytorch.org/get-started/locally/#start-locally) +- TensorFlow: [Install Guide](https://www.tensorflow.org/install/) ## As a PyPI package @@ -58,3 +64,5 @@ as well as the supported versions of Python: | `2.4.0` | `2022.1.0` | `1.12.1` | `1.12.0` | `2.8.2` | `3.8` | > (*) Python 3.9 or higher is required for TensorFlow 2.15.1 + +This repository is tested on Python* 3.10.14, PyTorch* 2.5.0 (NVidia CUDA\* Toolkit 12.4) and TensorFlow* 2.12.1 (NVidia CUDA\* Toolkit 11.8). diff --git a/examples/llm_compression/openvino/smollm2_360m_fp8/main.py b/examples/llm_compression/openvino/smollm2_360m_fp8/main.py index 038f25081fe..899574852f9 100644 --- a/examples/llm_compression/openvino/smollm2_360m_fp8/main.py +++ b/examples/llm_compression/openvino/smollm2_360m_fp8/main.py @@ -10,9 +10,9 @@ # limitations under the License. from functools import partial -import datasets import numpy as np import openvino as ov +from datasets import load_dataset from optimum.intel.openvino import OVModelForCausalLM from transformers import AutoTokenizer @@ -75,7 +75,7 @@ def main(): MODEL_ID = "HuggingFaceTB/SmolLM2-360M-Instruct" OUTPUT_DIR = "smollm2_360m_compressed" - dataset = datasets.load_dataset("wikitext", "wikitext-2-raw-v1", split="test") + dataset = load_dataset("wikitext", "wikitext-2-raw-v1", split="test") # Filtering to remove empty samples from the dataset dataset = dataset.filter(lambda example: len(example["text"]) > 1) diff --git a/examples/llm_compression/openvino/smollm2_360m_fp8/requirements.txt b/examples/llm_compression/openvino/smollm2_360m_fp8/requirements.txt index 22d0138c1af..989ea11937c 100644 --- a/examples/llm_compression/openvino/smollm2_360m_fp8/requirements.txt +++ b/examples/llm_compression/openvino/smollm2_360m_fp8/requirements.txt @@ -2,4 +2,4 @@ datasets openvino==2024.5 optimum-intel[openvino] transformers -onnx<1.16.2 +onnx==1.17.0 diff --git a/examples/post_training_quantization/onnx/mobilenet_v2/main.py b/examples/post_training_quantization/onnx/mobilenet_v2/main.py index 39a8e8c8465..c6516bfd19f 100755 --- a/examples/post_training_quantization/onnx/mobilenet_v2/main.py +++ b/examples/post_training_quantization/onnx/mobilenet_v2/main.py @@ -12,7 +12,7 @@ import re import subprocess from pathlib import Path -from typing import List, Optional +from typing import List import numpy as np import onnx @@ -20,28 +20,29 @@ import torch from fastdownload import FastDownload from fastdownload import download_url +from rich.progress import track from sklearn.metrics import accuracy_score from torchvision import datasets from torchvision import transforms -from tqdm import tqdm import nncf ROOT = Path(__file__).parent.resolve() MODEL_URL = "https://huggingface.co/alexsu52/mobilenet_v2_imagenette/resolve/main/mobilenet_v2_imagenette.onnx" DATASET_URL = "https://s3.amazonaws.com/fast-ai-imageclas/imagenette2-320.tgz" -DATASET_PATH = "~/.cache/nncf/datasets" -MODEL_PATH = "~/.cache/nncf/models" +DATASET_PATH = Path().home() / ".cache" / "nncf" / "datasets" +MODEL_PATH = Path().home() / ".cache" / "nncf" / "models" DATASET_CLASSES = 10 def download_dataset() -> Path: - downloader = FastDownload(base=DATASET_PATH, archive="downloaded", data="extracted") + downloader = FastDownload(base=DATASET_PATH.as_posix(), archive="downloaded", data="extracted") return downloader.get(DATASET_URL) def download_model() -> Path: - return download_url(MODEL_URL, Path(MODEL_PATH).resolve()) + MODEL_PATH.mkdir(exist_ok=True, parents=True) + return download_url(MODEL_URL, MODEL_PATH.resolve()) def validate(path_to_model: Path, validation_loader: torch.utils.data.DataLoader) -> float: @@ -51,7 +52,7 @@ def validate(path_to_model: Path, validation_loader: torch.utils.data.DataLoader compiled_model = ov.compile_model(path_to_model, device_name="CPU") output = compiled_model.outputs[0] - for images, target in tqdm(validation_loader): + for images, target in track(validation_loader, description="Validating"): pred = compiled_model(images)[output] predictions.append(np.argmax(pred, axis=1)) references.append(target) @@ -61,13 +62,17 @@ def validate(path_to_model: Path, validation_loader: torch.utils.data.DataLoader return accuracy_score(predictions, references) -def run_benchmark(path_to_model: Path, shape: Optional[List[int]] = None, verbose: bool = True) -> float: - command = f"benchmark_app -m {path_to_model} -d CPU -api async -t 15" - if shape is not None: - command += f' -shape [{",".join(str(x) for x in shape)}]' - cmd_output = subprocess.check_output(command, shell=True) # nosec - if verbose: - print(*str(cmd_output).split("\\n")[-9:-1], sep="\n") +def run_benchmark(path_to_model: Path, shape: List[int]) -> float: + command = [ + "benchmark_app", + "-m", path_to_model.as_posix(), + "-d", "CPU", + "-api", "async", + "-t", "15", + "-shape", str(shape), + ] # fmt: skip + cmd_output = subprocess.check_output(command, text=True) + print(*cmd_output.splitlines()[-8:], sep="\n") match = re.search(r"Throughput\: (.+?) FPS", str(cmd_output)) return float(match.group(1)) @@ -136,9 +141,9 @@ def transform_fn(data_item): print(f"[2/7] Save INT8 model: {int8_model_path}") print("[3/7] Benchmark FP32 model:") -fp32_fps = run_benchmark(fp32_model_path, shape=[1, 3, 224, 224], verbose=True) +fp32_fps = run_benchmark(fp32_model_path, shape=[1, 3, 224, 224]) print("[4/7] Benchmark INT8 model:") -int8_fps = run_benchmark(int8_model_path, shape=[1, 3, 224, 224], verbose=True) +int8_fps = run_benchmark(int8_model_path, shape=[1, 3, 224, 224]) print("[5/7] Validate ONNX FP32 model in OpenVINO:") fp32_top1 = validate(fp32_model_path, val_loader) diff --git a/examples/post_training_quantization/onnx/yolov8_quantize_with_accuracy_control/deploy.py b/examples/post_training_quantization/onnx/yolov8_quantize_with_accuracy_control/deploy.py index b1b5a7a8c9f..d2898f40e17 100644 --- a/examples/post_training_quantization/onnx/yolov8_quantize_with_accuracy_control/deploy.py +++ b/examples/post_training_quantization/onnx/yolov8_quantize_with_accuracy_control/deploy.py @@ -16,10 +16,10 @@ import openvino as ov import torch -from tqdm import tqdm +from rich.progress import track from ultralytics.cfg import get_cfg -from ultralytics.engine.validator import BaseValidator as Validator from ultralytics.models.yolo import YOLO +from ultralytics.models.yolo.segment.val import SegmentationValidator from ultralytics.utils import DEFAULT_CFG from ultralytics.utils.metrics import ConfusionMatrix @@ -37,7 +37,7 @@ def validate_ov_model( ov_model: ov.Model, data_loader: torch.utils.data.DataLoader, - validator: Validator, + validator: SegmentationValidator, num_samples: Optional[int] = None, ) -> Tuple[Dict, int, int]: validator.seen = 0 @@ -47,7 +47,7 @@ def validate_ov_model( validator.confusion_matrix = ConfusionMatrix(nc=validator.nc) compiled_model = ov.compile_model(ov_model, device_name="CPU") num_outputs = len(compiled_model.outputs) - for batch_i, batch in enumerate(data_loader): + for batch_i, batch in enumerate(track(data_loader, description="Validating")): if num_samples is not None and batch_i == num_samples: break batch = validator.preprocess(batch) @@ -65,12 +65,17 @@ def validate_ov_model( return stats, validator.seen, validator.nt_per_class.sum() -def run_benchmark(model_path: str, config) -> float: - command = f"benchmark_app -m {model_path} -d CPU -api async -t 30" - command += f' -shape "[1,3,{config.imgsz},{config.imgsz}]"' - cmd_output = subprocess.check_output(command, shell=True) # nosec - - match = re.search(r"Throughput\: (.+?) FPS", str(cmd_output)) +def run_benchmark(model_path: Path, config) -> float: + command = [ + "benchmark_app", + "-m", model_path.as_posix(), + "-d", "CPU", + "-api", "async", + "-t", "30", + "-shape", str([1, 3, config.imgsz, config.imgsz]), + ] # fmt: skip + cmd_output = subprocess.check_output(command, text=True) + match = re.search(r"Throughput\: (.+?) FPS", cmd_output) return float(match.group(1)) @@ -96,11 +101,11 @@ def run_benchmark(model_path: str, config) -> float: validator, data_loader = prepare_validation(YOLO(ROOT / f"{MODEL_NAME}.pt"), args) print("[5/7] Validate OpenVINO FP32 model:") -fp32_stats, total_images, total_objects = validate_ov_model(fp32_ov_model, tqdm(data_loader), validator) +fp32_stats, total_images, total_objects = validate_ov_model(fp32_ov_model, data_loader, validator) print_statistics(fp32_stats, total_images, total_objects) print("[6/7] Validate OpenVINO INT8 model:") -int8_stats, total_images, total_objects = validate_ov_model(int8_ov_model, tqdm(data_loader), validator) +int8_stats, total_images, total_objects = validate_ov_model(int8_ov_model, data_loader, validator) print_statistics(int8_stats, total_images, total_objects) print("[7/7] Report:") diff --git a/examples/post_training_quantization/onnx/yolov8_quantize_with_accuracy_control/main.py b/examples/post_training_quantization/onnx/yolov8_quantize_with_accuracy_control/main.py index db385d520a5..cc7307bfd4c 100644 --- a/examples/post_training_quantization/onnx/yolov8_quantize_with_accuracy_control/main.py +++ b/examples/post_training_quantization/onnx/yolov8_quantize_with_accuracy_control/main.py @@ -13,16 +13,15 @@ from pathlib import Path from typing import Any, Dict, Tuple -import numpy as np import onnx import onnxruntime import torch -from tqdm import tqdm +from rich.progress import track from ultralytics.cfg import get_cfg from ultralytics.data.converter import coco80_to_coco91_class from ultralytics.data.utils import check_det_dataset -from ultralytics.engine.validator import BaseValidator as Validator from ultralytics.models.yolo import YOLO +from ultralytics.models.yolo.segment.val import SegmentationValidator from ultralytics.utils import DATASETS_DIR from ultralytics.utils import DEFAULT_CFG from ultralytics.utils import ops @@ -30,11 +29,16 @@ import nncf +MODEL_NAME = "yolov8n-seg" + ROOT = Path(__file__).parent.resolve() def validate( - model: onnx.ModelProto, data_loader: torch.utils.data.DataLoader, validator: Validator, num_samples: int = None + model: onnx.ModelProto, + data_loader: torch.utils.data.DataLoader, + validator: SegmentationValidator, + num_samples: int = None, ) -> Tuple[Dict, int, int]: validator.seen = 0 validator.jdict = [] @@ -49,7 +53,7 @@ def validate( output_names = [output.name for output in session.get_outputs()] num_outputs = len(output_names) - for batch_i, batch in enumerate(data_loader): + for batch_i, batch in enumerate(track(data_loader, description="Validating")): if num_samples is not None and batch_i == num_samples: break batch = validator.preprocess(batch) @@ -71,7 +75,7 @@ def validate( return stats, validator.seen, validator.nt_per_class.sum() -def print_statistics(stats: np.ndarray, total_images: int, total_objects: int) -> None: +def print_statistics(stats: Dict[str, float], total_images: int, total_objects: int) -> None: print("Metrics(Box):") mp, mr, map50, mean_ap = ( stats["metrics/precision(B)"], @@ -84,38 +88,35 @@ def print_statistics(stats: np.ndarray, total_images: int, total_objects: int) - pf = "%20s" + "%12i" * 2 + "%12.3g" * 4 # print format print(pf % ("all", total_images, total_objects, mp, mr, map50, mean_ap)) - # print the mask metrics for segmentation - if "metrics/precision(M)" in stats: - print("Metrics(Mask):") - s_mp, s_mr, s_map50, s_mean_ap = ( - stats["metrics/precision(M)"], - stats["metrics/recall(M)"], - stats["metrics/mAP50(M)"], - stats["metrics/mAP50-95(M)"], - ) - # Print results - s = ("%20s" + "%12s" * 6) % ("Class", "Images", "Labels", "Precision", "Recall", "mAP@.5", "mAP@.5:.95") - print(s) - pf = "%20s" + "%12i" * 2 + "%12.3g" * 4 # print format - print(pf % ("all", total_images, total_objects, s_mp, s_mr, s_map50, s_mean_ap)) - - -def prepare_validation(model: YOLO, args: Any) -> Tuple[Validator, torch.utils.data.DataLoader]: - validator = model.task_map[model.task]["validator"](args=args) - validator.data = check_det_dataset(args.data) - validator.stride = 32 + print("Metrics(Mask):") + s_mp, s_mr, s_map50, s_mean_ap = ( + stats["metrics/precision(M)"], + stats["metrics/recall(M)"], + stats["metrics/mAP50(M)"], + stats["metrics/mAP50-95(M)"], + ) + # Print results + s = ("%20s" + "%12s" * 6) % ("Class", "Images", "Labels", "Precision", "Recall", "mAP@.5", "mAP@.5:.95") + print(s) + pf = "%20s" + "%12i" * 2 + "%12.3g" * 4 # print format + print(pf % ("all", total_images, total_objects, s_mp, s_mr, s_map50, s_mean_ap)) - data_loader = validator.get_dataloader(f"{DATASETS_DIR}/coco128-seg", 1) +def prepare_validation(model: YOLO, args: Any) -> Tuple[SegmentationValidator, torch.utils.data.DataLoader]: + validator: SegmentationValidator = model.task_map[model.task]["validator"](args=args) + validator.data = check_det_dataset(args.data) + validator.stride = 32 validator.is_coco = True validator.class_map = coco80_to_coco91_class() validator.names = model.model.names validator.metrics.names = validator.names validator.nc = model.model.model[-1].nc - validator.nm = 32 validator.process = ops.process_mask validator.plot_masks = [] + coco_data_path = DATASETS_DIR / "coco128-seg" + data_loader = validator.get_dataloader(coco_data_path.as_posix(), 1) + return validator, data_loader @@ -129,7 +130,7 @@ def prepare_onnx_model(model: YOLO, model_name: str) -> Tuple[onnx.ModelProto, P def quantize_ac( - model: onnx.ModelProto, data_loader: torch.utils.data.DataLoader, validator_ac: Validator + model: onnx.ModelProto, data_loader: torch.utils.data.DataLoader, validator_ac: SegmentationValidator ) -> onnx.ModelProto: input_name = model.graph.input[0].name @@ -140,7 +141,7 @@ def transform_fn(data_item: Dict): def validation_ac( val_model: onnx.ModelProto, validation_loader: torch.utils.data.DataLoader, - validator: Validator, + validator: SegmentationValidator, num_samples: int = None, ) -> float: validator.seen = 0 @@ -155,7 +156,6 @@ def validation_ac( output_names = [output.name for output in session.get_outputs()] num_outputs = len(output_names) - counter = 0 for batch_i, batch in enumerate(validation_loader): if num_samples is not None and batch_i == num_samples: break @@ -172,13 +172,12 @@ def validation_ac( ] preds = validator.postprocess(preds) validator.update_metrics(preds, batch) - counter += 1 + stats = validator.get_stats() if num_outputs == 1: stats_metrics = stats["metrics/mAP50-95(B)"] else: stats_metrics = stats["metrics/mAP50-95(M)"] - print(f"Validate: dataset length = {counter}, metric value = {stats_metrics:.3f}") return stats_metrics, None quantization_dataset = nncf.Dataset(data_loader, transform_fn) @@ -213,8 +212,6 @@ def validation_ac( def run_example(): - MODEL_NAME = "yolov8n-seg" - model = YOLO(ROOT / f"{MODEL_NAME}.pt") args = get_cfg(cfg=DEFAULT_CFG) args.data = "coco128-seg.yaml" @@ -231,11 +228,11 @@ def run_example(): print(f"[2/5] Save INT8 model: {int8_model_path}") print("[3/5] Validate ONNX FP32 model:") - fp_stats, total_images, total_objects = validate(fp32_model, tqdm(data_loader), validator) + fp_stats, total_images, total_objects = validate(fp32_model, data_loader, validator) print_statistics(fp_stats, total_images, total_objects) print("[4/5] Validate ONNX INT8 model:") - q_stats, total_images, total_objects = validate(int8_model, tqdm(data_loader), validator) + q_stats, total_images, total_objects = validate(int8_model, data_loader, validator) print_statistics(q_stats, total_images, total_objects) print("[5/5] Report:") diff --git a/examples/post_training_quantization/onnx/yolov8_quantize_with_accuracy_control/requirements.txt b/examples/post_training_quantization/onnx/yolov8_quantize_with_accuracy_control/requirements.txt index 796f9bacef9..5f9b85873f1 100644 --- a/examples/post_training_quantization/onnx/yolov8_quantize_with_accuracy_control/requirements.txt +++ b/examples/post_training_quantization/onnx/yolov8_quantize_with_accuracy_control/requirements.txt @@ -1,3 +1,4 @@ ultralytics==8.3.22 onnx==1.17.0 +onnxruntime==1.19.2 openvino==2024.5 diff --git a/examples/post_training_quantization/openvino/anomaly_stfpm_quantize_with_accuracy_control/main.py b/examples/post_training_quantization/openvino/anomaly_stfpm_quantize_with_accuracy_control/main.py index 659666962fe..fbe4ba57a7c 100644 --- a/examples/post_training_quantization/openvino/anomaly_stfpm_quantize_with_accuracy_control/main.py +++ b/examples/post_training_quantization/openvino/anomaly_stfpm_quantize_with_accuracy_control/main.py @@ -10,13 +10,12 @@ # limitations under the License. import json -import os import re import subprocess import sys from functools import partial from pathlib import Path -from typing import Any, Dict, Iterable, List, Optional, Tuple +from typing import Any, Dict, Iterable, List, Tuple import numpy as np import openvino as ov @@ -69,7 +68,6 @@ def validate( output = model.outputs[0] - counter = 0 for batch in val_loader: anomaly_maps = model(batch["image"])[output] pred_scores = np.max(anomaly_maps, axis=(1, 2, 3)) @@ -79,37 +77,38 @@ def validate( per_sample_metric = 1.0 if pred_label == groundtruth_label else 0.0 per_sample_metric_values.append(per_sample_metric) metric.update(torch.from_numpy(pred_scores), groundtruth_label) - counter += 1 metric_value = metric.compute() - print(f"Validate: dataset length = {counter}, metric value = {metric_value:.3f}") return metric_value, per_sample_metric_values -def run_benchmark(model_path: str, shape: Optional[List[int]] = None, verbose: bool = True) -> float: - command = f"benchmark_app -m {model_path} -d CPU -api async -t 15" - if shape is not None: - command += f' -shape [{",".join(str(x) for x in shape)}]' - cmd_output = subprocess.check_output(command, shell=True) # nosec - if verbose: - print(*str(cmd_output).split("\\n")[-9:-1], sep="\n") - match = re.search(r"Throughput\: (.+?) FPS", str(cmd_output)) +def run_benchmark(model_path: Path, shape: List[int]) -> float: + command = [ + "benchmark_app", + "-m", model_path.as_posix(), + "-d", "CPU", + "-api", "async", + "-t", "15", + "-shape", str(shape), + ] # fmt: skip + cmd_output = subprocess.check_output(command, text=True) + print(*cmd_output.splitlines()[-8:], sep="\n") + match = re.search(r"Throughput\: (.+?) FPS", cmd_output) return float(match.group(1)) -def get_model_size(ir_path: str, m_type: str = "Mb", verbose: bool = True) -> float: - xml_size = os.path.getsize(ir_path) - bin_size = os.path.getsize(ir_path.replace("xml", "bin")) +def get_model_size(ir_path: Path, m_type: str = "Mb") -> float: + xml_size = ir_path.stat().st_size + bin_size = ir_path.with_suffix(".bin").stat().st_size for t in ["bytes", "Kb", "Mb"]: if m_type == t: break xml_size /= 1024 bin_size /= 1024 model_size = xml_size + bin_size - if verbose: - print(f"Model graph (xml): {xml_size:.3f} Mb") - print(f"Model weights (bin): {bin_size:.3f} Mb") - print(f"Model size: {model_size:.3f} Mb") + print(f"Model graph (xml): {xml_size:.3f} Mb") + print(f"Model weights (bin): {bin_size:.3f} Mb") + print(f"Model size: {model_size:.3f} Mb") return model_size @@ -168,24 +167,24 @@ def transform_fn(data_item): ############################################################################### # Benchmark performance, calculate compression rate and validate accuracy - fp32_ir_path = f"{ROOT}/stfpm_fp32.xml" + fp32_ir_path = ROOT / "stfpm_fp32.xml" ov.save_model(ov_model, fp32_ir_path, compress_to_fp16=False) print(f"[1/7] Save FP32 model: {fp32_ir_path}") - fp32_size = get_model_size(fp32_ir_path, verbose=True) + fp32_size = get_model_size(fp32_ir_path) # To avoid an accuracy drop when saving a model due to compression of unquantized # weights to FP16, compress_to_fp16=False should be used. This is necessary because # nncf.quantize_with_accuracy_control(...) keeps the most impactful operations within # the model in the original precision to achieve the specified model accuracy. - int8_ir_path = f"{ROOT}/stfpm_int8.xml" + int8_ir_path = ROOT / "stfpm_int8.xml" ov.save_model(ov_quantized_model, int8_ir_path) print(f"[2/7] Save INT8 model: {int8_ir_path}") - int8_size = get_model_size(int8_ir_path, verbose=True) + int8_size = get_model_size(int8_ir_path) print("[3/7] Benchmark FP32 model:") - fp32_fps = run_benchmark(fp32_ir_path, shape=[1, 3, 256, 256], verbose=True) + fp32_fps = run_benchmark(fp32_ir_path, shape=[1, 3, 256, 256]) print("[4/7] Benchmark INT8 model:") - int8_fps = run_benchmark(int8_ir_path, shape=[1, 3, 256, 256], verbose=True) + int8_fps = run_benchmark(int8_ir_path, shape=[1, 3, 256, 256]) print("[5/7] Validate OpenVINO FP32 model:") compiled_model = ov.compile_model(ov_model, device_name="CPU") diff --git a/examples/post_training_quantization/openvino/mobilenet_v2/main.py b/examples/post_training_quantization/openvino/mobilenet_v2/main.py index 80e9d2eaf8b..931beb0e6a2 100644 --- a/examples/post_training_quantization/openvino/mobilenet_v2/main.py +++ b/examples/post_training_quantization/openvino/mobilenet_v2/main.py @@ -9,33 +9,32 @@ # See the License for the specific language governing permissions and # limitations under the License. -import os import re import subprocess from pathlib import Path -from typing import List, Optional +from typing import List import numpy as np import openvino as ov import torch from fastdownload import FastDownload +from rich.progress import track from sklearn.metrics import accuracy_score from torchvision import datasets from torchvision import transforms -from tqdm import tqdm import nncf ROOT = Path(__file__).parent.resolve() +DATASET_PATH = Path().home() / ".cache" / "nncf" / "datasets" +MODEL_PATH = Path().home() / ".cache" / "nncf" / "models" MODEL_URL = "https://huggingface.co/alexsu52/mobilenet_v2_imagenette/resolve/main/openvino_model.tgz" -MODEL_PATH = "~/.cache/nncf/models" DATASET_URL = "https://s3.amazonaws.com/fast-ai-imageclas/imagenette2-320.tgz" -DATASET_PATH = "~/.cache/nncf/datasets" DATASET_CLASSES = 10 -def download(url: str, path: str) -> Path: - downloader = FastDownload(base=path, archive="downloaded", data="extracted") +def download(url: str, path: Path) -> Path: + downloader = FastDownload(base=path.resolve(), archive="downloaded", data="extracted") return downloader.get(url) @@ -46,7 +45,7 @@ def validate(model: ov.Model, val_loader: torch.utils.data.DataLoader) -> float: compiled_model = ov.compile_model(model, device_name="CPU") output = compiled_model.outputs[0] - for images, target in tqdm(val_loader): + for images, target in track(val_loader, description="Validating"): pred = compiled_model(images)[output] predictions.append(np.argmax(pred, axis=1)) references.append(target) @@ -56,30 +55,26 @@ def validate(model: ov.Model, val_loader: torch.utils.data.DataLoader) -> float: return accuracy_score(predictions, references) -def run_benchmark(model_path: Path, shape: Optional[List[int]] = None, verbose: bool = True) -> float: - command = f"benchmark_app -m {model_path} -d CPU -api async -t 15" - if shape is not None: - command += f' -shape [{",".join(str(x) for x in shape)}]' - cmd_output = subprocess.check_output(command, shell=True) # nosec - if verbose: - print(*str(cmd_output).split("\\n")[-9:-1], sep="\n") - match = re.search(r"Throughput\: (.+?) FPS", str(cmd_output)) +def run_benchmark(model_path: Path, shape: List[int]) -> float: + cmd = ["benchmark_app", "-m", model_path.as_posix(), "-d", "CPU", "-api", "async", "-t", "15", "-shape", str(shape)] + cmd_output = subprocess.check_output(cmd, text=True) + print(*cmd_output.splitlines()[-8:], sep="\n") + match = re.search(r"Throughput\: (.+?) FPS", cmd_output) return float(match.group(1)) -def get_model_size(ir_path: Path, m_type: str = "Mb", verbose: bool = True) -> float: - xml_size = os.path.getsize(ir_path) - bin_size = os.path.getsize(os.path.splitext(ir_path)[0] + ".bin") +def get_model_size(ir_path: Path, m_type: str = "Mb") -> float: + xml_size = ir_path.stat().st_size + bin_size = ir_path.with_suffix(".bin").stat().st_size for t in ["bytes", "Kb", "Mb"]: if m_type == t: break xml_size /= 1024 bin_size /= 1024 model_size = xml_size + bin_size - if verbose: - print(f"Model graph (xml): {xml_size:.3f} Mb") - print(f"Model weights (bin): {bin_size:.3f} Mb") - print(f"Model size: {model_size:.3f} Mb") + print(f"Model graph (xml): {xml_size:.3f} Mb") + print(f"Model weights (bin): {bin_size:.3f} Mb") + print(f"Model size: {model_size:.3f} Mb") return model_size @@ -139,17 +134,17 @@ def transform_fn(data_item): fp32_ir_path = ROOT / "mobilenet_v2_fp32.xml" ov.save_model(ov_model, fp32_ir_path, compress_to_fp16=False) print(f"[1/7] Save FP32 model: {fp32_ir_path}") -fp32_model_size = get_model_size(fp32_ir_path, verbose=True) +fp32_model_size = get_model_size(fp32_ir_path) int8_ir_path = ROOT / "mobilenet_v2_int8.xml" ov.save_model(ov_quantized_model, int8_ir_path) print(f"[2/7] Save INT8 model: {int8_ir_path}") -int8_model_size = get_model_size(int8_ir_path, verbose=True) +int8_model_size = get_model_size(int8_ir_path) print("[3/7] Benchmark FP32 model:") -fp32_fps = run_benchmark(fp32_ir_path, shape=[1, 3, 224, 224], verbose=True) +fp32_fps = run_benchmark(fp32_ir_path, shape=[1, 3, 224, 224]) print("[4/7] Benchmark INT8 model:") -int8_fps = run_benchmark(int8_ir_path, shape=[1, 3, 224, 224], verbose=True) +int8_fps = run_benchmark(int8_ir_path, shape=[1, 3, 224, 224]) print("[5/7] Validate OpenVINO FP32 model:") fp32_top1 = validate(ov_model, val_data_loader) diff --git a/examples/post_training_quantization/openvino/yolov8/main.py b/examples/post_training_quantization/openvino/yolov8/main.py index 1ec7b6b4a4d..b75e7577f17 100644 --- a/examples/post_training_quantization/openvino/yolov8/main.py +++ b/examples/post_training_quantization/openvino/yolov8/main.py @@ -13,26 +13,27 @@ from pathlib import Path from typing import Any, Dict, Tuple -import numpy as np import openvino as ov import torch -from tqdm import tqdm +from rich.progress import track from ultralytics.cfg import get_cfg from ultralytics.data.converter import coco80_to_coco91_class from ultralytics.data.utils import check_det_dataset -from ultralytics.engine.validator import BaseValidator as Validator from ultralytics.models.yolo import YOLO +from ultralytics.models.yolo.detect.val import DetectionValidator from ultralytics.utils import DATASETS_DIR from ultralytics.utils import DEFAULT_CFG from ultralytics.utils.metrics import ConfusionMatrix import nncf +MODEL_NAME = "yolov8n" + ROOT = Path(__file__).parent.resolve() def validate( - model: ov.Model, data_loader: torch.utils.data.DataLoader, validator: Validator, num_samples: int = None + model: ov.Model, data_loader: torch.utils.data.DataLoader, validator: DetectionValidator, num_samples: int = None ) -> Tuple[Dict, int, int]: validator.seen = 0 validator.jdict = [] @@ -41,7 +42,7 @@ def validate( model.reshape({0: [1, 3, -1, -1]}) compiled_model = ov.compile_model(model, device_name="CPU") output_layer = compiled_model.output(0) - for batch_i, batch in enumerate(data_loader): + for batch_i, batch in enumerate(track(data_loader, description="Validating")): if num_samples is not None and batch_i == num_samples: break batch = validator.preprocess(batch) @@ -52,7 +53,7 @@ def validate( return stats, validator.seen, validator.nt_per_class.sum() -def print_statistics(stats: np.ndarray, total_images: int, total_objects: int) -> None: +def print_statistics(stats: Dict[str, float], total_images: int, total_objects: int) -> None: mp, mr, map50, mean_ap = ( stats["metrics/precision(B)"], stats["metrics/recall(B)"], @@ -65,37 +66,40 @@ def print_statistics(stats: np.ndarray, total_images: int, total_objects: int) - print(pf % ("all", total_images, total_objects, mp, mr, map50, mean_ap)) -def prepare_validation(model: YOLO, args: Any) -> Tuple[Validator, torch.utils.data.DataLoader]: - validator = model.task_map[model.task]["validator"](args=args) +def prepare_validation(model: YOLO, args: Any) -> Tuple[DetectionValidator, torch.utils.data.DataLoader]: + validator: DetectionValidator = model.task_map[model.task]["validator"](args=args) validator.data = check_det_dataset(args.data) validator.stride = 32 - dataset = validator.data["val"] - print(f"{dataset}") - - data_loader = validator.get_dataloader(f"{DATASETS_DIR}/coco128", 1) - validator.is_coco = True validator.class_map = coco80_to_coco91_class() validator.names = model.model.names validator.metrics.names = validator.names validator.nc = model.model.model[-1].nc - return validator, data_loader + coco_data_path = DATASETS_DIR / "coco128" + data_loader = validator.get_dataloader(coco_data_path.as_posix(), 1) + return validator, data_loader -def benchmark_performance(model_path, config) -> float: - command = f"benchmark_app -m {model_path} -d CPU -api async -t 30" - command += f' -shape "[1,3,{config.imgsz},{config.imgsz}]"' - cmd_output = subprocess.check_output(command, shell=True) # nosec - match = re.search(r"Throughput\: (.+?) FPS", str(cmd_output)) +def benchmark_performance(model_path: Path, config) -> float: + command = [ + "benchmark_app", + "-m", model_path.as_posix(), + "-d", "CPU", + "-api", "async", + "-t", "30", + "-shape", str([1, 3, config.imgsz, config.imgsz]), + ] # fmt: skip + cmd_output = subprocess.check_output(command, text=True) + match = re.search(r"Throughput\: (.+?) FPS", cmd_output) return float(match.group(1)) def prepare_openvino_model(model: YOLO, model_name: str) -> Tuple[ov.Model, Path]: - ir_model_path = Path(f"{ROOT}/{model_name}_openvino_model/{model_name}.xml") + ir_model_path = ROOT / f"{model_name}_openvino_model" / f"{model_name}.xml" if not ir_model_path.exists(): - onnx_model_path = Path(f"{ROOT}/{model_name}.onnx") + onnx_model_path = ROOT / f"{model_name}.onnx" if not onnx_model_path.exists(): model.export(format="onnx", dynamic=True, half=False) @@ -103,7 +107,7 @@ def prepare_openvino_model(model: YOLO, model_name: str) -> Tuple[ov.Model, Path return ov.Core().read_model(ir_model_path), ir_model_path -def quantize(model: ov.Model, data_loader: torch.utils.data.DataLoader, validator: Validator) -> ov.Model: +def quantize(model: ov.Model, data_loader: torch.utils.data.DataLoader, validator: DetectionValidator) -> ov.Model: def transform_fn(data_item: Dict): """ Quantization transform function. Extracts and preprocess input data from dataloader @@ -137,9 +141,7 @@ def transform_fn(data_item: Dict): def main(): - MODEL_NAME = "yolov8n" - - model = YOLO(f"{ROOT}/{MODEL_NAME}.pt") + model = YOLO(ROOT / f"{MODEL_NAME}.pt") args = get_cfg(cfg=DEFAULT_CFG) args.data = "coco128.yaml" @@ -151,16 +153,16 @@ def main(): # Quantize mode in OpenVINO representation quantized_model = quantize(ov_model, data_loader, validator) - quantized_model_path = Path(f"{ROOT}/{MODEL_NAME}_openvino_model/{MODEL_NAME}_quantized.xml") + quantized_model_path = ov_model_path.with_name(ov_model_path.stem + "_quantized" + ov_model_path.suffix) ov.save_model(quantized_model, str(quantized_model_path)) # Validate FP32 model - fp_stats, total_images, total_objects = validate(ov_model, tqdm(data_loader), validator) + fp_stats, total_images, total_objects = validate(ov_model, data_loader, validator) print("Floating-point model validation results:") print_statistics(fp_stats, total_images, total_objects) # Validate quantized model - q_stats, total_images, total_objects = validate(quantized_model, tqdm(data_loader), validator) + q_stats, total_images, total_objects = validate(quantized_model, data_loader, validator) print("Quantized model validation results:") print_statistics(q_stats, total_images, total_objects) diff --git a/examples/post_training_quantization/openvino/yolov8_quantize_with_accuracy_control/main.py b/examples/post_training_quantization/openvino/yolov8_quantize_with_accuracy_control/main.py index abdcb982d12..56b38149f58 100644 --- a/examples/post_training_quantization/openvino/yolov8_quantize_with_accuracy_control/main.py +++ b/examples/post_training_quantization/openvino/yolov8_quantize_with_accuracy_control/main.py @@ -14,15 +14,14 @@ from pathlib import Path from typing import Any, Dict, Tuple -import numpy as np import openvino as ov import torch -from tqdm import tqdm +from rich.progress import track from ultralytics.cfg import get_cfg from ultralytics.data.converter import coco80_to_coco91_class from ultralytics.data.utils import check_det_dataset -from ultralytics.engine.validator import BaseValidator as Validator from ultralytics.models.yolo import YOLO +from ultralytics.models.yolo.segment.val import SegmentationValidator from ultralytics.utils import DATASETS_DIR from ultralytics.utils import DEFAULT_CFG from ultralytics.utils import ops @@ -30,11 +29,13 @@ import nncf +MODEL_NAME = "yolov8n-seg" + ROOT = Path(__file__).parent.resolve() def validate( - model: ov.Model, data_loader: torch.utils.data.DataLoader, validator: Validator, num_samples: int = None + model: ov.Model, data_loader: torch.utils.data.DataLoader, validator: SegmentationValidator, num_samples: int = None ) -> Tuple[Dict, int, int]: validator.seen = 0 validator.jdict = [] @@ -44,7 +45,7 @@ def validate( model.reshape({0: [1, 3, -1, -1]}) compiled_model = ov.compile_model(model, device_name="CPU") num_outputs = len(model.outputs) - for batch_i, batch in enumerate(data_loader): + for batch_i, batch in enumerate(track(data_loader, description="Validating")): if num_samples is not None and batch_i == num_samples: break batch = validator.preprocess(batch) @@ -62,7 +63,7 @@ def validate( return stats, validator.seen, validator.nt_per_class.sum() -def print_statistics(stats: np.ndarray, total_images: int, total_objects: int) -> None: +def print_statistics(stats: Dict[str, float], total_images: int, total_objects: int) -> None: print("Metrics(Box):") mp, mr, map50, mean_ap = ( stats["metrics/precision(B)"], @@ -75,56 +76,56 @@ def print_statistics(stats: np.ndarray, total_images: int, total_objects: int) - pf = "%20s" + "%12i" * 2 + "%12.3g" * 4 # print format print(pf % ("all", total_images, total_objects, mp, mr, map50, mean_ap)) - # print the mask metrics for segmentation - if "metrics/precision(M)" in stats: - print("Metrics(Mask):") - s_mp, s_mr, s_map50, s_mean_ap = ( - stats["metrics/precision(M)"], - stats["metrics/recall(M)"], - stats["metrics/mAP50(M)"], - stats["metrics/mAP50-95(M)"], - ) - # Print results - s = ("%20s" + "%12s" * 6) % ("Class", "Images", "Labels", "Precision", "Recall", "mAP@.5", "mAP@.5:.95") - print(s) - pf = "%20s" + "%12i" * 2 + "%12.3g" * 4 # print format - print(pf % ("all", total_images, total_objects, s_mp, s_mr, s_map50, s_mean_ap)) - - -def prepare_validation(model: YOLO, args: Any) -> Tuple[Validator, torch.utils.data.DataLoader]: - validator = model.task_map[model.task]["validator"](args=args) - validator.data = check_det_dataset(args.data) - validator.stride = 32 - dataset = validator.data["val"] - print(f"{dataset}") + print("Metrics(Mask):") + s_mp, s_mr, s_map50, s_mean_ap = ( + stats["metrics/precision(M)"], + stats["metrics/recall(M)"], + stats["metrics/mAP50(M)"], + stats["metrics/mAP50-95(M)"], + ) + # Print results + s = ("%20s" + "%12s" * 6) % ("Class", "Images", "Labels", "Precision", "Recall", "mAP@.5", "mAP@.5:.95") + print(s) + pf = "%20s" + "%12i" * 2 + "%12.3g" * 4 # print format + print(pf % ("all", total_images, total_objects, s_mp, s_mr, s_map50, s_mean_ap)) - data_loader = validator.get_dataloader(f"{DATASETS_DIR}/coco128-seg", 1) +def prepare_validation(model: YOLO, args: Any) -> Tuple[SegmentationValidator, torch.utils.data.DataLoader]: + validator: SegmentationValidator = model.task_map[model.task]["validator"](args=args) + validator.data = check_det_dataset(args.data) + validator.stride = 32 validator.is_coco = True validator.class_map = coco80_to_coco91_class() validator.names = model.model.names validator.metrics.names = validator.names validator.nc = model.model.model[-1].nc - validator.nm = 32 validator.process = ops.process_mask validator.plot_masks = [] + coco_data_path = DATASETS_DIR / "coco128-seg" + data_loader = validator.get_dataloader(coco_data_path.as_posix(), 1) + return validator, data_loader def benchmark_performance(model_path, config) -> float: - command = f"benchmark_app -m {model_path} -d CPU -api async -t 30" - command += f' -shape "[1,3,{config.imgsz},{config.imgsz}]"' - cmd_output = subprocess.check_output(command, shell=True) # nosec - - match = re.search(r"Throughput\: (.+?) FPS", str(cmd_output)) + command = [ + "benchmark_app", + "-m", model_path.as_posix(), + "-d", "CPU", + "-api", "async", + "-t", "30", + "-shape", str([1, 3, config.imgsz, config.imgsz]), + ] # fmt: skip + cmd_output = subprocess.check_output(command, text=True) + match = re.search(r"Throughput\: (.+?) FPS", cmd_output) return float(match.group(1)) def prepare_openvino_model(model: YOLO, model_name: str) -> Tuple[ov.Model, Path]: - ir_model_path = Path(f"{ROOT}/{model_name}_openvino_model/{model_name}.xml") + ir_model_path = ROOT / f"{model_name}_openvino_model" / f"{model_name}.xml" if not ir_model_path.exists(): - onnx_model_path = Path(f"{ROOT}/{model_name}.onnx") + onnx_model_path = ROOT / f"{model_name}.onnx" if not onnx_model_path.exists(): model.export(format="onnx", dynamic=True, half=False) @@ -132,7 +133,9 @@ def prepare_openvino_model(model: YOLO, model_name: str) -> Tuple[ov.Model, Path return ov.Core().read_model(ir_model_path), ir_model_path -def quantize_ac(model: ov.Model, data_loader: torch.utils.data.DataLoader, validator_ac: Validator) -> ov.Model: +def quantize_ac( + model: ov.Model, data_loader: torch.utils.data.DataLoader, validator_ac: SegmentationValidator +) -> ov.Model: def transform_fn(data_item: Dict): input_tensor = validator_ac.preprocess(data_item)["img"].numpy() return input_tensor @@ -140,7 +143,7 @@ def transform_fn(data_item: Dict): def validation_ac( compiled_model: ov.CompiledModel, validation_loader: torch.utils.data.DataLoader, - validator: Validator, + validator: SegmentationValidator, num_samples: int = None, ) -> float: validator.seen = 0 @@ -150,7 +153,6 @@ def validation_ac( validator.confusion_matrix = ConfusionMatrix(nc=validator.nc) num_outputs = len(compiled_model.outputs) - counter = 0 for batch_i, batch in enumerate(validation_loader): if num_samples is not None and batch_i == num_samples: break @@ -165,13 +167,11 @@ def validation_ac( ] preds = validator.postprocess(preds) validator.update_metrics(preds, batch) - counter += 1 stats = validator.get_stats() if num_outputs == 1: stats_metrics = stats["metrics/mAP50-95(B)"] else: stats_metrics = stats["metrics/mAP50-95(M)"] - print(f"Validate: dataset length = {counter}, metric value = {stats_metrics:.3f}") return stats_metrics quantization_dataset = nncf.Dataset(data_loader, transform_fn) @@ -205,9 +205,7 @@ def validation_ac( def main(): - MODEL_NAME = "yolov8n-seg" - - model = YOLO(f"{ROOT}/{MODEL_NAME}.pt") + model = YOLO(ROOT / f"{MODEL_NAME}.pt") args = get_cfg(cfg=DEFAULT_CFG) args.data = "coco128-seg.yaml" args.workers = 0 @@ -221,17 +219,17 @@ def main(): # Quantize mode in OpenVINO representation quantized_model = quantize_ac(ov_model, data_loader, validator) - quantized_model_path = Path(f"{ROOT}/{MODEL_NAME}_openvino_model/{MODEL_NAME}_quantized.xml") + quantized_model_path = ov_model_path.with_name(ov_model_path.stem + "_quantized" + ov_model_path.suffix) ov.save_model(quantized_model, str(quantized_model_path)) # Validate FP32 model - fp_stats, total_images, total_objects = validate(ov_model, tqdm(data_loader), validator) print("Floating-point model validation results:") + fp_stats, total_images, total_objects = validate(ov_model, data_loader, validator) print_statistics(fp_stats, total_images, total_objects) # Validate quantized model - q_stats, total_images, total_objects = validate(quantized_model, tqdm(data_loader), validator) print("Quantized model validation results:") + q_stats, total_images, total_objects = validate(quantized_model, data_loader, validator) print_statistics(q_stats, total_images, total_objects) # Benchmark performance of FP32 model diff --git a/examples/post_training_quantization/tensorflow/mobilenet_v2/main.py b/examples/post_training_quantization/tensorflow/mobilenet_v2/main.py index bf4707e6dc6..ec4c081edaa 100644 --- a/examples/post_training_quantization/tensorflow/mobilenet_v2/main.py +++ b/examples/post_training_quantization/tensorflow/mobilenet_v2/main.py @@ -9,16 +9,15 @@ # See the License for the specific language governing permissions and # limitations under the License. -import os import re import subprocess from pathlib import Path -from typing import List, Optional +from typing import List import openvino as ov import tensorflow as tf import tensorflow_datasets as tfds -from tqdm import tqdm +from rich.progress import track import nncf @@ -32,37 +31,40 @@ def validate(model: ov.Model, val_loader: tf.data.Dataset) -> tf.Tensor: output = compiled_model.outputs[0] metric = tf.keras.metrics.CategoricalAccuracy(name="acc@1") - for images, labels in tqdm(val_loader): + for images, labels in track(val_loader): pred = compiled_model(images.numpy())[output] metric.update_state(labels, pred) return metric.result() -def run_benchmark(model_path: str, shape: Optional[List[int]] = None, verbose: bool = True) -> float: - command = f"benchmark_app -m {model_path} -d CPU -api async -t 15" - if shape is not None: - command += f' -shape [{",".join(str(x) for x in shape)}]' - cmd_output = subprocess.check_output(command, shell=True) # nosec - if verbose: - print(*str(cmd_output).split("\\n")[-9:-1], sep="\n") - match = re.search(r"Throughput\: (.+?) FPS", str(cmd_output)) +def run_benchmark(model_path: Path, shape: List[int]) -> float: + command = [ + "benchmark_app", + "-m", model_path.as_posix(), + "-d", "CPU", + "-api", "async", + "-t", "15", + "-shape", str(shape), + ] # fmt: skip + cmd_output = subprocess.check_output(command, text=True) + print(*cmd_output.splitlines()[-8:], sep="\n") + match = re.search(r"Throughput\: (.+?) FPS", cmd_output) return float(match.group(1)) -def get_model_size(ir_path: str, m_type: str = "Mb", verbose: bool = True) -> float: - xml_size = os.path.getsize(ir_path) - bin_size = os.path.getsize(os.path.splitext(ir_path)[0] + ".bin") +def get_model_size(ir_path: Path, m_type: str = "Mb") -> float: + xml_size = ir_path.stat().st_size + bin_size = ir_path.with_suffix(".bin").stat().st_size for t in ["bytes", "Kb", "Mb"]: if m_type == t: break xml_size /= 1024 bin_size /= 1024 model_size = xml_size + bin_size - if verbose: - print(f"Model graph (xml): {xml_size:.3f} Mb") - print(f"Model weights (bin): {bin_size:.3f} Mb") - print(f"Model size: {model_size:.3f} Mb") + print(f"Model graph (xml): {xml_size:.3f} Mb") + print(f"Model weights (bin): {bin_size:.3f} Mb") + print(f"Model size: {model_size:.3f} Mb") return model_size @@ -148,20 +150,20 @@ def transform_fn(data_item): ov_model = ov.convert_model(tf_model, share_weights=False) ov_quantized_model = ov.convert_model(tf_quantized_model, share_weights=False) -fp32_ir_path = f"{ROOT}/mobilenet_v2_fp32.xml" +fp32_ir_path = ROOT / "mobilenet_v2_fp32.xml" ov.save_model(ov_model, fp32_ir_path, compress_to_fp16=False) print(f"[1/7] Save FP32 model: {fp32_ir_path}") -fp32_model_size = get_model_size(fp32_ir_path, verbose=True) +fp32_model_size = get_model_size(fp32_ir_path) -int8_ir_path = f"{ROOT}/mobilenet_v2_int8.xml" +int8_ir_path = ROOT / "mobilenet_v2_int8.xml" ov.save_model(ov_quantized_model, int8_ir_path) print(f"[2/7] Save INT8 model: {int8_ir_path}") -int8_model_size = get_model_size(int8_ir_path, verbose=True) +int8_model_size = get_model_size(int8_ir_path) print("[3/7] Benchmark FP32 model:") -fp32_fps = run_benchmark(fp32_ir_path, shape=[1, 224, 224, 3], verbose=True) +fp32_fps = run_benchmark(fp32_ir_path, shape=[1, 224, 224, 3]) print("[4/7] Benchmark INT8 model:") -int8_fps = run_benchmark(int8_ir_path, shape=[1, 224, 224, 3], verbose=True) +int8_fps = run_benchmark(int8_ir_path, shape=[1, 224, 224, 3]) print("[5/7] Validate OpenVINO FP32 model:") fp32_top1 = validate(ov_model, val_dataset) diff --git a/examples/post_training_quantization/torch/mobilenet_v2/main.py b/examples/post_training_quantization/torch/mobilenet_v2/main.py index de309234445..a381a562b43 100644 --- a/examples/post_training_quantization/torch/mobilenet_v2/main.py +++ b/examples/post_training_quantization/torch/mobilenet_v2/main.py @@ -9,34 +9,33 @@ # See the License for the specific language governing permissions and # limitations under the License. -import os import re import subprocess from functools import partial from pathlib import Path -from typing import List, Optional, Tuple +from typing import List, Tuple import numpy as np import openvino as ov import torch from fastdownload import FastDownload +from rich.progress import track from sklearn.metrics import accuracy_score from torchvision import datasets from torchvision import models from torchvision import transforms import nncf -from nncf.common.logging.track_progress import track ROOT = Path(__file__).parent.resolve() CHECKPOINT_URL = "https://huggingface.co/alexsu52/mobilenet_v2_imagenette/resolve/main/pytorch_model.bin" DATASET_URL = "https://s3.amazonaws.com/fast-ai-imageclas/imagenette2-320.tgz" -DATASET_PATH = "~/.cache/nncf/datasets" +DATASET_PATH = Path().home() / ".cache" / "nncf" / "datasets" DATASET_CLASSES = 10 def download_dataset() -> Path: - downloader = FastDownload(base=DATASET_PATH, archive="downloaded", data="extracted") + downloader = FastDownload(base=DATASET_PATH.resolve(), archive="downloaded", data="extracted") return downloader.get(DATASET_URL) @@ -63,30 +62,33 @@ def validate(model: ov.Model, val_loader: torch.utils.data.DataLoader) -> float: return accuracy_score(predictions, references) -def run_benchmark(model_path: Path, shape: Optional[List[int]] = None, verbose: bool = True) -> float: - command = f"benchmark_app -m {model_path} -d CPU -api async -t 15" - if shape is not None: - command += f' -shape [{",".join(str(x) for x in shape)}]' - cmd_output = subprocess.check_output(command, shell=True) # nosec - if verbose: - print(*str(cmd_output).split("\\n")[-9:-1], sep="\n") - match = re.search(r"Throughput\: (.+?) FPS", str(cmd_output)) +def run_benchmark(model_path: Path, shape: List[int]) -> float: + command = [ + "benchmark_app", + "-m", model_path.as_posix(), + "-d", "CPU", + "-api", "async", + "-t", "15", + "-shape", str(shape), + ] # fmt: skip + cmd_output = subprocess.check_output(command, text=True) + print(*cmd_output.splitlines()[-8:], sep="\n") + match = re.search(r"Throughput\: (.+?) FPS", cmd_output) return float(match.group(1)) -def get_model_size(ir_path: Path, m_type: str = "Mb", verbose: bool = True) -> float: - xml_size = os.path.getsize(ir_path) - bin_size = os.path.getsize(os.path.splitext(ir_path)[0] + ".bin") +def get_model_size(ir_path: Path, m_type: str = "Mb") -> float: + xml_size = ir_path.stat().st_size + bin_size = ir_path.with_suffix(".bin").stat().st_size for t in ["bytes", "Kb", "Mb"]: if m_type == t: break xml_size /= 1024 bin_size /= 1024 model_size = xml_size + bin_size - if verbose: - print(f"Model graph (xml): {xml_size:.3f} {m_type}") - print(f"Model weights (bin): {bin_size:.3f} {m_type}") - print(f"Model size: {model_size:.3f} {m_type}") + print(f"Model graph (xml): {xml_size:.3f} {m_type}") + print(f"Model weights (bin): {bin_size:.3f} {m_type}") + print(f"Model size: {model_size:.3f} {m_type}") return model_size @@ -156,17 +158,17 @@ def transform_fn(data_item: Tuple[torch.Tensor, int], device: torch.device) -> t fp32_ir_path = ROOT / "mobilenet_v2_fp32.xml" ov.save_model(ov_model, fp32_ir_path, compress_to_fp16=False) print(f"[1/7] Save FP32 model: {fp32_ir_path}") -fp32_model_size = get_model_size(fp32_ir_path, verbose=True) +fp32_model_size = get_model_size(fp32_ir_path) int8_ir_path = ROOT / "mobilenet_v2_int8.xml" ov.save_model(ov_quantized_model, int8_ir_path) print(f"[2/7] Save INT8 model: {int8_ir_path}") -int8_model_size = get_model_size(int8_ir_path, verbose=True) +int8_model_size = get_model_size(int8_ir_path) print("[3/7] Benchmark FP32 model:") -fp32_fps = run_benchmark(fp32_ir_path, shape=[1, 3, 224, 224], verbose=True) +fp32_fps = run_benchmark(fp32_ir_path, shape=[1, 3, 224, 224]) print("[4/7] Benchmark INT8 model:") -int8_fps = run_benchmark(int8_ir_path, shape=[1, 3, 224, 224], verbose=True) +int8_fps = run_benchmark(int8_ir_path, shape=[1, 3, 224, 224]) print("[5/7] Validate OpenVINO FP32 model:") fp32_top1 = validate(ov_model, val_data_loader) diff --git a/examples/post_training_quantization/torch/ssd300_vgg16/main.py b/examples/post_training_quantization/torch/ssd300_vgg16/main.py index 3e28861743c..c29e64bac97 100644 --- a/examples/post_training_quantization/torch/ssd300_vgg16/main.py +++ b/examples/post_training_quantization/torch/ssd300_vgg16/main.py @@ -9,7 +9,6 @@ # See the License for the specific language governing permissions and # limitations under the License. -import os import re import subprocess from pathlib import Path @@ -28,43 +27,39 @@ from torchvision.models.detection.ssd import SSD from torchvision.models.detection.ssd import GeneralizedRCNNTransform from torchvision.models.detection.anchor_utils import DefaultBoxGenerator -from nncf.common.logging.track_progress import track +from rich.progress import track from functools import partial ROOT = Path(__file__).parent.resolve() DATASET_URL = "https://ultralytics.com/assets/coco128.zip" -DATASET_PATH = "~/.cache/nncf/datasets" +DATASET_PATH = Path().home() / ".cache" / "nncf" / "datasets" def download_dataset() -> Path: - downloader = FastDownload(base=DATASET_PATH, archive="downloaded", data="extracted") + downloader = FastDownload(base=DATASET_PATH.resolve(), archive="downloaded", data="extracted") return downloader.get(DATASET_URL) -def get_model_size(ir_path: str, m_type: str = "Mb", verbose: bool = True) -> float: - xml_size = os.path.getsize(ir_path) - bin_size = os.path.getsize(os.path.splitext(ir_path)[0] + ".bin") +def get_model_size(ir_path: Path, m_type: str = "Mb") -> float: + xml_size = ir_path.stat().st_size + bin_size = ir_path.with_suffix(".bin").stat().st_size for t in ["bytes", "Kb", "Mb"]: if m_type == t: break xml_size /= 1024 bin_size /= 1024 model_size = xml_size + bin_size - if verbose: - print(f"Model graph (xml): {xml_size:.3f} {m_type}") - print(f"Model weights (bin): {bin_size:.3f} {m_type}") - print(f"Model size: {model_size:.3f} {m_type}") + print(f"Model graph (xml): {xml_size:.3f} {m_type}") + print(f"Model weights (bin): {bin_size:.3f} {m_type}") + print(f"Model size: {model_size:.3f} {m_type}") return model_size -def run_benchmark(model_path: str, shape=None, verbose: bool = True) -> float: - command = f"benchmark_app -m {model_path} -d CPU -api async -t 15" - if shape is not None: - command += f' -shape [{",".join(str(x) for x in shape)}]' - cmd_output = subprocess.check_output(command, shell=True) # nosec - if verbose: - print(*str(cmd_output).split("\\n")[-9:-1], sep="\n") - match = re.search(r"Throughput\: (.+?) FPS", str(cmd_output)) +def run_benchmark(model_path: Path) -> float: + command = ["benchmark_app", "-m", model_path.as_posix(), "-d", "CPU", "-api", "async", "-t", "15"] + cmd_output = subprocess.check_output(command, text=True) + print(*cmd_output.splitlines()[-8:], sep="\n") + match = re.search(r"Throughput\: (.+?) FPS", cmd_output) return float(match.group(1)) @@ -157,28 +152,28 @@ def main(): # Convert to OpenVINO dummy_input = torch.randn(1, 3, 480, 480) - fp32_onnx_path = f"{ROOT}/ssd300_vgg16_fp32.onnx" + fp32_onnx_path = ROOT / "ssd300_vgg16_fp32.onnx" torch.onnx.export(model.cpu(), dummy_input, fp32_onnx_path) ov_model = ov.convert_model(fp32_onnx_path) - int8_onnx_path = f"{ROOT}/ssd300_vgg16_int8.onnx" + int8_onnx_path = ROOT / "ssd300_vgg16_int8.onnx" torch.onnx.export(quantized_model.cpu(), dummy_input, int8_onnx_path) ov_quantized_model = ov.convert_model(int8_onnx_path) - fp32_ir_path = f"{ROOT}/ssd300_vgg16_fp32.xml" + fp32_ir_path = ROOT / "ssd300_vgg16_fp32.xml" ov.save_model(ov_model, fp32_ir_path, compress_to_fp16=False) print(f"[1/7] Save FP32 model: {fp32_ir_path}") - fp32_model_size = get_model_size(fp32_ir_path, verbose=True) + fp32_model_size = get_model_size(fp32_ir_path) - int8_ir_path = f"{ROOT}/ssd300_vgg16_int8.xml" + int8_ir_path = ROOT / "ssd300_vgg16_int8.xml" ov.save_model(ov_quantized_model, int8_ir_path) print(f"[2/7] Save INT8 model: {int8_ir_path}") - int8_model_size = get_model_size(int8_ir_path, verbose=True) + int8_model_size = get_model_size(int8_ir_path) print("[3/7] Benchmark FP32 model:") - fp32_fps = run_benchmark(fp32_ir_path, verbose=True) + fp32_fps = run_benchmark(fp32_ir_path) print("[4/7] Benchmark INT8 model:") - int8_fps = run_benchmark(int8_ir_path, verbose=True) + int8_fps = run_benchmark(int8_ir_path) print("[5/7] Validate FP32 model:") torch.backends.cudnn.deterministic = True diff --git a/examples/post_training_quantization/torch_fx/resnet18/main.py b/examples/post_training_quantization/torch_fx/resnet18/main.py index eb348e9bfd7..ed6a9f20e7d 100644 --- a/examples/post_training_quantization/torch_fx/resnet18/main.py +++ b/examples/post_training_quantization/torch_fx/resnet18/main.py @@ -26,11 +26,11 @@ import torchvision.models as models import torchvision.transforms as transforms from fastdownload import FastDownload +from rich.progress import track from torch._dynamo.exc import BackendCompilerFailed import nncf import nncf.torch -from nncf.common.logging.track_progress import track from nncf.common.utils.helpers import create_table from nncf.common.utils.os import is_windows from nncf.torch import disable_patching @@ -44,11 +44,11 @@ "https://storage.openvinotoolkit.org/repositories/nncf/openvino_notebook_ckpts/302_resnet18_fp32_v1.pth" ) DATASET_URL = "http://cs231n.stanford.edu/tiny-imagenet-200.zip" -DATASET_PATH = "~/.cache/nncf/datasets" +DATASET_PATH = Path().home() / ".cache" / "nncf" / "datasets" def download_dataset() -> Path: - downloader = FastDownload(base=DATASET_PATH, archive="downloaded", data="extracted") + downloader = FastDownload(base=DATASET_PATH.resolve(), archive="downloaded", data="extracted") return downloader.get(DATASET_URL) diff --git a/examples/quantization_aware_training/torch/anomalib/main.py b/examples/quantization_aware_training/torch/anomalib/main.py index f90ca45cd3b..627c47c2952 100644 --- a/examples/quantization_aware_training/torch/anomalib/main.py +++ b/examples/quantization_aware_training/torch/anomalib/main.py @@ -30,11 +30,11 @@ import nncf HOME_PATH = Path.home() -DATASET_PATH = HOME_PATH / ".cache/nncf/datasets/mvtec" -CHECKPOINT_PATH = HOME_PATH / ".cache/nncf/models/anomalib" +DATASET_PATH = HOME_PATH / ".cache" / "nncf" / "datasets" / "mvtec" +CHECKPOINT_PATH = HOME_PATH / ".cache" / "nncf" / "models" / "anomalib" ROOT = Path(__file__).parent.resolve() -FP32_RESULTS_ROOT = ROOT / "fp32" -INT8_RESULTS_ROOT = ROOT / "int8" +FP32_RESULTS_ROOT = ROOT / "results" / "fp32" +INT8_RESULTS_ROOT = ROOT / "results" / "int8" CHECKPOINT_URL = "https://storage.openvinotoolkit.org/repositories/nncf/examples/torch/anomalib/stfpm_mvtec.ckpt" USE_PRETRAINED = True @@ -61,11 +61,17 @@ def create_dataset(root: Path) -> MVTec: def run_benchmark(model_path: Path, shape: List[int]) -> float: - command = f"benchmark_app -m {model_path} -d CPU -api async -t 15" - command += f' -shape "[{",".join(str(x) for x in shape)}]"' - cmd_output = subprocess.check_output(command, shell=True) # nosec - print(*str(cmd_output).split("\\n")[-9:-1], sep="\n") - match = re.search(r"Throughput\: (.+?) FPS", str(cmd_output)) + command = [ + "benchmark_app", + "-m", model_path.as_posix(), + "-d", "CPU", + "-api", "async", + "-t", "15", + "-shape", str(shape), + ] # fmt: skip + cmd_output = subprocess.check_output(command, text=True) + print(*cmd_output.splitlines()[-8:], sep="\n") + match = re.search(r"Throughput\: (.+?) FPS", cmd_output) return float(match.group(1)) diff --git a/examples/quantization_aware_training/torch/resnet18/main.py b/examples/quantization_aware_training/torch/resnet18/main.py index 7ab3b7af14a..d7909db7329 100644 --- a/examples/quantization_aware_training/torch/resnet18/main.py +++ b/examples/quantization_aware_training/torch/resnet18/main.py @@ -15,7 +15,7 @@ import warnings from copy import deepcopy from pathlib import Path -from typing import List, Tuple +from typing import Tuple import openvino as ov import torch @@ -28,11 +28,11 @@ import torchvision.models as models import torchvision.transforms as transforms from fastdownload import FastDownload +from rich.progress import track from torch.jit import TracerWarning import nncf import nncf.torch -from nncf.common.logging.track_progress import track from nncf.common.utils.helpers import create_table warnings.filterwarnings("ignore", category=TracerWarning) @@ -51,11 +51,11 @@ "https://storage.openvinotoolkit.org/repositories/nncf/openvino_notebook_ckpts/302_resnet18_fp32_v1.pth" ) DATASET_URL = "http://cs231n.stanford.edu/tiny-imagenet-200.zip" -DATASET_PATH = "~/.cache/nncf/datasets" +DATASET_PATH = Path().home() / ".cache" / "nncf" / "datasets" def download_dataset() -> Path: - downloader = FastDownload(base=DATASET_PATH, archive="downloaded", data="extracted") + downloader = FastDownload(base=DATASET_PATH.resolve(), archive="downloaded", data="extracted") return downloader.get(DATASET_URL) @@ -208,17 +208,23 @@ def prepare_tiny_imagenet_200(dataset_dir: Path): val_images_dir.rmdir() -def run_benchmark(model_path: str, shape: List[int]) -> float: - command = f"benchmark_app -m {model_path} -d CPU -api async -t 15" - command += f' -shape "[{",".join(str(x) for x in shape)}]"' - cmd_output = subprocess.check_output(command, shell=True) # nosec - match = re.search(r"Throughput\: (.+?) FPS", str(cmd_output)) +def run_benchmark(model_path: Path, shape: Tuple[int, ...]) -> float: + command = [ + "benchmark_app", + "-m", model_path.as_posix(), + "-d", "CPU", + "-api", "async", + "-t", "15", + "-shape", str(list(shape)), + ] # fmt: skip + cmd_output = subprocess.check_output(command, text=True) + match = re.search(r"Throughput\: (.+?) FPS", cmd_output) return float(match.group(1)) -def get_model_size(ir_path: str, m_type: str = "Mb") -> float: - xml_size = os.path.getsize(ir_path) - bin_size = os.path.getsize(os.path.splitext(ir_path)[0] + ".bin") +def get_model_size(ir_path: Path, m_type: str = "Mb") -> float: + xml_size = ir_path.stat().st_size + bin_size = ir_path.with_suffix(".bin").stat().st_size for t in ["bytes", "Kb", "Mb"]: if m_type == t: break @@ -305,13 +311,13 @@ def transform_fn(data_item): example_input = torch.randn(*input_shape).cpu() # Export FP32 model to OpenVINOâ„¢ IR - fp32_ir_path = f"{ROOT}/{BASE_MODEL_NAME}_fp32.xml" + fp32_ir_path = ROOT / f"{BASE_MODEL_NAME}_fp32.xml" ov_model = ov.convert_model(model.cpu(), example_input=example_input, input=input_shape) ov.save_model(ov_model, fp32_ir_path, compress_to_fp16=False) print(f"Original model path: {fp32_ir_path}") # Export INT8 model to OpenVINOâ„¢ IR - int8_ir_path = f"{ROOT}/{BASE_MODEL_NAME}_int8.xml" + int8_ir_path = ROOT / f"{BASE_MODEL_NAME}_int8.xml" ov_model = ov.convert_model(quantized_model.cpu(), example_input=example_input, input=input_shape) ov.save_model(ov_model, int8_ir_path, compress_to_fp16=False) print(f"Quantized model path: {int8_ir_path}") diff --git a/nncf/experimental/common/quantization/algorithms/post_training/__init__.py b/nncf/experimental/common/quantization/algorithms/post_training/__init__.py new file mode 100644 index 00000000000..2e49d63977d --- /dev/null +++ b/nncf/experimental/common/quantization/algorithms/post_training/__init__.py @@ -0,0 +1,10 @@ +# Copyright (c) 2024 Intel Corporation +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# http://www.apache.org/licenses/LICENSE-2.0 +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. diff --git a/nncf/experimental/common/quantization/algorithms/post_training/algorithm.py b/nncf/experimental/common/quantization/algorithms/post_training/algorithm.py new file mode 100644 index 00000000000..2b61689c638 --- /dev/null +++ b/nncf/experimental/common/quantization/algorithms/post_training/algorithm.py @@ -0,0 +1,106 @@ +# Copyright (c) 2024 Intel Corporation +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# http://www.apache.org/licenses/LICENSE-2.0 +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import itertools +from typing import Callable, List, Optional, TypeVar + +from nncf import Dataset +from nncf.common.graph.graph import NNCFGraph +from nncf.common.tensor_statistics.statistic_point import StatisticPointsContainer +from nncf.common.utils.backend import BackendType +from nncf.experimental.common.quantization.algorithms.post_training.pipeline import experimental_create_ptq_pipeline +from nncf.experimental.common.quantization.algorithms.quantizer.base_quantizer import NNCFQuantizer +from nncf.quantization.advanced_parameters import AdvancedBiasCorrectionParameters +from nncf.quantization.advanced_parameters import AdvancedSmoothQuantParameters +from nncf.quantization.advanced_parameters import RangeEstimatorParameters +from nncf.quantization.algorithms.algorithm import Algorithm + +TModel = TypeVar("TModel") +TPass = Callable[[TModel], TModel] + + +class ExperimentalPostTrainingQuantization(Algorithm): + """ + Implements Experimental Post-Training Quantization algorithm, which basically includes: + 1) ChannelAlignment + 2) MinMaxRangeInit + 3) FastBiasCorrection or BiasCorrection + """ + + def __init__( + self, + quantizer: NNCFQuantizer, + subset_size: int = 300, + fast_bias_correction: Optional[bool] = True, + smooth_quant: bool = False, + bias_correction_params: Optional[AdvancedBiasCorrectionParameters] = None, + smooth_quant_params: Optional[AdvancedSmoothQuantParameters] = None, + activations_range_estimator_params: Optional[RangeEstimatorParameters] = None, + weights_range_estimator_params: Optional[RangeEstimatorParameters] = None, + batchwise_statistics: bool = False, + ): + """ + :param quantizer: NNCFQuantizer to use in MiMaxRangeInit algorithm. + :param subset_size: Size of a subset to calculate activations + statistics used for quantization. + :param fast_bias_correction: Setting this option to `False` enables a different + bias correction method which is more accurate, in general, and takes + more time but requires less memory. None disables the bias correction algorithm. + :param smooth_quant: Setting this option to `True` enables the SmoothQuant algorithm. + :param bias_correction_params: Contains advanced parameters for fine-tuning bias correction algorithm. + :param smooth_quant_params: Contains advanced alpha parameters for SmoothQuant algorithm. + :param activations_range_estimator_params: Contains parameters for estimating the range + of activations of the model. + :param weights_range_estimator_params: Contains parameters for estimating the range + of weights of the model. + :param batchwise_statistics: Determines whether quantizer statistics should be calculated + for each item of the batch or for the entire batch, default is False. + """ + self._pipeline = experimental_create_ptq_pipeline( + quantizer=quantizer, + subset_size=subset_size, + fast_bias_correction=fast_bias_correction, + smooth_quant=smooth_quant, + bias_correction_params=bias_correction_params, + smooth_quant_params=smooth_quant_params, + activations_range_estimator_params=activations_range_estimator_params, + weights_range_estimator_params=weights_range_estimator_params, + batchwise_statistics=batchwise_statistics, + ) + + @property + def available_backends(self) -> List[BackendType]: + backends = set(BackendType) + for algorithm in itertools.chain.from_iterable(self._pipeline.pipeline_steps): + backends = backends.intersection(algorithm.available_backends) + return list(backends) + + def get_statistic_points(self, model: TModel, graph: NNCFGraph) -> StatisticPointsContainer: + return self._pipeline.get_statistic_points_for_step(0, model, graph) + + def apply( + self, + model: TModel, + graph: NNCFGraph, + statistic_points: Optional[StatisticPointsContainer] = None, + dataset: Optional[Dataset] = None, + ) -> TModel: + if dataset is None and len(self._pipeline.pipeline_steps) > 1: + raise ValueError( + "A dataset is required for the post-training quantization " + "algorithm to collect statistics for intermediate models." + ) + + step_index_to_statistics = None + if statistic_points: + step_index_to_statistics = {0: statistic_points} + + return self._pipeline.run_from_step(model, dataset, graph, 0, step_index_to_statistics) diff --git a/nncf/experimental/common/quantization/algorithms/post_training/pipeline.py b/nncf/experimental/common/quantization/algorithms/post_training/pipeline.py new file mode 100644 index 00000000000..c7dbaf796c3 --- /dev/null +++ b/nncf/experimental/common/quantization/algorithms/post_training/pipeline.py @@ -0,0 +1,117 @@ +# Copyright (c) 2024 Intel Corporation +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# http://www.apache.org/licenses/LICENSE-2.0 +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from typing import Optional, TypeVar + +from nncf.experimental.common.quantization.algorithms.quantizer.base_quantizer import NNCFQuantizer +from nncf.experimental.common.quantization.algorithms.range_estimator.range_estimator import MinMaxRangeEstimator +from nncf.quantization.advanced_parameters import AdvancedBiasCorrectionParameters +from nncf.quantization.advanced_parameters import AdvancedSmoothQuantParameters +from nncf.quantization.advanced_parameters import RangeEstimatorParameters +from nncf.quantization.algorithms.bias_correction.algorithm import BIAS_CORRECTION_THRESHOLD +from nncf.quantization.algorithms.bias_correction.algorithm import BiasCorrection +from nncf.quantization.algorithms.fast_bias_correction.algorithm import FAST_BIAS_CORRECTION_THRESHOLD +from nncf.quantization.algorithms.fast_bias_correction.algorithm import FastBiasCorrection +from nncf.quantization.algorithms.pipeline import Pipeline +from nncf.quantization.algorithms.smooth_quant.algorithm import SmoothQuant + +TModel = TypeVar("TModel") + + +def experimental_create_ptq_pipeline( + quantizer: NNCFQuantizer, + subset_size: int = 300, + fast_bias_correction: Optional[bool] = True, + smooth_quant: bool = False, + bias_correction_params: Optional[AdvancedBiasCorrectionParameters] = None, + smooth_quant_params: Optional[AdvancedSmoothQuantParameters] = None, + activations_range_estimator_params: Optional[RangeEstimatorParameters] = None, + weights_range_estimator_params: Optional[RangeEstimatorParameters] = None, + batchwise_statistics: bool = None, +) -> Pipeline: + """ + Creates an experimental post-training quantization pipeline. + + The experimental post-training quantization pipeline includes the following steps: + 1) SmoothQuant + 2) MinMaxRangeInit + 3) FastBiasCorrection or BiasCorrection + + :param quantizer: NNCFQuantizer to use in MiMaxRangeInit algorithm. + :param subset_size: Size of a subset to calculate activations + statistics used for quantization. + :param fast_bias_correction: Setting this option to `False` enables a different + bias correction method which is more accurate, in general, and takes + more time but requires less memory. None disables the bias correction algorithm. + :param smooth_quant: Setting this option to `True` enables the SmoothQuant algorithm. + :param bias_correction_params: Contains advanced parameters for fine-tuning bias correction algorithm. + :param smooth_quant_params: Contains advanced alpha parameters for SmoothQuant algorithm. + :param activations_range_estimator_params: Contains parameters for estimating the range + of activations of the model. + :param weights_range_estimator_params: Contains parameters for estimating the range + of weights of the model. + :param batchwise_statistics: Determines whether quantizer statistics should be calculated + for each item of the batch or for the entire batch, default is False. + :return: An experimental post-training quantization pipeline. + """ + + # Build the post-training quantization pipeline. + pipeline_steps = [] + + if smooth_quant_params is None: + smooth_quant_params = AdvancedSmoothQuantParameters() + + if smooth_quant and (smooth_quant_params.convolution >= 0 or smooth_quant_params.matmul >= 0): + alpha_map = {"convolution": smooth_quant_params.convolution, "matmul": smooth_quant_params.matmul} + pipeline_steps.append([SmoothQuant(subset_size, False, alpha_map=alpha_map)]) + + # Add the `MinMaxQuantization` algorithm as the third step of the pipeline. + pipeline_steps.append( + [ + MinMaxRangeEstimator( + quantizer=quantizer, + subset_size=subset_size, + inplace_statistics=False, + batchwise_statistics=batchwise_statistics, + activations_range_estimator_params=activations_range_estimator_params, + weights_range_estimator_params=weights_range_estimator_params, + ) + ] + ) + + if fast_bias_correction is not None: + # Add the `FastBiasCorrection` or `BiasCorrection` as additional algorithm + # inside the third step of the pipeline. It is added after `MinMaxQuantization` + # algorithm. + if fast_bias_correction: + threshold = FAST_BIAS_CORRECTION_THRESHOLD + bias_correction_subset_size = subset_size + bias_correction_cls = FastBiasCorrection + else: + threshold = BIAS_CORRECTION_THRESHOLD + bias_correction_subset_size = max(int(subset_size * 0.2), 1) + bias_correction_cls = BiasCorrection + + if bias_correction_params is None: + bias_correction_params = AdvancedBiasCorrectionParameters() + + if bias_correction_params.threshold is not None: + threshold = bias_correction_params.threshold + + pipeline_steps[-1].append( + bias_correction_cls( + bias_correction_subset_size, + threshold, + bias_correction_params.apply_for_all_nodes, + ) + ) + + return Pipeline(pipeline_steps) diff --git a/nncf/experimental/common/quantization/algorithms/quantizer/base_quantizer.py b/nncf/experimental/common/quantization/algorithms/quantizer/base_quantizer.py new file mode 100644 index 00000000000..f7a4d6018ba --- /dev/null +++ b/nncf/experimental/common/quantization/algorithms/quantizer/base_quantizer.py @@ -0,0 +1,30 @@ +# Copyright (c) 2024 Intel Corporation +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# http://www.apache.org/licenses/LICENSE-2.0 +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from abc import abstractmethod +from typing import TypeVar + +from nncf.common.graph.graph import NNCFGraph +from nncf.common.quantization.quantizer_setup import SingleConfigQuantizerSetup + +TModel = TypeVar("TModel") + + +class NNCFQuantizer: + @abstractmethod + def get_quantization_setup(self, model: TModel, nncf_graph: NNCFGraph) -> SingleConfigQuantizerSetup: + """ + Builds SingleConfigQuantizerSetup for the given model. + + :param model: Backend-specific model, for which Quantization Target Points are being seek. + :param nncf_graph: NNCFGraph instance. + :return: SingleConfigQuantizerSetup for the given model. + """ diff --git a/nncf/experimental/common/quantization/algorithms/quantizer/fx_quantizer.py b/nncf/experimental/common/quantization/algorithms/quantizer/fx_quantizer.py new file mode 100644 index 00000000000..33e0ef94a79 --- /dev/null +++ b/nncf/experimental/common/quantization/algorithms/quantizer/fx_quantizer.py @@ -0,0 +1,130 @@ +# Copyright (c) 2024 Intel Corporation +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# http://www.apache.org/licenses/LICENSE-2.0 +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + + +from collections import defaultdict +from copy import deepcopy +from typing import Dict, Tuple, Union + +import torch +import torch.fx +from torch.ao.quantization.quantizer import Quantizer +from torch.ao.quantization.quantizer.quantizer import QuantizationSpec +from torch.ao.quantization.quantizer.quantizer import QuantizationSpecBase +from torch.ao.quantization.quantizer.quantizer import SharedQuantizationSpec + +import nncf +from nncf.common.graph.graph import NNCFGraph +from nncf.common.quantization.quantizer_setup import ActivationQuantizationInsertionPoint +from nncf.common.quantization.quantizer_setup import SingleConfigQuantizationPoint +from nncf.common.quantization.quantizer_setup import SingleConfigQuantizerSetup +from nncf.common.quantization.quantizer_setup import WeightQuantizationInsertionPoint +from nncf.common.quantization.structs import QuantizationScheme as QuantizationMode +from nncf.common.quantization.structs import QuantizerConfig +from nncf.experimental.common.quantization.algorithms.quantizer.base_quantizer import NNCFQuantizer + +EdgeOrNode = Union[Tuple[torch.fx.Node, torch.fx.Node]] + + +class NNCFFXQuantizer(NNCFQuantizer): + def __init__(self, quantizer: Quantizer): + self._quantizer = quantizer + + def get_quantization_setup(self, model: torch.fx.GraphModule, nncf_graph: NNCFGraph) -> SingleConfigQuantizerSetup: + anotated_model = deepcopy(model) + + # self._quantizer.transform_for_annotation is called in the nncf quantize_pt2e method + # before the nncf_graph building. + self._quantizer.annotate(anotated_model) + self._quantizer.validate(anotated_model) + return self.get_quantizer_config_from_anotated_model(anotated_model) + + @staticmethod + def get_quantizer_config_from_anotated_model(anotated_model: torch.fx.GraphModule) -> SingleConfigQuantizerSetup: + edge_or_node_to_qspec = _get_edge_or_node_to_qspec(anotated_model) + + q_map = defaultdict(list) + for edge, qspec in edge_or_node_to_qspec.items(): + if not isinstance(edge, tuple): + continue + from_n, to_n = edge + q_map[from_n].append(to_n) + + q_setup = SingleConfigQuantizerSetup() + for from_n, to_nodes in q_map.items(): + to_n = to_nodes[0] + qspec = edge_or_node_to_qspec[(from_n, to_n)] + if qspec is None: + continue + if isinstance(qspec, QuantizationSpec): + if qspec.qscheme in [torch.per_channel_affine, torch.per_channel_symmetric]: + per_channel = True + elif qspec.qscheme in [torch.per_tensor_affine, torch.per_tensor_symmetric]: + per_channel = False + else: + raise nncf.InternalError(f"Unknown qscheme: {qspec.qscheme}") + signed = qspec.dtype is torch.uint8 + mode = ( + QuantizationMode.SYMMETRIC + if qspec.qscheme in [torch.per_channel_symmetric, torch.per_tensor_symmetric] + else QuantizationMode.ASYMMETRIC + ) + qconfig = QuantizerConfig(mode=mode, signedness_to_force=signed, per_channel=per_channel) + qps = [] + # If input node is a constant and placed not at activations port (0) + if from_n.op == "get_attr" and to_n.args.index(from_n) != 0: + qip = WeightQuantizationInsertionPoint(to_n.name) + qp = SingleConfigQuantizationPoint(qip, qconfig, [x.name for x in to_nodes]) + qps.append(qp) + else: + if len(from_n.users) == len(to_nodes): + qip = ActivationQuantizationInsertionPoint(from_n.name) + qp = SingleConfigQuantizationPoint(qip, qconfig, [x.name for x in to_nodes]) + qps.append(qp) + else: + for to_n_ in to_nodes: + input_port_id = to_n_.args.index(from_n) + qip = ActivationQuantizationInsertionPoint(to_n_.name, input_port_id) + qp = SingleConfigQuantizationPoint(qip, qconfig, [to_n_.name]) + qps.append(qp) + + for qp in qps: + q_setup.add_independent_quantization_point(qp) + + elif isinstance(qspec, SharedQuantizationSpec): + pass + else: + raise nncf.InternalError(f"Unknown torch.ao quantization spec: {qspec}") + + return q_setup + + +def _get_edge_or_node_to_qspec( + model: torch.fx.GraphModule, +) -> Dict[EdgeOrNode, QuantizationSpecBase]: + """ + Get a map from EdgeOrNode to quantization spec based on annotations on the nodes. + + :param model: torch.fx.GraphModule instance. + :return: A map from EdgeOrNode to quantization spec based on annotations on the nodes. + """ + edge_or_node_to_qspec: Dict[EdgeOrNode, QuantizationSpecBase] = {} + for n in model.graph.nodes: + if hasattr(n, "meta") and "quantization_annotation" in n.meta: + qa = n.meta["quantization_annotation"] + for input_to_n, qspec in qa.input_qspec_map.items(): + input_edge = (input_to_n, n) + edge_or_node_to_qspec[input_edge] = qspec + if qa.output_qspec is not None: + output_node = n + qspec = qa.output_qspec + edge_or_node_to_qspec[output_node] = qspec + return edge_or_node_to_qspec diff --git a/nncf/experimental/common/quantization/algorithms/quantizer/openvino_quantizer.py b/nncf/experimental/common/quantization/algorithms/quantizer/openvino_quantizer.py new file mode 100644 index 00000000000..7683d1efb2d --- /dev/null +++ b/nncf/experimental/common/quantization/algorithms/quantizer/openvino_quantizer.py @@ -0,0 +1,171 @@ +# Copyright (c) 2024 Intel Corporation +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# http://www.apache.org/licenses/LICENSE-2.0 +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from collections import defaultdict +from typing import Optional, Union + +import torch.fx +from torch.ao.quantization.observer import HistogramObserver +from torch.ao.quantization.observer import PerChannelMinMaxObserver +from torch.ao.quantization.quantizer.quantizer import QuantizationAnnotation as InductorQAnotation +from torch.ao.quantization.quantizer.quantizer import QuantizationSpec as InductorQuantizationSpec +from torch.ao.quantization.quantizer.quantizer import Quantizer as InductorQuantizer + +from nncf.common.graph.graph import NNCFGraph +from nncf.common.quantization.quantizer_propagation.solver import QuantizerPropagationRule +from nncf.common.quantization.quantizer_setup import ActivationQuantizationInsertionPoint +from nncf.common.quantization.quantizer_setup import SingleConfigQuantizerSetup +from nncf.common.quantization.structs import QuantizationPreset +from nncf.common.quantization.structs import QuantizationScheme +from nncf.common.quantization.structs import QuantizerConfig as NNCFQuantizerConfig +from nncf.experimental.common.quantization.algorithms.quantizer.base_quantizer import NNCFQuantizer +from nncf.experimental.torch.fx.nncf_graph_builder import GraphConverter +from nncf.experimental.torch.fx.node_utils import get_graph_node_by_name +from nncf.experimental.torch.fx.transformations import fold_constant_except_qdq +from nncf.parameters import ModelType +from nncf.parameters import QuantizationMode +from nncf.parameters import TargetDevice +from nncf.quantization.advanced_parameters import FP8QuantizationParameters +from nncf.quantization.advanced_parameters import OverflowFix +from nncf.quantization.advanced_parameters import QuantizationParameters +from nncf.quantization.algorithms.min_max.algorithm import MinMaxQuantization +from nncf.scopes import IgnoredScope + +QUANT_ANNOTATION_KEY = "quantization_annotation" + + +class OpenVINOQuantizer(InductorQuantizer, NNCFQuantizer): + def __init__( + self, + mode: Optional[QuantizationMode] = None, + preset: Optional[QuantizationPreset] = None, + target_device: TargetDevice = TargetDevice.ANY, + model_type: Optional[ModelType] = None, + ignored_scope: Optional[IgnoredScope] = None, + overflow_fix: Optional[OverflowFix] = None, + quantize_outputs: bool = False, + activations_quantization_params: Union[QuantizationParameters, FP8QuantizationParameters] = None, + weights_quantization_params: Union[QuantizationParameters, FP8QuantizationParameters] = None, + quantizer_propagation_rule: Optional[QuantizerPropagationRule] = None, + ): + """ + :param mode: Defines optimization mode for the algorithm. None by default. + :param preset: A preset controls the quantization mode (symmetric and asymmetric). + It can take the following values: + - `performance`: Symmetric quantization of weights and activations. + - `mixed`: Symmetric quantization of weights and asymmetric quantization of activations. + Default value is None. In this case, `mixed` preset is used for `transformer` + model type otherwise `performance`. + :param target_device: A target device the specificity of which will be taken + into account while compressing in order to obtain the best performance + for this type of device, defaults to TargetDevice.ANY. + :param model_type: Model type is needed to specify additional patterns + in the model. Supported only `transformer` now. + :param ignored_scope: An ignored scope that defined the list of model control + flow graph nodes to be ignored during quantization. + :param overflow_fix: This option controls whether to apply the overflow issue + fix for the 8-bit quantization. + :param quantize_outputs: Whether to insert additional quantizers right before + each of the model outputs. + :param activations_quantization_params: Quantization parameters for model + activations. + :param weights_quantization_params: Quantization parameters for model weights. + :param quantizer_propagation_rule: The strategy to be used while propagating and merging quantizers. + """ + self._min_max_algo = MinMaxQuantization( + mode=mode, + preset=preset, + target_device=target_device, + model_type=model_type, + ignored_scope=ignored_scope, + overflow_fix=overflow_fix, + quantize_outputs=quantize_outputs, + activations_quantization_params=activations_quantization_params, + weights_quantization_params=weights_quantization_params, + quantizer_propagation_rule=quantizer_propagation_rule, + ) + + def get_quantization_setup(self, model: torch.fx.GraphModule, nncf_graph: NNCFGraph) -> SingleConfigQuantizerSetup: + self._min_max_algo._set_backend_entity(model) + return self._min_max_algo.find_quantization_setup(model, nncf_graph) + + def annotate(self, model: torch.fx.GraphModule) -> torch.fx.GraphModule: + nncf_grpah = GraphConverter.create_nncf_graph(model) + quantization_setup = self.get_quantization_setup(model, nncf_grpah) + target_node_vs_qp = defaultdict(list) + graph = model.graph + for qp in quantization_setup.quantization_points.values(): + target_node_vs_qp[qp.insertion_point.target_node_name].append(qp) + + for target_node_name, qps in target_node_vs_qp.items(): + input_qspec_map = dict() + output_qspec = None + target_node = get_graph_node_by_name(graph, target_node_name) + for qp in qps: + ip = qp.insertion_point + if isinstance(ip, ActivationQuantizationInsertionPoint): + inductor_qspec = self._convert_nncf_qspec_to_inductor_qspec(qp.qconfig, is_weight=False) + if ip.input_port_id is None: + output_qspec = inductor_qspec + else: + node = target_node.all_input_nodes[ip.input_port_id] + input_qspec_map[node] = inductor_qspec + else: + inductor_qspec = self._convert_nncf_qspec_to_inductor_qspec(qp.qconfig, is_weight=True) + weight_node = target_node.all_input_nodes[1] + input_qspec_map[weight_node] = inductor_qspec + + annotation = InductorQAnotation(input_qspec_map=input_qspec_map, output_qspec=output_qspec) + assert QUANT_ANNOTATION_KEY not in target_node.meta + target_node.meta[QUANT_ANNOTATION_KEY] = annotation + + def _convert_nncf_qspec_to_inductor_qspec(self, qspec: NNCFQuantizerConfig, is_weight: bool): + extra_args = {"eps": 2**-12} + if qspec.per_channel: + torch_qscheme = ( + torch.per_channel_symmetric if qspec.mode is QuantizationScheme.SYMMETRIC else torch.per_channel_affine + ) + else: + torch_qscheme = ( + torch.per_tensor_symmetric if qspec.mode is QuantizationScheme.SYMMETRIC else torch.per_tensor_affine + ) + if is_weight: + observer = PerChannelMinMaxObserver + quant_min = -128 + quant_max = 127 + dtype = torch.int8 + channel_axis = 0 + else: + observer = ( + HistogramObserver + if torch_qscheme in [torch.per_tensor_symmetric, torch.per_tensor_affine] + else PerChannelMinMaxObserver + ) + quant_min = 0 + quant_max = 255 + dtype = torch.int8 if qspec.signedness_to_force else torch.uint8 + channel_axis = 1 # channel dim for activations + return InductorQuantizationSpec( + dtype=dtype, + observer_or_fake_quant_ctr=observer.with_args(**extra_args), + quant_min=quant_min, + quant_max=quant_max, + qscheme=torch_qscheme, + ch_axis=channel_axis, + is_dynamic=False, + ) + + def validate(self, model: torch.fx.GraphModule) -> None: + pass + + def transform_for_annotation(self, model: torch.fx.GraphModule) -> torch.fx.GraphModule: + fold_constant_except_qdq(model) + return model diff --git a/nncf/experimental/common/quantization/algorithms/range_estimator/range_estimator.py b/nncf/experimental/common/quantization/algorithms/range_estimator/range_estimator.py new file mode 100644 index 00000000000..1b5ad8c5692 --- /dev/null +++ b/nncf/experimental/common/quantization/algorithms/range_estimator/range_estimator.py @@ -0,0 +1,81 @@ +# Copyright (c) 2024 Intel Corporation +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# http://www.apache.org/licenses/LICENSE-2.0 +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from typing import List, Optional, TypeVar + +from nncf import Dataset +from nncf.common.graph.graph import NNCFGraph +from nncf.common.tensor_statistics.statistic_point import StatisticPointsContainer +from nncf.common.utils.backend import BackendType +from nncf.experimental.common.quantization.algorithms.quantizer.base_quantizer import NNCFQuantizer +from nncf.quantization.algorithms.algorithm import Algorithm +from nncf.quantization.algorithms.min_max.algorithm import MinMaxQuantization +from nncf.quantization.range_estimator import RangeEstimatorParameters + +TModel = TypeVar("TModel") + + +class MinMaxRangeEstimator(Algorithm): + def __init__( + self, + quantizer: NNCFQuantizer, + subset_size: int = 300, + inplace_statistics: bool = True, + batchwise_statistics: bool = False, + activations_range_estimator_params: Optional[RangeEstimatorParameters] = None, + weights_range_estimator_params: Optional[RangeEstimatorParameters] = None, + ): + """ + :param subset_size: Size of a subset to calculate activations statistics used + for quantization, defaults to 300. + :param inplace_statistics: Defines wheather to calculate quantizers statistics + by backend graph operations or by default Python implementation, defaults + to True. + :param batchwise_statistics: Determines whether quantizer statistics should be calculated + for each item of the batch or for the entire batch, default is False. + :param activations_range_estimator_params: Quantization range estimation + parameters for activation. + :param weights_range_estimator_params: Quantization range estimation parameters + for weights. + """ + self._quantizer = quantizer + self._min_max_algo = MinMaxQuantization( + subset_size=subset_size, + inplace_statistics=inplace_statistics, + batchwise_statistics=batchwise_statistics, + activations_range_estimator_params=activations_range_estimator_params, + weights_range_estimator_params=weights_range_estimator_params, + ) + + @property + def available_backends(self) -> List[BackendType]: + return [BackendType.TORCH_FX] + + def apply( + self, + model: TModel, + graph: NNCFGraph, + statistic_points: Optional[StatisticPointsContainer] = None, + dataset: Optional[Dataset] = None, + ) -> TModel: + if self._min_max_algo._quantization_target_points_to_qconfig is None: + raise RuntimeError( + "Static points are not available." + " Please call `get_statistic_points` before calling the `apply` method." + ) + return self._min_max_algo.apply(model=model, graph=graph, statistic_points=statistic_points) + + def get_statistic_points(self, model: TModel, graph: NNCFGraph) -> StatisticPointsContainer: + quantizer_setup = self._quantizer.get_quantization_setup(model, graph) + self._min_max_algo._set_backend_entity(model) + self._min_max_algo._init_cache() + self._min_max_algo.fill_quantization_target_points(quantizer_setup, graph) + return self._min_max_algo.get_cached_statistic_points(model, graph) diff --git a/nncf/experimental/torch/fx/constant_folding.py b/nncf/experimental/torch/fx/constant_folding.py index 945f79b497c..1236a204752 100644 --- a/nncf/experimental/torch/fx/constant_folding.py +++ b/nncf/experimental/torch/fx/constant_folding.py @@ -222,6 +222,19 @@ def insert_placerholder_values(self, env: Dict[torch.fx.Node, Any]) -> None: env[n] = self.unknown_value # type: ignore[assignment] +def _is_impure(node: torch.fx.Node) -> bool: + """ + Returns True if the node call affects the model outputs even in case + the node have zero users, False otherwise. + + :param node: A node to check. + :return: True if the node call affects the model outputs even in case + the node have zero users, False otherwise. + + """ + return node.op in {"placeholder", "output"} + + def constant_fold( gm: torch.fx.GraphModule, constraint_fn: Optional[Callable[[torch.fx.Node], bool]] = None, @@ -252,6 +265,8 @@ def constant_fold( for node in erased_params: gm.graph.erase_node(node) - gm.graph.eliminate_dead_code() + # Custom _is_impure function allows to eliminate all layers with zero + # users including inplace ops like relu_ besides output and placeholders. + gm.graph.eliminate_dead_code(_is_impure) gm.graph.lint() gm.recompile() diff --git a/nncf/experimental/torch/fx/model_transformer.py b/nncf/experimental/torch/fx/model_transformer.py index 4e0f6f64499..2be4fbde877 100644 --- a/nncf/experimental/torch/fx/model_transformer.py +++ b/nncf/experimental/torch/fx/model_transformer.py @@ -129,11 +129,14 @@ def _apply_model_extraction( def remap_fn(node: torch.fx.Node): return value_remap.get(node) # noqa F821 + visited_outputs_names = [] for node in model.graph.nodes: - if node.name not in visited or node.op == "output": + if node.name not in visited: + continue + if node.op == "output": + visited_outputs_names.append(node.name) continue value_remap[node] = extracted_graph.node_copy(node, remap_fn) - del value_remap for input_name in transformation.input_node_names: node_with_input = get_graph_node_by_name(extracted_graph, input_name) @@ -149,7 +152,33 @@ def remap_fn(node: torch.fx.Node): args[0] = graph_input node_with_input.args = tuple(args) - nodes_with_output = [get_graph_node_by_name(extracted_graph, name) for name in transformation.output_node_names] + # Merge new output with the original output in case + # the original output is requested in the extracted graph. + nodes_with_output = [] + for name in transformation.output_node_names: + nodes_with_output.append( + name if name in visited_outputs_names else get_graph_node_by_name(extracted_graph, name) + ) + + for idx, node in enumerate(nodes_with_output): + if isinstance(node, torch.fx.Node): + continue + # Current node is the original graph output. + # Should be replaced by its arguments. + output_node = get_graph_node_by_name(model.graph, node) + args = output_node.args[0] + if isinstance(args, torch.fx.Node): + # Case of non tuple output. + args = value_remap[args] + else: + # Case of tuple output. + args = [value_remap[n] for n in args] + # Unpack target output args in case + # the only one arg is presented. + if len(args) == 1: + args = args[0] + nodes_with_output[idx] = args + last_node = list(extracted_graph.nodes)[-1] with extracted_graph.inserting_after(last_node): graph_output_name = "output" diff --git a/nncf/experimental/torch/fx/node_utils.py b/nncf/experimental/torch/fx/node_utils.py index 76e807e4b5f..a40166b1ac6 100644 --- a/nncf/experimental/torch/fx/node_utils.py +++ b/nncf/experimental/torch/fx/node_utils.py @@ -66,11 +66,10 @@ def is_node_with_bias(node: NNCFNode, nncf_graph: NNCFGraph) -> bool: :return: True if the node has a bias, False otherwise. """ # Assumes that all biases were unfused - if node.metatype in FX_OPERATORS_WITH_BIAS_METATYPES: - next_nodes = nncf_graph.get_next_nodes(node) - if len(next_nodes) != 1: - return False - return next_nodes[0].metatype in (om.PTAddMetatype,) + if node.metatype not in FX_OPERATORS_WITH_BIAS_METATYPES or len(nncf_graph.get_input_edges(node)) != 3: + return False + const_node = nncf_graph.get_input_edge_by_port_id(node, 2).from_node + return const_node.metatype is om.PTConstNoopMetatype def get_bias_value(node: NNCFNode, nncf_graph: NNCFGraph, model: torch.fx.GraphModule) -> Tensor: @@ -82,7 +81,7 @@ def get_bias_value(node: NNCFNode, nncf_graph: NNCFGraph, model: torch.fx.GraphM :param model: Target GraphModule. :return: Bias value of the given node. """ - bias_node = nncf_graph.get_next_nodes(node)[0] + bias_node = nncf_graph.get_input_edge_by_port_id(node, 2).from_node # TODO(dlyakhov): make a node_name_vs_node map to speed up the process - graph_bias_node = get_graph_node_by_name(model.graph, bias_node.node_name) - return Tensor(get_tensor_constant_from_node(graph_bias_node.all_input_nodes[1], model)) + graph_bias_const = get_graph_node_by_name(model.graph, bias_node.node_name) + return Tensor(get_tensor_constant_from_node(graph_bias_const, model)) diff --git a/nncf/experimental/torch/fx/quantization/quantize_model.py b/nncf/experimental/torch/fx/quantization/quantize_model.py index bdfe839994c..00b0be8bac1 100644 --- a/nncf/experimental/torch/fx/quantization/quantize_model.py +++ b/nncf/experimental/torch/fx/quantization/quantize_model.py @@ -30,7 +30,6 @@ from nncf.experimental.torch.fx.transformations import apply_quantization_transformations from nncf.experimental.torch.fx.transformations import compress_post_quantize_transformation from nncf.experimental.torch.fx.transformations import fq_weights_transformation -from nncf.experimental.torch.fx.transformations import revert_quantization_transformations from nncf.parameters import BackupMode from nncf.parameters import CompressWeightsMode from nncf.parameters import ModelType @@ -85,17 +84,12 @@ def quantize_impl( advanced_parameters=advanced_parameters, ) - # To make it easier for bias correction algorithms, - # biases are being separated by the followng calls. + # To make it easier for bias correction algorithms. apply_quantization_transformations(copied_model) nncf_graph = NNCFGraphFactory.create(copied_model) quantized_model = quantization_algorithm.apply(copied_model, nncf_graph, dataset=calibration_dataset) - # Revert applied transformation to keep original model - # bias configuration. - revert_quantization_transformations(quantized_model) - if is_weight_compression_needed(advanced_parameters): compress_post_quantize_transformation(quantized_model) else: diff --git a/nncf/experimental/torch/fx/quantization/quantize_pt2e.py b/nncf/experimental/torch/fx/quantization/quantize_pt2e.py new file mode 100644 index 00000000000..f6267ecfb69 --- /dev/null +++ b/nncf/experimental/torch/fx/quantization/quantize_pt2e.py @@ -0,0 +1,151 @@ +# Copyright (c) 2024 Intel Corporation +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# http://www.apache.org/licenses/LICENSE-2.0 +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from copy import deepcopy +from typing import Optional + +import torch +import torch.fx +from torch.ao.quantization.pt2e.duplicate_dq_pass import DuplicateDQPass +from torch.ao.quantization.pt2e.port_metadata_pass import PortNodeMetaForQDQ +from torch.ao.quantization.pt2e.qat_utils import _fold_conv_bn_qat +from torch.ao.quantization.pt2e.utils import _disallow_eval_train +from torch.ao.quantization.quantizer import Quantizer +from torch.fx import GraphModule +from torch.fx.passes.infra.pass_manager import PassManager + +import nncf +from nncf.common.factory import NNCFGraphFactory +from nncf.common.logging import nncf_logger +from nncf.data import Dataset +from nncf.experimental.common.quantization.algorithms.post_training.algorithm import ( + ExperimentalPostTrainingQuantization, +) +from nncf.experimental.common.quantization.algorithms.quantizer.base_quantizer import NNCFQuantizer +from nncf.experimental.common.quantization.algorithms.quantizer.fx_quantizer import NNCFFXQuantizer +from nncf.experimental.torch.fx.constant_folding import constant_fold +from nncf.experimental.torch.fx.transformations import QUANTIZE_NODE_TARGETS +from nncf.experimental.torch.fx.transformations import fuse_conv_bn +from nncf.quantization.advanced_parameters import AdvancedBiasCorrectionParameters +from nncf.quantization.advanced_parameters import AdvancedSmoothQuantParameters +from nncf.quantization.advanced_parameters import RangeEstimatorParameters + + +def quantize_pt2e( + model: torch.fx.GraphModule, + quantizer: Quantizer, + calibration_dataset: Dataset, + subset_size: int = 300, + fast_bias_correction: Optional[bool] = True, + smooth_quant: bool = False, + bias_correction_params: Optional[AdvancedBiasCorrectionParameters] = None, + smooth_quant_params: Optional[AdvancedSmoothQuantParameters] = None, + activations_range_estimator_params: Optional[RangeEstimatorParameters] = None, + weights_range_estimator_params: Optional[RangeEstimatorParameters] = None, + batchwise_statistics: bool = False, + fold_quantize: bool = False, +) -> torch.fx.GraphModule: + """ + Applies post-training quantization to the torch.fx.GraphModule provided model + using provided torch.ao quantizer. + + :param quantizer: Torch ao quantizer to annotate nodes in the graph with quantization setups + to convey the desired way of quantization. + :param subset_size: Size of a subset to calculate activations + statistics used for quantization. + :param fast_bias_correction: Setting this option to `False` enables a different + bias correction method which is more accurate, in general, and takes + more time but requires less memory. None disables the bias correction algorithm. + :param smooth_quant: Setting this option to `True` enables the SmoothQuant algorithm. + :param bias_correction_params: Contains advanced parameters for fine-tuning bias correction algorithm. + :param smooth_quant_params: Contains advanced alpha parameters for SmoothQuant algorithm. + :param activations_range_estimator_params: Contains parameters for estimating the range + of activations of the model. + :param weights_range_estimator_params: Contains parameters for estimating the range + of weights of the model. + :param batchwise_statistics: Determines whether quantizer statistics should be calculated + for each item of the batch or for the entire batch, default is False. + :param fold_quantize: Boolean flag for whether fold the quantize op or not. + """ + nncf_logger.warning( + "Experimental Torch FX quantization backend is being used for the given torch.fx.GraphModule model." + " Torch FX PTQ is an experimental feature, consider using Torch or OpenVino PTQ backends" + " in case of errors or a poor model performance." + ) + + if subset_size < 1: + raise nncf.ValidationError("Subset size must be positive.") + + batch_size = calibration_dataset.get_batch_size() + if batch_size is not None and batch_size > 1 and batchwise_statistics is not None: + batchwise_statistics = True + + original_graph_meta = model.meta + + copied_model = deepcopy(model) + + # To make it easier for bias correction algorithms, + # biases are being separated by the followng calls. + fuse_conv_bn(copied_model) + # Call ao quantizer transform_for_annotation + # before the NNCFGraph creation + quantizer.transform_for_annotation(copied_model) + + if not isinstance(quantizer, NNCFQuantizer): + quantizer = NNCFFXQuantizer(quantizer) + + quantization_algorithm = ExperimentalPostTrainingQuantization( + quantizer=quantizer, + subset_size=subset_size, + fast_bias_correction=fast_bias_correction, + smooth_quant=smooth_quant, + bias_correction_params=bias_correction_params, + smooth_quant_params=smooth_quant_params, + activations_range_estimator_params=activations_range_estimator_params, + weights_range_estimator_params=weights_range_estimator_params, + batchwise_statistics=batchwise_statistics, + ) + + nncf_graph = NNCFGraphFactory.create(copied_model) + quantized_model = quantization_algorithm.apply(copied_model, nncf_graph, dataset=calibration_dataset) + + # Magic. Without this call compiled model + # is not preformant + quantized_model = GraphModule(quantized_model, quantized_model.graph) + + quantized_model = _fold_conv_bn_qat(quantized_model) + if fold_quantize: + constant_fold(quantized_model, _quant_node_constraint) + + pm = PassManager([DuplicateDQPass()]) + + quantized_model = pm(quantized_model).graph_module + pm = PassManager([PortNodeMetaForQDQ()]) + quantized_model = pm(quantized_model).graph_module + + quantized_model.meta.update(original_graph_meta) + quantized_model = _disallow_eval_train(quantized_model) + # Each transformation adds a duplicate tensor value to the model buffer. + # This step removes the duplicates tensor values from the buffer. + quantized_model = GraphModule(quantized_model, quantized_model.graph) + + return quantized_model + + +def _quant_node_constraint(n: torch.fx.Node) -> bool: + """If there is any pure ops between get_attr and quantize op they will be const propagated + e.g. get_attr(weight) -> transpose -> quantize -> dequantize* + (Note: dequantize op is not going to be constant propagated) + + This filter is added because we don't want to constant fold the things that are not + related to quantization + """ + return n.op == "call_function" and n.target in QUANTIZE_NODE_TARGETS diff --git a/nncf/experimental/torch/fx/transformations.py b/nncf/experimental/torch/fx/transformations.py index 3af906c5670..38541a1ae5f 100644 --- a/nncf/experimental/torch/fx/transformations.py +++ b/nncf/experimental/torch/fx/transformations.py @@ -47,10 +47,12 @@ QUANTIZE_NODE_TARGETS = [ torch.ops.quantized_decomposed.quantize_per_tensor.default, + torch.ops.quantized_decomposed.quantize_per_tensor.tensor, torch.ops.quantized_decomposed.quantize_per_channel.default, ] DEQUANTIZE_NODE_TARGETS = [ torch.ops.quantized_decomposed.dequantize_per_tensor.default, + torch.ops.quantized_decomposed.dequantize_per_tensor.tensor, torch.ops.quantized_decomposed.dequantize_per_channel.default, ] # Map quantize_per_tensor to dequantize_per_tensor, the same for per_channel and vice-versa @@ -160,33 +162,6 @@ def leaf_module_insertion_transformation(model: torch.fx.GraphModule): return leaf_module_insertion_transformation -def bias_update_transformation_builder(node: NNCFNode, value: torch.Tensor, input_port_id: int) -> TransformationFNType: - """ - Return transformation which updates constant of the given node with bias to the given value. - - :param node: Node with bias which requires bias constant update. - :param value: New value to use as the bias constant. - :param input_port_id: Input port id to get constant node from. - :return: Transformation which updates constant of the given node with bias to the given value. - """ - - def bias_update_transformation(model: torch.fx.GraphModule): - graph = model.graph - target_node_name = node.node_name - graph_node = get_graph_node_by_name(graph, target_node_name) - add_nodes = [] - for user in graph_node.users: - if _is_add(user): - add_nodes.append(user) - if len(add_nodes) != 1: - raise nncf.InternalError(f"Node {graph_node.name} has {len(add_nodes)} outputs with adds, 1 expected") - - bias_node = add_nodes[0] - constant_update_fn(model, bias_node, value, input_port_id=input_port_id) - - return bias_update_transformation - - def constant_update_transformation_builder( node: NNCFNode, value: torch.Tensor, input_port_id: int = 1 ) -> TransformationFNType: @@ -794,8 +769,6 @@ def apply_quantization_transformations(model: torch.fx.GraphModule) -> None: # are being fused fold_constant_except_qdq(model) fuse_conv_bn(model) - separate_conv_and_bias(model) - separate_linear_and_bias(model) def fold_constant_except_qdq(model: torch.fx.GraphModule): @@ -811,26 +784,6 @@ def constraint_fn(node: torch.fx.Node): constant_fold(model, constraint_fn=constraint_fn) -def revert_quantization_transformations(model: torch.fx.GraphModule) -> None: - """ - Reverts quantization transformations from the model. - - :param model: Model to revert transformations from. - """ - merge_conv_and_bias(model) - merge_linear_and_bias(model) - - -def _is_linear(n: torch.fx.Node) -> bool: - """ - Return whether the node refers to an aten linear op. - - :param n: The given node. - :return: True if given node is a linear node, else False. - """ - return n.op == "call_function" and n.target in (torch.ops.aten.linear.default,) - - def _is_conv(n: torch.fx.Node): """ Return whether the node refers to an aten conv op. @@ -840,182 +793,3 @@ def _is_conv(n: torch.fx.Node): torch.ops.aten.conv2d.default, torch.ops.aten.conv_transpose2d.input, ) - - -def _is_add(n: torch.fx.Node): - """ - Return whether the node refers to an aten add op. - """ - return n.op == "call_function" and n.target in ( - torch.ops.aten.add_.Tensor, - torch.ops.aten.add.Tensor, - ) - - -def separate_linear_and_bias(model: torch.fx.GraphModule): - """ - Separates one joined linear+bias node to two nodes: conv and bias. - Needed as nncf does not expect joined conv - - :param model: Target model. - """ - add_node_target = torch.ops.aten.add.Tensor - for n in model.graph.nodes: - if not _is_linear(n): - continue - # This check also makes sure to ignore linear nodes which might already - # have quantization applied to the weights. - if len(n.args) < 3 or n.args[2] is None or n.args[1].op != "get_attr": - continue - linear_node = n - linear_bias_node = linear_node.args[2] - while linear_bias_node.op != "get_attr": - # Assume zero argument is on a path to the constant - linear_bias_node = linear_bias_node.args[0] - linear_bias_value = get_tensor_constant_from_node(linear_bias_node, model) - args = list(n.args) - args[2] = None - linear_node.args = tuple(args) - with model.graph.inserting_after(linear_node): - new_linear_bias_node = create_getattr_from_value( - model, - model.graph, - linear_bias_node.name + "_", - linear_bias_value, - ) - with model.graph.inserting_after(new_linear_bias_node): - add_node = model.graph.create_node( - "call_function", add_node_target, (linear_node, new_linear_bias_node), {} - ) - for user in list(linear_node.users): - if user is add_node: - continue - user.replace_input_with(linear_node, add_node) - if "val" in linear_node.meta: - add_node.meta["val"] = linear_node.meta["val"] - model.graph.eliminate_dead_code() - model.recompile() - - -def separate_conv_and_bias(model: torch.fx.GraphModule): - """ - Separates one joined conv+bias node to two nodes: conv and bias. - Needed as nncf does not expect joined conv - - :param model: Target model. - """ - add_node_target = torch.ops.aten.add_.Tensor - for n in model.graph.nodes: - if not _is_conv(n): - continue - # This check also makes sure to ignore convolution nodes which might - # already have quantization applied to the weights. - if len(n.args) < 3 or n.args[2] is None or n.args[1].op != "get_attr": - continue - conv_node = n - dims = len(get_tensor_constant_from_node(conv_node.args[1], model).shape) - conv_bias_node = conv_node.args[2] - conv_bias_value = get_tensor_constant_from_node(conv_bias_node, model) - args = list(n.args) - args[2] = None - conv_node.args = tuple(args) - with model.graph.inserting_after(conv_node): - new_conv_bias_node = create_getattr_from_value( - model, model.graph, conv_bias_node.name + "_", conv_bias_value.reshape((1, -1) + (1,) * (dims - 2)) - ) - with model.graph.inserting_after(new_conv_bias_node): - add_node = model.graph.create_node("call_function", add_node_target, (conv_node, new_conv_bias_node), {}) - for user in list(conv_node.users): - if user is add_node: - continue - user.replace_input_with(conv_node, add_node) - - if "val" in conv_node.meta: - add_node.meta["val"] = conv_node.meta["val"] - model.graph.eliminate_dead_code() - model.recompile() - - -def merge_conv_and_bias(model: torch.fx.GraphModule): - """ - Merges two separate conv and bias nodes to a one node: conv+bias. - Needed as nncf does not expect joined conv - - :param model: Target model. - """ - _merge_node_and_bias(model, _is_conv) - - -def merge_linear_and_bias(model: torch.fx.GraphModule): - """ - Merges two separate linear and bias nodes to a one node: linear+bias. - - :param model: Target model. - """ - _merge_node_and_bias(model, _is_linear) - - -def _get_connected_nodes(graph: torch.fx.Graph) -> List[torch.fx.Node]: - """ - Returns the List of nodes which are directly or indirectly connected - to the output node. - - :param graph: The torch FX graph to get nodes from. - """ - output_nodes = [node for node in graph.nodes if node.op == "output"] - assert len(output_nodes) == 1 - output_node = output_nodes[0] - connected_nodes = set() # Every node is unique in the graph - nodes_to_visit = [output_node] - while nodes_to_visit: - current_node = nodes_to_visit.pop() - if current_node in connected_nodes: - continue - connected_nodes.add(current_node) - nodes_to_visit.extend(current_node.all_input_nodes) - return list(connected_nodes) - - -def _merge_node_and_bias(model: torch.fx.GraphModule, is_target_node: Callable[[torch.fx.Node], bool]): - """ - Merges two separate node and bias node to a one node: node+bias. - Check which node should be merged by the given `is_target_node` predicate. - - :param model: Target model. - :param is_target_node: Predicate to specify nodes which should be merged with the bias - """ - add_node_targets = (torch.ops.aten.add.Tensor, torch.ops.aten.add_.Tensor) - for n in model.graph.nodes: - if not is_target_node(n): - continue - if len(n.args) > 2 and n.args[2] is not None: - continue - bias_node = next(iter(n.users)) - if len(n.users) > 1 or bias_node.target not in add_node_targets: - continue - conv_node = n - const_node = None - for node in bias_node.all_input_nodes: - if node is not conv_node: - const_node = node - break - assert const_node is not None - bias_value = get_tensor_constant_from_node(const_node, model).squeeze() - with model.graph.inserting_before(conv_node): - new_bias_node = create_getattr_from_value(model, model.graph, const_node.name + "_", bias_value) - args = list(conv_node.args) - args[2] = new_bias_node - conv_node.args = tuple(args) - for user in list(bias_node.users): - user.replace_input_with(bias_node, conv_node) - - # Remove nodes which are not connected to output. This removes dead nodes and dead subgraphs in the model graph. - nodes_connected_to_output = _get_connected_nodes(model.graph) - is_impure = lambda node: node in nodes_connected_to_output - - for node in reversed(model.graph.nodes): - if not is_impure(node) and len(node.users) == 0: - model.graph.erase_node(node) - - model.graph.eliminate_dead_code() - model.recompile() diff --git a/nncf/quantization/algorithms/accuracy_control/evaluator.py b/nncf/quantization/algorithms/accuracy_control/evaluator.py index 5dad46e23f9..1c06ed28bb8 100644 --- a/nncf/quantization/algorithms/accuracy_control/evaluator.py +++ b/nncf/quantization/algorithms/accuracy_control/evaluator.py @@ -14,6 +14,7 @@ import nncf from nncf.common.logging import nncf_logger +from nncf.common.logging.track_progress import track from nncf.common.utils.backend import BackendType from nncf.common.utils.backend import get_backend from nncf.common.utils.timer import timer @@ -276,20 +277,20 @@ def collect_values_for_each_item_using_prepared_model( :param prepared_model: Model to infer. :param dataset: Dataset to collect values. - :param indices: The zero-based indices of data items that should be selected from - the dataset. + :param indices: The zero-based indices of data items that should be selected from the dataset. :return: Collected values. """ + total = len(indices) if indices is not None else dataset.get_length() if self._metric_mode: # Collect metrics for each item values_for_each_item = [ self._validation_fn(prepared_model.model_for_inference, [data_item])[0] - for data_item in dataset.get_data(indices) + for data_item in track(dataset.get_data(indices), total=total, description="Collecting metrics") ] else: # Collect outputs for each item values_for_each_item = [] - for data_item in dataset.get_inference_data(indices): + for data_item in track(dataset.get_inference_data(indices), total=total, description="Collecting outputs"): logits = prepared_model(data_item) values_for_each_item.append(list(logits.values())) @@ -307,8 +308,7 @@ def collect_values_for_each_item( :param model: A target model. :param dataset: Dataset to collect values. - :param indices: The zero-based indices of data items that should be selected from - the dataset. + :param indices: The zero-based indices of data items that should be selected from the dataset. :return: Collected values. """ prepared_model = self.prepare_model(model) diff --git a/nncf/quantization/algorithms/bias_correction/torch_fx_backend.py b/nncf/quantization/algorithms/bias_correction/torch_fx_backend.py index 1f62eef00b6..7a73a73c873 100644 --- a/nncf/quantization/algorithms/bias_correction/torch_fx_backend.py +++ b/nncf/quantization/algorithms/bias_correction/torch_fx_backend.py @@ -24,7 +24,7 @@ from nncf.experimental.torch.fx.node_utils import get_bias_value from nncf.experimental.torch.fx.node_utils import get_graph_node_by_name from nncf.experimental.torch.fx.node_utils import is_node_with_bias -from nncf.experimental.torch.fx.transformations import bias_update_transformation_builder +from nncf.experimental.torch.fx.transformations import constant_update_transformation_builder from nncf.experimental.torch.fx.transformations import output_insertion_transformation_builder from nncf.quantization.algorithms.bias_correction.backend import BiasCorrectionAlgoBackend from nncf.tensor import Tensor @@ -45,7 +45,9 @@ def target_point(target_type: TargetType, target_node_name: str, port_id: int) - def create_bias_correction_command( node: NNCFNode, bias_value: Tensor, nncf_graph: NNCFGraph ) -> FXApplyTransformationCommand: - return FXApplyTransformationCommand(bias_update_transformation_builder(node, bias_value.data, input_port_id=1)) + return FXApplyTransformationCommand( + constant_update_transformation_builder(node, bias_value.data, input_port_id=2) + ) @staticmethod def model_extraction_command( @@ -90,6 +92,10 @@ def get_input_name(model: torch.fx.GraphModule, node_name: str, input_port_id: i @staticmethod def get_output_name(model: torch.fx.GraphModule, node_name: str, output_port_id: int) -> int: graph_node = get_graph_node_by_name(model.graph, node_name) + if graph_node.op == "output": + # Original node output is kept as the first + # output tensor, thus returns 0. + return 0 nodes = list(graph_node.users) while nodes: node = nodes.pop() diff --git a/nncf/quantization/algorithms/fast_bias_correction/torch_fx_backend.py b/nncf/quantization/algorithms/fast_bias_correction/torch_fx_backend.py index abbbf7ea21d..c6c538a52b4 100644 --- a/nncf/quantization/algorithms/fast_bias_correction/torch_fx_backend.py +++ b/nncf/quantization/algorithms/fast_bias_correction/torch_fx_backend.py @@ -23,7 +23,7 @@ from nncf.experimental.torch.fx.model_utils import get_target_point from nncf.experimental.torch.fx.node_utils import get_bias_value from nncf.experimental.torch.fx.node_utils import is_node_with_bias -from nncf.experimental.torch.fx.transformations import bias_update_transformation_builder +from nncf.experimental.torch.fx.transformations import constant_update_transformation_builder from nncf.quantization.algorithms.fast_bias_correction.backend import FastBiasCorrectionAlgoBackend from nncf.tensor import Tensor from nncf.torch.graph.transformations.commands import PTModelExtractionCommand @@ -41,7 +41,9 @@ def target_point(target_type: TargetType, target_node_name: str, port_id: int) - def create_bias_correction_command( node: NNCFNode, bias_value: Tensor, nncf_graph: NNCFGraph ) -> FXApplyTransformationCommand: - return FXApplyTransformationCommand(bias_update_transformation_builder(node, bias_value.data, input_port_id=1)) + return FXApplyTransformationCommand( + constant_update_transformation_builder(node, bias_value.data, input_port_id=2) + ) @staticmethod def model_extraction_command( diff --git a/nncf/quantization/algorithms/min_max/algorithm.py b/nncf/quantization/algorithms/min_max/algorithm.py index dea9211b734..4388cae02c6 100644 --- a/nncf/quantization/algorithms/min_max/algorithm.py +++ b/nncf/quantization/algorithms/min_max/algorithm.py @@ -723,16 +723,13 @@ def _get_activation_quantization_target_point( ) return activation_quantization_target_point - def _find_quantization_target_points( - self, model: TModel, nncf_graph: NNCFGraph - ) -> Tuple[OrderedDict[TargetPoint, QuantizerConfig], List[List[TargetPoint]]]: + def find_quantization_setup(self, model: TModel, nncf_graph: NNCFGraph) -> SingleConfigQuantizerSetup: """ - Initializes a cache, finds quantization target points and them puts in the cache. + Builds SingleConfigQuantizerSetup for the given model. :param model: Backend-specific model, for which Quantization Target Points are being seek. :param nncf_graph: NNCFGraph instance. - :return: Mapping of quantization target points with associated quantization configuration, - along with target points for scale unification. + :return: SingleConfigQuantizerSetup for the given model. """ backend = get_backend(model) device = self._target_device @@ -753,6 +750,19 @@ def _find_quantization_target_points( quantizer_setup = self._get_quantizer_setup(nncf_graph, inference_nncf_graph, hw_patterns, ignored_patterns) self._apply_model_type_pass(self._model_type, quantizer_setup, nncf_graph) self._apply_device_pass(self._target_device, quantizer_setup, inference_nncf_graph) + return quantizer_setup + + def fill_quantization_target_points( + self, quantizer_setup: SingleConfigQuantizerSetup, nncf_graph: NNCFGraph + ) -> Tuple[OrderedDict[TargetPoint, QuantizerConfig], List[List[TargetPoint]]]: + """ + Initializes a cache, finds quantization target points and them puts in the cache. + + :param model: Backend-specific model, for which Quantization Target Points are being seek. + :param nncf_graph: NNCFGraph instance. + :return: Mapping of quantization target points with associated quantization configuration, + along with target points for scale unification. + """ self._unified_scale_groups = self._collect_unified_groups(quantizer_setup, nncf_graph) quantization_points = list(quantizer_setup.quantization_points.values()) quantization_points = self._topological_sort_quantization_points(quantization_points, nncf_graph) @@ -780,7 +790,8 @@ def _get_quantization_target_points( if self._quantization_target_points_to_qconfig is not None: return self._quantization_target_points_to_qconfig, self._unified_scale_groups self._init_cache() - return self._find_quantization_target_points(model, nncf_graph) + quantizer_setup = self.find_quantization_setup(model, nncf_graph) + return self.fill_quantization_target_points(quantizer_setup, nncf_graph) def _collect_unified_groups( self, quantizer_setup: SingleConfigQuantizerSetup, nncf_graph: NNCFGraph @@ -989,10 +1000,30 @@ def filter_func(point: StatisticPoint) -> bool: quantized_model = model_transformer.transform(transformation_layout) return quantized_model + def get_cached_statistic_points(self, model: TModel, graph: NNCFGraph) -> StatisticPointsContainer: + """ + Build statistic point container using already cached target points vs qconfigs cache. + + :param model: Model instance. + :param graph: NNCFGraph instance corespondent to the passed model. + :return: Filled statistic point container. + """ + if self._quantization_target_points_to_qconfig is None: + raise RuntimeError("get_cached_statistic_points is called before statistic caching.") + self._set_backend_entity(model) + return self._get_statistic_point_container(self._quantization_target_points_to_qconfig, graph) + def get_statistic_points(self, model: TModel, graph: NNCFGraph) -> StatisticPointsContainer: self._set_backend_entity(model) self._reset_cache() quantization_target_points, _ = self._get_quantization_target_points(model, graph) + return self._get_statistic_point_container(quantization_target_points, graph) + + def _get_statistic_point_container( + self, + quantization_target_points: Tuple[OrderedDict[TargetPoint, QuantizerConfig], List[List[TargetPoint]]], + graph: NNCFGraph, + ) -> StatisticPointsContainer: output = StatisticPointsContainer() for quantization_target_point, qconfig in quantization_target_points.items(): nncf_logger.debug( diff --git a/nncf/tensor/__init__.py b/nncf/tensor/__init__.py index 8a5e2584fb9..f345e54bce0 100644 --- a/nncf/tensor/__init__.py +++ b/nncf/tensor/__init__.py @@ -9,7 +9,7 @@ # See the License for the specific language governing permissions and # limitations under the License. -from nncf.tensor.definitions import TensorBackendType as TensorBackendType +from nncf.tensor.definitions import TensorBackend as TensorBackend from nncf.tensor.definitions import TensorDataType as TensorDataType from nncf.tensor.definitions import TensorDeviceType as TensorDeviceType from nncf.tensor.tensor import Tensor as Tensor diff --git a/nncf/tensor/definitions.py b/nncf/tensor/definitions.py index 5d2df4ac035..cf9518f0ea4 100644 --- a/nncf/tensor/definitions.py +++ b/nncf/tensor/definitions.py @@ -14,13 +14,13 @@ from enum import auto -class TensorBackendType(Enum): +class TensorBackend(Enum): """ Enum representing the different tensor backends. """ - NUMPY = auto() - TORCH = auto() + numpy = auto() + torch = auto() class TensorDataType(Enum): @@ -53,15 +53,6 @@ class TensorDeviceType(Enum): GPU = auto() -class TensorBackend(Enum): - """ - Enum representing the different tensor backends. - """ - - numpy = auto() - torch = auto() - - @dataclass class TypeInfo: """ diff --git a/requirements.txt b/requirements.txt deleted file mode 100644 index d6e1198b1ab..00000000000 --- a/requirements.txt +++ /dev/null @@ -1 +0,0 @@ --e . diff --git a/tests/common/quantization/test_minmax.py b/tests/common/quantization/test_minmax.py index 2a63d3c7ac8..2f780ea652f 100644 --- a/tests/common/quantization/test_minmax.py +++ b/tests/common/quantization/test_minmax.py @@ -215,14 +215,20 @@ def test_min_max_caching(): Checks that the _get_quantization_target_points(...) of MinMaxQuantization called once utilizing the cache. Checks that after _reset_cache() it called one more time. """ - called = 0 + find_called = 0 + fill_called = 0 - def foo(self, *args): + def find_qsetup_mock(self, *args): + nonlocal find_called + find_called += 1 + return None + + def fill_qsetup_mock(self, *args): """ Mocked _find_quantization_target_points. """ - nonlocal called - called += 1 + nonlocal fill_called + fill_called += 1 # Set up cache self._quantization_target_points_to_qconfig = collections.OrderedDict() self._unified_scale_groups = [] @@ -230,11 +236,12 @@ def foo(self, *args): run_nums = 2 algo = MinMaxQuantization() - algo._find_quantization_target_points = types.MethodType(foo, algo) + algo.find_quantization_setup = types.MethodType(find_qsetup_mock, algo) + algo.fill_quantization_target_points = types.MethodType(fill_qsetup_mock, algo) for _ in range(run_nums): algo._get_quantization_target_points(None, None) - assert called == 1 + assert find_called == fill_called == 1 algo._reset_cache() for _ in range(run_nums): algo._get_quantization_target_points(None, None) - assert called == 2 + assert find_called == fill_called == 2 diff --git a/tests/cross_fw/examples/conftest.py b/tests/cross_fw/examples/conftest.py index 778db6abe3c..e6ab4ea3d4c 100644 --- a/tests/cross_fw/examples/conftest.py +++ b/tests/cross_fw/examples/conftest.py @@ -32,6 +32,7 @@ def pytest_addoption(parser): "--ov_version_override", default=None, help="Parameter to set OpenVINO into the env with the version from PyPI" ) parser.addoption("--data", type=str, default=None, help="Path to test datasets") + parser.addoption("--reuse-venv", action="store_true", help="Use venv from example directory") @pytest.fixture(scope="module") @@ -52,3 +53,8 @@ def ov_version_override(request): @pytest.fixture(scope="module") def data(request): return request.config.getoption("--data") + + +@pytest.fixture(scope="module") +def reuse_venv(request) -> bool: + return request.config.getoption("--reuse-venv") diff --git a/tests/cross_fw/examples/run_example.py b/tests/cross_fw/examples/run_example.py index b86d51190c4..42ceeeee9e3 100644 --- a/tests/cross_fw/examples/run_example.py +++ b/tests/cross_fw/examples/run_example.py @@ -286,6 +286,14 @@ def main(argv): parser.add_argument("-o", "--output", help="Path to the json file to save example metrics", required=True) args = parser.parse_args(args=argv) + # Disable progress bar for fastdownload module + try: + import fastprogress.fastprogress + + fastprogress.fastprogress.NO_BAR = True + except ImportError: + pass + if args.name == "quantization_aware_training_torch_anomalib": metrics = globals()[args.name](args.data) else: diff --git a/tests/cross_fw/examples/test_examples.py b/tests/cross_fw/examples/test_examples.py index bbfe1cbe6ac..bab36b83ad3 100644 --- a/tests/cross_fw/examples/test_examples.py +++ b/tests/cross_fw/examples/test_examples.py @@ -54,6 +54,7 @@ def test_examples( is_check_performance: bool, ov_version_override: str, data: str, + reuse_venv: bool, ): print("\n" + "-" * 64) print(f"Example name: {example_name}") @@ -64,6 +65,9 @@ def test_examples( backend = example_params["backend"] skip_if_backend_not_selected(backend, backends_list) + if reuse_venv: + # Use example directory as tmp_path + tmp_path = Path(example_params["requirements"]).parent venv_path = create_venv_with_nncf(tmp_path, "pip_e_local", "venv", {backend}) pip_with_venv = get_pip_executable_with_venv(venv_path) if "requirements" in example_params: diff --git a/tests/cross_fw/shared/command.py b/tests/cross_fw/shared/command.py index bad708bdea5..8f36017a6f3 100644 --- a/tests/cross_fw/shared/command.py +++ b/tests/cross_fw/shared/command.py @@ -17,7 +17,9 @@ from pathlib import Path from typing import Any, Dict, List -from nncf.common.utils.os import is_windows + +def is_windows() -> bool: + return "win32" in sys.platform class Command: diff --git a/tests/cross_fw/shared/helpers.py b/tests/cross_fw/shared/helpers.py index eebe822973c..7dcf95b82da 100644 --- a/tests/cross_fw/shared/helpers.py +++ b/tests/cross_fw/shared/helpers.py @@ -53,7 +53,7 @@ def find_file_by_extension(directory: Path, extension: str) -> str: def create_venv_with_nncf(tmp_path: Path, package_type: str, venv_type: str, backends: Set[str] = None): venv_path = tmp_path / "venv" - venv_path.mkdir() + venv_path.mkdir(exist_ok=True) python_executable_with_venv = get_python_executable_with_venv(venv_path) pip_with_venv = get_pip_executable_with_venv(venv_path) @@ -73,7 +73,7 @@ def create_venv_with_nncf(tmp_path: Path, package_type: str, venv_type: str, bac subprocess.check_call(f"{pip_with_venv} install build", shell=True) run_path = tmp_path / "run" - run_path.mkdir() + run_path.mkdir(exist_ok=True) if package_type in ["build_s", "build_w"]: dist_path = tmp_path / "dist" diff --git a/tests/cross_fw/test_templates/test_quantizer_config.py b/tests/cross_fw/test_templates/test_quantizer_config.py index 618007652f9..98064d454b4 100644 --- a/tests/cross_fw/test_templates/test_quantizer_config.py +++ b/tests/cross_fw/test_templates/test_quantizer_config.py @@ -371,24 +371,14 @@ def test_get_stat_collector( elif range_estimator_params == RangeEstimatorParametersSet.MEAN_MINMAX: self.check_is_mean_min_max_statistic_collector(tensor_collector) - # reduction_shape check - # TODO(dlyakhov): remove this if state after PTQ experimental TensorCollector migration - if isinstance(tensor_collector, TensorCollector): - reducers = tensor_collector.reducers - assert len(reducers) == 2 - # use_abs_max check - assert any(isinstance(r, MinReducer) for r in reducers) - if q_config_mode == QuantizationMode.SYMMETRIC: - assert any(isinstance(r, AbsMaxReducer) for r in reducers) - elif q_config_mode == QuantizationMode.ASYMMETRIC: - assert any(isinstance(r, MaxReducer) for r in reducers) - else: - # use_abs_max check - if q_config_mode == QuantizationMode.SYMMETRIC: - assert tensor_collector._use_abs_max - elif q_config_mode == QuantizationMode.ASYMMETRIC: - assert not tensor_collector._use_abs_max - reducers = [tensor_collector] + reducers = tensor_collector.reducers + assert len(reducers) == 2 + # use_abs_max check + assert any(isinstance(r, MinReducer) for r in reducers) + if q_config_mode == QuantizationMode.SYMMETRIC: + assert any(isinstance(r, AbsMaxReducer) for r in reducers) + elif q_config_mode == QuantizationMode.ASYMMETRIC: + assert any(isinstance(r, MaxReducer) for r in reducers) for reducer in reducers: if q_config_per_channel: diff --git a/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/mobilenet_v3_small.dot b/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/mobilenet_v3_small.dot new file mode 100644 index 00000000000..ca81831bd41 --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/mobilenet_v3_small.dot @@ -0,0 +1,1042 @@ +strict digraph { +"0 features_1_block_1_fc1_weight" [id=0, type=get_attr]; +"1 features_1_block_1_fc1_bias" [id=1, type=get_attr]; +"2 features_1_block_1_fc2_weight" [id=2, type=get_attr]; +"3 features_1_block_1_fc2_bias" [id=3, type=get_attr]; +"4 features_4_block_2_fc1_weight" [id=4, type=get_attr]; +"5 features_4_block_2_fc1_bias" [id=5, type=get_attr]; +"6 features_4_block_2_fc2_weight" [id=6, type=get_attr]; +"7 features_4_block_2_fc2_bias" [id=7, type=get_attr]; +"8 features_5_block_2_fc1_weight" [id=8, type=get_attr]; +"9 features_5_block_2_fc1_bias" [id=9, type=get_attr]; +"10 features_5_block_2_fc2_weight" [id=10, type=get_attr]; +"11 features_5_block_2_fc2_bias" [id=11, type=get_attr]; +"12 features_6_block_2_fc1_weight" [id=12, type=get_attr]; +"13 features_6_block_2_fc1_bias" [id=13, type=get_attr]; +"14 features_6_block_2_fc2_weight" [id=14, type=get_attr]; +"15 features_6_block_2_fc2_bias" [id=15, type=get_attr]; +"16 features_7_block_2_fc1_weight" [id=16, type=get_attr]; +"17 features_7_block_2_fc1_bias" [id=17, type=get_attr]; +"18 features_7_block_2_fc2_weight" [id=18, type=get_attr]; +"19 features_7_block_2_fc2_bias" [id=19, type=get_attr]; +"20 features_8_block_2_fc1_weight" [id=20, type=get_attr]; +"21 features_8_block_2_fc1_bias" [id=21, type=get_attr]; +"22 features_8_block_2_fc2_weight" [id=22, type=get_attr]; +"23 features_8_block_2_fc2_bias" [id=23, type=get_attr]; +"24 features_9_block_2_fc1_weight" [id=24, type=get_attr]; +"25 features_9_block_2_fc1_bias" [id=25, type=get_attr]; +"26 features_9_block_2_fc2_weight" [id=26, type=get_attr]; +"27 features_9_block_2_fc2_bias" [id=27, type=get_attr]; +"28 features_10_block_2_fc1_weight" [id=28, type=get_attr]; +"29 features_10_block_2_fc1_bias" [id=29, type=get_attr]; +"30 features_10_block_2_fc2_weight" [id=30, type=get_attr]; +"31 features_10_block_2_fc2_bias" [id=31, type=get_attr]; +"32 features_11_block_2_fc1_weight" [id=32, type=get_attr]; +"33 features_11_block_2_fc1_bias" [id=33, type=get_attr]; +"34 features_11_block_2_fc2_weight" [id=34, type=get_attr]; +"35 features_11_block_2_fc2_bias" [id=35, type=get_attr]; +"36 classifier_0_bias" [id=36, type=get_attr]; +"37 classifier_3_bias" [id=37, type=get_attr]; +"38 x" [id=38, type=input]; +"39 quantize_per_tensor_default" [id=39, type=quantize_per_tensor]; +"40 dequantize_per_tensor_default" [id=40, type=dequantize_per_tensor]; +"41 features_0_0_weight_bias" [id=41, type=get_attr]; +"42 conv2d_scale_0" [id=42, type=get_attr]; +"43 conv2d_zero_point_0" [id=43, type=get_attr]; +"44 _frozen_param0" [id=44, type=get_attr]; +"45 dequantize_per_channel_default" [id=45, type=dequantize_per_channel]; +"46 conv2d" [id=46, type=conv2d]; +"47 hardswish__scale_0" [id=47, type=get_attr]; +"48 hardswish__zero_point_0" [id=48, type=get_attr]; +"49 hardswish_" [id=49, type=hardswish_]; +"50 quantize_per_channel_default_1" [id=50, type=quantize_per_channel]; +"51 dequantize_per_channel_default_1" [id=51, type=dequantize_per_channel]; +"52 features_1_block_0_0_weight_bias" [id=52, type=get_attr]; +"53 conv2d_1_scale_0" [id=53, type=get_attr]; +"54 conv2d_1_zero_point_0" [id=54, type=get_attr]; +"55 _frozen_param1" [id=55, type=get_attr]; +"56 dequantize_per_channel_default_2" [id=56, type=dequantize_per_channel]; +"57 conv2d_1" [id=57, type=conv2d]; +"58 relu_" [id=58, type=relu_]; +"59 quantize_per_tensor_default_1" [id=59, type=quantize_per_tensor]; +"60 dequantize_per_tensor_default_2" [id=60, type=dequantize_per_tensor]; +"61 dequantize_per_tensor_default_1" [id=61, type=dequantize_per_tensor]; +"62 adaptive_avg_pool2d" [id=62, type=adaptive_avg_pool2d]; +"63 conv2d_2" [id=63, type=conv2d]; +"64 relu" [id=64, type=relu]; +"65 conv2d_3" [id=65, type=conv2d]; +"66 hardsigmoid" [id=66, type=hardsigmoid]; +"67 quantize_per_tensor_default_2" [id=67, type=quantize_per_tensor]; +"68 dequantize_per_tensor_default_3" [id=68, type=dequantize_per_tensor]; +"69 mul" [id=69, type=mul]; +"70 quantize_per_tensor_default_3" [id=70, type=quantize_per_tensor]; +"71 dequantize_per_tensor_default_4" [id=71, type=dequantize_per_tensor]; +"72 features_1_block_2_0_weight_bias" [id=72, type=get_attr]; +"73 conv2d_4_scale_0" [id=73, type=get_attr]; +"74 conv2d_4_zero_point_0" [id=74, type=get_attr]; +"75 _frozen_param2" [id=75, type=get_attr]; +"76 dequantize_per_channel_default_3" [id=76, type=dequantize_per_channel]; +"77 conv2d_4" [id=77, type=conv2d]; +"78 quantize_per_tensor_default_4" [id=78, type=quantize_per_tensor]; +"79 dequantize_per_tensor_default_5" [id=79, type=dequantize_per_tensor]; +"80 features_2_block_0_0_weight_bias" [id=80, type=get_attr]; +"81 conv2d_5_scale_0" [id=81, type=get_attr]; +"82 conv2d_5_zero_point_0" [id=82, type=get_attr]; +"83 _frozen_param3" [id=83, type=get_attr]; +"84 dequantize_per_channel_default_4" [id=84, type=dequantize_per_channel]; +"85 conv2d_5" [id=85, type=conv2d]; +"86 relu__1_scale_0" [id=86, type=get_attr]; +"87 relu__1_zero_point_0" [id=87, type=get_attr]; +"88 relu__1" [id=88, type=relu_]; +"89 quantize_per_channel_default_5" [id=89, type=quantize_per_channel]; +"90 dequantize_per_channel_default_5" [id=90, type=dequantize_per_channel]; +"91 features_2_block_1_0_weight_bias" [id=91, type=get_attr]; +"92 conv2d_6_scale_0" [id=92, type=get_attr]; +"93 conv2d_6_zero_point_0" [id=93, type=get_attr]; +"94 _frozen_param4" [id=94, type=get_attr]; +"95 dequantize_per_channel_default_6" [id=95, type=dequantize_per_channel]; +"96 conv2d_6" [id=96, type=conv2d]; +"97 relu__2" [id=97, type=relu_]; +"98 quantize_per_tensor_default_5" [id=98, type=quantize_per_tensor]; +"99 dequantize_per_tensor_default_6" [id=99, type=dequantize_per_tensor]; +"100 features_2_block_2_0_weight_bias" [id=100, type=get_attr]; +"101 conv2d_7_scale_0" [id=101, type=get_attr]; +"102 conv2d_7_zero_point_0" [id=102, type=get_attr]; +"103 _frozen_param5" [id=103, type=get_attr]; +"104 dequantize_per_channel_default_7" [id=104, type=dequantize_per_channel]; +"105 conv2d_7" [id=105, type=conv2d]; +"106 quantize_per_tensor_default_6" [id=106, type=quantize_per_tensor]; +"107 dequantize_per_tensor_default_8" [id=107, type=dequantize_per_tensor]; +"108 dequantize_per_tensor_default_7" [id=108, type=dequantize_per_tensor]; +"109 features_3_block_0_0_weight_bias" [id=109, type=get_attr]; +"110 conv2d_8_scale_0" [id=110, type=get_attr]; +"111 conv2d_8_zero_point_0" [id=111, type=get_attr]; +"112 _frozen_param6" [id=112, type=get_attr]; +"113 dequantize_per_channel_default_8" [id=113, type=dequantize_per_channel]; +"114 conv2d_8" [id=114, type=conv2d]; +"115 relu__3_scale_0" [id=115, type=get_attr]; +"116 relu__3_zero_point_0" [id=116, type=get_attr]; +"117 relu__3" [id=117, type=relu_]; +"118 quantize_per_channel_default_9" [id=118, type=quantize_per_channel]; +"119 dequantize_per_channel_default_9" [id=119, type=dequantize_per_channel]; +"120 features_3_block_1_0_weight_bias" [id=120, type=get_attr]; +"121 conv2d_9_scale_0" [id=121, type=get_attr]; +"122 conv2d_9_zero_point_0" [id=122, type=get_attr]; +"123 _frozen_param7" [id=123, type=get_attr]; +"124 dequantize_per_channel_default_10" [id=124, type=dequantize_per_channel]; +"125 conv2d_9" [id=125, type=conv2d]; +"126 relu__4" [id=126, type=relu_]; +"127 quantize_per_tensor_default_7" [id=127, type=quantize_per_tensor]; +"128 dequantize_per_tensor_default_9" [id=128, type=dequantize_per_tensor]; +"129 features_3_block_2_0_weight_bias" [id=129, type=get_attr]; +"130 conv2d_10_scale_0" [id=130, type=get_attr]; +"131 conv2d_10_zero_point_0" [id=131, type=get_attr]; +"132 _frozen_param8" [id=132, type=get_attr]; +"133 dequantize_per_channel_default_11" [id=133, type=dequantize_per_channel]; +"134 conv2d_10" [id=134, type=conv2d]; +"135 quantize_per_tensor_default_8" [id=135, type=quantize_per_tensor]; +"136 dequantize_per_tensor_default_10" [id=136, type=dequantize_per_tensor]; +"137 add_" [id=137, type=add_]; +"138 quantize_per_tensor_default_9" [id=138, type=quantize_per_tensor]; +"139 dequantize_per_tensor_default_11" [id=139, type=dequantize_per_tensor]; +"140 features_4_block_0_0_weight_bias" [id=140, type=get_attr]; +"141 conv2d_11_scale_0" [id=141, type=get_attr]; +"142 conv2d_11_zero_point_0" [id=142, type=get_attr]; +"143 _frozen_param9" [id=143, type=get_attr]; +"144 dequantize_per_channel_default_12" [id=144, type=dequantize_per_channel]; +"145 conv2d_11" [id=145, type=conv2d]; +"146 hardswish__1_scale_0" [id=146, type=get_attr]; +"147 hardswish__1_zero_point_0" [id=147, type=get_attr]; +"148 hardswish__1" [id=148, type=hardswish_]; +"149 quantize_per_channel_default_13" [id=149, type=quantize_per_channel]; +"150 dequantize_per_channel_default_13" [id=150, type=dequantize_per_channel]; +"151 features_4_block_1_0_weight_bias" [id=151, type=get_attr]; +"152 conv2d_12_scale_0" [id=152, type=get_attr]; +"153 conv2d_12_zero_point_0" [id=153, type=get_attr]; +"154 _frozen_param10" [id=154, type=get_attr]; +"155 dequantize_per_channel_default_14" [id=155, type=dequantize_per_channel]; +"156 conv2d_12" [id=156, type=conv2d]; +"157 hardswish__2" [id=157, type=hardswish_]; +"158 quantize_per_tensor_default_10" [id=158, type=quantize_per_tensor]; +"159 dequantize_per_tensor_default_13" [id=159, type=dequantize_per_tensor]; +"160 dequantize_per_tensor_default_12" [id=160, type=dequantize_per_tensor]; +"161 adaptive_avg_pool2d_1" [id=161, type=adaptive_avg_pool2d]; +"162 conv2d_13" [id=162, type=conv2d]; +"163 relu_1" [id=163, type=relu]; +"164 conv2d_14" [id=164, type=conv2d]; +"165 hardsigmoid_1" [id=165, type=hardsigmoid]; +"166 quantize_per_tensor_default_11" [id=166, type=quantize_per_tensor]; +"167 dequantize_per_tensor_default_14" [id=167, type=dequantize_per_tensor]; +"168 mul_1" [id=168, type=mul]; +"169 quantize_per_tensor_default_12" [id=169, type=quantize_per_tensor]; +"170 dequantize_per_tensor_default_15" [id=170, type=dequantize_per_tensor]; +"171 features_4_block_3_0_weight_bias" [id=171, type=get_attr]; +"172 conv2d_15_scale_0" [id=172, type=get_attr]; +"173 conv2d_15_zero_point_0" [id=173, type=get_attr]; +"174 _frozen_param11" [id=174, type=get_attr]; +"175 dequantize_per_channel_default_15" [id=175, type=dequantize_per_channel]; +"176 conv2d_15" [id=176, type=conv2d]; +"177 quantize_per_tensor_default_13" [id=177, type=quantize_per_tensor]; +"178 dequantize_per_tensor_default_17" [id=178, type=dequantize_per_tensor]; +"179 dequantize_per_tensor_default_16" [id=179, type=dequantize_per_tensor]; +"180 features_5_block_0_0_weight_bias" [id=180, type=get_attr]; +"181 conv2d_16_scale_0" [id=181, type=get_attr]; +"182 conv2d_16_zero_point_0" [id=182, type=get_attr]; +"183 _frozen_param12" [id=183, type=get_attr]; +"184 dequantize_per_channel_default_16" [id=184, type=dequantize_per_channel]; +"185 conv2d_16" [id=185, type=conv2d]; +"186 hardswish__3_scale_0" [id=186, type=get_attr]; +"187 hardswish__3_zero_point_0" [id=187, type=get_attr]; +"188 hardswish__3" [id=188, type=hardswish_]; +"189 quantize_per_channel_default_17" [id=189, type=quantize_per_channel]; +"190 dequantize_per_channel_default_17" [id=190, type=dequantize_per_channel]; +"191 features_5_block_1_0_weight_bias" [id=191, type=get_attr]; +"192 conv2d_17_scale_0" [id=192, type=get_attr]; +"193 conv2d_17_zero_point_0" [id=193, type=get_attr]; +"194 _frozen_param13" [id=194, type=get_attr]; +"195 dequantize_per_channel_default_18" [id=195, type=dequantize_per_channel]; +"196 conv2d_17" [id=196, type=conv2d]; +"197 hardswish__4" [id=197, type=hardswish_]; +"198 quantize_per_tensor_default_14" [id=198, type=quantize_per_tensor]; +"199 dequantize_per_tensor_default_19" [id=199, type=dequantize_per_tensor]; +"200 dequantize_per_tensor_default_18" [id=200, type=dequantize_per_tensor]; +"201 adaptive_avg_pool2d_2" [id=201, type=adaptive_avg_pool2d]; +"202 conv2d_18" [id=202, type=conv2d]; +"203 relu_2" [id=203, type=relu]; +"204 conv2d_19" [id=204, type=conv2d]; +"205 hardsigmoid_2" [id=205, type=hardsigmoid]; +"206 quantize_per_tensor_default_15" [id=206, type=quantize_per_tensor]; +"207 dequantize_per_tensor_default_20" [id=207, type=dequantize_per_tensor]; +"208 mul_2" [id=208, type=mul]; +"209 quantize_per_tensor_default_16" [id=209, type=quantize_per_tensor]; +"210 dequantize_per_tensor_default_21" [id=210, type=dequantize_per_tensor]; +"211 features_5_block_3_0_weight_bias" [id=211, type=get_attr]; +"212 conv2d_20_scale_0" [id=212, type=get_attr]; +"213 conv2d_20_zero_point_0" [id=213, type=get_attr]; +"214 _frozen_param14" [id=214, type=get_attr]; +"215 dequantize_per_channel_default_19" [id=215, type=dequantize_per_channel]; +"216 conv2d_20" [id=216, type=conv2d]; +"217 quantize_per_tensor_default_17" [id=217, type=quantize_per_tensor]; +"218 dequantize_per_tensor_default_22" [id=218, type=dequantize_per_tensor]; +"219 add__1" [id=219, type=add_]; +"220 quantize_per_tensor_default_18" [id=220, type=quantize_per_tensor]; +"221 dequantize_per_tensor_default_24" [id=221, type=dequantize_per_tensor]; +"222 dequantize_per_tensor_default_23" [id=222, type=dequantize_per_tensor]; +"223 features_6_block_0_0_weight_bias" [id=223, type=get_attr]; +"224 conv2d_21_scale_0" [id=224, type=get_attr]; +"225 conv2d_21_zero_point_0" [id=225, type=get_attr]; +"226 _frozen_param15" [id=226, type=get_attr]; +"227 dequantize_per_channel_default_20" [id=227, type=dequantize_per_channel]; +"228 conv2d_21" [id=228, type=conv2d]; +"229 hardswish__5_scale_0" [id=229, type=get_attr]; +"230 hardswish__5_zero_point_0" [id=230, type=get_attr]; +"231 hardswish__5" [id=231, type=hardswish_]; +"232 quantize_per_channel_default_21" [id=232, type=quantize_per_channel]; +"233 dequantize_per_channel_default_21" [id=233, type=dequantize_per_channel]; +"234 features_6_block_1_0_weight_bias" [id=234, type=get_attr]; +"235 conv2d_22_scale_0" [id=235, type=get_attr]; +"236 conv2d_22_zero_point_0" [id=236, type=get_attr]; +"237 _frozen_param16" [id=237, type=get_attr]; +"238 dequantize_per_channel_default_22" [id=238, type=dequantize_per_channel]; +"239 conv2d_22" [id=239, type=conv2d]; +"240 hardswish__6" [id=240, type=hardswish_]; +"241 quantize_per_tensor_default_19" [id=241, type=quantize_per_tensor]; +"242 dequantize_per_tensor_default_26" [id=242, type=dequantize_per_tensor]; +"243 dequantize_per_tensor_default_25" [id=243, type=dequantize_per_tensor]; +"244 adaptive_avg_pool2d_3" [id=244, type=adaptive_avg_pool2d]; +"245 conv2d_23" [id=245, type=conv2d]; +"246 relu_3" [id=246, type=relu]; +"247 conv2d_24" [id=247, type=conv2d]; +"248 hardsigmoid_3" [id=248, type=hardsigmoid]; +"249 quantize_per_tensor_default_20" [id=249, type=quantize_per_tensor]; +"250 dequantize_per_tensor_default_27" [id=250, type=dequantize_per_tensor]; +"251 mul_3" [id=251, type=mul]; +"252 quantize_per_tensor_default_21" [id=252, type=quantize_per_tensor]; +"253 dequantize_per_tensor_default_28" [id=253, type=dequantize_per_tensor]; +"254 features_6_block_3_0_weight_bias" [id=254, type=get_attr]; +"255 conv2d_25_scale_0" [id=255, type=get_attr]; +"256 conv2d_25_zero_point_0" [id=256, type=get_attr]; +"257 _frozen_param17" [id=257, type=get_attr]; +"258 dequantize_per_channel_default_23" [id=258, type=dequantize_per_channel]; +"259 conv2d_25" [id=259, type=conv2d]; +"260 quantize_per_tensor_default_22" [id=260, type=quantize_per_tensor]; +"261 dequantize_per_tensor_default_29" [id=261, type=dequantize_per_tensor]; +"262 add__2" [id=262, type=add_]; +"263 quantize_per_tensor_default_23" [id=263, type=quantize_per_tensor]; +"264 dequantize_per_tensor_default_30" [id=264, type=dequantize_per_tensor]; +"265 features_7_block_0_0_weight_bias" [id=265, type=get_attr]; +"266 conv2d_26_scale_0" [id=266, type=get_attr]; +"267 conv2d_26_zero_point_0" [id=267, type=get_attr]; +"268 _frozen_param18" [id=268, type=get_attr]; +"269 dequantize_per_channel_default_24" [id=269, type=dequantize_per_channel]; +"270 conv2d_26" [id=270, type=conv2d]; +"271 hardswish__7_scale_0" [id=271, type=get_attr]; +"272 hardswish__7_zero_point_0" [id=272, type=get_attr]; +"273 hardswish__7" [id=273, type=hardswish_]; +"274 quantize_per_channel_default_25" [id=274, type=quantize_per_channel]; +"275 dequantize_per_channel_default_25" [id=275, type=dequantize_per_channel]; +"276 features_7_block_1_0_weight_bias" [id=276, type=get_attr]; +"277 conv2d_27_scale_0" [id=277, type=get_attr]; +"278 conv2d_27_zero_point_0" [id=278, type=get_attr]; +"279 _frozen_param19" [id=279, type=get_attr]; +"280 dequantize_per_channel_default_26" [id=280, type=dequantize_per_channel]; +"281 conv2d_27" [id=281, type=conv2d]; +"282 hardswish__8" [id=282, type=hardswish_]; +"283 quantize_per_tensor_default_24" [id=283, type=quantize_per_tensor]; +"284 dequantize_per_tensor_default_32" [id=284, type=dequantize_per_tensor]; +"285 dequantize_per_tensor_default_31" [id=285, type=dequantize_per_tensor]; +"286 adaptive_avg_pool2d_4" [id=286, type=adaptive_avg_pool2d]; +"287 conv2d_28" [id=287, type=conv2d]; +"288 relu_4" [id=288, type=relu]; +"289 conv2d_29" [id=289, type=conv2d]; +"290 hardsigmoid_4" [id=290, type=hardsigmoid]; +"291 quantize_per_tensor_default_25" [id=291, type=quantize_per_tensor]; +"292 dequantize_per_tensor_default_33" [id=292, type=dequantize_per_tensor]; +"293 mul_4" [id=293, type=mul]; +"294 quantize_per_tensor_default_26" [id=294, type=quantize_per_tensor]; +"295 dequantize_per_tensor_default_34" [id=295, type=dequantize_per_tensor]; +"296 features_7_block_3_0_weight_bias" [id=296, type=get_attr]; +"297 conv2d_30_scale_0" [id=297, type=get_attr]; +"298 conv2d_30_zero_point_0" [id=298, type=get_attr]; +"299 _frozen_param20" [id=299, type=get_attr]; +"300 dequantize_per_channel_default_27" [id=300, type=dequantize_per_channel]; +"301 conv2d_30" [id=301, type=conv2d]; +"302 quantize_per_tensor_default_27" [id=302, type=quantize_per_tensor]; +"303 dequantize_per_tensor_default_36" [id=303, type=dequantize_per_tensor]; +"304 dequantize_per_tensor_default_35" [id=304, type=dequantize_per_tensor]; +"305 features_8_block_0_0_weight_bias" [id=305, type=get_attr]; +"306 conv2d_31_scale_0" [id=306, type=get_attr]; +"307 conv2d_31_zero_point_0" [id=307, type=get_attr]; +"308 _frozen_param21" [id=308, type=get_attr]; +"309 dequantize_per_channel_default_28" [id=309, type=dequantize_per_channel]; +"310 conv2d_31" [id=310, type=conv2d]; +"311 hardswish__9_scale_0" [id=311, type=get_attr]; +"312 hardswish__9_zero_point_0" [id=312, type=get_attr]; +"313 hardswish__9" [id=313, type=hardswish_]; +"314 quantize_per_channel_default_29" [id=314, type=quantize_per_channel]; +"315 dequantize_per_channel_default_29" [id=315, type=dequantize_per_channel]; +"316 features_8_block_1_0_weight_bias" [id=316, type=get_attr]; +"317 conv2d_32_scale_0" [id=317, type=get_attr]; +"318 conv2d_32_zero_point_0" [id=318, type=get_attr]; +"319 _frozen_param22" [id=319, type=get_attr]; +"320 dequantize_per_channel_default_30" [id=320, type=dequantize_per_channel]; +"321 conv2d_32" [id=321, type=conv2d]; +"322 hardswish__10" [id=322, type=hardswish_]; +"323 quantize_per_tensor_default_28" [id=323, type=quantize_per_tensor]; +"324 dequantize_per_tensor_default_38" [id=324, type=dequantize_per_tensor]; +"325 dequantize_per_tensor_default_37" [id=325, type=dequantize_per_tensor]; +"326 adaptive_avg_pool2d_5" [id=326, type=adaptive_avg_pool2d]; +"327 conv2d_33" [id=327, type=conv2d]; +"328 relu_5" [id=328, type=relu]; +"329 conv2d_34" [id=329, type=conv2d]; +"330 hardsigmoid_5" [id=330, type=hardsigmoid]; +"331 quantize_per_tensor_default_29" [id=331, type=quantize_per_tensor]; +"332 dequantize_per_tensor_default_39" [id=332, type=dequantize_per_tensor]; +"333 mul_5" [id=333, type=mul]; +"334 quantize_per_tensor_default_30" [id=334, type=quantize_per_tensor]; +"335 dequantize_per_tensor_default_40" [id=335, type=dequantize_per_tensor]; +"336 features_8_block_3_0_weight_bias" [id=336, type=get_attr]; +"337 conv2d_35_scale_0" [id=337, type=get_attr]; +"338 conv2d_35_zero_point_0" [id=338, type=get_attr]; +"339 _frozen_param23" [id=339, type=get_attr]; +"340 dequantize_per_channel_default_31" [id=340, type=dequantize_per_channel]; +"341 conv2d_35" [id=341, type=conv2d]; +"342 quantize_per_tensor_default_31" [id=342, type=quantize_per_tensor]; +"343 dequantize_per_tensor_default_41" [id=343, type=dequantize_per_tensor]; +"344 add__3" [id=344, type=add_]; +"345 quantize_per_tensor_default_32" [id=345, type=quantize_per_tensor]; +"346 dequantize_per_tensor_default_42" [id=346, type=dequantize_per_tensor]; +"347 features_9_block_0_0_weight_bias" [id=347, type=get_attr]; +"348 conv2d_36_scale_0" [id=348, type=get_attr]; +"349 conv2d_36_zero_point_0" [id=349, type=get_attr]; +"350 _frozen_param24" [id=350, type=get_attr]; +"351 dequantize_per_channel_default_32" [id=351, type=dequantize_per_channel]; +"352 conv2d_36" [id=352, type=conv2d]; +"353 hardswish__11_scale_0" [id=353, type=get_attr]; +"354 hardswish__11_zero_point_0" [id=354, type=get_attr]; +"355 hardswish__11" [id=355, type=hardswish_]; +"356 quantize_per_channel_default_33" [id=356, type=quantize_per_channel]; +"357 dequantize_per_channel_default_33" [id=357, type=dequantize_per_channel]; +"358 features_9_block_1_0_weight_bias" [id=358, type=get_attr]; +"359 conv2d_37_scale_0" [id=359, type=get_attr]; +"360 conv2d_37_zero_point_0" [id=360, type=get_attr]; +"361 _frozen_param25" [id=361, type=get_attr]; +"362 dequantize_per_channel_default_34" [id=362, type=dequantize_per_channel]; +"363 conv2d_37" [id=363, type=conv2d]; +"364 hardswish__12" [id=364, type=hardswish_]; +"365 quantize_per_tensor_default_33" [id=365, type=quantize_per_tensor]; +"366 dequantize_per_tensor_default_44" [id=366, type=dequantize_per_tensor]; +"367 dequantize_per_tensor_default_43" [id=367, type=dequantize_per_tensor]; +"368 adaptive_avg_pool2d_6" [id=368, type=adaptive_avg_pool2d]; +"369 conv2d_38" [id=369, type=conv2d]; +"370 relu_6" [id=370, type=relu]; +"371 conv2d_39" [id=371, type=conv2d]; +"372 hardsigmoid_6" [id=372, type=hardsigmoid]; +"373 quantize_per_tensor_default_34" [id=373, type=quantize_per_tensor]; +"374 dequantize_per_tensor_default_45" [id=374, type=dequantize_per_tensor]; +"375 mul_6" [id=375, type=mul]; +"376 quantize_per_tensor_default_35" [id=376, type=quantize_per_tensor]; +"377 dequantize_per_tensor_default_46" [id=377, type=dequantize_per_tensor]; +"378 features_9_block_3_0_weight_bias" [id=378, type=get_attr]; +"379 conv2d_40_scale_0" [id=379, type=get_attr]; +"380 conv2d_40_zero_point_0" [id=380, type=get_attr]; +"381 _frozen_param26" [id=381, type=get_attr]; +"382 dequantize_per_channel_default_35" [id=382, type=dequantize_per_channel]; +"383 conv2d_40" [id=383, type=conv2d]; +"384 quantize_per_tensor_default_36" [id=384, type=quantize_per_tensor]; +"385 dequantize_per_tensor_default_48" [id=385, type=dequantize_per_tensor]; +"386 dequantize_per_tensor_default_47" [id=386, type=dequantize_per_tensor]; +"387 features_10_block_0_0_weight_bias" [id=387, type=get_attr]; +"388 conv2d_41_scale_0" [id=388, type=get_attr]; +"389 conv2d_41_zero_point_0" [id=389, type=get_attr]; +"390 _frozen_param27" [id=390, type=get_attr]; +"391 dequantize_per_channel_default_36" [id=391, type=dequantize_per_channel]; +"392 conv2d_41" [id=392, type=conv2d]; +"393 hardswish__13_scale_0" [id=393, type=get_attr]; +"394 hardswish__13_zero_point_0" [id=394, type=get_attr]; +"395 hardswish__13" [id=395, type=hardswish_]; +"396 quantize_per_channel_default_37" [id=396, type=quantize_per_channel]; +"397 dequantize_per_channel_default_37" [id=397, type=dequantize_per_channel]; +"398 features_10_block_1_0_weight_bias" [id=398, type=get_attr]; +"399 conv2d_42_scale_0" [id=399, type=get_attr]; +"400 conv2d_42_zero_point_0" [id=400, type=get_attr]; +"401 _frozen_param28" [id=401, type=get_attr]; +"402 dequantize_per_channel_default_38" [id=402, type=dequantize_per_channel]; +"403 conv2d_42" [id=403, type=conv2d]; +"404 hardswish__14" [id=404, type=hardswish_]; +"405 quantize_per_tensor_default_37" [id=405, type=quantize_per_tensor]; +"406 dequantize_per_tensor_default_50" [id=406, type=dequantize_per_tensor]; +"407 dequantize_per_tensor_default_49" [id=407, type=dequantize_per_tensor]; +"408 adaptive_avg_pool2d_7" [id=408, type=adaptive_avg_pool2d]; +"409 conv2d_43" [id=409, type=conv2d]; +"410 relu_7" [id=410, type=relu]; +"411 conv2d_44" [id=411, type=conv2d]; +"412 hardsigmoid_7" [id=412, type=hardsigmoid]; +"413 quantize_per_tensor_default_38" [id=413, type=quantize_per_tensor]; +"414 dequantize_per_tensor_default_51" [id=414, type=dequantize_per_tensor]; +"415 mul_7" [id=415, type=mul]; +"416 quantize_per_tensor_default_39" [id=416, type=quantize_per_tensor]; +"417 dequantize_per_tensor_default_52" [id=417, type=dequantize_per_tensor]; +"418 features_10_block_3_0_weight_bias" [id=418, type=get_attr]; +"419 conv2d_45_scale_0" [id=419, type=get_attr]; +"420 conv2d_45_zero_point_0" [id=420, type=get_attr]; +"421 _frozen_param29" [id=421, type=get_attr]; +"422 dequantize_per_channel_default_39" [id=422, type=dequantize_per_channel]; +"423 conv2d_45" [id=423, type=conv2d]; +"424 quantize_per_tensor_default_40" [id=424, type=quantize_per_tensor]; +"425 dequantize_per_tensor_default_53" [id=425, type=dequantize_per_tensor]; +"426 add__4" [id=426, type=add_]; +"427 quantize_per_tensor_default_41" [id=427, type=quantize_per_tensor]; +"428 dequantize_per_tensor_default_55" [id=428, type=dequantize_per_tensor]; +"429 dequantize_per_tensor_default_54" [id=429, type=dequantize_per_tensor]; +"430 features_11_block_0_0_weight_bias" [id=430, type=get_attr]; +"431 conv2d_46_scale_0" [id=431, type=get_attr]; +"432 conv2d_46_zero_point_0" [id=432, type=get_attr]; +"433 _frozen_param30" [id=433, type=get_attr]; +"434 dequantize_per_channel_default_40" [id=434, type=dequantize_per_channel]; +"435 conv2d_46" [id=435, type=conv2d]; +"436 hardswish__15_scale_0" [id=436, type=get_attr]; +"437 hardswish__15_zero_point_0" [id=437, type=get_attr]; +"438 hardswish__15" [id=438, type=hardswish_]; +"439 quantize_per_channel_default_41" [id=439, type=quantize_per_channel]; +"440 dequantize_per_channel_default_41" [id=440, type=dequantize_per_channel]; +"441 features_11_block_1_0_weight_bias" [id=441, type=get_attr]; +"442 conv2d_47_scale_0" [id=442, type=get_attr]; +"443 conv2d_47_zero_point_0" [id=443, type=get_attr]; +"444 _frozen_param31" [id=444, type=get_attr]; +"445 dequantize_per_channel_default_42" [id=445, type=dequantize_per_channel]; +"446 conv2d_47" [id=446, type=conv2d]; +"447 hardswish__16" [id=447, type=hardswish_]; +"448 quantize_per_tensor_default_42" [id=448, type=quantize_per_tensor]; +"449 dequantize_per_tensor_default_57" [id=449, type=dequantize_per_tensor]; +"450 dequantize_per_tensor_default_56" [id=450, type=dequantize_per_tensor]; +"451 adaptive_avg_pool2d_8" [id=451, type=adaptive_avg_pool2d]; +"452 conv2d_48" [id=452, type=conv2d]; +"453 relu_8" [id=453, type=relu]; +"454 conv2d_49" [id=454, type=conv2d]; +"455 hardsigmoid_8" [id=455, type=hardsigmoid]; +"456 quantize_per_tensor_default_43" [id=456, type=quantize_per_tensor]; +"457 dequantize_per_tensor_default_58" [id=457, type=dequantize_per_tensor]; +"458 mul_8" [id=458, type=mul]; +"459 quantize_per_tensor_default_44" [id=459, type=quantize_per_tensor]; +"460 dequantize_per_tensor_default_59" [id=460, type=dequantize_per_tensor]; +"461 features_11_block_3_0_weight_bias" [id=461, type=get_attr]; +"462 conv2d_50_scale_0" [id=462, type=get_attr]; +"463 conv2d_50_zero_point_0" [id=463, type=get_attr]; +"464 _frozen_param32" [id=464, type=get_attr]; +"465 dequantize_per_channel_default_43" [id=465, type=dequantize_per_channel]; +"466 conv2d_50" [id=466, type=conv2d]; +"467 quantize_per_tensor_default_45" [id=467, type=quantize_per_tensor]; +"468 dequantize_per_tensor_default_60" [id=468, type=dequantize_per_tensor]; +"469 add__5" [id=469, type=add_]; +"470 quantize_per_tensor_default_46" [id=470, type=quantize_per_tensor]; +"471 dequantize_per_tensor_default_61" [id=471, type=dequantize_per_tensor]; +"472 features_12_0_weight_bias" [id=472, type=get_attr]; +"473 conv2d_51_scale_0" [id=473, type=get_attr]; +"474 conv2d_51_zero_point_0" [id=474, type=get_attr]; +"475 _frozen_param33" [id=475, type=get_attr]; +"476 dequantize_per_channel_default_44" [id=476, type=dequantize_per_channel]; +"477 conv2d_51" [id=477, type=conv2d]; +"478 hardswish__17" [id=478, type=hardswish_]; +"479 quantize_per_tensor_default_47" [id=479, type=quantize_per_tensor]; +"480 dequantize_per_tensor_default_62" [id=480, type=dequantize_per_tensor]; +"481 adaptive_avg_pool2d_9" [id=481, type=adaptive_avg_pool2d]; +"482 flatten" [id=482, type=flatten]; +"483 flatten_0_0_nncf_smooth_quant_0" [id=483, type=call_module]; +"484 quantize_per_tensor_default_48" [id=484, type=quantize_per_tensor]; +"485 dequantize_per_tensor_default_63" [id=485, type=dequantize_per_tensor]; +"486 linear_scale_0" [id=486, type=get_attr]; +"487 linear_zero_point_0" [id=487, type=get_attr]; +"488 _frozen_param34" [id=488, type=get_attr]; +"489 dequantize_per_channel_default_45" [id=489, type=dequantize_per_channel]; +"490 linear" [id=490, type=linear]; +"491 hardswish__18" [id=491, type=hardswish_]; +"492 dropout_" [id=492, type=dropout_]; +"493 dropout__0_0_nncf_smooth_quant_0" [id=493, type=call_module]; +"494 quantize_per_tensor_default_49" [id=494, type=quantize_per_tensor]; +"495 dequantize_per_tensor_default_64" [id=495, type=dequantize_per_tensor]; +"496 linear_1_scale_0" [id=496, type=get_attr]; +"497 linear_1_zero_point_0" [id=497, type=get_attr]; +"498 _frozen_param35" [id=498, type=get_attr]; +"499 dequantize_per_channel_default_46" [id=499, type=dequantize_per_channel]; +"500 linear_1" [id=500, type=linear]; +"501 output" [id=501, type=output]; +"0 features_1_block_1_fc1_weight" -> "63 conv2d_2" [label="(8, 16, 1, 1)", style=solid]; +"1 features_1_block_1_fc1_bias" -> "63 conv2d_2" [label="(8,)", style=solid]; +"2 features_1_block_1_fc2_weight" -> "65 conv2d_3" [label="(16, 8, 1, 1)", style=solid]; +"3 features_1_block_1_fc2_bias" -> "65 conv2d_3" [label="(16,)", style=solid]; +"4 features_4_block_2_fc1_weight" -> "162 conv2d_13" [label="(24, 96, 1, 1)", style=solid]; +"5 features_4_block_2_fc1_bias" -> "162 conv2d_13" [label="(24,)", style=solid]; +"6 features_4_block_2_fc2_weight" -> "164 conv2d_14" [label="(96, 24, 1, 1)", style=solid]; +"7 features_4_block_2_fc2_bias" -> "164 conv2d_14" [label="(96,)", style=solid]; +"8 features_5_block_2_fc1_weight" -> "202 conv2d_18" [label="(64, 240, 1, 1)", style=solid]; +"9 features_5_block_2_fc1_bias" -> "202 conv2d_18" [label="(64,)", style=solid]; +"10 features_5_block_2_fc2_weight" -> "204 conv2d_19" [label="(240, 64, 1, 1)", style=solid]; +"11 features_5_block_2_fc2_bias" -> "204 conv2d_19" [label="(240,)", style=solid]; +"12 features_6_block_2_fc1_weight" -> "245 conv2d_23" [label="(64, 240, 1, 1)", style=solid]; +"13 features_6_block_2_fc1_bias" -> "245 conv2d_23" [label="(64,)", style=solid]; +"14 features_6_block_2_fc2_weight" -> "247 conv2d_24" [label="(240, 64, 1, 1)", style=solid]; +"15 features_6_block_2_fc2_bias" -> "247 conv2d_24" [label="(240,)", style=solid]; +"16 features_7_block_2_fc1_weight" -> "287 conv2d_28" [label="(32, 120, 1, 1)", style=solid]; +"17 features_7_block_2_fc1_bias" -> "287 conv2d_28" [label="(32,)", style=solid]; +"18 features_7_block_2_fc2_weight" -> "289 conv2d_29" [label="(120, 32, 1, 1)", style=solid]; +"19 features_7_block_2_fc2_bias" -> "289 conv2d_29" [label="(120,)", style=solid]; +"20 features_8_block_2_fc1_weight" -> "327 conv2d_33" [label="(40, 144, 1, 1)", style=solid]; +"21 features_8_block_2_fc1_bias" -> "327 conv2d_33" [label="(40,)", style=solid]; +"22 features_8_block_2_fc2_weight" -> "329 conv2d_34" [label="(144, 40, 1, 1)", style=solid]; +"23 features_8_block_2_fc2_bias" -> "329 conv2d_34" [label="(144,)", style=solid]; +"24 features_9_block_2_fc1_weight" -> "369 conv2d_38" [label="(72, 288, 1, 1)", style=solid]; +"25 features_9_block_2_fc1_bias" -> "369 conv2d_38" [label="(72,)", style=solid]; +"26 features_9_block_2_fc2_weight" -> "371 conv2d_39" [label="(288, 72, 1, 1)", style=solid]; +"27 features_9_block_2_fc2_bias" -> "371 conv2d_39" [label="(288,)", style=solid]; +"28 features_10_block_2_fc1_weight" -> "409 conv2d_43" [label="(144, 576, 1, 1)", style=solid]; +"29 features_10_block_2_fc1_bias" -> "409 conv2d_43" [label="(144,)", style=solid]; +"30 features_10_block_2_fc2_weight" -> "411 conv2d_44" [label="(576, 144, 1, 1)", style=solid]; +"31 features_10_block_2_fc2_bias" -> "411 conv2d_44" [label="(576,)", style=solid]; +"32 features_11_block_2_fc1_weight" -> "452 conv2d_48" [label="(144, 576, 1, 1)", style=solid]; +"33 features_11_block_2_fc1_bias" -> "452 conv2d_48" [label="(144,)", style=solid]; +"34 features_11_block_2_fc2_weight" -> "454 conv2d_49" [label="(576, 144, 1, 1)", style=solid]; +"35 features_11_block_2_fc2_bias" -> "454 conv2d_49" [label="(576,)", style=solid]; +"36 classifier_0_bias" -> "490 linear" [label="(1024,)", style=solid]; +"37 classifier_3_bias" -> "500 linear_1" [label="(1000,)", style=solid]; +"38 x" -> "39 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"39 quantize_per_tensor_default" -> "40 dequantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"40 dequantize_per_tensor_default" -> "46 conv2d" [label="(1, 3, 224, 224)", style=solid]; +"41 features_0_0_weight_bias" -> "46 conv2d" [label="(16,)", style=solid]; +"42 conv2d_scale_0" -> "45 dequantize_per_channel_default" [label="(16,)", style=solid]; +"43 conv2d_zero_point_0" -> "45 dequantize_per_channel_default" [label="(16,)", style=solid]; +"44 _frozen_param0" -> "45 dequantize_per_channel_default" [label="(16, 3, 3, 3)", style=solid]; +"45 dequantize_per_channel_default" -> "46 conv2d" [label="(16, 3, 3, 3)", style=solid]; +"46 conv2d" -> "49 hardswish_" [label="(1, 16, 112, 112)", style=solid]; +"47 hardswish__scale_0" -> "50 quantize_per_channel_default_1" [label="(16,)", style=solid]; +"47 hardswish__scale_0" -> "51 dequantize_per_channel_default_1" [label="(16,)", style=solid]; +"48 hardswish__zero_point_0" -> "50 quantize_per_channel_default_1" [label="(16,)", style=solid]; +"48 hardswish__zero_point_0" -> "51 dequantize_per_channel_default_1" [label="(16,)", style=solid]; +"49 hardswish_" -> "50 quantize_per_channel_default_1" [label="(1, 16, 112, 112)", style=solid]; +"50 quantize_per_channel_default_1" -> "51 dequantize_per_channel_default_1" [label="(1, 16, 112, 112)", style=solid]; +"51 dequantize_per_channel_default_1" -> "57 conv2d_1" [label="(1, 16, 112, 112)", style=solid]; +"52 features_1_block_0_0_weight_bias" -> "57 conv2d_1" [label="(16,)", style=solid]; +"53 conv2d_1_scale_0" -> "56 dequantize_per_channel_default_2" [label="(16,)", style=solid]; +"54 conv2d_1_zero_point_0" -> "56 dequantize_per_channel_default_2" [label="(16,)", style=solid]; +"55 _frozen_param1" -> "56 dequantize_per_channel_default_2" [label="(16, 1, 3, 3)", style=solid]; +"56 dequantize_per_channel_default_2" -> "57 conv2d_1" [label="(16, 1, 3, 3)", style=solid]; +"57 conv2d_1" -> "58 relu_" [label="(1, 16, 56, 56)", style=solid]; +"58 relu_" -> "59 quantize_per_tensor_default_1" [label="(1, 16, 56, 56)", style=solid]; +"59 quantize_per_tensor_default_1" -> "60 dequantize_per_tensor_default_2" [label="(1, 16, 56, 56)", style=solid]; +"59 quantize_per_tensor_default_1" -> "61 dequantize_per_tensor_default_1" [label="(1, 16, 56, 56)", style=solid]; +"60 dequantize_per_tensor_default_2" -> "69 mul" [label="(1, 16, 56, 56)", style=solid]; +"61 dequantize_per_tensor_default_1" -> "62 adaptive_avg_pool2d" [label="(1, 16, 56, 56)", style=solid]; +"62 adaptive_avg_pool2d" -> "63 conv2d_2" [label="(1, 16, 1, 1)", style=solid]; +"63 conv2d_2" -> "64 relu" [label="(1, 8, 1, 1)", style=solid]; +"64 relu" -> "65 conv2d_3" [label="(1, 8, 1, 1)", style=solid]; +"65 conv2d_3" -> "66 hardsigmoid" [label="(1, 16, 1, 1)", style=solid]; +"66 hardsigmoid" -> "67 quantize_per_tensor_default_2" [label="(1, 16, 1, 1)", style=solid]; +"67 quantize_per_tensor_default_2" -> "68 dequantize_per_tensor_default_3" [label="(1, 16, 1, 1)", style=solid]; +"68 dequantize_per_tensor_default_3" -> "69 mul" [label="(1, 16, 1, 1)", style=solid]; +"69 mul" -> "70 quantize_per_tensor_default_3" [label="(1, 16, 56, 56)", style=solid]; +"70 quantize_per_tensor_default_3" -> "71 dequantize_per_tensor_default_4" [label="(1, 16, 56, 56)", style=solid]; +"71 dequantize_per_tensor_default_4" -> "77 conv2d_4" [label="(1, 16, 56, 56)", style=solid]; +"72 features_1_block_2_0_weight_bias" -> "77 conv2d_4" [label="(16,)", style=solid]; +"73 conv2d_4_scale_0" -> "76 dequantize_per_channel_default_3" [label="(16,)", style=solid]; +"74 conv2d_4_zero_point_0" -> "76 dequantize_per_channel_default_3" [label="(16,)", style=solid]; +"75 _frozen_param2" -> "76 dequantize_per_channel_default_3" [label="(16, 16, 1, 1)", style=solid]; +"76 dequantize_per_channel_default_3" -> "77 conv2d_4" [label="(16, 16, 1, 1)", style=solid]; +"77 conv2d_4" -> "78 quantize_per_tensor_default_4" [label="(1, 16, 56, 56)", style=solid]; +"78 quantize_per_tensor_default_4" -> "79 dequantize_per_tensor_default_5" [label="(1, 16, 56, 56)", style=solid]; +"79 dequantize_per_tensor_default_5" -> "85 conv2d_5" [label="(1, 16, 56, 56)", style=solid]; +"80 features_2_block_0_0_weight_bias" -> "85 conv2d_5" [label="(72,)", style=solid]; +"81 conv2d_5_scale_0" -> "84 dequantize_per_channel_default_4" [label="(72,)", style=solid]; +"82 conv2d_5_zero_point_0" -> "84 dequantize_per_channel_default_4" [label="(72,)", style=solid]; +"83 _frozen_param3" -> "84 dequantize_per_channel_default_4" [label="(72, 16, 1, 1)", style=solid]; +"84 dequantize_per_channel_default_4" -> "85 conv2d_5" [label="(72, 16, 1, 1)", style=solid]; +"85 conv2d_5" -> "88 relu__1" [label="(1, 72, 56, 56)", style=solid]; +"86 relu__1_scale_0" -> "89 quantize_per_channel_default_5" [label="(72,)", style=solid]; +"86 relu__1_scale_0" -> "90 dequantize_per_channel_default_5" [label="(72,)", style=solid]; +"87 relu__1_zero_point_0" -> "89 quantize_per_channel_default_5" [label="(72,)", style=solid]; +"87 relu__1_zero_point_0" -> "90 dequantize_per_channel_default_5" [label="(72,)", style=solid]; +"88 relu__1" -> "89 quantize_per_channel_default_5" [label="(1, 72, 56, 56)", style=solid]; +"89 quantize_per_channel_default_5" -> "90 dequantize_per_channel_default_5" [label="(1, 72, 56, 56)", style=solid]; +"90 dequantize_per_channel_default_5" -> "96 conv2d_6" [label="(1, 72, 56, 56)", style=solid]; +"91 features_2_block_1_0_weight_bias" -> "96 conv2d_6" [label="(72,)", style=solid]; +"92 conv2d_6_scale_0" -> "95 dequantize_per_channel_default_6" [label="(72,)", style=solid]; +"93 conv2d_6_zero_point_0" -> "95 dequantize_per_channel_default_6" [label="(72,)", style=solid]; +"94 _frozen_param4" -> "95 dequantize_per_channel_default_6" [label="(72, 1, 3, 3)", style=solid]; +"95 dequantize_per_channel_default_6" -> "96 conv2d_6" [label="(72, 1, 3, 3)", style=solid]; +"96 conv2d_6" -> "97 relu__2" [label="(1, 72, 28, 28)", style=solid]; +"97 relu__2" -> "98 quantize_per_tensor_default_5" [label="(1, 72, 28, 28)", style=solid]; +"98 quantize_per_tensor_default_5" -> "99 dequantize_per_tensor_default_6" [label="(1, 72, 28, 28)", style=solid]; +"99 dequantize_per_tensor_default_6" -> "105 conv2d_7" [label="(1, 72, 28, 28)", style=solid]; +"100 features_2_block_2_0_weight_bias" -> "105 conv2d_7" [label="(24,)", style=solid]; +"101 conv2d_7_scale_0" -> "104 dequantize_per_channel_default_7" [label="(24,)", style=solid]; +"102 conv2d_7_zero_point_0" -> "104 dequantize_per_channel_default_7" [label="(24,)", style=solid]; +"103 _frozen_param5" -> "104 dequantize_per_channel_default_7" [label="(24, 72, 1, 1)", style=solid]; +"104 dequantize_per_channel_default_7" -> "105 conv2d_7" [label="(24, 72, 1, 1)", style=solid]; +"105 conv2d_7" -> "106 quantize_per_tensor_default_6" [label="(1, 24, 28, 28)", style=solid]; +"106 quantize_per_tensor_default_6" -> "107 dequantize_per_tensor_default_8" [label="(1, 24, 28, 28)", style=solid]; +"106 quantize_per_tensor_default_6" -> "108 dequantize_per_tensor_default_7" [label="(1, 24, 28, 28)", style=solid]; +"107 dequantize_per_tensor_default_8" -> "137 add_" [label="(1, 24, 28, 28)", style=solid]; +"108 dequantize_per_tensor_default_7" -> "114 conv2d_8" [label="(1, 24, 28, 28)", style=solid]; +"109 features_3_block_0_0_weight_bias" -> "114 conv2d_8" [label="(88,)", style=solid]; +"110 conv2d_8_scale_0" -> "113 dequantize_per_channel_default_8" [label="(88,)", style=solid]; +"111 conv2d_8_zero_point_0" -> "113 dequantize_per_channel_default_8" [label="(88,)", style=solid]; +"112 _frozen_param6" -> "113 dequantize_per_channel_default_8" [label="(88, 24, 1, 1)", style=solid]; +"113 dequantize_per_channel_default_8" -> "114 conv2d_8" [label="(88, 24, 1, 1)", style=solid]; +"114 conv2d_8" -> "117 relu__3" [label="(1, 88, 28, 28)", style=solid]; +"115 relu__3_scale_0" -> "118 quantize_per_channel_default_9" [label="(88,)", style=solid]; +"115 relu__3_scale_0" -> "119 dequantize_per_channel_default_9" [label="(88,)", style=solid]; +"116 relu__3_zero_point_0" -> "118 quantize_per_channel_default_9" [label="(88,)", style=solid]; +"116 relu__3_zero_point_0" -> "119 dequantize_per_channel_default_9" [label="(88,)", style=solid]; +"117 relu__3" -> "118 quantize_per_channel_default_9" [label="(1, 88, 28, 28)", style=solid]; +"118 quantize_per_channel_default_9" -> "119 dequantize_per_channel_default_9" [label="(1, 88, 28, 28)", style=solid]; +"119 dequantize_per_channel_default_9" -> "125 conv2d_9" [label="(1, 88, 28, 28)", style=solid]; +"120 features_3_block_1_0_weight_bias" -> "125 conv2d_9" [label="(88,)", style=solid]; +"121 conv2d_9_scale_0" -> "124 dequantize_per_channel_default_10" [label="(88,)", style=solid]; +"122 conv2d_9_zero_point_0" -> "124 dequantize_per_channel_default_10" [label="(88,)", style=solid]; +"123 _frozen_param7" -> "124 dequantize_per_channel_default_10" [label="(88, 1, 3, 3)", style=solid]; +"124 dequantize_per_channel_default_10" -> "125 conv2d_9" [label="(88, 1, 3, 3)", style=solid]; +"125 conv2d_9" -> "126 relu__4" [label="(1, 88, 28, 28)", style=solid]; +"126 relu__4" -> "127 quantize_per_tensor_default_7" [label="(1, 88, 28, 28)", style=solid]; +"127 quantize_per_tensor_default_7" -> "128 dequantize_per_tensor_default_9" [label="(1, 88, 28, 28)", style=solid]; +"128 dequantize_per_tensor_default_9" -> "134 conv2d_10" [label="(1, 88, 28, 28)", style=solid]; +"129 features_3_block_2_0_weight_bias" -> "134 conv2d_10" [label="(24,)", style=solid]; +"130 conv2d_10_scale_0" -> "133 dequantize_per_channel_default_11" [label="(24,)", style=solid]; +"131 conv2d_10_zero_point_0" -> "133 dequantize_per_channel_default_11" [label="(24,)", style=solid]; +"132 _frozen_param8" -> "133 dequantize_per_channel_default_11" [label="(24, 88, 1, 1)", style=solid]; +"133 dequantize_per_channel_default_11" -> "134 conv2d_10" [label="(24, 88, 1, 1)", style=solid]; +"134 conv2d_10" -> "135 quantize_per_tensor_default_8" [label="(1, 24, 28, 28)", style=solid]; +"135 quantize_per_tensor_default_8" -> "136 dequantize_per_tensor_default_10" [label="(1, 24, 28, 28)", style=solid]; +"136 dequantize_per_tensor_default_10" -> "137 add_" [label="(1, 24, 28, 28)", style=solid]; +"137 add_" -> "138 quantize_per_tensor_default_9" [label="(1, 24, 28, 28)", style=solid]; +"138 quantize_per_tensor_default_9" -> "139 dequantize_per_tensor_default_11" [label="(1, 24, 28, 28)", style=solid]; +"139 dequantize_per_tensor_default_11" -> "145 conv2d_11" [label="(1, 24, 28, 28)", style=solid]; +"140 features_4_block_0_0_weight_bias" -> "145 conv2d_11" [label="(96,)", style=solid]; +"141 conv2d_11_scale_0" -> "144 dequantize_per_channel_default_12" [label="(96,)", style=solid]; +"142 conv2d_11_zero_point_0" -> "144 dequantize_per_channel_default_12" [label="(96,)", style=solid]; +"143 _frozen_param9" -> "144 dequantize_per_channel_default_12" [label="(96, 24, 1, 1)", style=solid]; +"144 dequantize_per_channel_default_12" -> "145 conv2d_11" [label="(96, 24, 1, 1)", style=solid]; +"145 conv2d_11" -> "148 hardswish__1" [label="(1, 96, 28, 28)", style=solid]; +"146 hardswish__1_scale_0" -> "149 quantize_per_channel_default_13" [label="(96,)", style=solid]; +"146 hardswish__1_scale_0" -> "150 dequantize_per_channel_default_13" [label="(96,)", style=solid]; +"147 hardswish__1_zero_point_0" -> "149 quantize_per_channel_default_13" [label="(96,)", style=solid]; +"147 hardswish__1_zero_point_0" -> "150 dequantize_per_channel_default_13" [label="(96,)", style=solid]; +"148 hardswish__1" -> "149 quantize_per_channel_default_13" [label="(1, 96, 28, 28)", style=solid]; +"149 quantize_per_channel_default_13" -> "150 dequantize_per_channel_default_13" [label="(1, 96, 28, 28)", style=solid]; +"150 dequantize_per_channel_default_13" -> "156 conv2d_12" [label="(1, 96, 28, 28)", style=solid]; +"151 features_4_block_1_0_weight_bias" -> "156 conv2d_12" [label="(96,)", style=solid]; +"152 conv2d_12_scale_0" -> "155 dequantize_per_channel_default_14" [label="(96,)", style=solid]; +"153 conv2d_12_zero_point_0" -> "155 dequantize_per_channel_default_14" [label="(96,)", style=solid]; +"154 _frozen_param10" -> "155 dequantize_per_channel_default_14" [label="(96, 1, 5, 5)", style=solid]; +"155 dequantize_per_channel_default_14" -> "156 conv2d_12" [label="(96, 1, 5, 5)", style=solid]; +"156 conv2d_12" -> "157 hardswish__2" [label="(1, 96, 14, 14)", style=solid]; +"157 hardswish__2" -> "158 quantize_per_tensor_default_10" [label="(1, 96, 14, 14)", style=solid]; +"158 quantize_per_tensor_default_10" -> "159 dequantize_per_tensor_default_13" [label="(1, 96, 14, 14)", style=solid]; +"158 quantize_per_tensor_default_10" -> "160 dequantize_per_tensor_default_12" [label="(1, 96, 14, 14)", style=solid]; +"159 dequantize_per_tensor_default_13" -> "168 mul_1" [label="(1, 96, 14, 14)", style=solid]; +"160 dequantize_per_tensor_default_12" -> "161 adaptive_avg_pool2d_1" [label="(1, 96, 14, 14)", style=solid]; +"161 adaptive_avg_pool2d_1" -> "162 conv2d_13" [label="(1, 96, 1, 1)", style=solid]; +"162 conv2d_13" -> "163 relu_1" [label="(1, 24, 1, 1)", style=solid]; +"163 relu_1" -> "164 conv2d_14" [label="(1, 24, 1, 1)", style=solid]; +"164 conv2d_14" -> "165 hardsigmoid_1" [label="(1, 96, 1, 1)", style=solid]; +"165 hardsigmoid_1" -> "166 quantize_per_tensor_default_11" [label="(1, 96, 1, 1)", style=solid]; +"166 quantize_per_tensor_default_11" -> "167 dequantize_per_tensor_default_14" [label="(1, 96, 1, 1)", style=solid]; +"167 dequantize_per_tensor_default_14" -> "168 mul_1" [label="(1, 96, 1, 1)", style=solid]; +"168 mul_1" -> "169 quantize_per_tensor_default_12" [label="(1, 96, 14, 14)", style=solid]; +"169 quantize_per_tensor_default_12" -> "170 dequantize_per_tensor_default_15" [label="(1, 96, 14, 14)", style=solid]; +"170 dequantize_per_tensor_default_15" -> "176 conv2d_15" [label="(1, 96, 14, 14)", style=solid]; +"171 features_4_block_3_0_weight_bias" -> "176 conv2d_15" [label="(40,)", style=solid]; +"172 conv2d_15_scale_0" -> "175 dequantize_per_channel_default_15" [label="(40,)", style=solid]; +"173 conv2d_15_zero_point_0" -> "175 dequantize_per_channel_default_15" [label="(40,)", style=solid]; +"174 _frozen_param11" -> "175 dequantize_per_channel_default_15" [label="(40, 96, 1, 1)", style=solid]; +"175 dequantize_per_channel_default_15" -> "176 conv2d_15" [label="(40, 96, 1, 1)", style=solid]; +"176 conv2d_15" -> "177 quantize_per_tensor_default_13" [label="(1, 40, 14, 14)", style=solid]; +"177 quantize_per_tensor_default_13" -> "178 dequantize_per_tensor_default_17" [label="(1, 40, 14, 14)", style=solid]; +"177 quantize_per_tensor_default_13" -> "179 dequantize_per_tensor_default_16" [label="(1, 40, 14, 14)", style=solid]; +"178 dequantize_per_tensor_default_17" -> "219 add__1" [label="(1, 40, 14, 14)", style=solid]; +"179 dequantize_per_tensor_default_16" -> "185 conv2d_16" [label="(1, 40, 14, 14)", style=solid]; +"180 features_5_block_0_0_weight_bias" -> "185 conv2d_16" [label="(240,)", style=solid]; +"181 conv2d_16_scale_0" -> "184 dequantize_per_channel_default_16" [label="(240,)", style=solid]; +"182 conv2d_16_zero_point_0" -> "184 dequantize_per_channel_default_16" [label="(240,)", style=solid]; +"183 _frozen_param12" -> "184 dequantize_per_channel_default_16" [label="(240, 40, 1, 1)", style=solid]; +"184 dequantize_per_channel_default_16" -> "185 conv2d_16" [label="(240, 40, 1, 1)", style=solid]; +"185 conv2d_16" -> "188 hardswish__3" [label="(1, 240, 14, 14)", style=solid]; +"186 hardswish__3_scale_0" -> "189 quantize_per_channel_default_17" [label="(240,)", style=solid]; +"186 hardswish__3_scale_0" -> "190 dequantize_per_channel_default_17" [label="(240,)", style=solid]; +"187 hardswish__3_zero_point_0" -> "189 quantize_per_channel_default_17" [label="(240,)", style=solid]; +"187 hardswish__3_zero_point_0" -> "190 dequantize_per_channel_default_17" [label="(240,)", style=solid]; +"188 hardswish__3" -> "189 quantize_per_channel_default_17" [label="(1, 240, 14, 14)", style=solid]; +"189 quantize_per_channel_default_17" -> "190 dequantize_per_channel_default_17" [label="(1, 240, 14, 14)", style=solid]; +"190 dequantize_per_channel_default_17" -> "196 conv2d_17" [label="(1, 240, 14, 14)", style=solid]; +"191 features_5_block_1_0_weight_bias" -> "196 conv2d_17" [label="(240,)", style=solid]; +"192 conv2d_17_scale_0" -> "195 dequantize_per_channel_default_18" [label="(240,)", style=solid]; +"193 conv2d_17_zero_point_0" -> "195 dequantize_per_channel_default_18" [label="(240,)", style=solid]; +"194 _frozen_param13" -> "195 dequantize_per_channel_default_18" [label="(240, 1, 5, 5)", style=solid]; +"195 dequantize_per_channel_default_18" -> "196 conv2d_17" [label="(240, 1, 5, 5)", style=solid]; +"196 conv2d_17" -> "197 hardswish__4" [label="(1, 240, 14, 14)", style=solid]; +"197 hardswish__4" -> "198 quantize_per_tensor_default_14" [label="(1, 240, 14, 14)", style=solid]; +"198 quantize_per_tensor_default_14" -> "199 dequantize_per_tensor_default_19" [label="(1, 240, 14, 14)", style=solid]; +"198 quantize_per_tensor_default_14" -> "200 dequantize_per_tensor_default_18" [label="(1, 240, 14, 14)", style=solid]; +"199 dequantize_per_tensor_default_19" -> "208 mul_2" [label="(1, 240, 14, 14)", style=solid]; +"200 dequantize_per_tensor_default_18" -> "201 adaptive_avg_pool2d_2" [label="(1, 240, 14, 14)", style=solid]; +"201 adaptive_avg_pool2d_2" -> "202 conv2d_18" [label="(1, 240, 1, 1)", style=solid]; +"202 conv2d_18" -> "203 relu_2" [label="(1, 64, 1, 1)", style=solid]; +"203 relu_2" -> "204 conv2d_19" [label="(1, 64, 1, 1)", style=solid]; +"204 conv2d_19" -> "205 hardsigmoid_2" [label="(1, 240, 1, 1)", style=solid]; +"205 hardsigmoid_2" -> "206 quantize_per_tensor_default_15" [label="(1, 240, 1, 1)", style=solid]; +"206 quantize_per_tensor_default_15" -> "207 dequantize_per_tensor_default_20" [label="(1, 240, 1, 1)", style=solid]; +"207 dequantize_per_tensor_default_20" -> "208 mul_2" [label="(1, 240, 1, 1)", style=solid]; +"208 mul_2" -> "209 quantize_per_tensor_default_16" [label="(1, 240, 14, 14)", style=solid]; +"209 quantize_per_tensor_default_16" -> "210 dequantize_per_tensor_default_21" [label="(1, 240, 14, 14)", style=solid]; +"210 dequantize_per_tensor_default_21" -> "216 conv2d_20" [label="(1, 240, 14, 14)", style=solid]; +"211 features_5_block_3_0_weight_bias" -> "216 conv2d_20" [label="(40,)", style=solid]; +"212 conv2d_20_scale_0" -> "215 dequantize_per_channel_default_19" [label="(40,)", style=solid]; +"213 conv2d_20_zero_point_0" -> "215 dequantize_per_channel_default_19" [label="(40,)", style=solid]; +"214 _frozen_param14" -> "215 dequantize_per_channel_default_19" [label="(40, 240, 1, 1)", style=solid]; +"215 dequantize_per_channel_default_19" -> "216 conv2d_20" [label="(40, 240, 1, 1)", style=solid]; +"216 conv2d_20" -> "217 quantize_per_tensor_default_17" [label="(1, 40, 14, 14)", style=solid]; +"217 quantize_per_tensor_default_17" -> "218 dequantize_per_tensor_default_22" [label="(1, 40, 14, 14)", style=solid]; +"218 dequantize_per_tensor_default_22" -> "219 add__1" [label="(1, 40, 14, 14)", style=solid]; +"219 add__1" -> "220 quantize_per_tensor_default_18" [label="(1, 40, 14, 14)", style=solid]; +"220 quantize_per_tensor_default_18" -> "221 dequantize_per_tensor_default_24" [label="(1, 40, 14, 14)", style=solid]; +"220 quantize_per_tensor_default_18" -> "222 dequantize_per_tensor_default_23" [label="(1, 40, 14, 14)", style=solid]; +"221 dequantize_per_tensor_default_24" -> "262 add__2" [label="(1, 40, 14, 14)", style=solid]; +"222 dequantize_per_tensor_default_23" -> "228 conv2d_21" [label="(1, 40, 14, 14)", style=solid]; +"223 features_6_block_0_0_weight_bias" -> "228 conv2d_21" [label="(240,)", style=solid]; +"224 conv2d_21_scale_0" -> "227 dequantize_per_channel_default_20" [label="(240,)", style=solid]; +"225 conv2d_21_zero_point_0" -> "227 dequantize_per_channel_default_20" [label="(240,)", style=solid]; +"226 _frozen_param15" -> "227 dequantize_per_channel_default_20" [label="(240, 40, 1, 1)", style=solid]; +"227 dequantize_per_channel_default_20" -> "228 conv2d_21" [label="(240, 40, 1, 1)", style=solid]; +"228 conv2d_21" -> "231 hardswish__5" [label="(1, 240, 14, 14)", style=solid]; +"229 hardswish__5_scale_0" -> "232 quantize_per_channel_default_21" [label="(240,)", style=solid]; +"229 hardswish__5_scale_0" -> "233 dequantize_per_channel_default_21" [label="(240,)", style=solid]; +"230 hardswish__5_zero_point_0" -> "232 quantize_per_channel_default_21" [label="(240,)", style=solid]; +"230 hardswish__5_zero_point_0" -> "233 dequantize_per_channel_default_21" [label="(240,)", style=solid]; +"231 hardswish__5" -> "232 quantize_per_channel_default_21" [label="(1, 240, 14, 14)", style=solid]; +"232 quantize_per_channel_default_21" -> "233 dequantize_per_channel_default_21" [label="(1, 240, 14, 14)", style=solid]; +"233 dequantize_per_channel_default_21" -> "239 conv2d_22" [label="(1, 240, 14, 14)", style=solid]; +"234 features_6_block_1_0_weight_bias" -> "239 conv2d_22" [label="(240,)", style=solid]; +"235 conv2d_22_scale_0" -> "238 dequantize_per_channel_default_22" [label="(240,)", style=solid]; +"236 conv2d_22_zero_point_0" -> "238 dequantize_per_channel_default_22" [label="(240,)", style=solid]; +"237 _frozen_param16" -> "238 dequantize_per_channel_default_22" [label="(240, 1, 5, 5)", style=solid]; +"238 dequantize_per_channel_default_22" -> "239 conv2d_22" [label="(240, 1, 5, 5)", style=solid]; +"239 conv2d_22" -> "240 hardswish__6" [label="(1, 240, 14, 14)", style=solid]; +"240 hardswish__6" -> "241 quantize_per_tensor_default_19" [label="(1, 240, 14, 14)", style=solid]; +"241 quantize_per_tensor_default_19" -> "242 dequantize_per_tensor_default_26" [label="(1, 240, 14, 14)", style=solid]; +"241 quantize_per_tensor_default_19" -> "243 dequantize_per_tensor_default_25" [label="(1, 240, 14, 14)", style=solid]; +"242 dequantize_per_tensor_default_26" -> "251 mul_3" [label="(1, 240, 14, 14)", style=solid]; +"243 dequantize_per_tensor_default_25" -> "244 adaptive_avg_pool2d_3" [label="(1, 240, 14, 14)", style=solid]; +"244 adaptive_avg_pool2d_3" -> "245 conv2d_23" [label="(1, 240, 1, 1)", style=solid]; +"245 conv2d_23" -> "246 relu_3" [label="(1, 64, 1, 1)", style=solid]; +"246 relu_3" -> "247 conv2d_24" [label="(1, 64, 1, 1)", style=solid]; +"247 conv2d_24" -> "248 hardsigmoid_3" [label="(1, 240, 1, 1)", style=solid]; +"248 hardsigmoid_3" -> "249 quantize_per_tensor_default_20" [label="(1, 240, 1, 1)", style=solid]; +"249 quantize_per_tensor_default_20" -> "250 dequantize_per_tensor_default_27" [label="(1, 240, 1, 1)", style=solid]; +"250 dequantize_per_tensor_default_27" -> "251 mul_3" [label="(1, 240, 1, 1)", style=solid]; +"251 mul_3" -> "252 quantize_per_tensor_default_21" [label="(1, 240, 14, 14)", style=solid]; +"252 quantize_per_tensor_default_21" -> "253 dequantize_per_tensor_default_28" [label="(1, 240, 14, 14)", style=solid]; +"253 dequantize_per_tensor_default_28" -> "259 conv2d_25" [label="(1, 240, 14, 14)", style=solid]; +"254 features_6_block_3_0_weight_bias" -> "259 conv2d_25" [label="(40,)", style=solid]; +"255 conv2d_25_scale_0" -> "258 dequantize_per_channel_default_23" [label="(40,)", style=solid]; +"256 conv2d_25_zero_point_0" -> "258 dequantize_per_channel_default_23" [label="(40,)", style=solid]; +"257 _frozen_param17" -> "258 dequantize_per_channel_default_23" [label="(40, 240, 1, 1)", style=solid]; +"258 dequantize_per_channel_default_23" -> "259 conv2d_25" [label="(40, 240, 1, 1)", style=solid]; +"259 conv2d_25" -> "260 quantize_per_tensor_default_22" [label="(1, 40, 14, 14)", style=solid]; +"260 quantize_per_tensor_default_22" -> "261 dequantize_per_tensor_default_29" [label="(1, 40, 14, 14)", style=solid]; +"261 dequantize_per_tensor_default_29" -> "262 add__2" [label="(1, 40, 14, 14)", style=solid]; +"262 add__2" -> "263 quantize_per_tensor_default_23" [label="(1, 40, 14, 14)", style=solid]; +"263 quantize_per_tensor_default_23" -> "264 dequantize_per_tensor_default_30" [label="(1, 40, 14, 14)", style=solid]; +"264 dequantize_per_tensor_default_30" -> "270 conv2d_26" [label="(1, 40, 14, 14)", style=solid]; +"265 features_7_block_0_0_weight_bias" -> "270 conv2d_26" [label="(120,)", style=solid]; +"266 conv2d_26_scale_0" -> "269 dequantize_per_channel_default_24" [label="(120,)", style=solid]; +"267 conv2d_26_zero_point_0" -> "269 dequantize_per_channel_default_24" [label="(120,)", style=solid]; +"268 _frozen_param18" -> "269 dequantize_per_channel_default_24" [label="(120, 40, 1, 1)", style=solid]; +"269 dequantize_per_channel_default_24" -> "270 conv2d_26" [label="(120, 40, 1, 1)", style=solid]; +"270 conv2d_26" -> "273 hardswish__7" [label="(1, 120, 14, 14)", style=solid]; +"271 hardswish__7_scale_0" -> "274 quantize_per_channel_default_25" [label="(120,)", style=solid]; +"271 hardswish__7_scale_0" -> "275 dequantize_per_channel_default_25" [label="(120,)", style=solid]; +"272 hardswish__7_zero_point_0" -> "274 quantize_per_channel_default_25" [label="(120,)", style=solid]; +"272 hardswish__7_zero_point_0" -> "275 dequantize_per_channel_default_25" [label="(120,)", style=solid]; +"273 hardswish__7" -> "274 quantize_per_channel_default_25" [label="(1, 120, 14, 14)", style=solid]; +"274 quantize_per_channel_default_25" -> "275 dequantize_per_channel_default_25" [label="(1, 120, 14, 14)", style=solid]; +"275 dequantize_per_channel_default_25" -> "281 conv2d_27" [label="(1, 120, 14, 14)", style=solid]; +"276 features_7_block_1_0_weight_bias" -> "281 conv2d_27" [label="(120,)", style=solid]; +"277 conv2d_27_scale_0" -> "280 dequantize_per_channel_default_26" [label="(120,)", style=solid]; +"278 conv2d_27_zero_point_0" -> "280 dequantize_per_channel_default_26" [label="(120,)", style=solid]; +"279 _frozen_param19" -> "280 dequantize_per_channel_default_26" [label="(120, 1, 5, 5)", style=solid]; +"280 dequantize_per_channel_default_26" -> "281 conv2d_27" [label="(120, 1, 5, 5)", style=solid]; +"281 conv2d_27" -> "282 hardswish__8" [label="(1, 120, 14, 14)", style=solid]; +"282 hardswish__8" -> "283 quantize_per_tensor_default_24" [label="(1, 120, 14, 14)", style=solid]; +"283 quantize_per_tensor_default_24" -> "284 dequantize_per_tensor_default_32" [label="(1, 120, 14, 14)", style=solid]; +"283 quantize_per_tensor_default_24" -> "285 dequantize_per_tensor_default_31" [label="(1, 120, 14, 14)", style=solid]; +"284 dequantize_per_tensor_default_32" -> "293 mul_4" [label="(1, 120, 14, 14)", style=solid]; +"285 dequantize_per_tensor_default_31" -> "286 adaptive_avg_pool2d_4" [label="(1, 120, 14, 14)", style=solid]; +"286 adaptive_avg_pool2d_4" -> "287 conv2d_28" [label="(1, 120, 1, 1)", style=solid]; +"287 conv2d_28" -> "288 relu_4" [label="(1, 32, 1, 1)", style=solid]; +"288 relu_4" -> "289 conv2d_29" [label="(1, 32, 1, 1)", style=solid]; +"289 conv2d_29" -> "290 hardsigmoid_4" [label="(1, 120, 1, 1)", style=solid]; +"290 hardsigmoid_4" -> "291 quantize_per_tensor_default_25" [label="(1, 120, 1, 1)", style=solid]; +"291 quantize_per_tensor_default_25" -> "292 dequantize_per_tensor_default_33" [label="(1, 120, 1, 1)", style=solid]; +"292 dequantize_per_tensor_default_33" -> "293 mul_4" [label="(1, 120, 1, 1)", style=solid]; +"293 mul_4" -> "294 quantize_per_tensor_default_26" [label="(1, 120, 14, 14)", style=solid]; +"294 quantize_per_tensor_default_26" -> "295 dequantize_per_tensor_default_34" [label="(1, 120, 14, 14)", style=solid]; +"295 dequantize_per_tensor_default_34" -> "301 conv2d_30" [label="(1, 120, 14, 14)", style=solid]; +"296 features_7_block_3_0_weight_bias" -> "301 conv2d_30" [label="(48,)", style=solid]; +"297 conv2d_30_scale_0" -> "300 dequantize_per_channel_default_27" [label="(48,)", style=solid]; +"298 conv2d_30_zero_point_0" -> "300 dequantize_per_channel_default_27" [label="(48,)", style=solid]; +"299 _frozen_param20" -> "300 dequantize_per_channel_default_27" [label="(48, 120, 1, 1)", style=solid]; +"300 dequantize_per_channel_default_27" -> "301 conv2d_30" [label="(48, 120, 1, 1)", style=solid]; +"301 conv2d_30" -> "302 quantize_per_tensor_default_27" [label="(1, 48, 14, 14)", style=solid]; +"302 quantize_per_tensor_default_27" -> "303 dequantize_per_tensor_default_36" [label="(1, 48, 14, 14)", style=solid]; +"302 quantize_per_tensor_default_27" -> "304 dequantize_per_tensor_default_35" [label="(1, 48, 14, 14)", style=solid]; +"303 dequantize_per_tensor_default_36" -> "344 add__3" [label="(1, 48, 14, 14)", style=solid]; +"304 dequantize_per_tensor_default_35" -> "310 conv2d_31" [label="(1, 48, 14, 14)", style=solid]; +"305 features_8_block_0_0_weight_bias" -> "310 conv2d_31" [label="(144,)", style=solid]; +"306 conv2d_31_scale_0" -> "309 dequantize_per_channel_default_28" [label="(144,)", style=solid]; +"307 conv2d_31_zero_point_0" -> "309 dequantize_per_channel_default_28" [label="(144,)", style=solid]; +"308 _frozen_param21" -> "309 dequantize_per_channel_default_28" [label="(144, 48, 1, 1)", style=solid]; +"309 dequantize_per_channel_default_28" -> "310 conv2d_31" [label="(144, 48, 1, 1)", style=solid]; +"310 conv2d_31" -> "313 hardswish__9" [label="(1, 144, 14, 14)", style=solid]; +"311 hardswish__9_scale_0" -> "314 quantize_per_channel_default_29" [label="(144,)", style=solid]; +"311 hardswish__9_scale_0" -> "315 dequantize_per_channel_default_29" [label="(144,)", style=solid]; +"312 hardswish__9_zero_point_0" -> "314 quantize_per_channel_default_29" [label="(144,)", style=solid]; +"312 hardswish__9_zero_point_0" -> "315 dequantize_per_channel_default_29" [label="(144,)", style=solid]; +"313 hardswish__9" -> "314 quantize_per_channel_default_29" [label="(1, 144, 14, 14)", style=solid]; +"314 quantize_per_channel_default_29" -> "315 dequantize_per_channel_default_29" [label="(1, 144, 14, 14)", style=solid]; +"315 dequantize_per_channel_default_29" -> "321 conv2d_32" [label="(1, 144, 14, 14)", style=solid]; +"316 features_8_block_1_0_weight_bias" -> "321 conv2d_32" [label="(144,)", style=solid]; +"317 conv2d_32_scale_0" -> "320 dequantize_per_channel_default_30" [label="(144,)", style=solid]; +"318 conv2d_32_zero_point_0" -> "320 dequantize_per_channel_default_30" [label="(144,)", style=solid]; +"319 _frozen_param22" -> "320 dequantize_per_channel_default_30" [label="(144, 1, 5, 5)", style=solid]; +"320 dequantize_per_channel_default_30" -> "321 conv2d_32" [label="(144, 1, 5, 5)", style=solid]; +"321 conv2d_32" -> "322 hardswish__10" [label="(1, 144, 14, 14)", style=solid]; +"322 hardswish__10" -> "323 quantize_per_tensor_default_28" [label="(1, 144, 14, 14)", style=solid]; +"323 quantize_per_tensor_default_28" -> "324 dequantize_per_tensor_default_38" [label="(1, 144, 14, 14)", style=solid]; +"323 quantize_per_tensor_default_28" -> "325 dequantize_per_tensor_default_37" [label="(1, 144, 14, 14)", style=solid]; +"324 dequantize_per_tensor_default_38" -> "333 mul_5" [label="(1, 144, 14, 14)", style=solid]; +"325 dequantize_per_tensor_default_37" -> "326 adaptive_avg_pool2d_5" [label="(1, 144, 14, 14)", style=solid]; +"326 adaptive_avg_pool2d_5" -> "327 conv2d_33" [label="(1, 144, 1, 1)", style=solid]; +"327 conv2d_33" -> "328 relu_5" [label="(1, 40, 1, 1)", style=solid]; +"328 relu_5" -> "329 conv2d_34" [label="(1, 40, 1, 1)", style=solid]; +"329 conv2d_34" -> "330 hardsigmoid_5" [label="(1, 144, 1, 1)", style=solid]; +"330 hardsigmoid_5" -> "331 quantize_per_tensor_default_29" [label="(1, 144, 1, 1)", style=solid]; +"331 quantize_per_tensor_default_29" -> "332 dequantize_per_tensor_default_39" [label="(1, 144, 1, 1)", style=solid]; +"332 dequantize_per_tensor_default_39" -> "333 mul_5" [label="(1, 144, 1, 1)", style=solid]; +"333 mul_5" -> "334 quantize_per_tensor_default_30" [label="(1, 144, 14, 14)", style=solid]; +"334 quantize_per_tensor_default_30" -> "335 dequantize_per_tensor_default_40" [label="(1, 144, 14, 14)", style=solid]; +"335 dequantize_per_tensor_default_40" -> "341 conv2d_35" [label="(1, 144, 14, 14)", style=solid]; +"336 features_8_block_3_0_weight_bias" -> "341 conv2d_35" [label="(48,)", style=solid]; +"337 conv2d_35_scale_0" -> "340 dequantize_per_channel_default_31" [label="(48,)", style=solid]; +"338 conv2d_35_zero_point_0" -> "340 dequantize_per_channel_default_31" [label="(48,)", style=solid]; +"339 _frozen_param23" -> "340 dequantize_per_channel_default_31" [label="(48, 144, 1, 1)", style=solid]; +"340 dequantize_per_channel_default_31" -> "341 conv2d_35" [label="(48, 144, 1, 1)", style=solid]; +"341 conv2d_35" -> "342 quantize_per_tensor_default_31" [label="(1, 48, 14, 14)", style=solid]; +"342 quantize_per_tensor_default_31" -> "343 dequantize_per_tensor_default_41" [label="(1, 48, 14, 14)", style=solid]; +"343 dequantize_per_tensor_default_41" -> "344 add__3" [label="(1, 48, 14, 14)", style=solid]; +"344 add__3" -> "345 quantize_per_tensor_default_32" [label="(1, 48, 14, 14)", style=solid]; +"345 quantize_per_tensor_default_32" -> "346 dequantize_per_tensor_default_42" [label="(1, 48, 14, 14)", style=solid]; +"346 dequantize_per_tensor_default_42" -> "352 conv2d_36" [label="(1, 48, 14, 14)", style=solid]; +"347 features_9_block_0_0_weight_bias" -> "352 conv2d_36" [label="(288,)", style=solid]; +"348 conv2d_36_scale_0" -> "351 dequantize_per_channel_default_32" [label="(288,)", style=solid]; +"349 conv2d_36_zero_point_0" -> "351 dequantize_per_channel_default_32" [label="(288,)", style=solid]; +"350 _frozen_param24" -> "351 dequantize_per_channel_default_32" [label="(288, 48, 1, 1)", style=solid]; +"351 dequantize_per_channel_default_32" -> "352 conv2d_36" [label="(288, 48, 1, 1)", style=solid]; +"352 conv2d_36" -> "355 hardswish__11" [label="(1, 288, 14, 14)", style=solid]; +"353 hardswish__11_scale_0" -> "356 quantize_per_channel_default_33" [label="(288,)", style=solid]; +"353 hardswish__11_scale_0" -> "357 dequantize_per_channel_default_33" [label="(288,)", style=solid]; +"354 hardswish__11_zero_point_0" -> "356 quantize_per_channel_default_33" [label="(288,)", style=solid]; +"354 hardswish__11_zero_point_0" -> "357 dequantize_per_channel_default_33" [label="(288,)", style=solid]; +"355 hardswish__11" -> "356 quantize_per_channel_default_33" [label="(1, 288, 14, 14)", style=solid]; +"356 quantize_per_channel_default_33" -> "357 dequantize_per_channel_default_33" [label="(1, 288, 14, 14)", style=solid]; +"357 dequantize_per_channel_default_33" -> "363 conv2d_37" [label="(1, 288, 14, 14)", style=solid]; +"358 features_9_block_1_0_weight_bias" -> "363 conv2d_37" [label="(288,)", style=solid]; +"359 conv2d_37_scale_0" -> "362 dequantize_per_channel_default_34" [label="(288,)", style=solid]; +"360 conv2d_37_zero_point_0" -> "362 dequantize_per_channel_default_34" [label="(288,)", style=solid]; +"361 _frozen_param25" -> "362 dequantize_per_channel_default_34" [label="(288, 1, 5, 5)", style=solid]; +"362 dequantize_per_channel_default_34" -> "363 conv2d_37" [label="(288, 1, 5, 5)", style=solid]; +"363 conv2d_37" -> "364 hardswish__12" [label="(1, 288, 7, 7)", style=solid]; +"364 hardswish__12" -> "365 quantize_per_tensor_default_33" [label="(1, 288, 7, 7)", style=solid]; +"365 quantize_per_tensor_default_33" -> "366 dequantize_per_tensor_default_44" [label="(1, 288, 7, 7)", style=solid]; +"365 quantize_per_tensor_default_33" -> "367 dequantize_per_tensor_default_43" [label="(1, 288, 7, 7)", style=solid]; +"366 dequantize_per_tensor_default_44" -> "375 mul_6" [label="(1, 288, 7, 7)", style=solid]; +"367 dequantize_per_tensor_default_43" -> "368 adaptive_avg_pool2d_6" [label="(1, 288, 7, 7)", style=solid]; +"368 adaptive_avg_pool2d_6" -> "369 conv2d_38" [label="(1, 288, 1, 1)", style=solid]; +"369 conv2d_38" -> "370 relu_6" [label="(1, 72, 1, 1)", style=solid]; +"370 relu_6" -> "371 conv2d_39" [label="(1, 72, 1, 1)", style=solid]; +"371 conv2d_39" -> "372 hardsigmoid_6" [label="(1, 288, 1, 1)", style=solid]; +"372 hardsigmoid_6" -> "373 quantize_per_tensor_default_34" [label="(1, 288, 1, 1)", style=solid]; +"373 quantize_per_tensor_default_34" -> "374 dequantize_per_tensor_default_45" [label="(1, 288, 1, 1)", style=solid]; +"374 dequantize_per_tensor_default_45" -> "375 mul_6" [label="(1, 288, 1, 1)", style=solid]; +"375 mul_6" -> "376 quantize_per_tensor_default_35" [label="(1, 288, 7, 7)", style=solid]; +"376 quantize_per_tensor_default_35" -> "377 dequantize_per_tensor_default_46" [label="(1, 288, 7, 7)", style=solid]; +"377 dequantize_per_tensor_default_46" -> "383 conv2d_40" [label="(1, 288, 7, 7)", style=solid]; +"378 features_9_block_3_0_weight_bias" -> "383 conv2d_40" [label="(96,)", style=solid]; +"379 conv2d_40_scale_0" -> "382 dequantize_per_channel_default_35" [label="(96,)", style=solid]; +"380 conv2d_40_zero_point_0" -> "382 dequantize_per_channel_default_35" [label="(96,)", style=solid]; +"381 _frozen_param26" -> "382 dequantize_per_channel_default_35" [label="(96, 288, 1, 1)", style=solid]; +"382 dequantize_per_channel_default_35" -> "383 conv2d_40" [label="(96, 288, 1, 1)", style=solid]; +"383 conv2d_40" -> "384 quantize_per_tensor_default_36" [label="(1, 96, 7, 7)", style=solid]; +"384 quantize_per_tensor_default_36" -> "385 dequantize_per_tensor_default_48" [label="(1, 96, 7, 7)", style=solid]; +"384 quantize_per_tensor_default_36" -> "386 dequantize_per_tensor_default_47" [label="(1, 96, 7, 7)", style=solid]; +"385 dequantize_per_tensor_default_48" -> "426 add__4" [label="(1, 96, 7, 7)", style=solid]; +"386 dequantize_per_tensor_default_47" -> "392 conv2d_41" [label="(1, 96, 7, 7)", style=solid]; +"387 features_10_block_0_0_weight_bias" -> "392 conv2d_41" [label="(576,)", style=solid]; +"388 conv2d_41_scale_0" -> "391 dequantize_per_channel_default_36" [label="(576,)", style=solid]; +"389 conv2d_41_zero_point_0" -> "391 dequantize_per_channel_default_36" [label="(576,)", style=solid]; +"390 _frozen_param27" -> "391 dequantize_per_channel_default_36" [label="(576, 96, 1, 1)", style=solid]; +"391 dequantize_per_channel_default_36" -> "392 conv2d_41" [label="(576, 96, 1, 1)", style=solid]; +"392 conv2d_41" -> "395 hardswish__13" [label="(1, 576, 7, 7)", style=solid]; +"393 hardswish__13_scale_0" -> "396 quantize_per_channel_default_37" [label="(576,)", style=solid]; +"393 hardswish__13_scale_0" -> "397 dequantize_per_channel_default_37" [label="(576,)", style=solid]; +"394 hardswish__13_zero_point_0" -> "396 quantize_per_channel_default_37" [label="(576,)", style=solid]; +"394 hardswish__13_zero_point_0" -> "397 dequantize_per_channel_default_37" [label="(576,)", style=solid]; +"395 hardswish__13" -> "396 quantize_per_channel_default_37" [label="(1, 576, 7, 7)", style=solid]; +"396 quantize_per_channel_default_37" -> "397 dequantize_per_channel_default_37" [label="(1, 576, 7, 7)", style=solid]; +"397 dequantize_per_channel_default_37" -> "403 conv2d_42" [label="(1, 576, 7, 7)", style=solid]; +"398 features_10_block_1_0_weight_bias" -> "403 conv2d_42" [label="(576,)", style=solid]; +"399 conv2d_42_scale_0" -> "402 dequantize_per_channel_default_38" [label="(576,)", style=solid]; +"400 conv2d_42_zero_point_0" -> "402 dequantize_per_channel_default_38" [label="(576,)", style=solid]; +"401 _frozen_param28" -> "402 dequantize_per_channel_default_38" [label="(576, 1, 5, 5)", style=solid]; +"402 dequantize_per_channel_default_38" -> "403 conv2d_42" [label="(576, 1, 5, 5)", style=solid]; +"403 conv2d_42" -> "404 hardswish__14" [label="(1, 576, 7, 7)", style=solid]; +"404 hardswish__14" -> "405 quantize_per_tensor_default_37" [label="(1, 576, 7, 7)", style=solid]; +"405 quantize_per_tensor_default_37" -> "406 dequantize_per_tensor_default_50" [label="(1, 576, 7, 7)", style=solid]; +"405 quantize_per_tensor_default_37" -> "407 dequantize_per_tensor_default_49" [label="(1, 576, 7, 7)", style=solid]; +"406 dequantize_per_tensor_default_50" -> "415 mul_7" [label="(1, 576, 7, 7)", style=solid]; +"407 dequantize_per_tensor_default_49" -> "408 adaptive_avg_pool2d_7" [label="(1, 576, 7, 7)", style=solid]; +"408 adaptive_avg_pool2d_7" -> "409 conv2d_43" [label="(1, 576, 1, 1)", style=solid]; +"409 conv2d_43" -> "410 relu_7" [label="(1, 144, 1, 1)", style=solid]; +"410 relu_7" -> "411 conv2d_44" [label="(1, 144, 1, 1)", style=solid]; +"411 conv2d_44" -> "412 hardsigmoid_7" [label="(1, 576, 1, 1)", style=solid]; +"412 hardsigmoid_7" -> "413 quantize_per_tensor_default_38" [label="(1, 576, 1, 1)", style=solid]; +"413 quantize_per_tensor_default_38" -> "414 dequantize_per_tensor_default_51" [label="(1, 576, 1, 1)", style=solid]; +"414 dequantize_per_tensor_default_51" -> "415 mul_7" [label="(1, 576, 1, 1)", style=solid]; +"415 mul_7" -> "416 quantize_per_tensor_default_39" [label="(1, 576, 7, 7)", style=solid]; +"416 quantize_per_tensor_default_39" -> "417 dequantize_per_tensor_default_52" [label="(1, 576, 7, 7)", style=solid]; +"417 dequantize_per_tensor_default_52" -> "423 conv2d_45" [label="(1, 576, 7, 7)", style=solid]; +"418 features_10_block_3_0_weight_bias" -> "423 conv2d_45" [label="(96,)", style=solid]; +"419 conv2d_45_scale_0" -> "422 dequantize_per_channel_default_39" [label="(96,)", style=solid]; +"420 conv2d_45_zero_point_0" -> "422 dequantize_per_channel_default_39" [label="(96,)", style=solid]; +"421 _frozen_param29" -> "422 dequantize_per_channel_default_39" [label="(96, 576, 1, 1)", style=solid]; +"422 dequantize_per_channel_default_39" -> "423 conv2d_45" [label="(96, 576, 1, 1)", style=solid]; +"423 conv2d_45" -> "424 quantize_per_tensor_default_40" [label="(1, 96, 7, 7)", style=solid]; +"424 quantize_per_tensor_default_40" -> "425 dequantize_per_tensor_default_53" [label="(1, 96, 7, 7)", style=solid]; +"425 dequantize_per_tensor_default_53" -> "426 add__4" [label="(1, 96, 7, 7)", style=solid]; +"426 add__4" -> "427 quantize_per_tensor_default_41" [label="(1, 96, 7, 7)", style=solid]; +"427 quantize_per_tensor_default_41" -> "428 dequantize_per_tensor_default_55" [label="(1, 96, 7, 7)", style=solid]; +"427 quantize_per_tensor_default_41" -> "429 dequantize_per_tensor_default_54" [label="(1, 96, 7, 7)", style=solid]; +"428 dequantize_per_tensor_default_55" -> "469 add__5" [label="(1, 96, 7, 7)", style=solid]; +"429 dequantize_per_tensor_default_54" -> "435 conv2d_46" [label="(1, 96, 7, 7)", style=solid]; +"430 features_11_block_0_0_weight_bias" -> "435 conv2d_46" [label="(576,)", style=solid]; +"431 conv2d_46_scale_0" -> "434 dequantize_per_channel_default_40" [label="(576,)", style=solid]; +"432 conv2d_46_zero_point_0" -> "434 dequantize_per_channel_default_40" [label="(576,)", style=solid]; +"433 _frozen_param30" -> "434 dequantize_per_channel_default_40" [label="(576, 96, 1, 1)", style=solid]; +"434 dequantize_per_channel_default_40" -> "435 conv2d_46" [label="(576, 96, 1, 1)", style=solid]; +"435 conv2d_46" -> "438 hardswish__15" [label="(1, 576, 7, 7)", style=solid]; +"436 hardswish__15_scale_0" -> "439 quantize_per_channel_default_41" [label="(576,)", style=solid]; +"436 hardswish__15_scale_0" -> "440 dequantize_per_channel_default_41" [label="(576,)", style=solid]; +"437 hardswish__15_zero_point_0" -> "439 quantize_per_channel_default_41" [label="(576,)", style=solid]; +"437 hardswish__15_zero_point_0" -> "440 dequantize_per_channel_default_41" [label="(576,)", style=solid]; +"438 hardswish__15" -> "439 quantize_per_channel_default_41" [label="(1, 576, 7, 7)", style=solid]; +"439 quantize_per_channel_default_41" -> "440 dequantize_per_channel_default_41" [label="(1, 576, 7, 7)", style=solid]; +"440 dequantize_per_channel_default_41" -> "446 conv2d_47" [label="(1, 576, 7, 7)", style=solid]; +"441 features_11_block_1_0_weight_bias" -> "446 conv2d_47" [label="(576,)", style=solid]; +"442 conv2d_47_scale_0" -> "445 dequantize_per_channel_default_42" [label="(576,)", style=solid]; +"443 conv2d_47_zero_point_0" -> "445 dequantize_per_channel_default_42" [label="(576,)", style=solid]; +"444 _frozen_param31" -> "445 dequantize_per_channel_default_42" [label="(576, 1, 5, 5)", style=solid]; +"445 dequantize_per_channel_default_42" -> "446 conv2d_47" [label="(576, 1, 5, 5)", style=solid]; +"446 conv2d_47" -> "447 hardswish__16" [label="(1, 576, 7, 7)", style=solid]; +"447 hardswish__16" -> "448 quantize_per_tensor_default_42" [label="(1, 576, 7, 7)", style=solid]; +"448 quantize_per_tensor_default_42" -> "449 dequantize_per_tensor_default_57" [label="(1, 576, 7, 7)", style=solid]; +"448 quantize_per_tensor_default_42" -> "450 dequantize_per_tensor_default_56" [label="(1, 576, 7, 7)", style=solid]; +"449 dequantize_per_tensor_default_57" -> "458 mul_8" [label="(1, 576, 7, 7)", style=solid]; +"450 dequantize_per_tensor_default_56" -> "451 adaptive_avg_pool2d_8" [label="(1, 576, 7, 7)", style=solid]; +"451 adaptive_avg_pool2d_8" -> "452 conv2d_48" [label="(1, 576, 1, 1)", style=solid]; +"452 conv2d_48" -> "453 relu_8" [label="(1, 144, 1, 1)", style=solid]; +"453 relu_8" -> "454 conv2d_49" [label="(1, 144, 1, 1)", style=solid]; +"454 conv2d_49" -> "455 hardsigmoid_8" [label="(1, 576, 1, 1)", style=solid]; +"455 hardsigmoid_8" -> "456 quantize_per_tensor_default_43" [label="(1, 576, 1, 1)", style=solid]; +"456 quantize_per_tensor_default_43" -> "457 dequantize_per_tensor_default_58" [label="(1, 576, 1, 1)", style=solid]; +"457 dequantize_per_tensor_default_58" -> "458 mul_8" [label="(1, 576, 1, 1)", style=solid]; +"458 mul_8" -> "459 quantize_per_tensor_default_44" [label="(1, 576, 7, 7)", style=solid]; +"459 quantize_per_tensor_default_44" -> "460 dequantize_per_tensor_default_59" [label="(1, 576, 7, 7)", style=solid]; +"460 dequantize_per_tensor_default_59" -> "466 conv2d_50" [label="(1, 576, 7, 7)", style=solid]; +"461 features_11_block_3_0_weight_bias" -> "466 conv2d_50" [label="(96,)", style=solid]; +"462 conv2d_50_scale_0" -> "465 dequantize_per_channel_default_43" [label="(96,)", style=solid]; +"463 conv2d_50_zero_point_0" -> "465 dequantize_per_channel_default_43" [label="(96,)", style=solid]; +"464 _frozen_param32" -> "465 dequantize_per_channel_default_43" [label="(96, 576, 1, 1)", style=solid]; +"465 dequantize_per_channel_default_43" -> "466 conv2d_50" [label="(96, 576, 1, 1)", style=solid]; +"466 conv2d_50" -> "467 quantize_per_tensor_default_45" [label="(1, 96, 7, 7)", style=solid]; +"467 quantize_per_tensor_default_45" -> "468 dequantize_per_tensor_default_60" [label="(1, 96, 7, 7)", style=solid]; +"468 dequantize_per_tensor_default_60" -> "469 add__5" [label="(1, 96, 7, 7)", style=solid]; +"469 add__5" -> "470 quantize_per_tensor_default_46" [label="(1, 96, 7, 7)", style=solid]; +"470 quantize_per_tensor_default_46" -> "471 dequantize_per_tensor_default_61" [label="(1, 96, 7, 7)", style=solid]; +"471 dequantize_per_tensor_default_61" -> "477 conv2d_51" [label="(1, 96, 7, 7)", style=solid]; +"472 features_12_0_weight_bias" -> "477 conv2d_51" [label="(576,)", style=solid]; +"473 conv2d_51_scale_0" -> "476 dequantize_per_channel_default_44" [label="(576,)", style=solid]; +"474 conv2d_51_zero_point_0" -> "476 dequantize_per_channel_default_44" [label="(576,)", style=solid]; +"475 _frozen_param33" -> "476 dequantize_per_channel_default_44" [label="(576, 96, 1, 1)", style=solid]; +"476 dequantize_per_channel_default_44" -> "477 conv2d_51" [label="(576, 96, 1, 1)", style=solid]; +"477 conv2d_51" -> "478 hardswish__17" [label="(1, 576, 7, 7)", style=solid]; +"478 hardswish__17" -> "479 quantize_per_tensor_default_47" [label="(1, 576, 7, 7)", style=solid]; +"479 quantize_per_tensor_default_47" -> "480 dequantize_per_tensor_default_62" [label="(1, 576, 7, 7)", style=solid]; +"480 dequantize_per_tensor_default_62" -> "481 adaptive_avg_pool2d_9" [label="(1, 576, 7, 7)", style=solid]; +"481 adaptive_avg_pool2d_9" -> "482 flatten" [label="(1, 576, 1, 1)", style=solid]; +"482 flatten" -> "483 flatten_0_0_nncf_smooth_quant_0" [label="(1, 576)", style=solid]; +"483 flatten_0_0_nncf_smooth_quant_0" -> "484 quantize_per_tensor_default_48" [label="(1, 576)", style=solid]; +"484 quantize_per_tensor_default_48" -> "485 dequantize_per_tensor_default_63" [label="(1, 576)", style=solid]; +"485 dequantize_per_tensor_default_63" -> "490 linear" [label="(1, 576)", style=solid]; +"486 linear_scale_0" -> "489 dequantize_per_channel_default_45" [label="(1024,)", style=solid]; +"487 linear_zero_point_0" -> "489 dequantize_per_channel_default_45" [label="(1024,)", style=solid]; +"488 _frozen_param34" -> "489 dequantize_per_channel_default_45" [label="(1024, 576)", style=solid]; +"489 dequantize_per_channel_default_45" -> "490 linear" [label="(1024, 576)", style=solid]; +"490 linear" -> "491 hardswish__18" [label="(1, 1024)", style=solid]; +"491 hardswish__18" -> "492 dropout_" [label="(1, 1024)", style=solid]; +"492 dropout_" -> "493 dropout__0_0_nncf_smooth_quant_0" [label="(1, 1024)", style=solid]; +"493 dropout__0_0_nncf_smooth_quant_0" -> "494 quantize_per_tensor_default_49" [label="(1, 1024)", style=solid]; +"494 quantize_per_tensor_default_49" -> "495 dequantize_per_tensor_default_64" [label="(1, 1024)", style=solid]; +"495 dequantize_per_tensor_default_64" -> "500 linear_1" [label="(1, 1024)", style=solid]; +"496 linear_1_scale_0" -> "499 dequantize_per_channel_default_46" [label="(1000,)", style=solid]; +"497 linear_1_zero_point_0" -> "499 dequantize_per_channel_default_46" [label="(1000,)", style=solid]; +"498 _frozen_param35" -> "499 dequantize_per_channel_default_46" [label="(1000, 1024)", style=solid]; +"499 dequantize_per_channel_default_46" -> "500 linear_1" [label="(1000, 1024)", style=solid]; +"500 linear_1" -> "501 output" [label="(1, 1000)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/resnet18.dot b/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/resnet18.dot new file mode 100644 index 00000000000..ec542cff909 --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/resnet18.dot @@ -0,0 +1,457 @@ +strict digraph { +"0 fc_bias" [id=0, type=get_attr]; +"1 x" [id=1, type=input]; +"2 quantize_per_tensor_default" [id=2, type=quantize_per_tensor]; +"3 dequantize_per_tensor_default" [id=3, type=dequantize_per_tensor]; +"4 conv1_weight_bias" [id=4, type=get_attr]; +"5 conv2d_scale_0" [id=5, type=get_attr]; +"6 conv2d_zero_point_0" [id=6, type=get_attr]; +"7 _frozen_param0" [id=7, type=get_attr]; +"8 dequantize_per_channel_default" [id=8, type=dequantize_per_channel]; +"9 conv2d" [id=9, type=conv2d]; +"10 relu_" [id=10, type=relu_]; +"11 quantize_per_tensor_default_1" [id=11, type=quantize_per_tensor]; +"12 dequantize_per_tensor_default_1" [id=12, type=dequantize_per_tensor]; +"13 max_pool2d" [id=13, type=max_pool2d]; +"14 layer1_0_conv1_weight_bias" [id=14, type=get_attr]; +"15 conv2d_1_scale_0" [id=15, type=get_attr]; +"16 conv2d_1_zero_point_0" [id=16, type=get_attr]; +"17 _frozen_param1" [id=17, type=get_attr]; +"18 dequantize_per_channel_default_1" [id=18, type=dequantize_per_channel]; +"19 conv2d_1" [id=19, type=conv2d]; +"20 relu__1" [id=20, type=relu_]; +"21 quantize_per_tensor_default_2" [id=21, type=quantize_per_tensor]; +"22 dequantize_per_tensor_default_2" [id=22, type=dequantize_per_tensor]; +"23 layer1_0_conv2_weight_bias" [id=23, type=get_attr]; +"24 conv2d_2_scale_0" [id=24, type=get_attr]; +"25 conv2d_2_zero_point_0" [id=25, type=get_attr]; +"26 _frozen_param2" [id=26, type=get_attr]; +"27 dequantize_per_channel_default_2" [id=27, type=dequantize_per_channel]; +"28 conv2d_2" [id=28, type=conv2d]; +"29 quantize_per_tensor_default_3" [id=29, type=quantize_per_tensor]; +"30 dequantize_per_tensor_default_3" [id=30, type=dequantize_per_tensor]; +"31 add_" [id=31, type=add_]; +"32 relu__2" [id=32, type=relu_]; +"33 quantize_per_tensor_default_4" [id=33, type=quantize_per_tensor]; +"34 dequantize_per_tensor_default_5" [id=34, type=dequantize_per_tensor]; +"35 dequantize_per_tensor_default_4" [id=35, type=dequantize_per_tensor]; +"36 layer1_1_conv1_weight_bias" [id=36, type=get_attr]; +"37 conv2d_3_scale_0" [id=37, type=get_attr]; +"38 conv2d_3_zero_point_0" [id=38, type=get_attr]; +"39 _frozen_param3" [id=39, type=get_attr]; +"40 dequantize_per_channel_default_3" [id=40, type=dequantize_per_channel]; +"41 conv2d_3" [id=41, type=conv2d]; +"42 relu__3" [id=42, type=relu_]; +"43 quantize_per_tensor_default_5" [id=43, type=quantize_per_tensor]; +"44 dequantize_per_tensor_default_6" [id=44, type=dequantize_per_tensor]; +"45 layer1_1_conv2_weight_bias" [id=45, type=get_attr]; +"46 conv2d_4_scale_0" [id=46, type=get_attr]; +"47 conv2d_4_zero_point_0" [id=47, type=get_attr]; +"48 _frozen_param4" [id=48, type=get_attr]; +"49 dequantize_per_channel_default_4" [id=49, type=dequantize_per_channel]; +"50 conv2d_4" [id=50, type=conv2d]; +"51 quantize_per_tensor_default_6" [id=51, type=quantize_per_tensor]; +"52 dequantize_per_tensor_default_7" [id=52, type=dequantize_per_tensor]; +"53 add__1" [id=53, type=add_]; +"54 relu__4" [id=54, type=relu_]; +"55 quantize_per_tensor_default_7" [id=55, type=quantize_per_tensor]; +"56 dequantize_per_tensor_default_9" [id=56, type=dequantize_per_tensor]; +"57 dequantize_per_tensor_default_8" [id=57, type=dequantize_per_tensor]; +"58 layer2_0_conv1_weight_bias" [id=58, type=get_attr]; +"59 conv2d_5_scale_0" [id=59, type=get_attr]; +"60 conv2d_5_zero_point_0" [id=60, type=get_attr]; +"61 _frozen_param5" [id=61, type=get_attr]; +"62 dequantize_per_channel_default_5" [id=62, type=dequantize_per_channel]; +"63 conv2d_5" [id=63, type=conv2d]; +"64 relu__5" [id=64, type=relu_]; +"65 quantize_per_tensor_default_8" [id=65, type=quantize_per_tensor]; +"66 dequantize_per_tensor_default_10" [id=66, type=dequantize_per_tensor]; +"67 layer2_0_conv2_weight_bias" [id=67, type=get_attr]; +"68 conv2d_6_scale_0" [id=68, type=get_attr]; +"69 conv2d_6_zero_point_0" [id=69, type=get_attr]; +"70 _frozen_param6" [id=70, type=get_attr]; +"71 dequantize_per_channel_default_6" [id=71, type=dequantize_per_channel]; +"72 conv2d_6" [id=72, type=conv2d]; +"73 quantize_per_tensor_default_9" [id=73, type=quantize_per_tensor]; +"74 dequantize_per_tensor_default_11" [id=74, type=dequantize_per_tensor]; +"75 layer2_0_downsample_0_weight_bias" [id=75, type=get_attr]; +"76 conv2d_7_scale_0" [id=76, type=get_attr]; +"77 conv2d_7_zero_point_0" [id=77, type=get_attr]; +"78 _frozen_param7" [id=78, type=get_attr]; +"79 dequantize_per_channel_default_7" [id=79, type=dequantize_per_channel]; +"80 conv2d_7" [id=80, type=conv2d]; +"81 quantize_per_tensor_default_10" [id=81, type=quantize_per_tensor]; +"82 dequantize_per_tensor_default_12" [id=82, type=dequantize_per_tensor]; +"83 add__2" [id=83, type=add_]; +"84 relu__6" [id=84, type=relu_]; +"85 quantize_per_tensor_default_11" [id=85, type=quantize_per_tensor]; +"86 dequantize_per_tensor_default_14" [id=86, type=dequantize_per_tensor]; +"87 dequantize_per_tensor_default_13" [id=87, type=dequantize_per_tensor]; +"88 layer2_1_conv1_weight_bias" [id=88, type=get_attr]; +"89 conv2d_8_scale_0" [id=89, type=get_attr]; +"90 conv2d_8_zero_point_0" [id=90, type=get_attr]; +"91 _frozen_param8" [id=91, type=get_attr]; +"92 dequantize_per_channel_default_8" [id=92, type=dequantize_per_channel]; +"93 conv2d_8" [id=93, type=conv2d]; +"94 relu__7" [id=94, type=relu_]; +"95 quantize_per_tensor_default_12" [id=95, type=quantize_per_tensor]; +"96 dequantize_per_tensor_default_15" [id=96, type=dequantize_per_tensor]; +"97 layer2_1_conv2_weight_bias" [id=97, type=get_attr]; +"98 conv2d_9_scale_0" [id=98, type=get_attr]; +"99 conv2d_9_zero_point_0" [id=99, type=get_attr]; +"100 _frozen_param9" [id=100, type=get_attr]; +"101 dequantize_per_channel_default_9" [id=101, type=dequantize_per_channel]; +"102 conv2d_9" [id=102, type=conv2d]; +"103 quantize_per_tensor_default_13" [id=103, type=quantize_per_tensor]; +"104 dequantize_per_tensor_default_16" [id=104, type=dequantize_per_tensor]; +"105 add__3" [id=105, type=add_]; +"106 relu__8" [id=106, type=relu_]; +"107 quantize_per_tensor_default_14" [id=107, type=quantize_per_tensor]; +"108 dequantize_per_tensor_default_18" [id=108, type=dequantize_per_tensor]; +"109 dequantize_per_tensor_default_17" [id=109, type=dequantize_per_tensor]; +"110 layer3_0_conv1_weight_bias" [id=110, type=get_attr]; +"111 conv2d_10_scale_0" [id=111, type=get_attr]; +"112 conv2d_10_zero_point_0" [id=112, type=get_attr]; +"113 _frozen_param10" [id=113, type=get_attr]; +"114 dequantize_per_channel_default_10" [id=114, type=dequantize_per_channel]; +"115 conv2d_10" [id=115, type=conv2d]; +"116 relu__9" [id=116, type=relu_]; +"117 quantize_per_tensor_default_15" [id=117, type=quantize_per_tensor]; +"118 dequantize_per_tensor_default_19" [id=118, type=dequantize_per_tensor]; +"119 layer3_0_conv2_weight_bias" [id=119, type=get_attr]; +"120 conv2d_11_scale_0" [id=120, type=get_attr]; +"121 conv2d_11_zero_point_0" [id=121, type=get_attr]; +"122 _frozen_param11" [id=122, type=get_attr]; +"123 dequantize_per_channel_default_11" [id=123, type=dequantize_per_channel]; +"124 conv2d_11" [id=124, type=conv2d]; +"125 quantize_per_tensor_default_16" [id=125, type=quantize_per_tensor]; +"126 dequantize_per_tensor_default_20" [id=126, type=dequantize_per_tensor]; +"127 layer3_0_downsample_0_weight_bias" [id=127, type=get_attr]; +"128 conv2d_12_scale_0" [id=128, type=get_attr]; +"129 conv2d_12_zero_point_0" [id=129, type=get_attr]; +"130 _frozen_param12" [id=130, type=get_attr]; +"131 dequantize_per_channel_default_12" [id=131, type=dequantize_per_channel]; +"132 conv2d_12" [id=132, type=conv2d]; +"133 quantize_per_tensor_default_17" [id=133, type=quantize_per_tensor]; +"134 dequantize_per_tensor_default_21" [id=134, type=dequantize_per_tensor]; +"135 add__4" [id=135, type=add_]; +"136 relu__10" [id=136, type=relu_]; +"137 quantize_per_tensor_default_18" [id=137, type=quantize_per_tensor]; +"138 dequantize_per_tensor_default_23" [id=138, type=dequantize_per_tensor]; +"139 dequantize_per_tensor_default_22" [id=139, type=dequantize_per_tensor]; +"140 layer3_1_conv1_weight_bias" [id=140, type=get_attr]; +"141 conv2d_13_scale_0" [id=141, type=get_attr]; +"142 conv2d_13_zero_point_0" [id=142, type=get_attr]; +"143 _frozen_param13" [id=143, type=get_attr]; +"144 dequantize_per_channel_default_13" [id=144, type=dequantize_per_channel]; +"145 conv2d_13" [id=145, type=conv2d]; +"146 relu__11" [id=146, type=relu_]; +"147 quantize_per_tensor_default_19" [id=147, type=quantize_per_tensor]; +"148 dequantize_per_tensor_default_24" [id=148, type=dequantize_per_tensor]; +"149 layer3_1_conv2_weight_bias" [id=149, type=get_attr]; +"150 conv2d_14_scale_0" [id=150, type=get_attr]; +"151 conv2d_14_zero_point_0" [id=151, type=get_attr]; +"152 _frozen_param14" [id=152, type=get_attr]; +"153 dequantize_per_channel_default_14" [id=153, type=dequantize_per_channel]; +"154 conv2d_14" [id=154, type=conv2d]; +"155 quantize_per_tensor_default_20" [id=155, type=quantize_per_tensor]; +"156 dequantize_per_tensor_default_25" [id=156, type=dequantize_per_tensor]; +"157 add__5" [id=157, type=add_]; +"158 relu__12" [id=158, type=relu_]; +"159 quantize_per_tensor_default_21" [id=159, type=quantize_per_tensor]; +"160 dequantize_per_tensor_default_27" [id=160, type=dequantize_per_tensor]; +"161 dequantize_per_tensor_default_26" [id=161, type=dequantize_per_tensor]; +"162 layer4_0_conv1_weight_bias" [id=162, type=get_attr]; +"163 conv2d_15_scale_0" [id=163, type=get_attr]; +"164 conv2d_15_zero_point_0" [id=164, type=get_attr]; +"165 _frozen_param15" [id=165, type=get_attr]; +"166 dequantize_per_channel_default_15" [id=166, type=dequantize_per_channel]; +"167 conv2d_15" [id=167, type=conv2d]; +"168 relu__13" [id=168, type=relu_]; +"169 quantize_per_tensor_default_22" [id=169, type=quantize_per_tensor]; +"170 dequantize_per_tensor_default_28" [id=170, type=dequantize_per_tensor]; +"171 layer4_0_conv2_weight_bias" [id=171, type=get_attr]; +"172 conv2d_16_scale_0" [id=172, type=get_attr]; +"173 conv2d_16_zero_point_0" [id=173, type=get_attr]; +"174 _frozen_param16" [id=174, type=get_attr]; +"175 dequantize_per_channel_default_16" [id=175, type=dequantize_per_channel]; +"176 conv2d_16" [id=176, type=conv2d]; +"177 quantize_per_tensor_default_23" [id=177, type=quantize_per_tensor]; +"178 dequantize_per_tensor_default_29" [id=178, type=dequantize_per_tensor]; +"179 layer4_0_downsample_0_weight_bias" [id=179, type=get_attr]; +"180 conv2d_17_scale_0" [id=180, type=get_attr]; +"181 conv2d_17_zero_point_0" [id=181, type=get_attr]; +"182 _frozen_param17" [id=182, type=get_attr]; +"183 dequantize_per_channel_default_17" [id=183, type=dequantize_per_channel]; +"184 conv2d_17" [id=184, type=conv2d]; +"185 quantize_per_tensor_default_24" [id=185, type=quantize_per_tensor]; +"186 dequantize_per_tensor_default_30" [id=186, type=dequantize_per_tensor]; +"187 add__6" [id=187, type=add_]; +"188 relu__14" [id=188, type=relu_]; +"189 quantize_per_tensor_default_25" [id=189, type=quantize_per_tensor]; +"190 dequantize_per_tensor_default_32" [id=190, type=dequantize_per_tensor]; +"191 dequantize_per_tensor_default_31" [id=191, type=dequantize_per_tensor]; +"192 layer4_1_conv1_weight_bias" [id=192, type=get_attr]; +"193 conv2d_18_scale_0" [id=193, type=get_attr]; +"194 conv2d_18_zero_point_0" [id=194, type=get_attr]; +"195 _frozen_param18" [id=195, type=get_attr]; +"196 dequantize_per_channel_default_18" [id=196, type=dequantize_per_channel]; +"197 conv2d_18" [id=197, type=conv2d]; +"198 relu__15" [id=198, type=relu_]; +"199 quantize_per_tensor_default_26" [id=199, type=quantize_per_tensor]; +"200 dequantize_per_tensor_default_33" [id=200, type=dequantize_per_tensor]; +"201 layer4_1_conv2_weight_bias" [id=201, type=get_attr]; +"202 conv2d_19_scale_0" [id=202, type=get_attr]; +"203 conv2d_19_zero_point_0" [id=203, type=get_attr]; +"204 _frozen_param19" [id=204, type=get_attr]; +"205 dequantize_per_channel_default_19" [id=205, type=dequantize_per_channel]; +"206 conv2d_19" [id=206, type=conv2d]; +"207 quantize_per_tensor_default_27" [id=207, type=quantize_per_tensor]; +"208 dequantize_per_tensor_default_34" [id=208, type=dequantize_per_tensor]; +"209 add__7" [id=209, type=add_]; +"210 relu__16" [id=210, type=relu_]; +"211 quantize_per_tensor_default_28" [id=211, type=quantize_per_tensor]; +"212 dequantize_per_tensor_default_35" [id=212, type=dequantize_per_tensor]; +"213 adaptive_avg_pool2d" [id=213, type=adaptive_avg_pool2d]; +"214 flatten" [id=214, type=flatten]; +"215 flatten_0_0_nncf_smooth_quant_0" [id=215, type=call_module]; +"216 quantize_per_tensor_default_29" [id=216, type=quantize_per_tensor]; +"217 dequantize_per_tensor_default_36" [id=217, type=dequantize_per_tensor]; +"218 linear_scale_0" [id=218, type=get_attr]; +"219 linear_zero_point_0" [id=219, type=get_attr]; +"220 _frozen_param20" [id=220, type=get_attr]; +"221 dequantize_per_channel_default_20" [id=221, type=dequantize_per_channel]; +"222 linear" [id=222, type=linear]; +"223 output" [id=223, type=output]; +"0 fc_bias" -> "222 linear" [label="(1000,)", style=solid]; +"1 x" -> "2 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"2 quantize_per_tensor_default" -> "3 dequantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"3 dequantize_per_tensor_default" -> "9 conv2d" [label="(1, 3, 224, 224)", style=solid]; +"4 conv1_weight_bias" -> "9 conv2d" [label="(64,)", style=solid]; +"5 conv2d_scale_0" -> "8 dequantize_per_channel_default" [label="(64,)", style=solid]; +"6 conv2d_zero_point_0" -> "8 dequantize_per_channel_default" [label="(64,)", style=solid]; +"7 _frozen_param0" -> "8 dequantize_per_channel_default" [label="(64, 3, 7, 7)", style=solid]; +"8 dequantize_per_channel_default" -> "9 conv2d" [label="(64, 3, 7, 7)", style=solid]; +"9 conv2d" -> "10 relu_" [label="(1, 64, 112, 112)", style=solid]; +"10 relu_" -> "11 quantize_per_tensor_default_1" [label="(1, 64, 112, 112)", style=solid]; +"11 quantize_per_tensor_default_1" -> "12 dequantize_per_tensor_default_1" [label="(1, 64, 112, 112)", style=solid]; +"12 dequantize_per_tensor_default_1" -> "13 max_pool2d" [label="(1, 64, 112, 112)", style=solid]; +"13 max_pool2d" -> "19 conv2d_1" [label="(1, 64, 56, 56)", style=solid]; +"13 max_pool2d" -> "31 add_" [label="(1, 64, 56, 56)", style=solid]; +"14 layer1_0_conv1_weight_bias" -> "19 conv2d_1" [label="(64,)", style=solid]; +"15 conv2d_1_scale_0" -> "18 dequantize_per_channel_default_1" [label="(64,)", style=solid]; +"16 conv2d_1_zero_point_0" -> "18 dequantize_per_channel_default_1" [label="(64,)", style=solid]; +"17 _frozen_param1" -> "18 dequantize_per_channel_default_1" [label="(64, 64, 3, 3)", style=solid]; +"18 dequantize_per_channel_default_1" -> "19 conv2d_1" [label="(64, 64, 3, 3)", style=solid]; +"19 conv2d_1" -> "20 relu__1" [label="(1, 64, 56, 56)", style=solid]; +"20 relu__1" -> "21 quantize_per_tensor_default_2" [label="(1, 64, 56, 56)", style=solid]; +"21 quantize_per_tensor_default_2" -> "22 dequantize_per_tensor_default_2" [label="(1, 64, 56, 56)", style=solid]; +"22 dequantize_per_tensor_default_2" -> "28 conv2d_2" [label="(1, 64, 56, 56)", style=solid]; +"23 layer1_0_conv2_weight_bias" -> "28 conv2d_2" [label="(64,)", style=solid]; +"24 conv2d_2_scale_0" -> "27 dequantize_per_channel_default_2" [label="(64,)", style=solid]; +"25 conv2d_2_zero_point_0" -> "27 dequantize_per_channel_default_2" [label="(64,)", style=solid]; +"26 _frozen_param2" -> "27 dequantize_per_channel_default_2" [label="(64, 64, 3, 3)", style=solid]; +"27 dequantize_per_channel_default_2" -> "28 conv2d_2" [label="(64, 64, 3, 3)", style=solid]; +"28 conv2d_2" -> "29 quantize_per_tensor_default_3" [label="(1, 64, 56, 56)", style=solid]; +"29 quantize_per_tensor_default_3" -> "30 dequantize_per_tensor_default_3" [label="(1, 64, 56, 56)", style=solid]; +"30 dequantize_per_tensor_default_3" -> "31 add_" [label="(1, 64, 56, 56)", style=solid]; +"31 add_" -> "32 relu__2" [label="(1, 64, 56, 56)", style=solid]; +"32 relu__2" -> "33 quantize_per_tensor_default_4" [label="(1, 64, 56, 56)", style=solid]; +"33 quantize_per_tensor_default_4" -> "34 dequantize_per_tensor_default_5" [label="(1, 64, 56, 56)", style=solid]; +"33 quantize_per_tensor_default_4" -> "35 dequantize_per_tensor_default_4" [label="(1, 64, 56, 56)", style=solid]; +"34 dequantize_per_tensor_default_5" -> "53 add__1" [label="(1, 64, 56, 56)", style=solid]; +"35 dequantize_per_tensor_default_4" -> "41 conv2d_3" [label="(1, 64, 56, 56)", style=solid]; +"36 layer1_1_conv1_weight_bias" -> "41 conv2d_3" [label="(64,)", style=solid]; +"37 conv2d_3_scale_0" -> "40 dequantize_per_channel_default_3" [label="(64,)", style=solid]; +"38 conv2d_3_zero_point_0" -> "40 dequantize_per_channel_default_3" [label="(64,)", style=solid]; +"39 _frozen_param3" -> "40 dequantize_per_channel_default_3" [label="(64, 64, 3, 3)", style=solid]; +"40 dequantize_per_channel_default_3" -> "41 conv2d_3" [label="(64, 64, 3, 3)", style=solid]; +"41 conv2d_3" -> "42 relu__3" [label="(1, 64, 56, 56)", style=solid]; +"42 relu__3" -> "43 quantize_per_tensor_default_5" [label="(1, 64, 56, 56)", style=solid]; +"43 quantize_per_tensor_default_5" -> "44 dequantize_per_tensor_default_6" [label="(1, 64, 56, 56)", style=solid]; +"44 dequantize_per_tensor_default_6" -> "50 conv2d_4" [label="(1, 64, 56, 56)", style=solid]; +"45 layer1_1_conv2_weight_bias" -> "50 conv2d_4" [label="(64,)", style=solid]; +"46 conv2d_4_scale_0" -> "49 dequantize_per_channel_default_4" [label="(64,)", style=solid]; +"47 conv2d_4_zero_point_0" -> "49 dequantize_per_channel_default_4" [label="(64,)", style=solid]; +"48 _frozen_param4" -> "49 dequantize_per_channel_default_4" [label="(64, 64, 3, 3)", style=solid]; +"49 dequantize_per_channel_default_4" -> "50 conv2d_4" [label="(64, 64, 3, 3)", style=solid]; +"50 conv2d_4" -> "51 quantize_per_tensor_default_6" [label="(1, 64, 56, 56)", style=solid]; +"51 quantize_per_tensor_default_6" -> "52 dequantize_per_tensor_default_7" [label="(1, 64, 56, 56)", style=solid]; +"52 dequantize_per_tensor_default_7" -> "53 add__1" [label="(1, 64, 56, 56)", style=solid]; +"53 add__1" -> "54 relu__4" [label="(1, 64, 56, 56)", style=solid]; +"54 relu__4" -> "55 quantize_per_tensor_default_7" [label="(1, 64, 56, 56)", style=solid]; +"55 quantize_per_tensor_default_7" -> "56 dequantize_per_tensor_default_9" [label="(1, 64, 56, 56)", style=solid]; +"55 quantize_per_tensor_default_7" -> "57 dequantize_per_tensor_default_8" [label="(1, 64, 56, 56)", style=solid]; +"56 dequantize_per_tensor_default_9" -> "80 conv2d_7" [label="(1, 64, 56, 56)", style=solid]; +"57 dequantize_per_tensor_default_8" -> "63 conv2d_5" [label="(1, 64, 56, 56)", style=solid]; +"58 layer2_0_conv1_weight_bias" -> "63 conv2d_5" [label="(128,)", style=solid]; +"59 conv2d_5_scale_0" -> "62 dequantize_per_channel_default_5" [label="(128,)", style=solid]; +"60 conv2d_5_zero_point_0" -> "62 dequantize_per_channel_default_5" [label="(128,)", style=solid]; +"61 _frozen_param5" -> "62 dequantize_per_channel_default_5" [label="(128, 64, 3, 3)", style=solid]; +"62 dequantize_per_channel_default_5" -> "63 conv2d_5" [label="(128, 64, 3, 3)", style=solid]; +"63 conv2d_5" -> "64 relu__5" [label="(1, 128, 28, 28)", style=solid]; +"64 relu__5" -> "65 quantize_per_tensor_default_8" [label="(1, 128, 28, 28)", style=solid]; +"65 quantize_per_tensor_default_8" -> "66 dequantize_per_tensor_default_10" [label="(1, 128, 28, 28)", style=solid]; +"66 dequantize_per_tensor_default_10" -> "72 conv2d_6" [label="(1, 128, 28, 28)", style=solid]; +"67 layer2_0_conv2_weight_bias" -> "72 conv2d_6" [label="(128,)", style=solid]; +"68 conv2d_6_scale_0" -> "71 dequantize_per_channel_default_6" [label="(128,)", style=solid]; +"69 conv2d_6_zero_point_0" -> "71 dequantize_per_channel_default_6" [label="(128,)", style=solid]; +"70 _frozen_param6" -> "71 dequantize_per_channel_default_6" [label="(128, 128, 3, 3)", style=solid]; +"71 dequantize_per_channel_default_6" -> "72 conv2d_6" [label="(128, 128, 3, 3)", style=solid]; +"72 conv2d_6" -> "73 quantize_per_tensor_default_9" [label="(1, 128, 28, 28)", style=solid]; +"73 quantize_per_tensor_default_9" -> "74 dequantize_per_tensor_default_11" [label="(1, 128, 28, 28)", style=solid]; +"74 dequantize_per_tensor_default_11" -> "83 add__2" [label="(1, 128, 28, 28)", style=solid]; +"75 layer2_0_downsample_0_weight_bias" -> "80 conv2d_7" [label="(128,)", style=solid]; +"76 conv2d_7_scale_0" -> "79 dequantize_per_channel_default_7" [label="(128,)", style=solid]; +"77 conv2d_7_zero_point_0" -> "79 dequantize_per_channel_default_7" [label="(128,)", style=solid]; +"78 _frozen_param7" -> "79 dequantize_per_channel_default_7" [label="(128, 64, 1, 1)", style=solid]; +"79 dequantize_per_channel_default_7" -> "80 conv2d_7" [label="(128, 64, 1, 1)", style=solid]; +"80 conv2d_7" -> "81 quantize_per_tensor_default_10" [label="(1, 128, 28, 28)", style=solid]; +"81 quantize_per_tensor_default_10" -> "82 dequantize_per_tensor_default_12" [label="(1, 128, 28, 28)", style=solid]; +"82 dequantize_per_tensor_default_12" -> "83 add__2" [label="(1, 128, 28, 28)", style=solid]; +"83 add__2" -> "84 relu__6" [label="(1, 128, 28, 28)", style=solid]; +"84 relu__6" -> "85 quantize_per_tensor_default_11" [label="(1, 128, 28, 28)", style=solid]; +"85 quantize_per_tensor_default_11" -> "86 dequantize_per_tensor_default_14" [label="(1, 128, 28, 28)", style=solid]; +"85 quantize_per_tensor_default_11" -> "87 dequantize_per_tensor_default_13" [label="(1, 128, 28, 28)", style=solid]; +"86 dequantize_per_tensor_default_14" -> "105 add__3" [label="(1, 128, 28, 28)", style=solid]; +"87 dequantize_per_tensor_default_13" -> "93 conv2d_8" [label="(1, 128, 28, 28)", style=solid]; +"88 layer2_1_conv1_weight_bias" -> "93 conv2d_8" [label="(128,)", style=solid]; +"89 conv2d_8_scale_0" -> "92 dequantize_per_channel_default_8" [label="(128,)", style=solid]; +"90 conv2d_8_zero_point_0" -> "92 dequantize_per_channel_default_8" [label="(128,)", style=solid]; +"91 _frozen_param8" -> "92 dequantize_per_channel_default_8" [label="(128, 128, 3, 3)", style=solid]; +"92 dequantize_per_channel_default_8" -> "93 conv2d_8" [label="(128, 128, 3, 3)", style=solid]; +"93 conv2d_8" -> "94 relu__7" [label="(1, 128, 28, 28)", style=solid]; +"94 relu__7" -> "95 quantize_per_tensor_default_12" [label="(1, 128, 28, 28)", style=solid]; +"95 quantize_per_tensor_default_12" -> "96 dequantize_per_tensor_default_15" [label="(1, 128, 28, 28)", style=solid]; +"96 dequantize_per_tensor_default_15" -> "102 conv2d_9" [label="(1, 128, 28, 28)", style=solid]; +"97 layer2_1_conv2_weight_bias" -> "102 conv2d_9" [label="(128,)", style=solid]; +"98 conv2d_9_scale_0" -> "101 dequantize_per_channel_default_9" [label="(128,)", style=solid]; +"99 conv2d_9_zero_point_0" -> "101 dequantize_per_channel_default_9" [label="(128,)", style=solid]; +"100 _frozen_param9" -> "101 dequantize_per_channel_default_9" [label="(128, 128, 3, 3)", style=solid]; +"101 dequantize_per_channel_default_9" -> "102 conv2d_9" [label="(128, 128, 3, 3)", style=solid]; +"102 conv2d_9" -> "103 quantize_per_tensor_default_13" [label="(1, 128, 28, 28)", style=solid]; +"103 quantize_per_tensor_default_13" -> "104 dequantize_per_tensor_default_16" [label="(1, 128, 28, 28)", style=solid]; +"104 dequantize_per_tensor_default_16" -> "105 add__3" [label="(1, 128, 28, 28)", style=solid]; +"105 add__3" -> "106 relu__8" [label="(1, 128, 28, 28)", style=solid]; +"106 relu__8" -> "107 quantize_per_tensor_default_14" [label="(1, 128, 28, 28)", style=solid]; +"107 quantize_per_tensor_default_14" -> "108 dequantize_per_tensor_default_18" [label="(1, 128, 28, 28)", style=solid]; +"107 quantize_per_tensor_default_14" -> "109 dequantize_per_tensor_default_17" [label="(1, 128, 28, 28)", style=solid]; +"108 dequantize_per_tensor_default_18" -> "132 conv2d_12" [label="(1, 128, 28, 28)", style=solid]; +"109 dequantize_per_tensor_default_17" -> "115 conv2d_10" [label="(1, 128, 28, 28)", style=solid]; +"110 layer3_0_conv1_weight_bias" -> "115 conv2d_10" [label="(256,)", style=solid]; +"111 conv2d_10_scale_0" -> "114 dequantize_per_channel_default_10" [label="(256,)", style=solid]; +"112 conv2d_10_zero_point_0" -> "114 dequantize_per_channel_default_10" [label="(256,)", style=solid]; +"113 _frozen_param10" -> "114 dequantize_per_channel_default_10" [label="(256, 128, 3, 3)", style=solid]; +"114 dequantize_per_channel_default_10" -> "115 conv2d_10" [label="(256, 128, 3, 3)", style=solid]; +"115 conv2d_10" -> "116 relu__9" [label="(1, 256, 14, 14)", style=solid]; +"116 relu__9" -> "117 quantize_per_tensor_default_15" [label="(1, 256, 14, 14)", style=solid]; +"117 quantize_per_tensor_default_15" -> "118 dequantize_per_tensor_default_19" [label="(1, 256, 14, 14)", style=solid]; +"118 dequantize_per_tensor_default_19" -> "124 conv2d_11" [label="(1, 256, 14, 14)", style=solid]; +"119 layer3_0_conv2_weight_bias" -> "124 conv2d_11" [label="(256,)", style=solid]; +"120 conv2d_11_scale_0" -> "123 dequantize_per_channel_default_11" [label="(256,)", style=solid]; +"121 conv2d_11_zero_point_0" -> "123 dequantize_per_channel_default_11" [label="(256,)", style=solid]; +"122 _frozen_param11" -> "123 dequantize_per_channel_default_11" [label="(256, 256, 3, 3)", style=solid]; +"123 dequantize_per_channel_default_11" -> "124 conv2d_11" [label="(256, 256, 3, 3)", style=solid]; +"124 conv2d_11" -> "125 quantize_per_tensor_default_16" [label="(1, 256, 14, 14)", style=solid]; +"125 quantize_per_tensor_default_16" -> "126 dequantize_per_tensor_default_20" [label="(1, 256, 14, 14)", style=solid]; +"126 dequantize_per_tensor_default_20" -> "135 add__4" [label="(1, 256, 14, 14)", style=solid]; +"127 layer3_0_downsample_0_weight_bias" -> "132 conv2d_12" [label="(256,)", style=solid]; +"128 conv2d_12_scale_0" -> "131 dequantize_per_channel_default_12" [label="(256,)", style=solid]; +"129 conv2d_12_zero_point_0" -> "131 dequantize_per_channel_default_12" [label="(256,)", style=solid]; +"130 _frozen_param12" -> "131 dequantize_per_channel_default_12" [label="(256, 128, 1, 1)", style=solid]; +"131 dequantize_per_channel_default_12" -> "132 conv2d_12" [label="(256, 128, 1, 1)", style=solid]; +"132 conv2d_12" -> "133 quantize_per_tensor_default_17" [label="(1, 256, 14, 14)", style=solid]; +"133 quantize_per_tensor_default_17" -> "134 dequantize_per_tensor_default_21" [label="(1, 256, 14, 14)", style=solid]; +"134 dequantize_per_tensor_default_21" -> "135 add__4" [label="(1, 256, 14, 14)", style=solid]; +"135 add__4" -> "136 relu__10" [label="(1, 256, 14, 14)", style=solid]; +"136 relu__10" -> "137 quantize_per_tensor_default_18" [label="(1, 256, 14, 14)", style=solid]; +"137 quantize_per_tensor_default_18" -> "138 dequantize_per_tensor_default_23" [label="(1, 256, 14, 14)", style=solid]; +"137 quantize_per_tensor_default_18" -> "139 dequantize_per_tensor_default_22" [label="(1, 256, 14, 14)", style=solid]; +"138 dequantize_per_tensor_default_23" -> "157 add__5" [label="(1, 256, 14, 14)", style=solid]; +"139 dequantize_per_tensor_default_22" -> "145 conv2d_13" [label="(1, 256, 14, 14)", style=solid]; +"140 layer3_1_conv1_weight_bias" -> "145 conv2d_13" [label="(256,)", style=solid]; +"141 conv2d_13_scale_0" -> "144 dequantize_per_channel_default_13" [label="(256,)", style=solid]; +"142 conv2d_13_zero_point_0" -> "144 dequantize_per_channel_default_13" [label="(256,)", style=solid]; +"143 _frozen_param13" -> "144 dequantize_per_channel_default_13" [label="(256, 256, 3, 3)", style=solid]; +"144 dequantize_per_channel_default_13" -> "145 conv2d_13" [label="(256, 256, 3, 3)", style=solid]; +"145 conv2d_13" -> "146 relu__11" [label="(1, 256, 14, 14)", style=solid]; +"146 relu__11" -> "147 quantize_per_tensor_default_19" [label="(1, 256, 14, 14)", style=solid]; +"147 quantize_per_tensor_default_19" -> "148 dequantize_per_tensor_default_24" [label="(1, 256, 14, 14)", style=solid]; +"148 dequantize_per_tensor_default_24" -> "154 conv2d_14" [label="(1, 256, 14, 14)", style=solid]; +"149 layer3_1_conv2_weight_bias" -> "154 conv2d_14" [label="(256,)", style=solid]; +"150 conv2d_14_scale_0" -> "153 dequantize_per_channel_default_14" [label="(256,)", style=solid]; +"151 conv2d_14_zero_point_0" -> "153 dequantize_per_channel_default_14" [label="(256,)", style=solid]; +"152 _frozen_param14" -> "153 dequantize_per_channel_default_14" [label="(256, 256, 3, 3)", style=solid]; +"153 dequantize_per_channel_default_14" -> "154 conv2d_14" [label="(256, 256, 3, 3)", style=solid]; +"154 conv2d_14" -> "155 quantize_per_tensor_default_20" [label="(1, 256, 14, 14)", style=solid]; +"155 quantize_per_tensor_default_20" -> "156 dequantize_per_tensor_default_25" [label="(1, 256, 14, 14)", style=solid]; +"156 dequantize_per_tensor_default_25" -> "157 add__5" [label="(1, 256, 14, 14)", style=solid]; +"157 add__5" -> "158 relu__12" [label="(1, 256, 14, 14)", style=solid]; +"158 relu__12" -> "159 quantize_per_tensor_default_21" [label="(1, 256, 14, 14)", style=solid]; +"159 quantize_per_tensor_default_21" -> "160 dequantize_per_tensor_default_27" [label="(1, 256, 14, 14)", style=solid]; +"159 quantize_per_tensor_default_21" -> "161 dequantize_per_tensor_default_26" [label="(1, 256, 14, 14)", style=solid]; +"160 dequantize_per_tensor_default_27" -> "184 conv2d_17" [label="(1, 256, 14, 14)", style=solid]; +"161 dequantize_per_tensor_default_26" -> "167 conv2d_15" [label="(1, 256, 14, 14)", style=solid]; +"162 layer4_0_conv1_weight_bias" -> "167 conv2d_15" [label="(512,)", style=solid]; +"163 conv2d_15_scale_0" -> "166 dequantize_per_channel_default_15" [label="(512,)", style=solid]; +"164 conv2d_15_zero_point_0" -> "166 dequantize_per_channel_default_15" [label="(512,)", style=solid]; +"165 _frozen_param15" -> "166 dequantize_per_channel_default_15" [label="(512, 256, 3, 3)", style=solid]; +"166 dequantize_per_channel_default_15" -> "167 conv2d_15" [label="(512, 256, 3, 3)", style=solid]; +"167 conv2d_15" -> "168 relu__13" [label="(1, 512, 7, 7)", style=solid]; +"168 relu__13" -> "169 quantize_per_tensor_default_22" [label="(1, 512, 7, 7)", style=solid]; +"169 quantize_per_tensor_default_22" -> "170 dequantize_per_tensor_default_28" [label="(1, 512, 7, 7)", style=solid]; +"170 dequantize_per_tensor_default_28" -> "176 conv2d_16" [label="(1, 512, 7, 7)", style=solid]; +"171 layer4_0_conv2_weight_bias" -> "176 conv2d_16" [label="(512,)", style=solid]; +"172 conv2d_16_scale_0" -> "175 dequantize_per_channel_default_16" [label="(512,)", style=solid]; +"173 conv2d_16_zero_point_0" -> "175 dequantize_per_channel_default_16" [label="(512,)", style=solid]; +"174 _frozen_param16" -> "175 dequantize_per_channel_default_16" [label="(512, 512, 3, 3)", style=solid]; +"175 dequantize_per_channel_default_16" -> "176 conv2d_16" [label="(512, 512, 3, 3)", style=solid]; +"176 conv2d_16" -> "177 quantize_per_tensor_default_23" [label="(1, 512, 7, 7)", style=solid]; +"177 quantize_per_tensor_default_23" -> "178 dequantize_per_tensor_default_29" [label="(1, 512, 7, 7)", style=solid]; +"178 dequantize_per_tensor_default_29" -> "187 add__6" [label="(1, 512, 7, 7)", style=solid]; +"179 layer4_0_downsample_0_weight_bias" -> "184 conv2d_17" [label="(512,)", style=solid]; +"180 conv2d_17_scale_0" -> "183 dequantize_per_channel_default_17" [label="(512,)", style=solid]; +"181 conv2d_17_zero_point_0" -> "183 dequantize_per_channel_default_17" [label="(512,)", style=solid]; +"182 _frozen_param17" -> "183 dequantize_per_channel_default_17" [label="(512, 256, 1, 1)", style=solid]; +"183 dequantize_per_channel_default_17" -> "184 conv2d_17" [label="(512, 256, 1, 1)", style=solid]; +"184 conv2d_17" -> "185 quantize_per_tensor_default_24" [label="(1, 512, 7, 7)", style=solid]; +"185 quantize_per_tensor_default_24" -> "186 dequantize_per_tensor_default_30" [label="(1, 512, 7, 7)", style=solid]; +"186 dequantize_per_tensor_default_30" -> "187 add__6" [label="(1, 512, 7, 7)", style=solid]; +"187 add__6" -> "188 relu__14" [label="(1, 512, 7, 7)", style=solid]; +"188 relu__14" -> "189 quantize_per_tensor_default_25" [label="(1, 512, 7, 7)", style=solid]; +"189 quantize_per_tensor_default_25" -> "190 dequantize_per_tensor_default_32" [label="(1, 512, 7, 7)", style=solid]; +"189 quantize_per_tensor_default_25" -> "191 dequantize_per_tensor_default_31" [label="(1, 512, 7, 7)", style=solid]; +"190 dequantize_per_tensor_default_32" -> "209 add__7" [label="(1, 512, 7, 7)", style=solid]; +"191 dequantize_per_tensor_default_31" -> "197 conv2d_18" [label="(1, 512, 7, 7)", style=solid]; +"192 layer4_1_conv1_weight_bias" -> "197 conv2d_18" [label="(512,)", style=solid]; +"193 conv2d_18_scale_0" -> "196 dequantize_per_channel_default_18" [label="(512,)", style=solid]; +"194 conv2d_18_zero_point_0" -> "196 dequantize_per_channel_default_18" [label="(512,)", style=solid]; +"195 _frozen_param18" -> "196 dequantize_per_channel_default_18" [label="(512, 512, 3, 3)", style=solid]; +"196 dequantize_per_channel_default_18" -> "197 conv2d_18" [label="(512, 512, 3, 3)", style=solid]; +"197 conv2d_18" -> "198 relu__15" [label="(1, 512, 7, 7)", style=solid]; +"198 relu__15" -> "199 quantize_per_tensor_default_26" [label="(1, 512, 7, 7)", style=solid]; +"199 quantize_per_tensor_default_26" -> "200 dequantize_per_tensor_default_33" [label="(1, 512, 7, 7)", style=solid]; +"200 dequantize_per_tensor_default_33" -> "206 conv2d_19" [label="(1, 512, 7, 7)", style=solid]; +"201 layer4_1_conv2_weight_bias" -> "206 conv2d_19" [label="(512,)", style=solid]; +"202 conv2d_19_scale_0" -> "205 dequantize_per_channel_default_19" [label="(512,)", style=solid]; +"203 conv2d_19_zero_point_0" -> "205 dequantize_per_channel_default_19" [label="(512,)", style=solid]; +"204 _frozen_param19" -> "205 dequantize_per_channel_default_19" [label="(512, 512, 3, 3)", style=solid]; +"205 dequantize_per_channel_default_19" -> "206 conv2d_19" [label="(512, 512, 3, 3)", style=solid]; +"206 conv2d_19" -> "207 quantize_per_tensor_default_27" [label="(1, 512, 7, 7)", style=solid]; +"207 quantize_per_tensor_default_27" -> "208 dequantize_per_tensor_default_34" [label="(1, 512, 7, 7)", style=solid]; +"208 dequantize_per_tensor_default_34" -> "209 add__7" [label="(1, 512, 7, 7)", style=solid]; +"209 add__7" -> "210 relu__16" [label="(1, 512, 7, 7)", style=solid]; +"210 relu__16" -> "211 quantize_per_tensor_default_28" [label="(1, 512, 7, 7)", style=solid]; +"211 quantize_per_tensor_default_28" -> "212 dequantize_per_tensor_default_35" [label="(1, 512, 7, 7)", style=solid]; +"212 dequantize_per_tensor_default_35" -> "213 adaptive_avg_pool2d" [label="(1, 512, 7, 7)", style=solid]; +"213 adaptive_avg_pool2d" -> "214 flatten" [label="(1, 512, 1, 1)", style=solid]; +"214 flatten" -> "215 flatten_0_0_nncf_smooth_quant_0" [label="(1, 512)", style=solid]; +"215 flatten_0_0_nncf_smooth_quant_0" -> "216 quantize_per_tensor_default_29" [label="(1, 512)", style=solid]; +"216 quantize_per_tensor_default_29" -> "217 dequantize_per_tensor_default_36" [label="(1, 512)", style=solid]; +"217 dequantize_per_tensor_default_36" -> "222 linear" [label="(1, 512)", style=solid]; +"218 linear_scale_0" -> "221 dequantize_per_channel_default_20" [label="(1000,)", style=solid]; +"219 linear_zero_point_0" -> "221 dequantize_per_channel_default_20" [label="(1000,)", style=solid]; +"220 _frozen_param20" -> "221 dequantize_per_channel_default_20" [label="(1000, 512)", style=solid]; +"221 dequantize_per_channel_default_20" -> "222 linear" [label="(1000, 512)", style=solid]; +"222 linear" -> "223 output" [label="(1, 1000)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/swin_v2_s.dot b/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/swin_v2_s.dot new file mode 100644 index 00000000000..718f98ddc6c --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/swin_v2_s.dot @@ -0,0 +1,5062 @@ +strict digraph { +"0 features_1_0_attn_proj_bias" [id=0, type=get_attr]; +"1 features_1_1_attn_proj_bias" [id=1, type=get_attr]; +"2 features_3_0_attn_proj_bias" [id=2, type=get_attr]; +"3 features_3_1_attn_proj_bias" [id=3, type=get_attr]; +"4 features_5_0_attn_proj_bias" [id=4, type=get_attr]; +"5 features_5_1_attn_proj_bias" [id=5, type=get_attr]; +"6 features_5_2_attn_proj_bias" [id=6, type=get_attr]; +"7 features_5_3_attn_proj_bias" [id=7, type=get_attr]; +"8 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linear_10_zero_point_0" [id=347, type=get_attr]; +"348 _frozen_param13_1" [id=348, type=get_attr]; +"349 dequantize_per_channel_default_7" [id=349, type=dequantize_per_channel]; +"350 linear_10" [id=350, type=linear]; +"351 gelu_1" [id=351, type=gelu]; +"352 dropout_6" [id=352, type=dropout]; +"353 dropout_6_0_0_nncf_smooth_quant_0" [id=353, type=call_module]; +"354 quantize_per_tensor_default_12" [id=354, type=quantize_per_tensor]; +"355 dequantize_per_tensor_default_12" [id=355, type=dequantize_per_tensor]; +"356 linear_11_scale_0" [id=356, type=get_attr]; +"357 linear_11_zero_point_0" [id=357, type=get_attr]; +"358 _frozen_param14_1" [id=358, type=get_attr]; +"359 dequantize_per_channel_default_8" [id=359, type=dequantize_per_channel]; +"360 linear_11" [id=360, type=linear]; +"361 dropout_7" [id=361, type=dropout]; +"362 layer_norm_4" [id=362, type=layer_norm]; +"363 add_6" [id=363, type=add]; +"364 pad_2" [id=364, type=pad]; +"365 slice_25" [id=365, type=slice]; +"366 slice_26" 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type=get_attr]; +"388 pad_3" [id=388, type=pad]; +"389 view_13" [id=389, type=view]; +"390 permute_11" [id=390, type=permute]; +"391 reshape_9" [id=391, type=reshape]; +"392 _frozen_param18" [id=392, type=get_attr]; +"393 reshape_9_0_0_nncf_smooth_quant_0" [id=393, type=call_module]; +"394 quantize_per_tensor_default_14" [id=394, type=quantize_per_tensor]; +"395 dequantize_per_tensor_default_14" [id=395, type=dequantize_per_tensor]; +"396 linear_15_scale_0" [id=396, type=get_attr]; +"397 linear_15_zero_point_0" [id=397, type=get_attr]; +"398 _frozen_param16_1" [id=398, type=get_attr]; +"399 dequantize_per_channel_default_10" [id=399, type=dequantize_per_channel]; +"400 linear_15" [id=400, type=linear]; +"401 reshape_10" [id=401, type=reshape]; +"402 permute_12" [id=402, type=permute]; +"403 select_6" [id=403, type=select]; +"404 select_7" [id=404, type=select]; +"405 select_8" [id=405, type=select]; +"406 linalg_vector_norm_4" [id=406, type=linalg_vector_norm]; +"407 clamp_min_4" [id=407, type=clamp_min]; +"408 expand_as_4" [id=408, type=expand_as]; +"409 div_4" [id=409, type=div]; +"410 quantize_per_tensor_default_15" [id=410, type=quantize_per_tensor]; +"411 dequantize_per_tensor_default_15" [id=411, type=dequantize_per_tensor]; +"412 linalg_vector_norm_5" [id=412, type=linalg_vector_norm]; +"413 clamp_min_5" [id=413, type=clamp_min]; +"414 expand_as_5" [id=414, type=expand_as]; +"415 div_5" [id=415, type=div]; +"416 quantize_per_tensor_default_16" [id=416, type=quantize_per_tensor]; +"417 dequantize_per_tensor_default_16" [id=417, type=dequantize_per_tensor]; +"418 transpose_4" [id=418, type=transpose]; +"419 matmul_4" [id=419, type=matmul]; +"420 _frozen_param20" [id=420, type=get_attr]; +"421 mul_5" [id=421, type=mul]; +"422 add_7" [id=422, type=add]; +"423 softmax_2" [id=423, type=softmax]; +"424 dropout_8" [id=424, type=dropout]; +"425 matmul_5" [id=425, type=matmul]; +"426 transpose_5" [id=426, type=transpose]; +"427 reshape_11" [id=427, type=reshape]; 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type=call_module]; +"448 quantize_per_tensor_default_18" [id=448, type=quantize_per_tensor]; +"449 dequantize_per_tensor_default_18" [id=449, type=dequantize_per_tensor]; +"450 linear_17_scale_0" [id=450, type=get_attr]; +"451 linear_17_zero_point_0" [id=451, type=get_attr]; +"452 _frozen_param23_1" [id=452, type=get_attr]; +"453 dequantize_per_channel_default_12" [id=453, type=dequantize_per_channel]; +"454 linear_17" [id=454, type=linear]; +"455 gelu_2" [id=455, type=gelu]; +"456 dropout_10" [id=456, type=dropout]; +"457 dropout_10_0_0_nncf_smooth_quant_0" [id=457, type=call_module]; +"458 quantize_per_tensor_default_19" [id=458, type=quantize_per_tensor]; +"459 dequantize_per_tensor_default_19" [id=459, type=dequantize_per_tensor]; +"460 linear_18_scale_0" [id=460, type=get_attr]; +"461 linear_18_zero_point_0" [id=461, type=get_attr]; +"462 _frozen_param25_1" [id=462, type=get_attr]; +"463 dequantize_per_channel_default_13" [id=463, type=dequantize_per_channel]; +"464 linear_18" 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type=add]; +"505 new_zeros_1" [id=505, type=new_zeros]; +"506 view_18" [id=506, type=view]; +"507 permute_17" [id=507, type=permute]; +"508 reshape_15" [id=508, type=reshape]; +"509 unsqueeze_8" [id=509, type=unsqueeze]; +"510 unsqueeze_9" [id=510, type=unsqueeze]; +"511 sub_1" [id=511, type=sub]; +"512 ne_1" [id=512, type=ne]; +"513 masked_fill_2" [id=513, type=masked_fill]; +"514 eq_1" [id=514, type=eq]; +"515 masked_fill_3" [id=515, type=masked_fill]; +"516 view_19" [id=516, type=view]; +"517 unsqueeze_10" [id=517, type=unsqueeze]; +"518 unsqueeze_11" [id=518, type=unsqueeze]; +"519 add_11" [id=519, type=add]; +"520 view_20" [id=520, type=view]; +"521 softmax_3" [id=521, type=softmax]; +"522 dropout_12" [id=522, type=dropout]; +"523 matmul_7" [id=523, type=matmul]; +"524 transpose_7" [id=524, type=transpose]; +"525 reshape_16" [id=525, type=reshape]; +"526 reshape_16_0_0_nncf_smooth_quant_0" [id=526, type=call_module]; +"527 quantize_per_tensor_default_23" [id=527, type=quantize_per_tensor]; +"528 dequantize_per_tensor_default_23" [id=528, type=dequantize_per_tensor]; +"529 linear_22_scale_0" [id=529, type=get_attr]; +"530 linear_22_zero_point_0" [id=530, type=get_attr]; +"531 _frozen_param27_1" [id=531, type=get_attr]; +"532 dequantize_per_channel_default_15" [id=532, type=dequantize_per_channel]; +"533 linear_22" [id=533, type=linear]; +"534 dropout_13" [id=534, type=dropout]; +"535 view_21" [id=535, type=view]; +"536 permute_18" [id=536, type=permute]; +"537 reshape_17" [id=537, type=reshape]; +"538 roll_3" [id=538, type=roll]; +"539 slice_61" [id=539, type=slice]; +"540 slice_62" [id=540, type=slice]; +"541 slice_63" [id=541, type=slice]; +"542 slice_64" [id=542, type=slice]; +"543 contiguous_5" [id=543, type=contiguous]; +"544 layer_norm_8" [id=544, type=layer_norm]; +"545 add_12" [id=545, type=add]; +"546 add_12_0_0_nncf_smooth_quant_0" [id=546, type=call_module]; +"547 quantize_per_tensor_default_24" [id=547, type=quantize_per_tensor]; 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[id=1907, type=contiguous]; +"1908 layer_norm_39" [id=1908, type=layer_norm]; +"1909 add_64" [id=1909, type=add]; +"1910 add_64_0_0_nncf_smooth_quant_0" [id=1910, type=call_module]; +"1911 quantize_per_tensor_default_115" [id=1911, type=quantize_per_tensor]; +"1912 dequantize_per_tensor_default_115" [id=1912, type=dequantize_per_tensor]; +"1913 linear_114_scale_0" [id=1913, type=get_attr]; +"1914 linear_114_zero_point_0" [id=1914, type=get_attr]; +"1915 _frozen_param121_1" [id=1915, type=get_attr]; +"1916 dequantize_per_channel_default_77" [id=1916, type=dequantize_per_channel]; +"1917 linear_114" [id=1917, type=linear]; +"1918 gelu_18" [id=1918, type=gelu]; +"1919 dropout_74" [id=1919, type=dropout]; +"1920 dropout_74_0_0_nncf_smooth_quant_0" [id=1920, type=call_module]; +"1921 quantize_per_tensor_default_116" [id=1921, type=quantize_per_tensor]; +"1922 dequantize_per_tensor_default_116" [id=1922, type=dequantize_per_tensor]; +"1923 linear_115_scale_0" [id=1923, type=get_attr]; +"1924 linear_115_zero_point_0" [id=1924, type=get_attr]; +"1925 _frozen_param125_1" [id=1925, type=get_attr]; +"1926 dequantize_per_channel_default_78" [id=1926, type=dequantize_per_channel]; +"1927 linear_115" [id=1927, type=linear]; +"1928 dropout_75" [id=1928, type=dropout]; +"1929 layer_norm_40" [id=1929, type=layer_norm]; +"1930 add_65" [id=1930, type=add]; +"1931 _frozen_param157" [id=1931, type=get_attr]; +"1932 pad_21" [id=1932, type=pad]; +"1933 roll_18" [id=1933, type=roll]; +"1934 view_105" [id=1934, type=view]; +"1935 permute_87" [id=1935, type=permute]; +"1936 reshape_85" [id=1936, type=reshape]; +"1937 _frozen_param158" [id=1937, type=get_attr]; +"1938 reshape_85_0_0_nncf_smooth_quant_0" [id=1938, type=call_module]; +"1939 quantize_per_tensor_default_117" [id=1939, type=quantize_per_tensor]; +"1940 dequantize_per_tensor_default_117" [id=1940, type=dequantize_per_tensor]; +"1941 linear_118_scale_0" [id=1941, type=get_attr]; +"1942 linear_118_zero_point_0" [id=1942, type=get_attr]; +"1943 _frozen_param127_1" [id=1943, type=get_attr]; +"1944 dequantize_per_channel_default_79" [id=1944, type=dequantize_per_channel]; +"1945 linear_118" [id=1945, type=linear]; +"1946 reshape_86" [id=1946, type=reshape]; +"1947 permute_88" [id=1947, type=permute]; +"1948 select_57" [id=1948, type=select]; +"1949 select_58" [id=1949, type=select]; +"1950 select_59" [id=1950, type=select]; +"1951 linalg_vector_norm_38" [id=1951, type=linalg_vector_norm]; +"1952 clamp_min_38" [id=1952, type=clamp_min]; +"1953 expand_as_38" [id=1953, type=expand_as]; +"1954 div_38" [id=1954, type=div]; +"1955 quantize_per_tensor_default_118" [id=1955, type=quantize_per_tensor]; +"1956 dequantize_per_tensor_default_118" [id=1956, type=dequantize_per_tensor]; +"1957 linalg_vector_norm_39" [id=1957, type=linalg_vector_norm]; +"1958 clamp_min_39" [id=1958, type=clamp_min]; +"1959 expand_as_39" [id=1959, type=expand_as]; +"1960 div_39" [id=1960, type=div]; +"1961 quantize_per_tensor_default_119" [id=1961, type=quantize_per_tensor]; +"1962 dequantize_per_tensor_default_119" [id=1962, type=dequantize_per_tensor]; +"1963 transpose_38" [id=1963, type=transpose]; +"1964 matmul_38" [id=1964, type=matmul]; +"1965 _frozen_param160" [id=1965, type=get_attr]; +"1966 mul_39" [id=1966, type=mul]; +"1967 add_66" [id=1967, type=add]; +"1968 new_zeros_9" [id=1968, type=new_zeros]; +"1969 view_106" [id=1969, type=view]; +"1970 permute_89" [id=1970, type=permute]; +"1971 reshape_87" [id=1971, type=reshape]; +"1972 unsqueeze_56" [id=1972, type=unsqueeze]; +"1973 unsqueeze_57" [id=1973, type=unsqueeze]; +"1974 sub_9" [id=1974, type=sub]; +"1975 ne_9" [id=1975, type=ne]; +"1976 masked_fill_18" [id=1976, type=masked_fill]; +"1977 eq_9" [id=1977, type=eq]; +"1978 masked_fill_19" [id=1978, type=masked_fill]; +"1979 view_107" [id=1979, type=view]; +"1980 unsqueeze_58" [id=1980, type=unsqueeze]; +"1981 unsqueeze_59" [id=1981, type=unsqueeze]; +"1982 add_67" [id=1982, type=add]; +"1983 view_108" [id=1983, type=view]; +"1984 softmax_19" [id=1984, type=softmax]; +"1985 dropout_76" [id=1985, type=dropout]; +"1986 matmul_39" [id=1986, type=matmul]; +"1987 transpose_39" [id=1987, type=transpose]; +"1988 reshape_88" [id=1988, type=reshape]; +"1989 reshape_88_0_0_nncf_smooth_quant_0" [id=1989, type=call_module]; +"1990 quantize_per_tensor_default_120" [id=1990, type=quantize_per_tensor]; +"1991 dequantize_per_tensor_default_120" [id=1991, type=dequantize_per_tensor]; +"1992 linear_119_scale_0" [id=1992, type=get_attr]; +"1993 linear_119_zero_point_0" [id=1993, type=get_attr]; +"1994 _frozen_param128_1" [id=1994, type=get_attr]; +"1995 dequantize_per_channel_default_80" [id=1995, type=dequantize_per_channel]; +"1996 linear_119" [id=1996, type=linear]; +"1997 dropout_77" [id=1997, type=dropout]; +"1998 view_109" [id=1998, type=view]; +"1999 permute_90" [id=1999, type=permute]; +"2000 reshape_89" [id=2000, type=reshape]; +"2001 roll_19" [id=2001, type=roll]; 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quantize_per_tensor_default_122" [id=2020, type=quantize_per_tensor]; +"2021 dequantize_per_tensor_default_122" [id=2021, type=dequantize_per_tensor]; +"2022 linear_121_scale_0" [id=2022, type=get_attr]; +"2023 linear_121_zero_point_0" [id=2023, type=get_attr]; +"2024 _frozen_param130_1" [id=2024, type=get_attr]; +"2025 dequantize_per_channel_default_82" [id=2025, type=dequantize_per_channel]; +"2026 linear_121" [id=2026, type=linear]; +"2027 dropout_79" [id=2027, type=dropout]; +"2028 layer_norm_42" [id=2028, type=layer_norm]; +"2029 add_69" [id=2029, type=add]; +"2030 _frozen_param170" [id=2030, type=get_attr]; +"2031 pad_22" [id=2031, type=pad]; +"2032 view_112" [id=2032, type=view]; +"2033 permute_92" [id=2033, type=permute]; +"2034 reshape_90" [id=2034, type=reshape]; +"2035 _frozen_param171" [id=2035, type=get_attr]; +"2036 reshape_90_0_0_nncf_smooth_quant_0" [id=2036, type=call_module]; +"2037 quantize_per_tensor_default_123" [id=2037, type=quantize_per_tensor]; +"2038 dequantize_per_tensor_default_123" [id=2038, type=dequantize_per_tensor]; +"2039 linear_124_scale_0" [id=2039, type=get_attr]; +"2040 linear_124_zero_point_0" [id=2040, type=get_attr]; +"2041 _frozen_param131_1" [id=2041, type=get_attr]; +"2042 dequantize_per_channel_default_83" [id=2042, type=dequantize_per_channel]; +"2043 linear_124" [id=2043, type=linear]; +"2044 reshape_91" [id=2044, type=reshape]; +"2045 permute_93" [id=2045, type=permute]; +"2046 select_60" [id=2046, type=select]; +"2047 select_61" [id=2047, type=select]; +"2048 select_62" [id=2048, type=select]; +"2049 linalg_vector_norm_40" [id=2049, type=linalg_vector_norm]; +"2050 clamp_min_40" [id=2050, type=clamp_min]; +"2051 expand_as_40" [id=2051, type=expand_as]; +"2052 div_40" [id=2052, type=div]; +"2053 quantize_per_tensor_default_124" [id=2053, type=quantize_per_tensor]; +"2054 dequantize_per_tensor_default_124" [id=2054, type=dequantize_per_tensor]; +"2055 linalg_vector_norm_41" [id=2055, type=linalg_vector_norm]; 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type=get_attr]; +"2075 linear_125_zero_point_0" [id=2075, type=get_attr]; +"2076 _frozen_param132_1" [id=2076, type=get_attr]; +"2077 dequantize_per_channel_default_84" [id=2077, type=dequantize_per_channel]; +"2078 linear_125" [id=2078, type=linear]; +"2079 dropout_81" [id=2079, type=dropout]; +"2080 view_113" [id=2080, type=view]; +"2081 permute_94" [id=2081, type=permute]; +"2082 reshape_93" [id=2082, type=reshape]; +"2083 slice_302" [id=2083, type=slice]; +"2084 slice_303" [id=2084, type=slice]; +"2085 slice_304" [id=2085, type=slice]; +"2086 slice_305" [id=2086, type=slice]; +"2087 contiguous_39" [id=2087, type=contiguous]; +"2088 layer_norm_43" [id=2088, type=layer_norm]; +"2089 add_71" [id=2089, type=add]; +"2090 add_71_0_0_nncf_smooth_quant_0" [id=2090, type=call_module]; +"2091 quantize_per_tensor_default_127" [id=2091, type=quantize_per_tensor]; +"2092 dequantize_per_tensor_default_127" [id=2092, type=dequantize_per_tensor]; +"2093 linear_126_scale_0" [id=2093, type=get_attr]; +"2094 linear_126_zero_point_0" [id=2094, type=get_attr]; +"2095 _frozen_param133_1" [id=2095, type=get_attr]; +"2096 dequantize_per_channel_default_85" [id=2096, type=dequantize_per_channel]; +"2097 linear_126" [id=2097, type=linear]; +"2098 gelu_20" [id=2098, type=gelu]; +"2099 dropout_82" [id=2099, type=dropout]; +"2100 dropout_82_0_0_nncf_smooth_quant_0" [id=2100, type=call_module]; +"2101 quantize_per_tensor_default_128" [id=2101, type=quantize_per_tensor]; +"2102 dequantize_per_tensor_default_128" [id=2102, type=dequantize_per_tensor]; +"2103 linear_127_scale_0" [id=2103, type=get_attr]; +"2104 linear_127_zero_point_0" [id=2104, type=get_attr]; +"2105 _frozen_param134_1" [id=2105, type=get_attr]; +"2106 dequantize_per_channel_default_86" [id=2106, type=dequantize_per_channel]; +"2107 linear_127" [id=2107, type=linear]; +"2108 dropout_83" [id=2108, type=dropout]; +"2109 layer_norm_44" [id=2109, type=layer_norm]; +"2110 add_72" [id=2110, type=add]; +"2111 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type=new_zeros]; +"2149 view_117" [id=2149, type=view]; +"2150 permute_98" [id=2150, type=permute]; +"2151 reshape_96" [id=2151, type=reshape]; +"2152 unsqueeze_62" [id=2152, type=unsqueeze]; +"2153 unsqueeze_63" [id=2153, type=unsqueeze]; +"2154 sub_10" [id=2154, type=sub]; +"2155 ne_10" [id=2155, type=ne]; +"2156 masked_fill_20" [id=2156, type=masked_fill]; +"2157 eq_10" [id=2157, type=eq]; +"2158 masked_fill_21" [id=2158, type=masked_fill]; +"2159 view_118" [id=2159, type=view]; +"2160 unsqueeze_64" [id=2160, type=unsqueeze]; +"2161 unsqueeze_65" [id=2161, type=unsqueeze]; +"2162 add_74" [id=2162, type=add]; +"2163 view_119" [id=2163, type=view]; +"2164 softmax_21" [id=2164, type=softmax]; +"2165 dropout_84" [id=2165, type=dropout]; +"2166 matmul_43" [id=2166, type=matmul]; +"2167 transpose_43" [id=2167, type=transpose]; +"2168 reshape_97" [id=2168, type=reshape]; +"2169 reshape_97_0_0_nncf_smooth_quant_0" [id=2169, type=call_module]; +"2170 quantize_per_tensor_default_132" 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style=solid]; +"199 linear_2_scale_0" -> "202 dequantize_per_channel_default_1" [label="(288,)", style=solid]; +"200 linear_2_zero_point_0" -> "202 dequantize_per_channel_default_1" [label="(288,)", style=solid]; +"201 _frozen_param6_1" -> "202 dequantize_per_channel_default_1" [label="(288, 96)", style=solid]; +"202 dequantize_per_channel_default_1" -> "203 linear_2" [label="(288, 96)", style=solid]; +"203 linear_2" -> "204 reshape_1" [label="(49, 64, 288)", style=solid]; +"204 reshape_1" -> "205 permute_3" [label="(49, 64, 3, 3, 32)", style=solid]; +"205 permute_3" -> "206 select" [label="(3, 49, 3, 64, 32)", style=solid]; +"205 permute_3" -> "207 select_1" [label="(3, 49, 3, 64, 32)", style=solid]; +"205 permute_3" -> "208 select_2" [label="(3, 49, 3, 64, 32)", style=solid]; +"206 select" -> "209 linalg_vector_norm" [label="(49, 3, 64, 32)", style=solid]; +"206 select" -> "211 expand_as" [label="(49, 3, 64, 32)", style=solid]; +"206 select" -> "212 div" [label="(49, 3, 64, 32)", style=solid]; +"207 select_1" -> "215 linalg_vector_norm_1" [label="(49, 3, 64, 32)", style=solid]; +"207 select_1" -> "217 expand_as_1" [label="(49, 3, 64, 32)", style=solid]; +"207 select_1" -> "218 div_1" [label="(49, 3, 64, 32)", style=solid]; +"208 select_2" -> "228 matmul_1" [label="(49, 3, 64, 32)", style=solid]; +"209 linalg_vector_norm" -> "210 clamp_min" [label="(49, 3, 64, 1)", style=solid]; +"210 clamp_min" -> "211 expand_as" [label="(49, 3, 64, 1)", style=solid]; +"211 expand_as" -> "212 div" [label="(49, 3, 64, 32)", style=solid]; +"212 div" -> "213 quantize_per_tensor_default_2" [label="(49, 3, 64, 32)", style=solid]; +"213 quantize_per_tensor_default_2" -> "214 dequantize_per_tensor_default_2" [label="(49, 3, 64, 32)", style=solid]; +"214 dequantize_per_tensor_default_2" -> "222 matmul" [label="(49, 3, 64, 32)", style=solid]; +"215 linalg_vector_norm_1" -> "216 clamp_min_1" [label="(49, 3, 64, 1)", style=solid]; +"216 clamp_min_1" -> "217 expand_as_1" [label="(49, 3, 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style=solid]; +"240 view_3" -> "241 permute_4" [label="(1, 7, 7, 8, 8, 96)", style=solid]; +"241 permute_4" -> "242 reshape_3" [label="(1, 7, 8, 7, 8, 96)", style=solid]; +"242 reshape_3" -> "243 slice_2" [label="(1, 56, 56, 96)", style=solid]; +"243 slice_2" -> "244 slice_3" [label="(1, 56, 56, 96)", style=solid]; +"244 slice_3" -> "245 layer_norm_1" [label="(1, 56, 56, 96)", style=solid]; +"245 layer_norm_1" -> "246 add_1" [label="(1, 56, 56, 96)", style=solid]; +"246 add_1" -> "247 add_1_0_0_nncf_smooth_quant_0" [label="(1, 56, 56, 96)", style=solid]; +"246 add_1" -> "267 add_2" [label="(1, 56, 56, 96)", style=solid]; +"247 add_1_0_0_nncf_smooth_quant_0" -> "248 quantize_per_tensor_default_5" [label="(1, 56, 56, 96)", style=solid]; +"248 quantize_per_tensor_default_5" -> "249 dequantize_per_tensor_default_5" [label="(1, 56, 56, 96)", style=solid]; +"249 dequantize_per_tensor_default_5" -> "254 linear_4" [label="(1, 56, 56, 96)", style=solid]; +"250 linear_4_scale_0" -> "253 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dequantize_per_channel_default_4" [label="(96,)", style=solid]; +"261 linear_5_zero_point_0" -> "263 dequantize_per_channel_default_4" [label="(96,)", style=solid]; +"262 _frozen_param10_1" -> "263 dequantize_per_channel_default_4" [label="(96, 384)", style=solid]; +"263 dequantize_per_channel_default_4" -> "264 linear_5" [label="(96, 384)", style=solid]; +"264 linear_5" -> "265 dropout_3" [label="(1, 56, 56, 96)", style=solid]; +"265 dropout_3" -> "266 layer_norm_2" [label="(1, 56, 56, 96)", style=solid]; +"266 layer_norm_2" -> "267 add_2" [label="(1, 56, 56, 96)", style=solid]; +"267 add_2" -> "269 pad_1" [label="(1, 56, 56, 96)", style=solid]; +"267 add_2" -> "342 add_5" [label="(1, 56, 56, 96)", style=solid]; +"268 _frozen_param4" -> "304 add_3" [label="(1, 3, 64, 64)", style=solid]; +"269 pad_1" -> "270 roll" [label="(1, 56, 56, 96)", style=solid]; +"270 roll" -> "271 view_6" [label="(1, 56, 56, 96)", style=solid]; +"271 view_6" -> "272 permute_6" [label="(1, 7, 8, 7, 8, 96)", style=solid]; +"272 permute_6" -> "273 reshape_4" [label="(1, 7, 7, 8, 8, 96)", style=solid]; +"273 reshape_4" -> "275 reshape_4_0_0_nncf_smooth_quant_0" [label="(49, 64, 96)", style=solid]; +"273 reshape_4" -> "305 new_zeros" [label="(49, 64, 96)", style=solid]; +"274 _frozen_param5" -> "282 linear_8" [label="(288,)", style=solid]; +"275 reshape_4_0_0_nncf_smooth_quant_0" -> "276 quantize_per_tensor_default_7" [label="(49, 64, 96)", style=solid]; +"276 quantize_per_tensor_default_7" -> "277 dequantize_per_tensor_default_7" [label="(49, 64, 96)", style=solid]; +"277 dequantize_per_tensor_default_7" -> "282 linear_8" [label="(49, 64, 96)", style=solid]; +"278 linear_8_scale_0" -> "281 dequantize_per_channel_default_5" [label="(288,)", style=solid]; +"279 linear_8_zero_point_0" -> "281 dequantize_per_channel_default_5" [label="(288,)", style=solid]; +"280 _frozen_param11_1" -> "281 dequantize_per_channel_default_5" [label="(288, 96)", style=solid]; +"281 dequantize_per_channel_default_5" -> "282 linear_8" [label="(288, 96)", style=solid]; +"282 linear_8" -> "283 reshape_5" [label="(49, 64, 288)", style=solid]; +"283 reshape_5" -> "284 permute_7" [label="(49, 64, 3, 3, 32)", style=solid]; +"284 permute_7" -> "285 select_3" [label="(3, 49, 3, 64, 32)", style=solid]; +"284 permute_7" -> "286 select_4" [label="(3, 49, 3, 64, 32)", style=solid]; +"284 permute_7" -> "287 select_5" [label="(3, 49, 3, 64, 32)", style=solid]; +"285 select_3" -> "288 linalg_vector_norm_2" [label="(49, 3, 64, 32)", style=solid]; +"285 select_3" -> "290 expand_as_2" [label="(49, 3, 64, 32)", style=solid]; +"285 select_3" -> "291 div_2" [label="(49, 3, 64, 32)", style=solid]; +"286 select_4" -> "294 linalg_vector_norm_3" [label="(49, 3, 64, 32)", style=solid]; +"286 select_4" -> "296 expand_as_3" [label="(49, 3, 64, 32)", style=solid]; +"286 select_4" -> "297 div_3" [label="(49, 3, 64, 32)", style=solid]; +"287 select_5" -> "323 matmul_3" [label="(49, 3, 64, 32)", style=solid]; +"288 linalg_vector_norm_2" -> "289 clamp_min_2" [label="(49, 3, 64, 1)", style=solid]; +"289 clamp_min_2" -> "290 expand_as_2" [label="(49, 3, 64, 1)", style=solid]; +"290 expand_as_2" -> "291 div_2" [label="(49, 3, 64, 32)", style=solid]; +"291 div_2" -> "292 quantize_per_tensor_default_8" [label="(49, 3, 64, 32)", style=solid]; +"292 quantize_per_tensor_default_8" -> "293 dequantize_per_tensor_default_8" [label="(49, 3, 64, 32)", style=solid]; +"293 dequantize_per_tensor_default_8" -> "301 matmul_2" [label="(49, 3, 64, 32)", style=solid]; +"294 linalg_vector_norm_3" -> "295 clamp_min_3" [label="(49, 3, 64, 1)", style=solid]; +"295 clamp_min_3" -> "296 expand_as_3" [label="(49, 3, 64, 1)", style=solid]; +"296 expand_as_3" -> "297 div_3" [label="(49, 3, 64, 32)", style=solid]; +"297 div_3" -> "298 quantize_per_tensor_default_9" [label="(49, 3, 64, 32)", style=solid]; +"298 quantize_per_tensor_default_9" -> "299 dequantize_per_tensor_default_9" [label="(49, 3, 64, 32)", style=solid]; +"299 dequantize_per_tensor_default_9" -> "300 transpose_2" [label="(49, 3, 64, 32)", style=solid]; +"300 transpose_2" -> "301 matmul_2" [label="(49, 3, 32, 64)", style=solid]; +"301 matmul_2" -> "303 mul_3" [label="(49, 3, 64, 64)", style=solid]; +"302 _frozen_param7" -> "303 mul_3" [label="(3, 1, 1)", style=solid]; +"303 mul_3" -> "304 add_3" [label="(49, 3, 64, 64)", style=solid]; +"304 add_3" -> "316 view_8" [label="(49, 3, 64, 64)", style=solid]; +"305 new_zeros" -> "306 view_7" [label="(56, 56)", style=solid]; +"306 view_7" -> "307 permute_8" [label="(7, 8, 7, 8)", style=solid]; +"307 permute_8" -> "308 reshape_6" [label="(7, 7, 8, 8)", style=solid]; +"308 reshape_6" -> "309 unsqueeze_2" [label="(49, 64)", style=solid]; +"308 reshape_6" -> "310 unsqueeze_3" [label="(49, 64)", style=solid]; +"309 unsqueeze_2" -> "311 sub" [label="(49, 1, 64)", style=solid]; +"310 unsqueeze_3" -> "311 sub" [label="(49, 64, 1)", style=solid]; +"311 sub" -> "312 ne" [label="(49, 64, 64)", style=solid]; +"311 sub" -> "313 masked_fill" [label="(49, 64, 64)", style=solid]; +"311 sub" -> "314 eq" [label="(49, 64, 64)", style=solid]; +"312 ne" -> "313 masked_fill" [label="(49, 64, 64)", style=solid]; +"313 masked_fill" -> "315 masked_fill_1" [label="(49, 64, 64)", style=solid]; +"314 eq" -> "315 masked_fill_1" [label="(49, 64, 64)", style=solid]; +"315 masked_fill_1" -> "317 unsqueeze_4" [label="(49, 64, 64)", style=solid]; +"316 view_8" -> "319 add_4" [label="(1, 49, 3, 64, 64)", style=solid]; +"317 unsqueeze_4" -> "318 unsqueeze_5" [label="(49, 1, 64, 64)", style=solid]; +"318 unsqueeze_5" -> "319 add_4" [label="(1, 49, 1, 64, 64)", style=solid]; +"319 add_4" -> "320 view_9" [label="(1, 49, 3, 64, 64)", style=solid]; +"320 view_9" -> "321 softmax_1" [label="(49, 3, 64, 64)", style=solid]; +"321 softmax_1" -> "322 dropout_4" [label="(49, 3, 64, 64)", style=solid]; +"322 dropout_4" -> "323 matmul_3" [label="(49, 3, 64, 64)", style=solid]; +"323 matmul_3" -> "324 transpose_3" [label="(49, 3, 64, 32)", style=solid]; +"324 transpose_3" -> "325 reshape_7" [label="(49, 64, 3, 32)", style=solid]; +"325 reshape_7" -> "326 reshape_7_0_0_nncf_smooth_quant_0" [label="(49, 64, 96)", style=solid]; +"326 reshape_7_0_0_nncf_smooth_quant_0" -> "327 quantize_per_tensor_default_10" [label="(49, 64, 96)", style=solid]; +"327 quantize_per_tensor_default_10" -> "328 dequantize_per_tensor_default_10" [label="(49, 64, 96)", style=solid]; +"328 dequantize_per_tensor_default_10" -> "333 linear_9" [label="(49, 64, 96)", style=solid]; +"329 linear_9_scale_0" -> "332 dequantize_per_channel_default_6" [label="(96,)", style=solid]; +"330 linear_9_zero_point_0" -> "332 dequantize_per_channel_default_6" [label="(96,)", style=solid]; +"331 _frozen_param12_1" -> "332 dequantize_per_channel_default_6" [label="(96, 96)", style=solid]; +"332 dequantize_per_channel_default_6" -> "333 linear_9" [label="(96, 96)", style=solid]; +"333 linear_9" -> "334 dropout_5" [label="(49, 64, 96)", style=solid]; +"334 dropout_5" -> "335 view_10" [label="(49, 64, 96)", style=solid]; +"335 view_10" -> "336 permute_9" [label="(1, 7, 7, 8, 8, 96)", style=solid]; +"336 permute_9" -> "337 reshape_8" [label="(1, 7, 8, 7, 8, 96)", style=solid]; +"337 reshape_8" -> "338 roll_1" [label="(1, 56, 56, 96)", style=solid]; +"338 roll_1" -> "339 slice_23" [label="(1, 56, 56, 96)", style=solid]; +"339 slice_23" -> "340 slice_24" [label="(1, 56, 56, 96)", style=solid]; +"340 slice_24" -> "341 layer_norm_3" [label="(1, 56, 56, 96)", style=solid]; +"341 layer_norm_3" -> "342 add_5" [label="(1, 56, 56, 96)", style=solid]; +"342 add_5" -> "343 add_5_0_0_nncf_smooth_quant_0" [label="(1, 56, 56, 96)", style=solid]; +"342 add_5" -> "363 add_6" [label="(1, 56, 56, 96)", style=solid]; +"343 add_5_0_0_nncf_smooth_quant_0" -> "344 quantize_per_tensor_default_11" [label="(1, 56, 56, 96)", style=solid]; +"344 quantize_per_tensor_default_11" -> "345 dequantize_per_tensor_default_11" [label="(1, 56, 56, 96)", style=solid]; +"345 dequantize_per_tensor_default_11" -> "350 linear_10" [label="(1, 56, 56, 96)", style=solid]; +"346 linear_10_scale_0" -> "349 dequantize_per_channel_default_7" [label="(384,)", style=solid]; +"347 linear_10_zero_point_0" -> "349 dequantize_per_channel_default_7" [label="(384,)", style=solid]; +"348 _frozen_param13_1" -> "349 dequantize_per_channel_default_7" [label="(384, 96)", style=solid]; +"349 dequantize_per_channel_default_7" -> "350 linear_10" [label="(384, 96)", style=solid]; +"350 linear_10" -> "351 gelu_1" [label="(1, 56, 56, 384)", style=solid]; +"351 gelu_1" -> "352 dropout_6" [label="(1, 56, 56, 384)", style=solid]; +"352 dropout_6" -> "353 dropout_6_0_0_nncf_smooth_quant_0" [label="(1, 56, 56, 384)", style=solid]; +"353 dropout_6_0_0_nncf_smooth_quant_0" -> "354 quantize_per_tensor_default_12" [label="(1, 56, 56, 384)", style=solid]; +"354 quantize_per_tensor_default_12" -> "355 dequantize_per_tensor_default_12" [label="(1, 56, 56, 384)", style=solid]; +"355 dequantize_per_tensor_default_12" -> "360 linear_11" [label="(1, 56, 56, 384)", style=solid]; +"356 linear_11_scale_0" -> "359 dequantize_per_channel_default_8" [label="(96,)", style=solid]; +"357 linear_11_zero_point_0" -> "359 dequantize_per_channel_default_8" [label="(96,)", style=solid]; +"358 _frozen_param14_1" -> "359 dequantize_per_channel_default_8" [label="(96, 384)", style=solid]; +"359 dequantize_per_channel_default_8" -> "360 linear_11" [label="(96, 384)", style=solid]; +"360 linear_11" -> "361 dropout_7" [label="(1, 56, 56, 96)", style=solid]; +"361 dropout_7" -> "362 layer_norm_4" [label="(1, 56, 56, 96)", style=solid]; +"362 layer_norm_4" -> "363 add_6" [label="(1, 56, 56, 96)", style=solid]; +"363 add_6" -> "364 pad_2" [label="(1, 56, 56, 96)", style=solid]; +"364 pad_2" -> "365 slice_25" [label="(1, 56, 56, 96)", style=solid]; +"364 pad_2" -> "368 slice_28" [label="(1, 56, 56, 96)", style=solid]; +"364 pad_2" -> "371 slice_31" [label="(1, 56, 56, 96)", style=solid]; +"364 pad_2" -> "374 slice_34" [label="(1, 56, 56, 96)", style=solid]; +"365 slice_25" -> "366 slice_26" [label="(1, 28, 56, 96)", style=solid]; +"366 slice_26" -> "367 slice_27" [label="(1, 28, 28, 96)", style=solid]; +"367 slice_27" -> "377 cat" [label="(1, 28, 28, 96)", style=solid]; +"368 slice_28" -> "369 slice_29" [label="(1, 28, 56, 96)", style=solid]; +"369 slice_29" -> "370 slice_30" [label="(1, 28, 28, 96)", style=solid]; +"370 slice_30" -> "377 cat" [label="(1, 28, 28, 96)", style=solid]; +"371 slice_31" -> "372 slice_32" [label="(1, 28, 56, 96)", style=solid]; +"372 slice_32" -> "373 slice_33" [label="(1, 28, 28, 96)", style=solid]; +"373 slice_33" -> "377 cat" [label="(1, 28, 28, 96)", style=solid]; +"374 slice_34" -> "375 slice_35" [label="(1, 28, 56, 96)", style=solid]; +"375 slice_35" -> "376 slice_36" [label="(1, 28, 28, 96)", style=solid]; +"376 slice_36" -> "377 cat" [label="(1, 28, 28, 96)", style=solid]; +"377 cat" -> "378 cat_0_0_nncf_smooth_quant_0" [label="(1, 28, 28, 384)", style=solid]; +"378 cat_0_0_nncf_smooth_quant_0" -> "379 quantize_per_tensor_default_13" [label="(1, 28, 28, 384)", style=solid]; +"379 quantize_per_tensor_default_13" -> "380 dequantize_per_tensor_default_13" [label="(1, 28, 28, 384)", style=solid]; +"380 dequantize_per_tensor_default_13" -> "385 linear_12" [label="(1, 28, 28, 384)", style=solid]; +"381 linear_12_scale_0" -> "384 dequantize_per_channel_default_9" [label="(192,)", style=solid]; +"382 linear_12_zero_point_0" -> "384 dequantize_per_channel_default_9" [label="(192,)", style=solid]; +"383 _frozen_param15_1" -> "384 dequantize_per_channel_default_9" [label="(192, 384)", style=solid]; +"384 dequantize_per_channel_default_9" -> "385 linear_12" [label="(192, 384)", style=solid]; +"385 linear_12" -> "386 layer_norm_5" [label="(1, 28, 28, 192)", style=solid]; +"386 layer_norm_5" -> "388 pad_3" [label="(1, 28, 28, 192)", style=solid]; +"386 layer_norm_5" -> "446 add_8" [label="(1, 28, 28, 192)", style=solid]; +"387 _frozen_param17" -> "422 add_7" [label="(1, 6, 64, 64)", style=solid]; +"388 pad_3" -> "389 view_13" [label="(1, 32, 32, 192)", style=solid]; +"389 view_13" -> "390 permute_11" [label="(1, 4, 8, 4, 8, 192)", style=solid]; +"390 permute_11" -> "391 reshape_9" [label="(1, 4, 4, 8, 8, 192)", style=solid]; +"391 reshape_9" -> "393 reshape_9_0_0_nncf_smooth_quant_0" [label="(16, 64, 192)", style=solid]; +"392 _frozen_param18" -> "400 linear_15" [label="(576,)", style=solid]; +"393 reshape_9_0_0_nncf_smooth_quant_0" -> "394 quantize_per_tensor_default_14" [label="(16, 64, 192)", style=solid]; +"394 quantize_per_tensor_default_14" -> "395 dequantize_per_tensor_default_14" [label="(16, 64, 192)", style=solid]; +"395 dequantize_per_tensor_default_14" -> "400 linear_15" [label="(16, 64, 192)", style=solid]; +"396 linear_15_scale_0" -> "399 dequantize_per_channel_default_10" [label="(576,)", style=solid]; +"397 linear_15_zero_point_0" -> "399 dequantize_per_channel_default_10" [label="(576,)", style=solid]; +"398 _frozen_param16_1" -> "399 dequantize_per_channel_default_10" [label="(576, 192)", style=solid]; +"399 dequantize_per_channel_default_10" -> "400 linear_15" [label="(576, 192)", style=solid]; +"400 linear_15" -> "401 reshape_10" [label="(16, 64, 576)", style=solid]; +"401 reshape_10" -> "402 permute_12" [label="(16, 64, 3, 6, 32)", style=solid]; +"402 permute_12" -> "403 select_6" [label="(3, 16, 6, 64, 32)", style=solid]; +"402 permute_12" -> "404 select_7" [label="(3, 16, 6, 64, 32)", style=solid]; +"402 permute_12" -> "405 select_8" [label="(3, 16, 6, 64, 32)", style=solid]; +"403 select_6" -> "406 linalg_vector_norm_4" [label="(16, 6, 64, 32)", style=solid]; +"403 select_6" -> "408 expand_as_4" [label="(16, 6, 64, 32)", style=solid]; +"403 select_6" -> "409 div_4" [label="(16, 6, 64, 32)", style=solid]; +"404 select_7" -> "412 linalg_vector_norm_5" [label="(16, 6, 64, 32)", style=solid]; +"404 select_7" -> "414 expand_as_5" [label="(16, 6, 64, 32)", style=solid]; +"404 select_7" -> "415 div_5" [label="(16, 6, 64, 32)", style=solid]; +"405 select_8" -> "425 matmul_5" [label="(16, 6, 64, 32)", style=solid]; +"406 linalg_vector_norm_4" -> "407 clamp_min_4" [label="(16, 6, 64, 1)", style=solid]; +"407 clamp_min_4" -> "408 expand_as_4" [label="(16, 6, 64, 1)", style=solid]; +"408 expand_as_4" -> "409 div_4" [label="(16, 6, 64, 32)", style=solid]; +"409 div_4" -> "410 quantize_per_tensor_default_15" [label="(16, 6, 64, 32)", style=solid]; +"410 quantize_per_tensor_default_15" -> "411 dequantize_per_tensor_default_15" [label="(16, 6, 64, 32)", style=solid]; +"411 dequantize_per_tensor_default_15" -> "419 matmul_4" [label="(16, 6, 64, 32)", style=solid]; +"412 linalg_vector_norm_5" -> "413 clamp_min_5" [label="(16, 6, 64, 1)", style=solid]; +"413 clamp_min_5" -> "414 expand_as_5" [label="(16, 6, 64, 1)", style=solid]; +"414 expand_as_5" -> "415 div_5" [label="(16, 6, 64, 32)", style=solid]; +"415 div_5" -> "416 quantize_per_tensor_default_16" [label="(16, 6, 64, 32)", style=solid]; +"416 quantize_per_tensor_default_16" -> "417 dequantize_per_tensor_default_16" [label="(16, 6, 64, 32)", style=solid]; +"417 dequantize_per_tensor_default_16" -> "418 transpose_4" [label="(16, 6, 64, 32)", style=solid]; +"418 transpose_4" -> "419 matmul_4" [label="(16, 6, 32, 64)", style=solid]; +"419 matmul_4" -> "421 mul_5" [label="(16, 6, 64, 64)", style=solid]; +"420 _frozen_param20" -> "421 mul_5" [label="(6, 1, 1)", style=solid]; +"421 mul_5" -> "422 add_7" [label="(16, 6, 64, 64)", style=solid]; +"422 add_7" -> "423 softmax_2" [label="(16, 6, 64, 64)", style=solid]; +"423 softmax_2" -> "424 dropout_8" [label="(16, 6, 64, 64)", style=solid]; +"424 dropout_8" -> "425 matmul_5" [label="(16, 6, 64, 64)", style=solid]; +"425 matmul_5" -> "426 transpose_5" [label="(16, 6, 64, 32)", style=solid]; +"426 transpose_5" -> "427 reshape_11" [label="(16, 64, 6, 32)", style=solid]; +"427 reshape_11" -> "428 reshape_11_0_0_nncf_smooth_quant_0" [label="(16, 64, 192)", style=solid]; +"428 reshape_11_0_0_nncf_smooth_quant_0" -> "429 quantize_per_tensor_default_17" [label="(16, 64, 192)", style=solid]; +"429 quantize_per_tensor_default_17" -> "430 dequantize_per_tensor_default_17" [label="(16, 64, 192)", style=solid]; +"430 dequantize_per_tensor_default_17" -> "435 linear_16" [label="(16, 64, 192)", style=solid]; +"431 linear_16_scale_0" -> "434 dequantize_per_channel_default_11" [label="(192,)", style=solid]; +"432 linear_16_zero_point_0" -> "434 dequantize_per_channel_default_11" [label="(192,)", style=solid]; +"433 _frozen_param19_1" -> "434 dequantize_per_channel_default_11" [label="(192, 192)", style=solid]; +"434 dequantize_per_channel_default_11" -> "435 linear_16" [label="(192, 192)", style=solid]; +"435 linear_16" -> "436 dropout_9" [label="(16, 64, 192)", style=solid]; +"436 dropout_9" -> "437 view_14" [label="(16, 64, 192)", style=solid]; +"437 view_14" -> "438 permute_13" [label="(1, 4, 4, 8, 8, 192)", style=solid]; +"438 permute_13" -> "439 reshape_12" [label="(1, 4, 8, 4, 8, 192)", style=solid]; +"439 reshape_12" -> "440 slice_38" [label="(1, 32, 32, 192)", style=solid]; +"440 slice_38" -> "441 slice_39" [label="(1, 32, 32, 192)", style=solid]; +"441 slice_39" -> "442 slice_40" [label="(1, 28, 32, 192)", style=solid]; +"442 slice_40" -> "443 slice_41" [label="(1, 28, 28, 192)", style=solid]; +"443 slice_41" -> "444 contiguous_3" [label="(1, 28, 28, 192)", style=solid]; +"444 contiguous_3" -> "445 layer_norm_6" [label="(1, 28, 28, 192)", style=solid]; +"445 layer_norm_6" -> "446 add_8" [label="(1, 28, 28, 192)", style=solid]; +"446 add_8" -> "447 add_8_0_0_nncf_smooth_quant_0" [label="(1, 28, 28, 192)", style=solid]; +"446 add_8" -> "467 add_9" [label="(1, 28, 28, 192)", style=solid]; +"447 add_8_0_0_nncf_smooth_quant_0" -> "448 quantize_per_tensor_default_18" [label="(1, 28, 28, 192)", style=solid]; +"448 quantize_per_tensor_default_18" -> "449 dequantize_per_tensor_default_18" [label="(1, 28, 28, 192)", style=solid]; +"449 dequantize_per_tensor_default_18" -> "454 linear_17" [label="(1, 28, 28, 192)", style=solid]; +"450 linear_17_scale_0" -> "453 dequantize_per_channel_default_12" [label="(768,)", style=solid]; +"451 linear_17_zero_point_0" -> "453 dequantize_per_channel_default_12" [label="(768,)", style=solid]; +"452 _frozen_param23_1" -> "453 dequantize_per_channel_default_12" [label="(768, 192)", style=solid]; +"453 dequantize_per_channel_default_12" -> "454 linear_17" [label="(768, 192)", style=solid]; +"454 linear_17" -> "455 gelu_2" [label="(1, 28, 28, 768)", style=solid]; +"455 gelu_2" -> "456 dropout_10" [label="(1, 28, 28, 768)", style=solid]; +"456 dropout_10" -> "457 dropout_10_0_0_nncf_smooth_quant_0" [label="(1, 28, 28, 768)", style=solid]; +"457 dropout_10_0_0_nncf_smooth_quant_0" -> "458 quantize_per_tensor_default_19" [label="(1, 28, 28, 768)", style=solid]; +"458 quantize_per_tensor_default_19" -> "459 dequantize_per_tensor_default_19" [label="(1, 28, 28, 768)", style=solid]; +"459 dequantize_per_tensor_default_19" -> "464 linear_18" [label="(1, 28, 28, 768)", style=solid]; +"460 linear_18_scale_0" -> "463 dequantize_per_channel_default_13" [label="(192,)", style=solid]; +"461 linear_18_zero_point_0" -> "463 dequantize_per_channel_default_13" [label="(192,)", style=solid]; +"462 _frozen_param25_1" -> "463 dequantize_per_channel_default_13" [label="(192, 768)", style=solid]; +"463 dequantize_per_channel_default_13" -> "464 linear_18" [label="(192, 768)", style=solid]; +"464 linear_18" -> "465 dropout_11" [label="(1, 28, 28, 192)", style=solid]; +"465 dropout_11" -> "466 layer_norm_7" [label="(1, 28, 28, 192)", style=solid]; +"466 layer_norm_7" -> "467 add_9" [label="(1, 28, 28, 192)", style=solid]; +"467 add_9" -> "469 pad_4" [label="(1, 28, 28, 192)", style=solid]; +"467 add_9" -> "545 add_12" [label="(1, 28, 28, 192)", style=solid]; +"468 _frozen_param21" -> "504 add_10" [label="(1, 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dequantize_per_tensor_default_111" -> "1863 linear_112" [label="(4, 64, 384)", style=solid]; +"1859 linear_112_scale_0" -> "1862 dequantize_per_channel_default_75" [label="(1152,)", style=solid]; +"1860 linear_112_zero_point_0" -> "1862 dequantize_per_channel_default_75" [label="(1152,)", style=solid]; +"1861 _frozen_param117_1" -> "1862 dequantize_per_channel_default_75" [label="(1152, 384)", style=solid]; +"1862 dequantize_per_channel_default_75" -> "1863 linear_112" [label="(1152, 384)", style=solid]; +"1863 linear_112" -> "1864 reshape_82" [label="(4, 64, 1152)", style=solid]; +"1864 reshape_82" -> "1865 permute_84" [label="(4, 64, 3, 12, 32)", style=solid]; +"1865 permute_84" -> "1866 select_54" [label="(3, 4, 12, 64, 32)", style=solid]; +"1865 permute_84" -> "1867 select_55" [label="(3, 4, 12, 64, 32)", style=solid]; +"1865 permute_84" -> "1868 select_56" [label="(3, 4, 12, 64, 32)", style=solid]; +"1866 select_54" -> "1869 linalg_vector_norm_36" [label="(4, 12, 64, 32)", style=solid]; +"1866 select_54" -> "1871 expand_as_36" [label="(4, 12, 64, 32)", style=solid]; +"1866 select_54" -> "1872 div_36" [label="(4, 12, 64, 32)", style=solid]; +"1867 select_55" -> "1875 linalg_vector_norm_37" [label="(4, 12, 64, 32)", style=solid]; +"1867 select_55" -> "1877 expand_as_37" [label="(4, 12, 64, 32)", style=solid]; +"1867 select_55" -> "1878 div_37" [label="(4, 12, 64, 32)", style=solid]; +"1868 select_56" -> "1888 matmul_37" [label="(4, 12, 64, 32)", style=solid]; +"1869 linalg_vector_norm_36" -> "1870 clamp_min_36" [label="(4, 12, 64, 1)", style=solid]; +"1870 clamp_min_36" -> "1871 expand_as_36" [label="(4, 12, 64, 1)", style=solid]; +"1871 expand_as_36" -> "1872 div_36" [label="(4, 12, 64, 32)", style=solid]; +"1872 div_36" -> "1873 quantize_per_tensor_default_112" [label="(4, 12, 64, 32)", style=solid]; +"1873 quantize_per_tensor_default_112" -> "1874 dequantize_per_tensor_default_112" [label="(4, 12, 64, 32)", style=solid]; +"1874 dequantize_per_tensor_default_112" -> "1882 matmul_36" [label="(4, 12, 64, 32)", style=solid]; +"1875 linalg_vector_norm_37" -> "1876 clamp_min_37" [label="(4, 12, 64, 1)", style=solid]; +"1876 clamp_min_37" -> "1877 expand_as_37" [label="(4, 12, 64, 1)", style=solid]; +"1877 expand_as_37" -> "1878 div_37" [label="(4, 12, 64, 32)", style=solid]; +"1878 div_37" -> "1879 quantize_per_tensor_default_113" [label="(4, 12, 64, 32)", style=solid]; +"1879 quantize_per_tensor_default_113" -> "1880 dequantize_per_tensor_default_113" [label="(4, 12, 64, 32)", style=solid]; +"1880 dequantize_per_tensor_default_113" -> "1881 transpose_36" [label="(4, 12, 64, 32)", style=solid]; +"1881 transpose_36" -> "1882 matmul_36" [label="(4, 12, 32, 64)", style=solid]; +"1882 matmul_36" -> "1884 mul_37" [label="(4, 12, 64, 64)", style=solid]; +"1883 _frozen_param156" -> "1884 mul_37" [label="(12, 1, 1)", style=solid]; +"1884 mul_37" -> "1885 add_63" [label="(4, 12, 64, 64)", style=solid]; +"1885 add_63" -> "1886 softmax_18" [label="(4, 12, 64, 64)", style=solid]; +"1886 softmax_18" -> "1887 dropout_72" [label="(4, 12, 64, 64)", style=solid]; +"1887 dropout_72" -> "1888 matmul_37" [label="(4, 12, 64, 64)", style=solid]; +"1888 matmul_37" -> "1889 transpose_37" [label="(4, 12, 64, 32)", style=solid]; +"1889 transpose_37" -> "1890 reshape_83" [label="(4, 64, 12, 32)", style=solid]; +"1890 reshape_83" -> "1891 reshape_83_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1891 reshape_83_0_0_nncf_smooth_quant_0" -> "1892 quantize_per_tensor_default_114" [label="(4, 64, 384)", style=solid]; +"1892 quantize_per_tensor_default_114" -> "1893 dequantize_per_tensor_default_114" [label="(4, 64, 384)", style=solid]; +"1893 dequantize_per_tensor_default_114" -> "1898 linear_113" [label="(4, 64, 384)", style=solid]; +"1894 linear_113_scale_0" -> "1897 dequantize_per_channel_default_76" [label="(384,)", style=solid]; +"1895 linear_113_zero_point_0" -> "1897 dequantize_per_channel_default_76" [label="(384,)", style=solid]; +"1896 _frozen_param118_1" -> "1897 dequantize_per_channel_default_76" [label="(384, 384)", style=solid]; +"1897 dequantize_per_channel_default_76" -> "1898 linear_113" [label="(384, 384)", style=solid]; +"1898 linear_113" -> "1899 dropout_73" [label="(4, 64, 384)", style=solid]; +"1899 dropout_73" -> "1900 view_102" [label="(4, 64, 384)", style=solid]; +"1900 view_102" -> "1901 permute_85" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1901 permute_85" -> "1902 reshape_84" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1902 reshape_84" -> "1903 slice_274" [label="(1, 16, 16, 384)", style=solid]; +"1903 slice_274" -> "1904 slice_275" [label="(1, 16, 16, 384)", style=solid]; +"1904 slice_275" -> "1905 slice_276" [label="(1, 14, 16, 384)", style=solid]; +"1905 slice_276" -> "1906 slice_277" [label="(1, 14, 14, 384)", style=solid]; +"1906 slice_277" -> "1907 contiguous_35" [label="(1, 14, 14, 384)", style=solid]; +"1907 contiguous_35" -> "1908 layer_norm_39" [label="(1, 14, 14, 384)", style=solid]; +"1908 layer_norm_39" -> "1909 add_64" [label="(1, 14, 14, 384)", style=solid]; +"1909 add_64" -> "1910 add_64_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; +"1909 add_64" -> "1930 add_65" [label="(1, 14, 14, 384)", style=solid]; +"1910 add_64_0_0_nncf_smooth_quant_0" -> "1911 quantize_per_tensor_default_115" [label="(1, 14, 14, 384)", style=solid]; +"1911 quantize_per_tensor_default_115" -> "1912 dequantize_per_tensor_default_115" [label="(1, 14, 14, 384)", style=solid]; +"1912 dequantize_per_tensor_default_115" -> "1917 linear_114" [label="(1, 14, 14, 384)", style=solid]; +"1913 linear_114_scale_0" -> "1916 dequantize_per_channel_default_77" [label="(1536,)", style=solid]; +"1914 linear_114_zero_point_0" -> "1916 dequantize_per_channel_default_77" [label="(1536,)", style=solid]; +"1915 _frozen_param121_1" -> "1916 dequantize_per_channel_default_77" [label="(1536, 384)", style=solid]; +"1916 dequantize_per_channel_default_77" -> "1917 linear_114" [label="(1536, 384)", style=solid]; +"1917 linear_114" -> "1918 gelu_18" [label="(1, 14, 14, 1536)", style=solid]; +"1918 gelu_18" -> "1919 dropout_74" [label="(1, 14, 14, 1536)", style=solid]; +"1919 dropout_74" -> "1920 dropout_74_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; +"1920 dropout_74_0_0_nncf_smooth_quant_0" -> "1921 quantize_per_tensor_default_116" [label="(1, 14, 14, 1536)", style=solid]; +"1921 quantize_per_tensor_default_116" -> "1922 dequantize_per_tensor_default_116" [label="(1, 14, 14, 1536)", style=solid]; +"1922 dequantize_per_tensor_default_116" -> "1927 linear_115" [label="(1, 14, 14, 1536)", style=solid]; +"1923 linear_115_scale_0" -> "1926 dequantize_per_channel_default_78" [label="(384,)", style=solid]; +"1924 linear_115_zero_point_0" -> "1926 dequantize_per_channel_default_78" [label="(384,)", style=solid]; +"1925 _frozen_param125_1" -> "1926 dequantize_per_channel_default_78" [label="(384, 1536)", style=solid]; +"1926 dequantize_per_channel_default_78" -> "1927 linear_115" [label="(384, 1536)", style=solid]; +"1927 linear_115" -> "1928 dropout_75" [label="(1, 14, 14, 384)", style=solid]; +"1928 dropout_75" -> "1929 layer_norm_40" [label="(1, 14, 14, 384)", style=solid]; +"1929 layer_norm_40" -> "1930 add_65" [label="(1, 14, 14, 384)", style=solid]; +"1930 add_65" -> "1932 pad_21" [label="(1, 14, 14, 384)", style=solid]; +"1930 add_65" -> "2008 add_68" [label="(1, 14, 14, 384)", style=solid]; +"1931 _frozen_param157" -> "1967 add_66" [label="(1, 12, 64, 64)", style=solid]; +"1932 pad_21" -> "1933 roll_18" [label="(1, 16, 16, 384)", style=solid]; +"1933 roll_18" -> "1934 view_105" [label="(1, 16, 16, 384)", style=solid]; +"1934 view_105" -> "1935 permute_87" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1935 permute_87" -> "1936 reshape_85" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1936 reshape_85" -> "1938 reshape_85_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1936 reshape_85" -> "1968 new_zeros_9" [label="(4, 64, 384)", style=solid]; +"1937 _frozen_param158" -> "1945 linear_118" [label="(1152,)", style=solid]; +"1938 reshape_85_0_0_nncf_smooth_quant_0" -> "1939 quantize_per_tensor_default_117" [label="(4, 64, 384)", style=solid]; +"1939 quantize_per_tensor_default_117" -> "1940 dequantize_per_tensor_default_117" [label="(4, 64, 384)", style=solid]; +"1940 dequantize_per_tensor_default_117" -> "1945 linear_118" [label="(4, 64, 384)", style=solid]; +"1941 linear_118_scale_0" -> "1944 dequantize_per_channel_default_79" [label="(1152,)", style=solid]; +"1942 linear_118_zero_point_0" -> "1944 dequantize_per_channel_default_79" [label="(1152,)", style=solid]; +"1943 _frozen_param127_1" -> "1944 dequantize_per_channel_default_79" [label="(1152, 384)", style=solid]; +"1944 dequantize_per_channel_default_79" -> "1945 linear_118" [label="(1152, 384)", style=solid]; +"1945 linear_118" -> "1946 reshape_86" [label="(4, 64, 1152)", style=solid]; +"1946 reshape_86" -> "1947 permute_88" [label="(4, 64, 3, 12, 32)", style=solid]; +"1947 permute_88" -> "1948 select_57" [label="(3, 4, 12, 64, 32)", style=solid]; +"1947 permute_88" -> "1949 select_58" [label="(3, 4, 12, 64, 32)", style=solid]; +"1947 permute_88" -> "1950 select_59" [label="(3, 4, 12, 64, 32)", style=solid]; +"1948 select_57" -> "1951 linalg_vector_norm_38" [label="(4, 12, 64, 32)", style=solid]; +"1948 select_57" -> "1953 expand_as_38" [label="(4, 12, 64, 32)", style=solid]; +"1948 select_57" -> "1954 div_38" [label="(4, 12, 64, 32)", style=solid]; +"1949 select_58" -> "1957 linalg_vector_norm_39" [label="(4, 12, 64, 32)", style=solid]; +"1949 select_58" -> "1959 expand_as_39" [label="(4, 12, 64, 32)", style=solid]; +"1949 select_58" -> "1960 div_39" [label="(4, 12, 64, 32)", style=solid]; +"1950 select_59" -> "1986 matmul_39" [label="(4, 12, 64, 32)", style=solid]; +"1951 linalg_vector_norm_38" -> "1952 clamp_min_38" [label="(4, 12, 64, 1)", style=solid]; +"1952 clamp_min_38" -> "1953 expand_as_38" [label="(4, 12, 64, 1)", style=solid]; +"1953 expand_as_38" -> "1954 div_38" [label="(4, 12, 64, 32)", style=solid]; +"1954 div_38" -> "1955 quantize_per_tensor_default_118" [label="(4, 12, 64, 32)", style=solid]; +"1955 quantize_per_tensor_default_118" -> "1956 dequantize_per_tensor_default_118" [label="(4, 12, 64, 32)", style=solid]; +"1956 dequantize_per_tensor_default_118" -> "1964 matmul_38" [label="(4, 12, 64, 32)", style=solid]; +"1957 linalg_vector_norm_39" -> "1958 clamp_min_39" [label="(4, 12, 64, 1)", style=solid]; +"1958 clamp_min_39" -> "1959 expand_as_39" [label="(4, 12, 64, 1)", style=solid]; +"1959 expand_as_39" -> "1960 div_39" [label="(4, 12, 64, 32)", style=solid]; +"1960 div_39" -> "1961 quantize_per_tensor_default_119" [label="(4, 12, 64, 32)", style=solid]; +"1961 quantize_per_tensor_default_119" -> "1962 dequantize_per_tensor_default_119" [label="(4, 12, 64, 32)", style=solid]; +"1962 dequantize_per_tensor_default_119" -> "1963 transpose_38" [label="(4, 12, 64, 32)", style=solid]; +"1963 transpose_38" -> "1964 matmul_38" [label="(4, 12, 32, 64)", style=solid]; +"1964 matmul_38" -> "1966 mul_39" [label="(4, 12, 64, 64)", style=solid]; +"1965 _frozen_param160" -> "1966 mul_39" [label="(12, 1, 1)", style=solid]; +"1966 mul_39" -> "1967 add_66" [label="(4, 12, 64, 64)", style=solid]; +"1967 add_66" -> "1979 view_107" [label="(4, 12, 64, 64)", style=solid]; +"1968 new_zeros_9" -> "1969 view_106" [label="(16, 16)", style=solid]; +"1969 view_106" -> "1970 permute_89" [label="(2, 8, 2, 8)", style=solid]; +"1970 permute_89" -> "1971 reshape_87" [label="(2, 2, 8, 8)", style=solid]; +"1971 reshape_87" -> "1972 unsqueeze_56" [label="(4, 64)", style=solid]; +"1971 reshape_87" -> "1973 unsqueeze_57" [label="(4, 64)", style=solid]; +"1972 unsqueeze_56" -> "1974 sub_9" [label="(4, 1, 64)", style=solid]; +"1973 unsqueeze_57" -> "1974 sub_9" [label="(4, 64, 1)", style=solid]; +"1974 sub_9" -> "1975 ne_9" [label="(4, 64, 64)", style=solid]; +"1974 sub_9" -> "1976 masked_fill_18" [label="(4, 64, 64)", style=solid]; +"1974 sub_9" -> "1977 eq_9" [label="(4, 64, 64)", style=solid]; +"1975 ne_9" -> "1976 masked_fill_18" [label="(4, 64, 64)", style=solid]; +"1976 masked_fill_18" -> "1978 masked_fill_19" [label="(4, 64, 64)", style=solid]; +"1977 eq_9" -> "1978 masked_fill_19" [label="(4, 64, 64)", style=solid]; +"1978 masked_fill_19" -> "1980 unsqueeze_58" [label="(4, 64, 64)", style=solid]; +"1979 view_107" -> "1982 add_67" [label="(1, 4, 12, 64, 64)", style=solid]; +"1980 unsqueeze_58" -> "1981 unsqueeze_59" [label="(4, 1, 64, 64)", style=solid]; +"1981 unsqueeze_59" -> "1982 add_67" [label="(1, 4, 1, 64, 64)", style=solid]; +"1982 add_67" -> "1983 view_108" [label="(1, 4, 12, 64, 64)", style=solid]; +"1983 view_108" -> "1984 softmax_19" [label="(4, 12, 64, 64)", style=solid]; +"1984 softmax_19" -> "1985 dropout_76" [label="(4, 12, 64, 64)", style=solid]; +"1985 dropout_76" -> "1986 matmul_39" [label="(4, 12, 64, 64)", style=solid]; +"1986 matmul_39" -> "1987 transpose_39" [label="(4, 12, 64, 32)", style=solid]; +"1987 transpose_39" -> "1988 reshape_88" [label="(4, 64, 12, 32)", style=solid]; +"1988 reshape_88" -> "1989 reshape_88_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1989 reshape_88_0_0_nncf_smooth_quant_0" -> "1990 quantize_per_tensor_default_120" [label="(4, 64, 384)", style=solid]; +"1990 quantize_per_tensor_default_120" -> "1991 dequantize_per_tensor_default_120" [label="(4, 64, 384)", style=solid]; +"1991 dequantize_per_tensor_default_120" -> "1996 linear_119" [label="(4, 64, 384)", style=solid]; +"1992 linear_119_scale_0" -> "1995 dequantize_per_channel_default_80" [label="(384,)", style=solid]; +"1993 linear_119_zero_point_0" -> "1995 dequantize_per_channel_default_80" [label="(384,)", style=solid]; +"1994 _frozen_param128_1" -> "1995 dequantize_per_channel_default_80" [label="(384, 384)", style=solid]; +"1995 dequantize_per_channel_default_80" -> "1996 linear_119" [label="(384, 384)", style=solid]; +"1996 linear_119" -> "1997 dropout_77" [label="(4, 64, 384)", style=solid]; +"1997 dropout_77" -> "1998 view_109" [label="(4, 64, 384)", style=solid]; +"1998 view_109" -> "1999 permute_90" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1999 permute_90" -> "2000 reshape_89" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"2000 reshape_89" -> "2001 roll_19" [label="(1, 16, 16, 384)", style=solid]; +"2001 roll_19" -> "2002 slice_297" [label="(1, 16, 16, 384)", style=solid]; +"2002 slice_297" -> "2003 slice_298" [label="(1, 16, 16, 384)", style=solid]; +"2003 slice_298" -> "2004 slice_299" [label="(1, 14, 16, 384)", style=solid]; +"2004 slice_299" -> "2005 slice_300" [label="(1, 14, 14, 384)", style=solid]; +"2005 slice_300" -> "2006 contiguous_37" [label="(1, 14, 14, 384)", style=solid]; +"2006 contiguous_37" -> "2007 layer_norm_41" [label="(1, 14, 14, 384)", style=solid]; +"2007 layer_norm_41" -> "2008 add_68" [label="(1, 14, 14, 384)", style=solid]; +"2008 add_68" -> "2009 add_68_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; +"2008 add_68" -> "2029 add_69" [label="(1, 14, 14, 384)", style=solid]; +"2009 add_68_0_0_nncf_smooth_quant_0" -> "2010 quantize_per_tensor_default_121" [label="(1, 14, 14, 384)", style=solid]; +"2010 quantize_per_tensor_default_121" -> "2011 dequantize_per_tensor_default_121" [label="(1, 14, 14, 384)", style=solid]; +"2011 dequantize_per_tensor_default_121" -> "2016 linear_120" [label="(1, 14, 14, 384)", style=solid]; +"2012 linear_120_scale_0" -> "2015 dequantize_per_channel_default_81" [label="(1536,)", style=solid]; +"2013 linear_120_zero_point_0" -> "2015 dequantize_per_channel_default_81" [label="(1536,)", style=solid]; +"2014 _frozen_param129_1" -> "2015 dequantize_per_channel_default_81" [label="(1536, 384)", style=solid]; +"2015 dequantize_per_channel_default_81" -> "2016 linear_120" [label="(1536, 384)", style=solid]; +"2016 linear_120" -> "2017 gelu_19" [label="(1, 14, 14, 1536)", style=solid]; +"2017 gelu_19" -> "2018 dropout_78" [label="(1, 14, 14, 1536)", style=solid]; +"2018 dropout_78" -> "2019 dropout_78_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; +"2019 dropout_78_0_0_nncf_smooth_quant_0" -> "2020 quantize_per_tensor_default_122" [label="(1, 14, 14, 1536)", style=solid]; +"2020 quantize_per_tensor_default_122" -> "2021 dequantize_per_tensor_default_122" [label="(1, 14, 14, 1536)", style=solid]; +"2021 dequantize_per_tensor_default_122" -> "2026 linear_121" [label="(1, 14, 14, 1536)", style=solid]; +"2022 linear_121_scale_0" -> "2025 dequantize_per_channel_default_82" [label="(384,)", style=solid]; +"2023 linear_121_zero_point_0" -> "2025 dequantize_per_channel_default_82" [label="(384,)", style=solid]; +"2024 _frozen_param130_1" -> "2025 dequantize_per_channel_default_82" [label="(384, 1536)", style=solid]; +"2025 dequantize_per_channel_default_82" -> "2026 linear_121" [label="(384, 1536)", style=solid]; +"2026 linear_121" -> "2027 dropout_79" [label="(1, 14, 14, 384)", style=solid]; +"2027 dropout_79" -> "2028 layer_norm_42" [label="(1, 14, 14, 384)", style=solid]; +"2028 layer_norm_42" -> "2029 add_69" [label="(1, 14, 14, 384)", style=solid]; +"2029 add_69" -> "2031 pad_22" [label="(1, 14, 14, 384)", style=solid]; +"2029 add_69" -> "2089 add_71" [label="(1, 14, 14, 384)", style=solid]; +"2030 _frozen_param170" -> "2065 add_70" [label="(1, 12, 64, 64)", style=solid]; +"2031 pad_22" -> "2032 view_112" [label="(1, 16, 16, 384)", style=solid]; +"2032 view_112" -> "2033 permute_92" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"2033 permute_92" -> "2034 reshape_90" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"2034 reshape_90" -> "2036 reshape_90_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"2035 _frozen_param171" -> "2043 linear_124" [label="(1152,)", style=solid]; +"2036 reshape_90_0_0_nncf_smooth_quant_0" -> "2037 quantize_per_tensor_default_123" [label="(4, 64, 384)", style=solid]; +"2037 quantize_per_tensor_default_123" -> "2038 dequantize_per_tensor_default_123" [label="(4, 64, 384)", style=solid]; +"2038 dequantize_per_tensor_default_123" -> "2043 linear_124" [label="(4, 64, 384)", style=solid]; +"2039 linear_124_scale_0" -> "2042 dequantize_per_channel_default_83" [label="(1152,)", style=solid]; +"2040 linear_124_zero_point_0" -> "2042 dequantize_per_channel_default_83" [label="(1152,)", style=solid]; +"2041 _frozen_param131_1" -> "2042 dequantize_per_channel_default_83" [label="(1152, 384)", style=solid]; +"2042 dequantize_per_channel_default_83" -> "2043 linear_124" [label="(1152, 384)", style=solid]; +"2043 linear_124" -> "2044 reshape_91" [label="(4, 64, 1152)", style=solid]; +"2044 reshape_91" -> "2045 permute_93" [label="(4, 64, 3, 12, 32)", style=solid]; +"2045 permute_93" -> "2046 select_60" [label="(3, 4, 12, 64, 32)", style=solid]; +"2045 permute_93" -> "2047 select_61" [label="(3, 4, 12, 64, 32)", style=solid]; +"2045 permute_93" -> "2048 select_62" [label="(3, 4, 12, 64, 32)", style=solid]; +"2046 select_60" -> "2049 linalg_vector_norm_40" [label="(4, 12, 64, 32)", style=solid]; +"2046 select_60" -> "2051 expand_as_40" [label="(4, 12, 64, 32)", style=solid]; +"2046 select_60" -> "2052 div_40" [label="(4, 12, 64, 32)", style=solid]; +"2047 select_61" -> "2055 linalg_vector_norm_41" [label="(4, 12, 64, 32)", style=solid]; +"2047 select_61" -> "2057 expand_as_41" [label="(4, 12, 64, 32)", style=solid]; +"2047 select_61" -> "2058 div_41" [label="(4, 12, 64, 32)", style=solid]; +"2048 select_62" -> "2068 matmul_41" [label="(4, 12, 64, 32)", style=solid]; +"2049 linalg_vector_norm_40" -> "2050 clamp_min_40" [label="(4, 12, 64, 1)", style=solid]; +"2050 clamp_min_40" -> "2051 expand_as_40" [label="(4, 12, 64, 1)", style=solid]; +"2051 expand_as_40" -> "2052 div_40" [label="(4, 12, 64, 32)", style=solid]; +"2052 div_40" -> "2053 quantize_per_tensor_default_124" [label="(4, 12, 64, 32)", style=solid]; +"2053 quantize_per_tensor_default_124" -> "2054 dequantize_per_tensor_default_124" [label="(4, 12, 64, 32)", style=solid]; +"2054 dequantize_per_tensor_default_124" -> "2062 matmul_40" [label="(4, 12, 64, 32)", style=solid]; +"2055 linalg_vector_norm_41" -> "2056 clamp_min_41" [label="(4, 12, 64, 1)", style=solid]; +"2056 clamp_min_41" -> "2057 expand_as_41" [label="(4, 12, 64, 1)", style=solid]; +"2057 expand_as_41" -> "2058 div_41" [label="(4, 12, 64, 32)", style=solid]; +"2058 div_41" -> "2059 quantize_per_tensor_default_125" [label="(4, 12, 64, 32)", style=solid]; +"2059 quantize_per_tensor_default_125" -> "2060 dequantize_per_tensor_default_125" [label="(4, 12, 64, 32)", style=solid]; +"2060 dequantize_per_tensor_default_125" -> "2061 transpose_40" [label="(4, 12, 64, 32)", style=solid]; +"2061 transpose_40" -> "2062 matmul_40" [label="(4, 12, 32, 64)", style=solid]; +"2062 matmul_40" -> "2064 mul_41" [label="(4, 12, 64, 64)", style=solid]; +"2063 _frozen_param173" -> "2064 mul_41" [label="(12, 1, 1)", style=solid]; +"2064 mul_41" -> "2065 add_70" [label="(4, 12, 64, 64)", style=solid]; +"2065 add_70" -> "2066 softmax_20" [label="(4, 12, 64, 64)", style=solid]; +"2066 softmax_20" -> "2067 dropout_80" [label="(4, 12, 64, 64)", style=solid]; +"2067 dropout_80" -> "2068 matmul_41" [label="(4, 12, 64, 64)", style=solid]; +"2068 matmul_41" -> "2069 transpose_41" [label="(4, 12, 64, 32)", style=solid]; +"2069 transpose_41" -> "2070 reshape_92" [label="(4, 64, 12, 32)", style=solid]; +"2070 reshape_92" -> "2071 reshape_92_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"2071 reshape_92_0_0_nncf_smooth_quant_0" -> "2072 quantize_per_tensor_default_126" [label="(4, 64, 384)", style=solid]; +"2072 quantize_per_tensor_default_126" -> "2073 dequantize_per_tensor_default_126" [label="(4, 64, 384)", style=solid]; +"2073 dequantize_per_tensor_default_126" -> "2078 linear_125" [label="(4, 64, 384)", style=solid]; +"2074 linear_125_scale_0" -> "2077 dequantize_per_channel_default_84" [label="(384,)", style=solid]; +"2075 linear_125_zero_point_0" -> "2077 dequantize_per_channel_default_84" [label="(384,)", style=solid]; +"2076 _frozen_param132_1" -> "2077 dequantize_per_channel_default_84" [label="(384, 384)", style=solid]; +"2077 dequantize_per_channel_default_84" -> "2078 linear_125" [label="(384, 384)", style=solid]; +"2078 linear_125" -> "2079 dropout_81" [label="(4, 64, 384)", style=solid]; +"2079 dropout_81" -> "2080 view_113" [label="(4, 64, 384)", style=solid]; +"2080 view_113" -> "2081 permute_94" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"2081 permute_94" -> "2082 reshape_93" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"2082 reshape_93" -> "2083 slice_302" [label="(1, 16, 16, 384)", style=solid]; +"2083 slice_302" -> "2084 slice_303" [label="(1, 16, 16, 384)", style=solid]; +"2084 slice_303" -> "2085 slice_304" [label="(1, 14, 16, 384)", style=solid]; +"2085 slice_304" -> "2086 slice_305" [label="(1, 14, 14, 384)", style=solid]; +"2086 slice_305" -> "2087 contiguous_39" [label="(1, 14, 14, 384)", style=solid]; +"2087 contiguous_39" -> "2088 layer_norm_43" [label="(1, 14, 14, 384)", style=solid]; +"2088 layer_norm_43" -> "2089 add_71" [label="(1, 14, 14, 384)", style=solid]; +"2089 add_71" -> "2090 add_71_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; +"2089 add_71" -> "2110 add_72" [label="(1, 14, 14, 384)", style=solid]; +"2090 add_71_0_0_nncf_smooth_quant_0" -> "2091 quantize_per_tensor_default_127" [label="(1, 14, 14, 384)", style=solid]; +"2091 quantize_per_tensor_default_127" -> "2092 dequantize_per_tensor_default_127" [label="(1, 14, 14, 384)", style=solid]; +"2092 dequantize_per_tensor_default_127" -> "2097 linear_126" [label="(1, 14, 14, 384)", style=solid]; +"2093 linear_126_scale_0" -> "2096 dequantize_per_channel_default_85" [label="(1536,)", style=solid]; +"2094 linear_126_zero_point_0" -> "2096 dequantize_per_channel_default_85" [label="(1536,)", style=solid]; +"2095 _frozen_param133_1" -> "2096 dequantize_per_channel_default_85" [label="(1536, 384)", style=solid]; +"2096 dequantize_per_channel_default_85" -> "2097 linear_126" [label="(1536, 384)", style=solid]; +"2097 linear_126" -> "2098 gelu_20" [label="(1, 14, 14, 1536)", style=solid]; +"2098 gelu_20" -> "2099 dropout_82" [label="(1, 14, 14, 1536)", style=solid]; +"2099 dropout_82" -> "2100 dropout_82_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; +"2100 dropout_82_0_0_nncf_smooth_quant_0" -> "2101 quantize_per_tensor_default_128" [label="(1, 14, 14, 1536)", style=solid]; +"2101 quantize_per_tensor_default_128" -> "2102 dequantize_per_tensor_default_128" [label="(1, 14, 14, 1536)", style=solid]; +"2102 dequantize_per_tensor_default_128" -> "2107 linear_127" [label="(1, 14, 14, 1536)", style=solid]; +"2103 linear_127_scale_0" -> "2106 dequantize_per_channel_default_86" [label="(384,)", style=solid]; +"2104 linear_127_zero_point_0" -> "2106 dequantize_per_channel_default_86" [label="(384,)", style=solid]; +"2105 _frozen_param134_1" -> "2106 dequantize_per_channel_default_86" [label="(384, 1536)", style=solid]; +"2106 dequantize_per_channel_default_86" -> "2107 linear_127" [label="(384, 1536)", style=solid]; +"2107 linear_127" -> "2108 dropout_83" [label="(1, 14, 14, 384)", style=solid]; +"2108 dropout_83" -> "2109 layer_norm_44" [label="(1, 14, 14, 384)", style=solid]; +"2109 layer_norm_44" -> "2110 add_72" [label="(1, 14, 14, 384)", style=solid]; +"2110 add_72" -> "2112 pad_23" [label="(1, 14, 14, 384)", style=solid]; +"2110 add_72" -> "2188 add_75" [label="(1, 14, 14, 384)", style=solid]; +"2111 _frozen_param174" -> "2147 add_73" [label="(1, 12, 64, 64)", style=solid]; +"2112 pad_23" -> "2113 roll_20" [label="(1, 16, 16, 384)", style=solid]; +"2113 roll_20" -> "2114 view_116" [label="(1, 16, 16, 384)", style=solid]; +"2114 view_116" -> "2115 permute_96" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"2115 permute_96" -> "2116 reshape_94" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"2116 reshape_94" -> "2118 reshape_94_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"2116 reshape_94" -> "2148 new_zeros_10" [label="(4, 64, 384)", style=solid]; +"2117 _frozen_param175" -> "2125 linear_130" [label="(1152,)", style=solid]; +"2118 reshape_94_0_0_nncf_smooth_quant_0" -> "2119 quantize_per_tensor_default_129" [label="(4, 64, 384)", style=solid]; +"2119 quantize_per_tensor_default_129" -> "2120 dequantize_per_tensor_default_129" [label="(4, 64, 384)", style=solid]; +"2120 dequantize_per_tensor_default_129" -> "2125 linear_130" [label="(4, 64, 384)", style=solid]; +"2121 linear_130_scale_0" -> "2124 dequantize_per_channel_default_87" [label="(1152,)", style=solid]; +"2122 linear_130_zero_point_0" -> "2124 dequantize_per_channel_default_87" [label="(1152,)", style=solid]; +"2123 _frozen_param135_1" -> "2124 dequantize_per_channel_default_87" [label="(1152, 384)", style=solid]; +"2124 dequantize_per_channel_default_87" -> "2125 linear_130" [label="(1152, 384)", style=solid]; +"2125 linear_130" -> "2126 reshape_95" [label="(4, 64, 1152)", style=solid]; +"2126 reshape_95" -> "2127 permute_97" [label="(4, 64, 3, 12, 32)", style=solid]; +"2127 permute_97" -> "2128 select_63" [label="(3, 4, 12, 64, 32)", style=solid]; +"2127 permute_97" -> "2129 select_64" [label="(3, 4, 12, 64, 32)", style=solid]; +"2127 permute_97" -> "2130 select_65" [label="(3, 4, 12, 64, 32)", style=solid]; +"2128 select_63" -> "2131 linalg_vector_norm_42" [label="(4, 12, 64, 32)", style=solid]; +"2128 select_63" -> "2133 expand_as_42" [label="(4, 12, 64, 32)", style=solid]; +"2128 select_63" -> "2134 div_42" [label="(4, 12, 64, 32)", style=solid]; +"2129 select_64" -> "2137 linalg_vector_norm_43" [label="(4, 12, 64, 32)", style=solid]; +"2129 select_64" -> "2139 expand_as_43" [label="(4, 12, 64, 32)", style=solid]; +"2129 select_64" -> "2140 div_43" [label="(4, 12, 64, 32)", style=solid]; +"2130 select_65" -> "2166 matmul_43" [label="(4, 12, 64, 32)", style=solid]; +"2131 linalg_vector_norm_42" -> "2132 clamp_min_42" [label="(4, 12, 64, 1)", style=solid]; +"2132 clamp_min_42" -> "2133 expand_as_42" [label="(4, 12, 64, 1)", style=solid]; +"2133 expand_as_42" -> "2134 div_42" [label="(4, 12, 64, 32)", style=solid]; +"2134 div_42" -> "2135 quantize_per_tensor_default_130" [label="(4, 12, 64, 32)", style=solid]; +"2135 quantize_per_tensor_default_130" -> "2136 dequantize_per_tensor_default_130" [label="(4, 12, 64, 32)", style=solid]; +"2136 dequantize_per_tensor_default_130" -> "2144 matmul_42" [label="(4, 12, 64, 32)", style=solid]; +"2137 linalg_vector_norm_43" -> "2138 clamp_min_43" [label="(4, 12, 64, 1)", style=solid]; +"2138 clamp_min_43" -> "2139 expand_as_43" [label="(4, 12, 64, 1)", style=solid]; +"2139 expand_as_43" -> "2140 div_43" [label="(4, 12, 64, 32)", style=solid]; +"2140 div_43" -> "2141 quantize_per_tensor_default_131" [label="(4, 12, 64, 32)", style=solid]; +"2141 quantize_per_tensor_default_131" -> "2142 dequantize_per_tensor_default_131" [label="(4, 12, 64, 32)", style=solid]; +"2142 dequantize_per_tensor_default_131" -> "2143 transpose_42" [label="(4, 12, 64, 32)", style=solid]; +"2143 transpose_42" -> "2144 matmul_42" [label="(4, 12, 32, 64)", style=solid]; +"2144 matmul_42" -> "2146 mul_43" [label="(4, 12, 64, 64)", style=solid]; +"2145 _frozen_param177" -> "2146 mul_43" [label="(12, 1, 1)", style=solid]; +"2146 mul_43" -> "2147 add_73" [label="(4, 12, 64, 64)", style=solid]; +"2147 add_73" -> "2159 view_118" [label="(4, 12, 64, 64)", style=solid]; +"2148 new_zeros_10" -> "2149 view_117" [label="(16, 16)", style=solid]; +"2149 view_117" -> "2150 permute_98" [label="(2, 8, 2, 8)", style=solid]; +"2150 permute_98" -> "2151 reshape_96" [label="(2, 2, 8, 8)", style=solid]; +"2151 reshape_96" -> "2152 unsqueeze_62" [label="(4, 64)", style=solid]; +"2151 reshape_96" -> "2153 unsqueeze_63" [label="(4, 64)", style=solid]; +"2152 unsqueeze_62" -> "2154 sub_10" [label="(4, 1, 64)", style=solid]; +"2153 unsqueeze_63" -> "2154 sub_10" [label="(4, 64, 1)", style=solid]; +"2154 sub_10" -> "2155 ne_10" [label="(4, 64, 64)", style=solid]; +"2154 sub_10" -> "2156 masked_fill_20" [label="(4, 64, 64)", style=solid]; +"2154 sub_10" -> "2157 eq_10" [label="(4, 64, 64)", style=solid]; +"2155 ne_10" -> "2156 masked_fill_20" [label="(4, 64, 64)", style=solid]; +"2156 masked_fill_20" -> "2158 masked_fill_21" [label="(4, 64, 64)", style=solid]; +"2157 eq_10" -> "2158 masked_fill_21" [label="(4, 64, 64)", style=solid]; +"2158 masked_fill_21" -> "2160 unsqueeze_64" [label="(4, 64, 64)", style=solid]; +"2159 view_118" -> "2162 add_74" [label="(1, 4, 12, 64, 64)", style=solid]; +"2160 unsqueeze_64" -> "2161 unsqueeze_65" [label="(4, 1, 64, 64)", style=solid]; +"2161 unsqueeze_65" -> "2162 add_74" [label="(1, 4, 1, 64, 64)", style=solid]; +"2162 add_74" -> "2163 view_119" [label="(1, 4, 12, 64, 64)", style=solid]; +"2163 view_119" -> "2164 softmax_21" [label="(4, 12, 64, 64)", style=solid]; +"2164 softmax_21" -> "2165 dropout_84" [label="(4, 12, 64, 64)", style=solid]; +"2165 dropout_84" -> "2166 matmul_43" [label="(4, 12, 64, 64)", style=solid]; +"2166 matmul_43" -> "2167 transpose_43" [label="(4, 12, 64, 32)", style=solid]; +"2167 transpose_43" -> "2168 reshape_97" [label="(4, 64, 12, 32)", style=solid]; +"2168 reshape_97" -> "2169 reshape_97_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"2169 reshape_97_0_0_nncf_smooth_quant_0" -> "2170 quantize_per_tensor_default_132" [label="(4, 64, 384)", style=solid]; +"2170 quantize_per_tensor_default_132" -> "2171 dequantize_per_tensor_default_132" [label="(4, 64, 384)", style=solid]; +"2171 dequantize_per_tensor_default_132" -> "2176 linear_131" [label="(4, 64, 384)", style=solid]; +"2172 linear_131_scale_0" -> "2175 dequantize_per_channel_default_88" [label="(384,)", style=solid]; +"2173 linear_131_zero_point_0" -> "2175 dequantize_per_channel_default_88" [label="(384,)", style=solid]; +"2174 _frozen_param138_1" -> "2175 dequantize_per_channel_default_88" [label="(384, 384)", style=solid]; +"2175 dequantize_per_channel_default_88" -> "2176 linear_131" [label="(384, 384)", style=solid]; +"2176 linear_131" -> "2177 dropout_85" [label="(4, 64, 384)", style=solid]; +"2177 dropout_85" -> "2178 view_120" [label="(4, 64, 384)", style=solid]; +"2178 view_120" -> "2179 permute_99" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"2179 permute_99" -> "2180 reshape_98" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"2180 reshape_98" -> "2181 roll_21" [label="(1, 16, 16, 384)", style=solid]; +"2181 roll_21" -> "2182 slice_325" [label="(1, 16, 16, 384)", style=solid]; +"2182 slice_325" -> "2183 slice_326" [label="(1, 16, 16, 384)", style=solid]; +"2183 slice_326" -> "2184 slice_327" [label="(1, 14, 16, 384)", style=solid]; +"2184 slice_327" -> "2185 slice_328" [label="(1, 14, 14, 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style=solid]; +"2194 _frozen_param142_1" -> "2195 dequantize_per_channel_default_89" [label="(1536, 384)", style=solid]; +"2195 dequantize_per_channel_default_89" -> "2196 linear_132" [label="(1536, 384)", style=solid]; +"2196 linear_132" -> "2197 gelu_21" [label="(1, 14, 14, 1536)", style=solid]; +"2197 gelu_21" -> "2198 dropout_86" [label="(1, 14, 14, 1536)", style=solid]; +"2198 dropout_86" -> "2199 dropout_86_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; +"2199 dropout_86_0_0_nncf_smooth_quant_0" -> "2200 quantize_per_tensor_default_134" [label="(1, 14, 14, 1536)", style=solid]; +"2200 quantize_per_tensor_default_134" -> "2201 dequantize_per_tensor_default_134" [label="(1, 14, 14, 1536)", style=solid]; +"2201 dequantize_per_tensor_default_134" -> "2206 linear_133" [label="(1, 14, 14, 1536)", style=solid]; +"2202 linear_133_scale_0" -> "2205 dequantize_per_channel_default_90" [label="(384,)", style=solid]; +"2203 linear_133_zero_point_0" -> "2205 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dropout_92" -> "2352 matmul_47" [label="(1, 24, 64, 64)", style=solid]; +"2352 matmul_47" -> "2353 transpose_47" [label="(1, 24, 64, 32)", style=solid]; +"2353 transpose_47" -> "2354 reshape_105" [label="(1, 64, 24, 32)", style=solid]; +"2354 reshape_105" -> "2355 reshape_105_0_0_nncf_smooth_quant_0" [label="(1, 64, 768)", style=solid]; +"2355 reshape_105_0_0_nncf_smooth_quant_0" -> "2356 quantize_per_tensor_default_145" [label="(1, 64, 768)", style=solid]; +"2356 quantize_per_tensor_default_145" -> "2357 dequantize_per_tensor_default_145" [label="(1, 64, 768)", style=solid]; +"2357 dequantize_per_tensor_default_145" -> "2362 linear_144" [label="(1, 64, 768)", style=solid]; +"2358 linear_144_scale_0" -> "2361 dequantize_per_channel_default_97" [label="(768,)", style=solid]; +"2359 linear_144_zero_point_0" -> "2361 dequantize_per_channel_default_97" [label="(768,)", style=solid]; +"2360 _frozen_param151_1" -> "2361 dequantize_per_channel_default_97" [label="(768, 768)", style=solid]; 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add_81_0_0_nncf_smooth_quant_0" [label="(1, 7, 7, 768)", style=solid]; +"2373 add_81" -> "2394 add_82" [label="(1, 7, 7, 768)", style=solid]; +"2374 add_81_0_0_nncf_smooth_quant_0" -> "2375 quantize_per_tensor_default_146" [label="(1, 7, 7, 768)", style=solid]; +"2375 quantize_per_tensor_default_146" -> "2376 dequantize_per_tensor_default_146" [label="(1, 7, 7, 768)", style=solid]; +"2376 dequantize_per_tensor_default_146" -> "2381 linear_145" [label="(1, 7, 7, 768)", style=solid]; +"2377 linear_145_scale_0" -> "2380 dequantize_per_channel_default_98" [label="(3072,)", style=solid]; +"2378 linear_145_zero_point_0" -> "2380 dequantize_per_channel_default_98" [label="(3072,)", style=solid]; +"2379 _frozen_param152_1" -> "2380 dequantize_per_channel_default_98" [label="(3072, 768)", style=solid]; +"2380 dequantize_per_channel_default_98" -> "2381 linear_145" [label="(3072, 768)", style=solid]; +"2381 linear_145" -> "2382 gelu_23" [label="(1, 7, 7, 3072)", style=solid]; +"2382 gelu_23" -> "2383 dropout_94" [label="(1, 7, 7, 3072)", style=solid]; +"2383 dropout_94" -> "2384 dropout_94_0_0_nncf_smooth_quant_0" [label="(1, 7, 7, 3072)", style=solid]; +"2384 dropout_94_0_0_nncf_smooth_quant_0" -> "2385 quantize_per_tensor_default_147" [label="(1, 7, 7, 3072)", style=solid]; +"2385 quantize_per_tensor_default_147" -> "2386 dequantize_per_tensor_default_147" [label="(1, 7, 7, 3072)", style=solid]; +"2386 dequantize_per_tensor_default_147" -> "2391 linear_146" [label="(1, 7, 7, 3072)", style=solid]; +"2387 linear_146_scale_0" -> "2390 dequantize_per_channel_default_99" [label="(768,)", style=solid]; +"2388 linear_146_zero_point_0" -> "2390 dequantize_per_channel_default_99" [label="(768,)", style=solid]; +"2389 _frozen_param155_1" -> "2390 dequantize_per_channel_default_99" [label="(768, 3072)", style=solid]; +"2390 dequantize_per_channel_default_99" -> "2391 linear_146" [label="(768, 3072)", style=solid]; +"2391 linear_146" -> "2392 dropout_95" [label="(1, 7, 7, 768)", style=solid]; +"2392 dropout_95" -> "2393 layer_norm_51" [label="(1, 7, 7, 768)", style=solid]; +"2393 layer_norm_51" -> "2394 add_82" [label="(1, 7, 7, 768)", style=solid]; +"2394 add_82" -> "2395 layer_norm_52" [label="(1, 7, 7, 768)", style=solid]; +"2395 layer_norm_52" -> "2396 permute_108" [label="(1, 7, 7, 768)", style=solid]; +"2396 permute_108" -> "2397 adaptive_avg_pool2d" [label="(1, 768, 7, 7)", style=solid]; +"2397 adaptive_avg_pool2d" -> "2398 flatten" [label="(1, 768, 1, 1)", style=solid]; +"2398 flatten" -> "2399 flatten_0_0_nncf_smooth_quant_0" [label="(1, 768)", style=solid]; +"2399 flatten_0_0_nncf_smooth_quant_0" -> "2400 quantize_per_tensor_default_148" [label="(1, 768)", style=solid]; +"2400 quantize_per_tensor_default_148" -> "2401 dequantize_per_tensor_default_148" [label="(1, 768)", style=solid]; +"2401 dequantize_per_tensor_default_148" -> "2406 linear_147" [label="(1, 768)", style=solid]; +"2402 linear_147_scale_0" -> "2405 dequantize_per_channel_default_100" [label="(1000,)", style=solid]; +"2403 linear_147_zero_point_0" -> "2405 dequantize_per_channel_default_100" [label="(1000,)", style=solid]; +"2404 _frozen_param159_1" -> "2405 dequantize_per_channel_default_100" [label="(1000, 768)", style=solid]; +"2405 dequantize_per_channel_default_100" -> "2406 linear_147" [label="(1000, 768)", style=solid]; +"2406 linear_147" -> "2407 output" [label="(1, 1000)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/synthetic_transformer.dot b/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/synthetic_transformer.dot new file mode 100644 index 00000000000..462a2e45e41 --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/synthetic_transformer.dot @@ -0,0 +1,45 @@ +strict digraph { +"0 wte_weight" [id=0, type=get_attr]; +"1 linear_bias" [id=1, type=get_attr]; +"2 lm_head_bias" [id=2, type=get_attr]; +"3 input_ids" [id=3, type=input]; +"4 embedding" [id=4, type=embedding]; +"5 embedding_0_0_nncf_smooth_quant_0" [id=5, type=call_module]; +"6 quantize_per_tensor_default" [id=6, type=quantize_per_tensor]; +"7 dequantize_per_tensor_default" [id=7, type=dequantize_per_tensor]; +"8 linear_scale_0" [id=8, type=get_attr]; +"9 linear_zero_point_0" [id=9, type=get_attr]; +"10 _frozen_param0" [id=10, type=get_attr]; +"11 dequantize_per_channel_default" [id=11, type=dequantize_per_channel]; +"12 linear" [id=12, type=linear]; +"13 linear_0_0_nncf_smooth_quant_0" [id=13, type=call_module]; +"14 quantize_per_tensor_default_1" [id=14, type=quantize_per_tensor]; +"15 dequantize_per_tensor_default_1" [id=15, type=dequantize_per_tensor]; +"16 linear_1_scale_0" [id=16, type=get_attr]; +"17 linear_1_zero_point_0" [id=17, type=get_attr]; +"18 _frozen_param1" [id=18, type=get_attr]; +"19 dequantize_per_channel_default_1" [id=19, type=dequantize_per_channel]; +"20 linear_1" [id=20, type=linear]; +"21 output" [id=21, type=output]; +"0 wte_weight" -> "4 embedding" [label="(10, 5)", style=solid]; +"1 linear_bias" -> "12 linear" [label="(5,)", style=solid]; +"2 lm_head_bias" -> "20 linear_1" [label="(10,)", style=solid]; +"3 input_ids" -> "4 embedding" [label="(5,)", style=solid]; +"4 embedding" -> "5 embedding_0_0_nncf_smooth_quant_0" [label="(5, 5)", style=solid]; +"5 embedding_0_0_nncf_smooth_quant_0" -> "6 quantize_per_tensor_default" [label="(5, 5)", style=solid]; +"6 quantize_per_tensor_default" -> "7 dequantize_per_tensor_default" [label="(5, 5)", style=solid]; +"7 dequantize_per_tensor_default" -> "12 linear" [label="(5, 5)", style=solid]; +"8 linear_scale_0" -> "11 dequantize_per_channel_default" [label="(5,)", style=solid]; +"9 linear_zero_point_0" -> "11 dequantize_per_channel_default" [label="(5,)", style=solid]; +"10 _frozen_param0" -> "11 dequantize_per_channel_default" [label="(5, 5)", style=solid]; +"11 dequantize_per_channel_default" -> "12 linear" [label="(5, 5)", style=solid]; +"12 linear" -> "13 linear_0_0_nncf_smooth_quant_0" [label="(5, 5)", style=solid]; +"13 linear_0_0_nncf_smooth_quant_0" -> "14 quantize_per_tensor_default_1" [label="(5, 5)", style=solid]; +"14 quantize_per_tensor_default_1" -> "15 dequantize_per_tensor_default_1" [label="(5, 5)", style=solid]; +"15 dequantize_per_tensor_default_1" -> "20 linear_1" [label="(5, 5)", style=solid]; +"16 linear_1_scale_0" -> "19 dequantize_per_channel_default_1" [label="(10,)", style=solid]; +"17 linear_1_zero_point_0" -> "19 dequantize_per_channel_default_1" [label="(10,)", style=solid]; +"18 _frozen_param1" -> "19 dequantize_per_channel_default_1" [label="(10, 5)", style=solid]; +"19 dequantize_per_channel_default_1" -> "20 linear_1" [label="(10, 5)", style=solid]; +"20 linear_1" -> "21 output" [label="(5, 10)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/unet.dot b/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/unet.dot new file mode 100644 index 00000000000..c1ab3d80c09 --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/unet.dot @@ -0,0 +1,469 @@ +strict digraph { +"0 down_path_0_block_0_bias" [id=0, type=get_attr]; +"1 down_path_0_block_3_bias" [id=1, type=get_attr]; +"2 down_path_1_block_0_bias" [id=2, type=get_attr]; +"3 down_path_1_block_3_bias" [id=3, type=get_attr]; +"4 down_path_2_block_0_bias" [id=4, type=get_attr]; +"5 down_path_2_block_3_bias" [id=5, type=get_attr]; +"6 down_path_3_block_0_bias" [id=6, type=get_attr]; +"7 down_path_3_block_3_bias" [id=7, type=get_attr]; +"8 down_path_4_block_0_bias" [id=8, type=get_attr]; +"9 down_path_4_block_3_bias" [id=9, type=get_attr]; +"10 up_path_0_up_bias" [id=10, type=get_attr]; +"11 up_path_0_conv_block_block_0_bias" [id=11, type=get_attr]; +"12 up_path_0_conv_block_block_3_bias" [id=12, type=get_attr]; +"13 up_path_1_up_bias" [id=13, type=get_attr]; +"14 up_path_1_conv_block_block_0_bias" [id=14, type=get_attr]; +"15 up_path_1_conv_block_block_3_bias" [id=15, type=get_attr]; +"16 up_path_2_up_bias" [id=16, type=get_attr]; +"17 up_path_2_conv_block_block_0_bias" [id=17, type=get_attr]; +"18 up_path_2_conv_block_block_3_bias" [id=18, type=get_attr]; +"19 up_path_3_up_bias" [id=19, type=get_attr]; +"20 up_path_3_conv_block_block_0_bias" [id=20, type=get_attr]; +"21 up_path_3_conv_block_block_3_bias" [id=21, type=get_attr]; +"22 last_bias" [id=22, type=get_attr]; +"23 x" [id=23, type=input]; +"24 quantize_per_tensor_default_8" [id=24, type=quantize_per_tensor]; +"25 dequantize_per_tensor_default_12" [id=25, type=dequantize_per_tensor]; +"26 conv2d_scale_0" [id=26, type=get_attr]; +"27 conv2d_zero_point_0" [id=27, type=get_attr]; +"28 _frozen_param0" [id=28, type=get_attr]; +"29 dequantize_per_channel_default" [id=29, type=dequantize_per_channel]; +"30 conv2d" [id=30, type=conv2d]; +"31 relu" [id=31, type=relu]; +"32 quantize_per_tensor_default_9" [id=32, type=quantize_per_tensor]; +"33 dequantize_per_tensor_default_13" [id=33, type=dequantize_per_tensor]; +"34 conv2d_1_scale_0" [id=34, type=get_attr]; +"35 conv2d_1_zero_point_0" [id=35, type=get_attr]; +"36 _frozen_param1" [id=36, type=get_attr]; +"37 dequantize_per_channel_default_1" [id=37, type=dequantize_per_channel]; +"38 conv2d_1" [id=38, type=conv2d]; +"39 relu_1" [id=39, type=relu]; +"40 quantize_per_tensor_default" [id=40, type=quantize_per_tensor]; +"41 dequantize_per_tensor_default_1" [id=41, type=dequantize_per_tensor]; +"42 dequantize_per_tensor_default" [id=42, type=dequantize_per_tensor]; +"43 max_pool2d" [id=43, type=max_pool2d]; +"44 conv2d_2_scale_0" [id=44, type=get_attr]; +"45 conv2d_2_zero_point_0" [id=45, type=get_attr]; +"46 _frozen_param2" [id=46, type=get_attr]; +"47 dequantize_per_channel_default_2" [id=47, type=dequantize_per_channel]; +"48 conv2d_2" [id=48, type=conv2d]; +"49 relu_2" [id=49, type=relu]; +"50 quantize_per_tensor_default_10" [id=50, type=quantize_per_tensor]; +"51 dequantize_per_tensor_default_14" [id=51, type=dequantize_per_tensor]; +"52 conv2d_3_scale_0" [id=52, type=get_attr]; +"53 conv2d_3_zero_point_0" [id=53, type=get_attr]; +"54 _frozen_param3" [id=54, type=get_attr]; +"55 dequantize_per_channel_default_3" [id=55, type=dequantize_per_channel]; +"56 conv2d_3" [id=56, type=conv2d]; +"57 relu_3" [id=57, type=relu]; +"58 quantize_per_tensor_default_3" [id=58, type=quantize_per_tensor]; +"59 dequantize_per_tensor_default_5" [id=59, type=dequantize_per_tensor]; +"60 dequantize_per_tensor_default_4" [id=60, type=dequantize_per_tensor]; +"61 max_pool2d_1" [id=61, type=max_pool2d]; +"62 conv2d_4_scale_0" [id=62, type=get_attr]; +"63 conv2d_4_zero_point_0" [id=63, type=get_attr]; +"64 _frozen_param4" [id=64, type=get_attr]; +"65 dequantize_per_channel_default_4" [id=65, type=dequantize_per_channel]; +"66 conv2d_4" [id=66, type=conv2d]; +"67 relu_4" [id=67, type=relu]; +"68 quantize_per_tensor_default_11" [id=68, type=quantize_per_tensor]; +"69 dequantize_per_tensor_default_15" [id=69, type=dequantize_per_tensor]; +"70 conv2d_5_scale_0" [id=70, type=get_attr]; +"71 conv2d_5_zero_point_0" [id=71, type=get_attr]; +"72 _frozen_param5" [id=72, type=get_attr]; +"73 dequantize_per_channel_default_5" [id=73, type=dequantize_per_channel]; +"74 conv2d_5" [id=74, type=conv2d]; +"75 relu_5" [id=75, type=relu]; +"76 quantize_per_tensor_default_4" [id=76, type=quantize_per_tensor]; +"77 dequantize_per_tensor_default_7" [id=77, type=dequantize_per_tensor]; +"78 dequantize_per_tensor_default_6" [id=78, type=dequantize_per_tensor]; +"79 max_pool2d_2" [id=79, type=max_pool2d]; +"80 conv2d_6_scale_0" [id=80, type=get_attr]; +"81 conv2d_6_zero_point_0" [id=81, type=get_attr]; +"82 _frozen_param6" [id=82, type=get_attr]; +"83 dequantize_per_channel_default_6" [id=83, type=dequantize_per_channel]; +"84 conv2d_6" [id=84, type=conv2d]; +"85 relu_6" [id=85, type=relu]; +"86 quantize_per_tensor_default_12" [id=86, type=quantize_per_tensor]; +"87 dequantize_per_tensor_default_16" [id=87, type=dequantize_per_tensor]; +"88 conv2d_7_scale_0" [id=88, type=get_attr]; +"89 conv2d_7_zero_point_0" [id=89, type=get_attr]; +"90 _frozen_param7" [id=90, type=get_attr]; +"91 dequantize_per_channel_default_7" [id=91, type=dequantize_per_channel]; +"92 conv2d_7" [id=92, type=conv2d]; +"93 relu_7" [id=93, type=relu]; +"94 quantize_per_tensor_default_7" [id=94, type=quantize_per_tensor]; +"95 dequantize_per_tensor_default_11" [id=95, type=dequantize_per_tensor]; +"96 dequantize_per_tensor_default_10" [id=96, type=dequantize_per_tensor]; +"97 max_pool2d_3" [id=97, type=max_pool2d]; +"98 conv2d_8_scale_0" [id=98, type=get_attr]; +"99 conv2d_8_zero_point_0" [id=99, type=get_attr]; +"100 _frozen_param8" [id=100, type=get_attr]; +"101 dequantize_per_channel_default_8" [id=101, type=dequantize_per_channel]; +"102 conv2d_8" [id=102, type=conv2d]; +"103 relu_8" [id=103, type=relu]; +"104 quantize_per_tensor_default_13" [id=104, type=quantize_per_tensor]; +"105 dequantize_per_tensor_default_17" [id=105, type=dequantize_per_tensor]; +"106 conv2d_9_scale_0" [id=106, type=get_attr]; +"107 conv2d_9_zero_point_0" [id=107, type=get_attr]; +"108 _frozen_param9" [id=108, type=get_attr]; +"109 dequantize_per_channel_default_9" [id=109, type=dequantize_per_channel]; +"110 conv2d_9" [id=110, type=conv2d]; +"111 relu_9" [id=111, type=relu]; +"112 quantize_per_tensor_default_14" [id=112, type=quantize_per_tensor]; +"113 dequantize_per_tensor_default_18" [id=113, type=dequantize_per_tensor]; +"114 conv_transpose2d_scale_0" [id=114, type=get_attr]; +"115 conv_transpose2d_zero_point_0" [id=115, type=get_attr]; +"116 _frozen_param10" [id=116, type=get_attr]; +"117 dequantize_per_channel_default_10" [id=117, type=dequantize_per_channel]; +"118 conv_transpose2d" [id=118, type=conv_transpose2d]; +"119 quantize_per_tensor_default_6" [id=119, type=quantize_per_tensor]; +"120 dequantize_per_tensor_default_9" [id=120, type=dequantize_per_tensor]; +"121 slice_1" [id=121, type=slice]; +"122 slice_2" [id=122, type=slice]; +"123 slice_3" [id=123, type=slice]; +"124 slice_4" [id=124, type=slice]; +"125 cat" [id=125, type=cat]; +"126 conv2d_10_scale_0" [id=126, type=get_attr]; +"127 conv2d_10_zero_point_0" [id=127, type=get_attr]; +"128 _frozen_param11" [id=128, type=get_attr]; +"129 dequantize_per_channel_default_11" [id=129, type=dequantize_per_channel]; +"130 conv2d_10" [id=130, type=conv2d]; +"131 relu_10" [id=131, type=relu]; +"132 quantize_per_tensor_default_15" [id=132, type=quantize_per_tensor]; +"133 dequantize_per_tensor_default_19" [id=133, type=dequantize_per_tensor]; +"134 conv2d_11_scale_0" [id=134, type=get_attr]; +"135 conv2d_11_zero_point_0" [id=135, type=get_attr]; +"136 _frozen_param12" [id=136, type=get_attr]; +"137 dequantize_per_channel_default_12" [id=137, type=dequantize_per_channel]; +"138 conv2d_11" [id=138, type=conv2d]; +"139 relu_11" [id=139, type=relu]; +"140 quantize_per_tensor_default_16" [id=140, type=quantize_per_tensor]; +"141 dequantize_per_tensor_default_20" [id=141, type=dequantize_per_tensor]; +"142 conv_transpose2d_1_scale_0" [id=142, type=get_attr]; +"143 conv_transpose2d_1_zero_point_0" [id=143, type=get_attr]; +"144 _frozen_param13" [id=144, type=get_attr]; +"145 dequantize_per_channel_default_13" [id=145, type=dequantize_per_channel]; +"146 conv_transpose2d_1" [id=146, type=conv_transpose2d]; +"147 quantize_per_tensor_default_5" [id=147, type=quantize_per_tensor]; +"148 dequantize_per_tensor_default_8" [id=148, type=dequantize_per_tensor]; +"149 slice_5" [id=149, type=slice]; +"150 slice_6" [id=150, type=slice]; +"151 slice_7" [id=151, type=slice]; +"152 slice_8" [id=152, type=slice]; +"153 cat_1" [id=153, type=cat]; +"154 conv2d_12_scale_0" [id=154, type=get_attr]; +"155 conv2d_12_zero_point_0" [id=155, type=get_attr]; +"156 _frozen_param14" [id=156, type=get_attr]; +"157 dequantize_per_channel_default_14" [id=157, type=dequantize_per_channel]; +"158 conv2d_12" [id=158, type=conv2d]; +"159 relu_12" [id=159, type=relu]; +"160 quantize_per_tensor_default_17" [id=160, type=quantize_per_tensor]; +"161 dequantize_per_tensor_default_21" [id=161, type=dequantize_per_tensor]; +"162 conv2d_13_scale_0" [id=162, type=get_attr]; +"163 conv2d_13_zero_point_0" [id=163, type=get_attr]; +"164 _frozen_param15" [id=164, type=get_attr]; +"165 dequantize_per_channel_default_15" [id=165, type=dequantize_per_channel]; +"166 conv2d_13" [id=166, type=conv2d]; +"167 relu_13" [id=167, type=relu]; +"168 quantize_per_tensor_default_18" [id=168, type=quantize_per_tensor]; +"169 dequantize_per_tensor_default_22" [id=169, type=dequantize_per_tensor]; +"170 conv_transpose2d_2_scale_0" [id=170, type=get_attr]; +"171 conv_transpose2d_2_zero_point_0" [id=171, type=get_attr]; +"172 _frozen_param16" [id=172, type=get_attr]; +"173 dequantize_per_channel_default_16" [id=173, type=dequantize_per_channel]; +"174 conv_transpose2d_2" [id=174, type=conv_transpose2d]; +"175 quantize_per_tensor_default_2" [id=175, type=quantize_per_tensor]; +"176 dequantize_per_tensor_default_3" [id=176, type=dequantize_per_tensor]; +"177 slice_9" [id=177, type=slice]; +"178 slice_10" [id=178, type=slice]; +"179 slice_11" [id=179, type=slice]; +"180 slice_12" [id=180, type=slice]; +"181 cat_2" [id=181, type=cat]; +"182 conv2d_14_scale_0" [id=182, type=get_attr]; +"183 conv2d_14_zero_point_0" [id=183, type=get_attr]; +"184 _frozen_param17" [id=184, type=get_attr]; +"185 dequantize_per_channel_default_17" [id=185, type=dequantize_per_channel]; +"186 conv2d_14" [id=186, type=conv2d]; +"187 relu_14" [id=187, type=relu]; +"188 quantize_per_tensor_default_19" [id=188, type=quantize_per_tensor]; +"189 dequantize_per_tensor_default_23" [id=189, type=dequantize_per_tensor]; +"190 conv2d_15_scale_0" [id=190, type=get_attr]; +"191 conv2d_15_zero_point_0" [id=191, type=get_attr]; +"192 _frozen_param18" [id=192, type=get_attr]; +"193 dequantize_per_channel_default_18" [id=193, type=dequantize_per_channel]; +"194 conv2d_15" [id=194, type=conv2d]; +"195 relu_15" [id=195, type=relu]; +"196 quantize_per_tensor_default_20" [id=196, type=quantize_per_tensor]; +"197 dequantize_per_tensor_default_24" [id=197, type=dequantize_per_tensor]; +"198 conv_transpose2d_3_scale_0" [id=198, type=get_attr]; +"199 conv_transpose2d_3_zero_point_0" [id=199, type=get_attr]; +"200 _frozen_param19" [id=200, type=get_attr]; +"201 dequantize_per_channel_default_19" [id=201, type=dequantize_per_channel]; +"202 conv_transpose2d_3" [id=202, type=conv_transpose2d]; +"203 quantize_per_tensor_default_1" [id=203, type=quantize_per_tensor]; +"204 dequantize_per_tensor_default_2" [id=204, type=dequantize_per_tensor]; +"205 slice_13" [id=205, type=slice]; +"206 slice_14" [id=206, type=slice]; +"207 slice_15" [id=207, type=slice]; +"208 slice_16" [id=208, type=slice]; +"209 cat_3" [id=209, type=cat]; +"210 conv2d_16_scale_0" [id=210, type=get_attr]; +"211 conv2d_16_zero_point_0" [id=211, type=get_attr]; +"212 _frozen_param20" [id=212, type=get_attr]; +"213 dequantize_per_channel_default_20" [id=213, type=dequantize_per_channel]; +"214 conv2d_16" [id=214, type=conv2d]; +"215 relu_16" [id=215, type=relu]; +"216 quantize_per_tensor_default_21" [id=216, type=quantize_per_tensor]; +"217 dequantize_per_tensor_default_25" [id=217, type=dequantize_per_tensor]; +"218 conv2d_17_scale_0" [id=218, type=get_attr]; +"219 conv2d_17_zero_point_0" [id=219, type=get_attr]; +"220 _frozen_param21" [id=220, type=get_attr]; +"221 dequantize_per_channel_default_21" [id=221, type=dequantize_per_channel]; +"222 conv2d_17" [id=222, type=conv2d]; +"223 relu_17" [id=223, type=relu]; +"224 quantize_per_tensor_default_22" [id=224, type=quantize_per_tensor]; +"225 dequantize_per_tensor_default_26" [id=225, type=dequantize_per_tensor]; +"226 conv2d_18_scale_0" [id=226, type=get_attr]; +"227 conv2d_18_zero_point_0" [id=227, type=get_attr]; +"228 _frozen_param22" [id=228, type=get_attr]; +"229 dequantize_per_channel_default_22" [id=229, type=dequantize_per_channel]; +"230 conv2d_18" [id=230, type=conv2d]; +"231 output" [id=231, type=output]; +"0 down_path_0_block_0_bias" -> "30 conv2d" [label="(64,)", style=solid]; +"1 down_path_0_block_3_bias" -> "38 conv2d_1" [label="(64,)", style=solid]; +"2 down_path_1_block_0_bias" -> "48 conv2d_2" [label="(128,)", style=solid]; +"3 down_path_1_block_3_bias" -> "56 conv2d_3" [label="(128,)", style=solid]; +"4 down_path_2_block_0_bias" -> "66 conv2d_4" [label="(256,)", style=solid]; +"5 down_path_2_block_3_bias" -> "74 conv2d_5" [label="(256,)", style=solid]; +"6 down_path_3_block_0_bias" -> "84 conv2d_6" [label="(512,)", style=solid]; +"7 down_path_3_block_3_bias" -> "92 conv2d_7" [label="(512,)", style=solid]; +"8 down_path_4_block_0_bias" -> "102 conv2d_8" [label="(1024,)", style=solid]; +"9 down_path_4_block_3_bias" -> "110 conv2d_9" [label="(1024,)", style=solid]; +"10 up_path_0_up_bias" -> "118 conv_transpose2d" [label="(512,)", style=solid]; +"11 up_path_0_conv_block_block_0_bias" -> "130 conv2d_10" [label="(512,)", style=solid]; +"12 up_path_0_conv_block_block_3_bias" -> "138 conv2d_11" [label="(512,)", style=solid]; +"13 up_path_1_up_bias" -> "146 conv_transpose2d_1" [label="(256,)", style=solid]; +"14 up_path_1_conv_block_block_0_bias" -> "158 conv2d_12" [label="(256,)", style=solid]; +"15 up_path_1_conv_block_block_3_bias" -> "166 conv2d_13" [label="(256,)", style=solid]; +"16 up_path_2_up_bias" -> "174 conv_transpose2d_2" [label="(128,)", style=solid]; +"17 up_path_2_conv_block_block_0_bias" -> "186 conv2d_14" [label="(128,)", style=solid]; +"18 up_path_2_conv_block_block_3_bias" -> "194 conv2d_15" [label="(128,)", style=solid]; +"19 up_path_3_up_bias" -> "202 conv_transpose2d_3" [label="(64,)", style=solid]; +"20 up_path_3_conv_block_block_0_bias" -> "214 conv2d_16" [label="(64,)", style=solid]; +"21 up_path_3_conv_block_block_3_bias" -> "222 conv2d_17" [label="(64,)", style=solid]; +"22 last_bias" -> "230 conv2d_18" [label="(12,)", style=solid]; +"23 x" -> "24 quantize_per_tensor_default_8" [label="(1, 3, 224, 224)", style=solid]; +"24 quantize_per_tensor_default_8" -> "25 dequantize_per_tensor_default_12" [label="(1, 3, 224, 224)", style=solid]; +"25 dequantize_per_tensor_default_12" -> "30 conv2d" [label="(1, 3, 224, 224)", style=solid]; +"26 conv2d_scale_0" -> "29 dequantize_per_channel_default" [label="(64,)", style=solid]; +"27 conv2d_zero_point_0" -> "29 dequantize_per_channel_default" [label="(64,)", style=solid]; +"28 _frozen_param0" -> "29 dequantize_per_channel_default" [label="(64, 3, 3, 3)", style=solid]; +"29 dequantize_per_channel_default" -> "30 conv2d" [label="(64, 3, 3, 3)", style=solid]; +"30 conv2d" -> "31 relu" [label="(1, 64, 222, 222)", style=solid]; +"31 relu" -> "32 quantize_per_tensor_default_9" [label="(1, 64, 222, 222)", style=solid]; +"32 quantize_per_tensor_default_9" -> "33 dequantize_per_tensor_default_13" [label="(1, 64, 222, 222)", style=solid]; +"33 dequantize_per_tensor_default_13" -> "38 conv2d_1" [label="(1, 64, 222, 222)", style=solid]; +"34 conv2d_1_scale_0" -> "37 dequantize_per_channel_default_1" [label="(64,)", style=solid]; +"35 conv2d_1_zero_point_0" -> "37 dequantize_per_channel_default_1" [label="(64,)", style=solid]; +"36 _frozen_param1" -> "37 dequantize_per_channel_default_1" [label="(64, 64, 3, 3)", style=solid]; +"37 dequantize_per_channel_default_1" -> "38 conv2d_1" [label="(64, 64, 3, 3)", style=solid]; +"38 conv2d_1" -> "39 relu_1" [label="(1, 64, 220, 220)", style=solid]; +"39 relu_1" -> "40 quantize_per_tensor_default" [label="(1, 64, 220, 220)", style=solid]; +"40 quantize_per_tensor_default" -> "41 dequantize_per_tensor_default_1" [label="(1, 64, 220, 220)", style=solid]; +"40 quantize_per_tensor_default" -> "42 dequantize_per_tensor_default" [label="(1, 64, 220, 220)", style=solid]; +"41 dequantize_per_tensor_default_1" -> "205 slice_13" [label="(1, 64, 220, 220)", style=solid]; +"42 dequantize_per_tensor_default" -> "43 max_pool2d" [label="(1, 64, 220, 220)", style=solid]; +"43 max_pool2d" -> "48 conv2d_2" [label="(1, 64, 110, 110)", style=solid]; +"44 conv2d_2_scale_0" -> "47 dequantize_per_channel_default_2" [label="(128,)", style=solid]; +"45 conv2d_2_zero_point_0" -> "47 dequantize_per_channel_default_2" [label="(128,)", style=solid]; +"46 _frozen_param2" -> "47 dequantize_per_channel_default_2" [label="(128, 64, 3, 3)", style=solid]; +"47 dequantize_per_channel_default_2" -> "48 conv2d_2" [label="(128, 64, 3, 3)", style=solid]; +"48 conv2d_2" -> "49 relu_2" [label="(1, 128, 108, 108)", style=solid]; +"49 relu_2" -> "50 quantize_per_tensor_default_10" [label="(1, 128, 108, 108)", style=solid]; +"50 quantize_per_tensor_default_10" -> "51 dequantize_per_tensor_default_14" [label="(1, 128, 108, 108)", style=solid]; +"51 dequantize_per_tensor_default_14" -> "56 conv2d_3" [label="(1, 128, 108, 108)", style=solid]; +"52 conv2d_3_scale_0" -> "55 dequantize_per_channel_default_3" [label="(128,)", style=solid]; +"53 conv2d_3_zero_point_0" -> "55 dequantize_per_channel_default_3" [label="(128,)", style=solid]; +"54 _frozen_param3" -> "55 dequantize_per_channel_default_3" [label="(128, 128, 3, 3)", style=solid]; +"55 dequantize_per_channel_default_3" -> "56 conv2d_3" [label="(128, 128, 3, 3)", style=solid]; +"56 conv2d_3" -> "57 relu_3" [label="(1, 128, 106, 106)", style=solid]; +"57 relu_3" -> "58 quantize_per_tensor_default_3" [label="(1, 128, 106, 106)", style=solid]; +"58 quantize_per_tensor_default_3" -> "59 dequantize_per_tensor_default_5" [label="(1, 128, 106, 106)", style=solid]; +"58 quantize_per_tensor_default_3" -> "60 dequantize_per_tensor_default_4" [label="(1, 128, 106, 106)", style=solid]; +"59 dequantize_per_tensor_default_5" -> "177 slice_9" [label="(1, 128, 106, 106)", style=solid]; +"60 dequantize_per_tensor_default_4" -> "61 max_pool2d_1" [label="(1, 128, 106, 106)", style=solid]; +"61 max_pool2d_1" -> "66 conv2d_4" [label="(1, 128, 53, 53)", style=solid]; +"62 conv2d_4_scale_0" -> "65 dequantize_per_channel_default_4" [label="(256,)", style=solid]; +"63 conv2d_4_zero_point_0" -> "65 dequantize_per_channel_default_4" [label="(256,)", style=solid]; +"64 _frozen_param4" -> "65 dequantize_per_channel_default_4" [label="(256, 128, 3, 3)", style=solid]; +"65 dequantize_per_channel_default_4" -> "66 conv2d_4" [label="(256, 128, 3, 3)", style=solid]; +"66 conv2d_4" -> "67 relu_4" [label="(1, 256, 51, 51)", style=solid]; +"67 relu_4" -> "68 quantize_per_tensor_default_11" [label="(1, 256, 51, 51)", style=solid]; +"68 quantize_per_tensor_default_11" -> "69 dequantize_per_tensor_default_15" [label="(1, 256, 51, 51)", style=solid]; +"69 dequantize_per_tensor_default_15" -> "74 conv2d_5" [label="(1, 256, 51, 51)", style=solid]; +"70 conv2d_5_scale_0" -> "73 dequantize_per_channel_default_5" [label="(256,)", style=solid]; +"71 conv2d_5_zero_point_0" -> "73 dequantize_per_channel_default_5" [label="(256,)", style=solid]; +"72 _frozen_param5" -> "73 dequantize_per_channel_default_5" [label="(256, 256, 3, 3)", style=solid]; +"73 dequantize_per_channel_default_5" -> "74 conv2d_5" [label="(256, 256, 3, 3)", style=solid]; +"74 conv2d_5" -> "75 relu_5" [label="(1, 256, 49, 49)", style=solid]; +"75 relu_5" -> "76 quantize_per_tensor_default_4" [label="(1, 256, 49, 49)", style=solid]; +"76 quantize_per_tensor_default_4" -> "77 dequantize_per_tensor_default_7" [label="(1, 256, 49, 49)", style=solid]; +"76 quantize_per_tensor_default_4" -> "78 dequantize_per_tensor_default_6" [label="(1, 256, 49, 49)", style=solid]; +"77 dequantize_per_tensor_default_7" -> "149 slice_5" [label="(1, 256, 49, 49)", style=solid]; +"78 dequantize_per_tensor_default_6" -> "79 max_pool2d_2" [label="(1, 256, 49, 49)", style=solid]; +"79 max_pool2d_2" -> "84 conv2d_6" [label="(1, 256, 24, 24)", style=solid]; +"80 conv2d_6_scale_0" -> "83 dequantize_per_channel_default_6" [label="(512,)", style=solid]; +"81 conv2d_6_zero_point_0" -> "83 dequantize_per_channel_default_6" [label="(512,)", style=solid]; +"82 _frozen_param6" -> "83 dequantize_per_channel_default_6" [label="(512, 256, 3, 3)", style=solid]; +"83 dequantize_per_channel_default_6" -> "84 conv2d_6" [label="(512, 256, 3, 3)", style=solid]; +"84 conv2d_6" -> "85 relu_6" [label="(1, 512, 22, 22)", style=solid]; +"85 relu_6" -> "86 quantize_per_tensor_default_12" [label="(1, 512, 22, 22)", style=solid]; +"86 quantize_per_tensor_default_12" -> "87 dequantize_per_tensor_default_16" [label="(1, 512, 22, 22)", style=solid]; +"87 dequantize_per_tensor_default_16" -> "92 conv2d_7" [label="(1, 512, 22, 22)", style=solid]; +"88 conv2d_7_scale_0" -> "91 dequantize_per_channel_default_7" [label="(512,)", style=solid]; +"89 conv2d_7_zero_point_0" -> "91 dequantize_per_channel_default_7" [label="(512,)", style=solid]; +"90 _frozen_param7" -> "91 dequantize_per_channel_default_7" [label="(512, 512, 3, 3)", style=solid]; +"91 dequantize_per_channel_default_7" -> "92 conv2d_7" [label="(512, 512, 3, 3)", style=solid]; +"92 conv2d_7" -> "93 relu_7" [label="(1, 512, 20, 20)", style=solid]; +"93 relu_7" -> "94 quantize_per_tensor_default_7" [label="(1, 512, 20, 20)", style=solid]; +"94 quantize_per_tensor_default_7" -> "95 dequantize_per_tensor_default_11" [label="(1, 512, 20, 20)", style=solid]; +"94 quantize_per_tensor_default_7" -> "96 dequantize_per_tensor_default_10" [label="(1, 512, 20, 20)", style=solid]; +"95 dequantize_per_tensor_default_11" -> "121 slice_1" [label="(1, 512, 20, 20)", style=solid]; +"96 dequantize_per_tensor_default_10" -> "97 max_pool2d_3" [label="(1, 512, 20, 20)", style=solid]; +"97 max_pool2d_3" -> "102 conv2d_8" [label="(1, 512, 10, 10)", style=solid]; +"98 conv2d_8_scale_0" -> "101 dequantize_per_channel_default_8" [label="(1024,)", style=solid]; +"99 conv2d_8_zero_point_0" -> "101 dequantize_per_channel_default_8" [label="(1024,)", style=solid]; +"100 _frozen_param8" -> "101 dequantize_per_channel_default_8" [label="(1024, 512, 3, 3)", style=solid]; +"101 dequantize_per_channel_default_8" -> "102 conv2d_8" [label="(1024, 512, 3, 3)", style=solid]; +"102 conv2d_8" -> "103 relu_8" [label="(1, 1024, 8, 8)", style=solid]; +"103 relu_8" -> "104 quantize_per_tensor_default_13" [label="(1, 1024, 8, 8)", style=solid]; +"104 quantize_per_tensor_default_13" -> "105 dequantize_per_tensor_default_17" [label="(1, 1024, 8, 8)", style=solid]; +"105 dequantize_per_tensor_default_17" -> "110 conv2d_9" [label="(1, 1024, 8, 8)", style=solid]; +"106 conv2d_9_scale_0" -> "109 dequantize_per_channel_default_9" [label="(1024,)", style=solid]; +"107 conv2d_9_zero_point_0" -> "109 dequantize_per_channel_default_9" [label="(1024,)", style=solid]; +"108 _frozen_param9" -> "109 dequantize_per_channel_default_9" [label="(1024, 1024, 3, 3)", style=solid]; +"109 dequantize_per_channel_default_9" -> "110 conv2d_9" [label="(1024, 1024, 3, 3)", style=solid]; +"110 conv2d_9" -> "111 relu_9" [label="(1, 1024, 6, 6)", style=solid]; +"111 relu_9" -> "112 quantize_per_tensor_default_14" [label="(1, 1024, 6, 6)", style=solid]; +"112 quantize_per_tensor_default_14" -> "113 dequantize_per_tensor_default_18" [label="(1, 1024, 6, 6)", style=solid]; +"113 dequantize_per_tensor_default_18" -> "118 conv_transpose2d" [label="(1, 1024, 6, 6)", style=solid]; +"114 conv_transpose2d_scale_0" -> "117 dequantize_per_channel_default_10" [label="(1024,)", style=solid]; +"115 conv_transpose2d_zero_point_0" -> "117 dequantize_per_channel_default_10" [label="(1024,)", style=solid]; +"116 _frozen_param10" -> "117 dequantize_per_channel_default_10" [label="(1024, 512, 2, 2)", style=solid]; +"117 dequantize_per_channel_default_10" -> "118 conv_transpose2d" [label="(1024, 512, 2, 2)", style=solid]; +"118 conv_transpose2d" -> "119 quantize_per_tensor_default_6" [label="(1, 512, 12, 12)", style=solid]; +"119 quantize_per_tensor_default_6" -> "120 dequantize_per_tensor_default_9" [label="(1, 512, 12, 12)", style=solid]; +"120 dequantize_per_tensor_default_9" -> "125 cat" [label="(1, 512, 12, 12)", style=solid]; +"121 slice_1" -> "122 slice_2" [label="(1, 512, 20, 20)", style=solid]; +"122 slice_2" -> "123 slice_3" [label="(1, 512, 20, 20)", style=solid]; +"123 slice_3" -> "124 slice_4" [label="(1, 512, 12, 20)", style=solid]; +"124 slice_4" -> "125 cat" [label="(1, 512, 12, 12)", style=solid]; +"125 cat" -> "130 conv2d_10" [label="(1, 1024, 12, 12)", style=solid]; +"126 conv2d_10_scale_0" -> "129 dequantize_per_channel_default_11" [label="(512,)", style=solid]; +"127 conv2d_10_zero_point_0" -> "129 dequantize_per_channel_default_11" [label="(512,)", style=solid]; +"128 _frozen_param11" -> "129 dequantize_per_channel_default_11" [label="(512, 1024, 3, 3)", style=solid]; +"129 dequantize_per_channel_default_11" -> "130 conv2d_10" [label="(512, 1024, 3, 3)", style=solid]; +"130 conv2d_10" -> "131 relu_10" [label="(1, 512, 10, 10)", style=solid]; +"131 relu_10" -> "132 quantize_per_tensor_default_15" [label="(1, 512, 10, 10)", style=solid]; +"132 quantize_per_tensor_default_15" -> "133 dequantize_per_tensor_default_19" [label="(1, 512, 10, 10)", style=solid]; +"133 dequantize_per_tensor_default_19" -> "138 conv2d_11" [label="(1, 512, 10, 10)", style=solid]; +"134 conv2d_11_scale_0" -> "137 dequantize_per_channel_default_12" [label="(512,)", style=solid]; +"135 conv2d_11_zero_point_0" -> "137 dequantize_per_channel_default_12" [label="(512,)", style=solid]; +"136 _frozen_param12" -> "137 dequantize_per_channel_default_12" [label="(512, 512, 3, 3)", style=solid]; +"137 dequantize_per_channel_default_12" -> "138 conv2d_11" [label="(512, 512, 3, 3)", style=solid]; +"138 conv2d_11" -> "139 relu_11" [label="(1, 512, 8, 8)", style=solid]; +"139 relu_11" -> "140 quantize_per_tensor_default_16" [label="(1, 512, 8, 8)", style=solid]; +"140 quantize_per_tensor_default_16" -> "141 dequantize_per_tensor_default_20" [label="(1, 512, 8, 8)", style=solid]; +"141 dequantize_per_tensor_default_20" -> "146 conv_transpose2d_1" [label="(1, 512, 8, 8)", style=solid]; +"142 conv_transpose2d_1_scale_0" -> "145 dequantize_per_channel_default_13" [label="(512,)", style=solid]; +"143 conv_transpose2d_1_zero_point_0" -> "145 dequantize_per_channel_default_13" [label="(512,)", style=solid]; +"144 _frozen_param13" -> "145 dequantize_per_channel_default_13" [label="(512, 256, 2, 2)", style=solid]; +"145 dequantize_per_channel_default_13" -> "146 conv_transpose2d_1" [label="(512, 256, 2, 2)", style=solid]; +"146 conv_transpose2d_1" -> "147 quantize_per_tensor_default_5" [label="(1, 256, 16, 16)", style=solid]; +"147 quantize_per_tensor_default_5" -> "148 dequantize_per_tensor_default_8" [label="(1, 256, 16, 16)", style=solid]; +"148 dequantize_per_tensor_default_8" -> "153 cat_1" [label="(1, 256, 16, 16)", style=solid]; +"149 slice_5" -> "150 slice_6" [label="(1, 256, 49, 49)", style=solid]; +"150 slice_6" -> "151 slice_7" [label="(1, 256, 49, 49)", style=solid]; +"151 slice_7" -> "152 slice_8" [label="(1, 256, 16, 49)", style=solid]; +"152 slice_8" -> "153 cat_1" [label="(1, 256, 16, 16)", style=solid]; +"153 cat_1" -> "158 conv2d_12" [label="(1, 512, 16, 16)", style=solid]; +"154 conv2d_12_scale_0" -> "157 dequantize_per_channel_default_14" [label="(256,)", style=solid]; +"155 conv2d_12_zero_point_0" -> "157 dequantize_per_channel_default_14" [label="(256,)", style=solid]; +"156 _frozen_param14" -> "157 dequantize_per_channel_default_14" [label="(256, 512, 3, 3)", style=solid]; +"157 dequantize_per_channel_default_14" -> "158 conv2d_12" [label="(256, 512, 3, 3)", style=solid]; +"158 conv2d_12" -> "159 relu_12" [label="(1, 256, 14, 14)", style=solid]; +"159 relu_12" -> "160 quantize_per_tensor_default_17" [label="(1, 256, 14, 14)", style=solid]; +"160 quantize_per_tensor_default_17" -> "161 dequantize_per_tensor_default_21" [label="(1, 256, 14, 14)", style=solid]; +"161 dequantize_per_tensor_default_21" -> "166 conv2d_13" [label="(1, 256, 14, 14)", style=solid]; +"162 conv2d_13_scale_0" -> "165 dequantize_per_channel_default_15" [label="(256,)", style=solid]; +"163 conv2d_13_zero_point_0" -> "165 dequantize_per_channel_default_15" [label="(256,)", style=solid]; +"164 _frozen_param15" -> "165 dequantize_per_channel_default_15" [label="(256, 256, 3, 3)", style=solid]; +"165 dequantize_per_channel_default_15" -> "166 conv2d_13" [label="(256, 256, 3, 3)", style=solid]; +"166 conv2d_13" -> "167 relu_13" [label="(1, 256, 12, 12)", style=solid]; +"167 relu_13" -> "168 quantize_per_tensor_default_18" [label="(1, 256, 12, 12)", style=solid]; +"168 quantize_per_tensor_default_18" -> "169 dequantize_per_tensor_default_22" [label="(1, 256, 12, 12)", style=solid]; +"169 dequantize_per_tensor_default_22" -> "174 conv_transpose2d_2" [label="(1, 256, 12, 12)", style=solid]; +"170 conv_transpose2d_2_scale_0" -> "173 dequantize_per_channel_default_16" [label="(256,)", style=solid]; +"171 conv_transpose2d_2_zero_point_0" -> "173 dequantize_per_channel_default_16" [label="(256,)", style=solid]; +"172 _frozen_param16" -> "173 dequantize_per_channel_default_16" [label="(256, 128, 2, 2)", style=solid]; +"173 dequantize_per_channel_default_16" -> "174 conv_transpose2d_2" [label="(256, 128, 2, 2)", style=solid]; +"174 conv_transpose2d_2" -> "175 quantize_per_tensor_default_2" [label="(1, 128, 24, 24)", style=solid]; +"175 quantize_per_tensor_default_2" -> "176 dequantize_per_tensor_default_3" [label="(1, 128, 24, 24)", style=solid]; +"176 dequantize_per_tensor_default_3" -> "181 cat_2" [label="(1, 128, 24, 24)", style=solid]; +"177 slice_9" -> "178 slice_10" [label="(1, 128, 106, 106)", style=solid]; +"178 slice_10" -> "179 slice_11" [label="(1, 128, 106, 106)", style=solid]; +"179 slice_11" -> "180 slice_12" [label="(1, 128, 24, 106)", style=solid]; +"180 slice_12" -> "181 cat_2" [label="(1, 128, 24, 24)", style=solid]; +"181 cat_2" -> "186 conv2d_14" [label="(1, 256, 24, 24)", style=solid]; +"182 conv2d_14_scale_0" -> "185 dequantize_per_channel_default_17" [label="(128,)", style=solid]; +"183 conv2d_14_zero_point_0" -> "185 dequantize_per_channel_default_17" [label="(128,)", style=solid]; +"184 _frozen_param17" -> "185 dequantize_per_channel_default_17" [label="(128, 256, 3, 3)", style=solid]; +"185 dequantize_per_channel_default_17" -> "186 conv2d_14" [label="(128, 256, 3, 3)", style=solid]; +"186 conv2d_14" -> "187 relu_14" [label="(1, 128, 22, 22)", style=solid]; +"187 relu_14" -> "188 quantize_per_tensor_default_19" [label="(1, 128, 22, 22)", style=solid]; +"188 quantize_per_tensor_default_19" -> "189 dequantize_per_tensor_default_23" [label="(1, 128, 22, 22)", style=solid]; +"189 dequantize_per_tensor_default_23" -> "194 conv2d_15" [label="(1, 128, 22, 22)", style=solid]; +"190 conv2d_15_scale_0" -> "193 dequantize_per_channel_default_18" [label="(128,)", style=solid]; +"191 conv2d_15_zero_point_0" -> "193 dequantize_per_channel_default_18" [label="(128,)", style=solid]; +"192 _frozen_param18" -> "193 dequantize_per_channel_default_18" [label="(128, 128, 3, 3)", style=solid]; +"193 dequantize_per_channel_default_18" -> "194 conv2d_15" [label="(128, 128, 3, 3)", style=solid]; +"194 conv2d_15" -> "195 relu_15" [label="(1, 128, 20, 20)", style=solid]; +"195 relu_15" -> "196 quantize_per_tensor_default_20" [label="(1, 128, 20, 20)", style=solid]; +"196 quantize_per_tensor_default_20" -> "197 dequantize_per_tensor_default_24" [label="(1, 128, 20, 20)", style=solid]; +"197 dequantize_per_tensor_default_24" -> "202 conv_transpose2d_3" [label="(1, 128, 20, 20)", style=solid]; +"198 conv_transpose2d_3_scale_0" -> "201 dequantize_per_channel_default_19" [label="(128,)", style=solid]; +"199 conv_transpose2d_3_zero_point_0" -> "201 dequantize_per_channel_default_19" [label="(128,)", style=solid]; +"200 _frozen_param19" -> "201 dequantize_per_channel_default_19" [label="(128, 64, 2, 2)", style=solid]; +"201 dequantize_per_channel_default_19" -> "202 conv_transpose2d_3" [label="(128, 64, 2, 2)", style=solid]; +"202 conv_transpose2d_3" -> "203 quantize_per_tensor_default_1" [label="(1, 64, 40, 40)", style=solid]; +"203 quantize_per_tensor_default_1" -> "204 dequantize_per_tensor_default_2" [label="(1, 64, 40, 40)", style=solid]; +"204 dequantize_per_tensor_default_2" -> "209 cat_3" [label="(1, 64, 40, 40)", style=solid]; +"205 slice_13" -> "206 slice_14" [label="(1, 64, 220, 220)", style=solid]; +"206 slice_14" -> "207 slice_15" [label="(1, 64, 220, 220)", style=solid]; +"207 slice_15" -> "208 slice_16" [label="(1, 64, 40, 220)", style=solid]; +"208 slice_16" -> "209 cat_3" [label="(1, 64, 40, 40)", style=solid]; +"209 cat_3" -> "214 conv2d_16" [label="(1, 128, 40, 40)", style=solid]; +"210 conv2d_16_scale_0" -> "213 dequantize_per_channel_default_20" [label="(64,)", style=solid]; +"211 conv2d_16_zero_point_0" -> "213 dequantize_per_channel_default_20" [label="(64,)", style=solid]; +"212 _frozen_param20" -> "213 dequantize_per_channel_default_20" [label="(64, 128, 3, 3)", style=solid]; +"213 dequantize_per_channel_default_20" -> "214 conv2d_16" [label="(64, 128, 3, 3)", style=solid]; +"214 conv2d_16" -> "215 relu_16" [label="(1, 64, 38, 38)", style=solid]; +"215 relu_16" -> "216 quantize_per_tensor_default_21" [label="(1, 64, 38, 38)", style=solid]; +"216 quantize_per_tensor_default_21" -> "217 dequantize_per_tensor_default_25" [label="(1, 64, 38, 38)", style=solid]; +"217 dequantize_per_tensor_default_25" -> "222 conv2d_17" [label="(1, 64, 38, 38)", style=solid]; +"218 conv2d_17_scale_0" -> "221 dequantize_per_channel_default_21" [label="(64,)", style=solid]; +"219 conv2d_17_zero_point_0" -> "221 dequantize_per_channel_default_21" [label="(64,)", style=solid]; +"220 _frozen_param21" -> "221 dequantize_per_channel_default_21" [label="(64, 64, 3, 3)", style=solid]; +"221 dequantize_per_channel_default_21" -> "222 conv2d_17" [label="(64, 64, 3, 3)", style=solid]; +"222 conv2d_17" -> "223 relu_17" [label="(1, 64, 36, 36)", style=solid]; +"223 relu_17" -> "224 quantize_per_tensor_default_22" [label="(1, 64, 36, 36)", style=solid]; +"224 quantize_per_tensor_default_22" -> "225 dequantize_per_tensor_default_26" [label="(1, 64, 36, 36)", style=solid]; +"225 dequantize_per_tensor_default_26" -> "230 conv2d_18" [label="(1, 64, 36, 36)", style=solid]; +"226 conv2d_18_scale_0" -> "229 dequantize_per_channel_default_22" [label="(12,)", style=solid]; +"227 conv2d_18_zero_point_0" -> "229 dequantize_per_channel_default_22" [label="(12,)", style=solid]; +"228 _frozen_param22" -> "229 dequantize_per_channel_default_22" [label="(12, 64, 1, 1)", style=solid]; +"229 dequantize_per_channel_default_22" -> "230 conv2d_18" [label="(12, 64, 1, 1)", style=solid]; +"230 conv2d_18" -> "231 output" [label="(1, 12, 36, 36)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/vit_b_16.dot b/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/vit_b_16.dot new file mode 100644 index 00000000000..f4214d12db9 --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/vit_b_16.dot @@ -0,0 +1,1911 @@ +strict digraph { +"0 encoder_pos_embedding" [id=0, type=get_attr]; +"1 conv_proj_bias" [id=1, type=get_attr]; +"2 encoder_layers_encoder_layer_0_ln_1_weight" [id=2, type=get_attr]; +"3 encoder_layers_encoder_layer_0_ln_1_bias" [id=3, type=get_attr]; +"4 encoder_layers_encoder_layer_0_self_attention_in_proj_bias" [id=4, type=get_attr]; +"5 encoder_layers_encoder_layer_0_self_attention_out_proj_bias" [id=5, type=get_attr]; +"6 encoder_layers_encoder_layer_0_ln_2_weight" [id=6, type=get_attr]; +"7 encoder_layers_encoder_layer_0_ln_2_bias" [id=7, type=get_attr]; +"8 encoder_layers_encoder_layer_0_mlp_0_bias" [id=8, type=get_attr]; +"9 encoder_layers_encoder_layer_0_mlp_3_bias" [id=9, type=get_attr]; +"10 encoder_layers_encoder_layer_1_ln_1_weight" [id=10, type=get_attr]; +"11 encoder_layers_encoder_layer_1_ln_1_bias" [id=11, type=get_attr]; +"12 encoder_layers_encoder_layer_1_self_attention_in_proj_bias" [id=12, type=get_attr]; +"13 encoder_layers_encoder_layer_1_self_attention_out_proj_bias" [id=13, type=get_attr]; +"14 encoder_layers_encoder_layer_1_ln_2_weight" [id=14, type=get_attr]; +"15 encoder_layers_encoder_layer_1_ln_2_bias" [id=15, type=get_attr]; +"16 encoder_layers_encoder_layer_1_mlp_0_bias" [id=16, type=get_attr]; +"17 encoder_layers_encoder_layer_1_mlp_3_bias" [id=17, type=get_attr]; +"18 encoder_layers_encoder_layer_2_ln_1_weight" [id=18, type=get_attr]; +"19 encoder_layers_encoder_layer_2_ln_1_bias" [id=19, type=get_attr]; +"20 encoder_layers_encoder_layer_2_self_attention_in_proj_bias" [id=20, type=get_attr]; +"21 encoder_layers_encoder_layer_2_self_attention_out_proj_bias" [id=21, type=get_attr]; +"22 encoder_layers_encoder_layer_2_ln_2_weight" [id=22, type=get_attr]; +"23 encoder_layers_encoder_layer_2_ln_2_bias" [id=23, type=get_attr]; +"24 encoder_layers_encoder_layer_2_mlp_0_bias" [id=24, type=get_attr]; +"25 encoder_layers_encoder_layer_2_mlp_3_bias" [id=25, type=get_attr]; +"26 encoder_layers_encoder_layer_3_ln_1_weight" [id=26, type=get_attr]; +"27 encoder_layers_encoder_layer_3_ln_1_bias" [id=27, type=get_attr]; +"28 encoder_layers_encoder_layer_3_self_attention_in_proj_bias" [id=28, type=get_attr]; +"29 encoder_layers_encoder_layer_3_self_attention_out_proj_bias" [id=29, type=get_attr]; +"30 encoder_layers_encoder_layer_3_ln_2_weight" [id=30, type=get_attr]; +"31 encoder_layers_encoder_layer_3_ln_2_bias" [id=31, type=get_attr]; +"32 encoder_layers_encoder_layer_3_mlp_0_bias" [id=32, type=get_attr]; +"33 encoder_layers_encoder_layer_3_mlp_3_bias" [id=33, type=get_attr]; +"34 encoder_layers_encoder_layer_4_ln_1_weight" [id=34, type=get_attr]; +"35 encoder_layers_encoder_layer_4_ln_1_bias" [id=35, type=get_attr]; +"36 encoder_layers_encoder_layer_4_self_attention_in_proj_bias" [id=36, type=get_attr]; +"37 encoder_layers_encoder_layer_4_self_attention_out_proj_bias" [id=37, type=get_attr]; +"38 encoder_layers_encoder_layer_4_ln_2_weight" [id=38, type=get_attr]; +"39 encoder_layers_encoder_layer_4_ln_2_bias" [id=39, type=get_attr]; +"40 encoder_layers_encoder_layer_4_mlp_0_bias" [id=40, type=get_attr]; +"41 encoder_layers_encoder_layer_4_mlp_3_bias" [id=41, type=get_attr]; +"42 encoder_layers_encoder_layer_5_ln_1_weight" [id=42, type=get_attr]; +"43 encoder_layers_encoder_layer_5_ln_1_bias" [id=43, type=get_attr]; +"44 encoder_layers_encoder_layer_5_self_attention_in_proj_bias" [id=44, type=get_attr]; +"45 encoder_layers_encoder_layer_5_self_attention_out_proj_bias" [id=45, type=get_attr]; +"46 encoder_layers_encoder_layer_5_ln_2_weight" [id=46, type=get_attr]; +"47 encoder_layers_encoder_layer_5_ln_2_bias" [id=47, type=get_attr]; +"48 encoder_layers_encoder_layer_5_mlp_0_bias" [id=48, type=get_attr]; +"49 encoder_layers_encoder_layer_5_mlp_3_bias" [id=49, type=get_attr]; +"50 encoder_layers_encoder_layer_6_ln_1_weight" [id=50, type=get_attr]; +"51 encoder_layers_encoder_layer_6_ln_1_bias" [id=51, type=get_attr]; +"52 encoder_layers_encoder_layer_6_self_attention_in_proj_bias" [id=52, type=get_attr]; +"53 encoder_layers_encoder_layer_6_self_attention_out_proj_bias" [id=53, type=get_attr]; +"54 encoder_layers_encoder_layer_6_ln_2_weight" [id=54, type=get_attr]; +"55 encoder_layers_encoder_layer_6_ln_2_bias" [id=55, type=get_attr]; +"56 encoder_layers_encoder_layer_6_mlp_0_bias" [id=56, type=get_attr]; +"57 encoder_layers_encoder_layer_6_mlp_3_bias" [id=57, type=get_attr]; +"58 encoder_layers_encoder_layer_7_ln_1_weight" [id=58, type=get_attr]; +"59 encoder_layers_encoder_layer_7_ln_1_bias" [id=59, type=get_attr]; +"60 encoder_layers_encoder_layer_7_self_attention_in_proj_bias" [id=60, type=get_attr]; +"61 encoder_layers_encoder_layer_7_self_attention_out_proj_bias" [id=61, type=get_attr]; +"62 encoder_layers_encoder_layer_7_ln_2_weight" [id=62, type=get_attr]; +"63 encoder_layers_encoder_layer_7_ln_2_bias" [id=63, type=get_attr]; +"64 encoder_layers_encoder_layer_7_mlp_0_bias" [id=64, type=get_attr]; +"65 encoder_layers_encoder_layer_7_mlp_3_bias" [id=65, type=get_attr]; +"66 encoder_layers_encoder_layer_8_ln_1_weight" [id=66, type=get_attr]; +"67 encoder_layers_encoder_layer_8_ln_1_bias" [id=67, type=get_attr]; +"68 encoder_layers_encoder_layer_8_self_attention_in_proj_bias" [id=68, type=get_attr]; +"69 encoder_layers_encoder_layer_8_self_attention_out_proj_bias" [id=69, type=get_attr]; +"70 encoder_layers_encoder_layer_8_ln_2_weight" [id=70, type=get_attr]; +"71 encoder_layers_encoder_layer_8_ln_2_bias" [id=71, type=get_attr]; +"72 encoder_layers_encoder_layer_8_mlp_0_bias" [id=72, type=get_attr]; +"73 encoder_layers_encoder_layer_8_mlp_3_bias" [id=73, type=get_attr]; +"74 encoder_layers_encoder_layer_9_ln_1_weight" [id=74, type=get_attr]; +"75 encoder_layers_encoder_layer_9_ln_1_bias" [id=75, type=get_attr]; +"76 encoder_layers_encoder_layer_9_self_attention_in_proj_bias" [id=76, type=get_attr]; +"77 encoder_layers_encoder_layer_9_self_attention_out_proj_bias" [id=77, type=get_attr]; +"78 encoder_layers_encoder_layer_9_ln_2_weight" [id=78, type=get_attr]; +"79 encoder_layers_encoder_layer_9_ln_2_bias" [id=79, type=get_attr]; +"80 encoder_layers_encoder_layer_9_mlp_0_bias" [id=80, type=get_attr]; +"81 encoder_layers_encoder_layer_9_mlp_3_bias" [id=81, type=get_attr]; +"82 encoder_layers_encoder_layer_10_ln_1_weight" [id=82, type=get_attr]; +"83 encoder_layers_encoder_layer_10_ln_1_bias" [id=83, type=get_attr]; +"84 encoder_layers_encoder_layer_10_self_attention_in_proj_bias" [id=84, type=get_attr]; +"85 encoder_layers_encoder_layer_10_self_attention_out_proj_bias" [id=85, type=get_attr]; +"86 encoder_layers_encoder_layer_10_ln_2_weight" [id=86, type=get_attr]; +"87 encoder_layers_encoder_layer_10_ln_2_bias" [id=87, type=get_attr]; +"88 encoder_layers_encoder_layer_10_mlp_0_bias" [id=88, type=get_attr]; +"89 encoder_layers_encoder_layer_10_mlp_3_bias" [id=89, type=get_attr]; +"90 encoder_layers_encoder_layer_11_ln_1_weight" [id=90, type=get_attr]; +"91 encoder_layers_encoder_layer_11_ln_1_bias" [id=91, type=get_attr]; +"92 encoder_layers_encoder_layer_11_self_attention_in_proj_bias" [id=92, type=get_attr]; +"93 encoder_layers_encoder_layer_11_self_attention_out_proj_bias" [id=93, type=get_attr]; +"94 encoder_layers_encoder_layer_11_ln_2_weight" [id=94, type=get_attr]; +"95 encoder_layers_encoder_layer_11_ln_2_bias" [id=95, type=get_attr]; +"96 encoder_layers_encoder_layer_11_mlp_0_bias" [id=96, type=get_attr]; +"97 encoder_layers_encoder_layer_11_mlp_3_bias" [id=97, type=get_attr]; +"98 encoder_ln_weight" [id=98, type=get_attr]; +"99 encoder_ln_bias" [id=99, type=get_attr]; +"100 heads_head_bias" [id=100, type=get_attr]; +"101 x" [id=101, type=input]; +"102 quantize_per_tensor_default" [id=102, type=quantize_per_tensor]; +"103 dequantize_per_tensor_default" [id=103, type=dequantize_per_tensor]; +"104 conv2d_scale_0" [id=104, type=get_attr]; +"105 conv2d_zero_point_0" [id=105, type=get_attr]; +"106 _frozen_param1" [id=106, type=get_attr]; +"107 dequantize_per_channel_default" [id=107, type=dequantize_per_channel]; +"108 conv2d" [id=108, type=conv2d]; +"109 reshape" [id=109, type=reshape]; +"110 permute" [id=110, type=permute]; +"111 _frozen_param0" [id=111, type=get_attr]; +"112 cat" [id=112, type=cat]; +"113 add" [id=113, type=add]; +"114 dropout" [id=114, type=dropout]; +"115 layer_norm" [id=115, type=layer_norm]; +"116 transpose" [id=116, type=transpose]; +"117 transpose_0_0_nncf_smooth_quant_0" [id=117, type=call_module]; +"118 quantize_per_tensor_default_1" [id=118, type=quantize_per_tensor]; +"119 dequantize_per_tensor_default_1" [id=119, type=dequantize_per_tensor]; +"120 linear_scale_0" [id=120, type=get_attr]; +"121 linear_zero_point_0" [id=121, type=get_attr]; +"122 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layer_norm_1_0_0_nncf_smooth_quant_0" [id=162, type=call_module]; +"163 quantize_per_tensor_default_5" [id=163, type=quantize_per_tensor]; +"164 dequantize_per_tensor_default_5" [id=164, type=dequantize_per_tensor]; +"165 linear_2_scale_0" [id=165, type=get_attr]; +"166 linear_2_zero_point_0" [id=166, type=get_attr]; +"167 _frozen_param4" [id=167, type=get_attr]; +"168 dequantize_per_channel_default_3" [id=168, type=dequantize_per_channel]; +"169 linear_2" [id=169, type=linear]; +"170 gelu" [id=170, type=gelu]; +"171 dropout_2" [id=171, type=dropout]; +"172 dropout_2_0_0_nncf_smooth_quant_0" [id=172, type=call_module]; +"173 quantize_per_tensor_default_6" [id=173, type=quantize_per_tensor]; +"174 dequantize_per_tensor_default_6" [id=174, type=dequantize_per_tensor]; +"175 linear_3_scale_0" [id=175, type=get_attr]; +"176 linear_3_zero_point_0" [id=176, type=get_attr]; +"177 _frozen_param5" [id=177, type=get_attr]; +"178 dequantize_per_channel_default_4" [id=178, type=dequantize_per_channel]; +"179 linear_3" [id=179, type=linear]; +"180 dropout_3" [id=180, type=dropout]; +"181 add_2" [id=181, type=add]; +"182 layer_norm_2" [id=182, type=layer_norm]; +"183 transpose_6" [id=183, type=transpose]; +"184 transpose_6_0_0_nncf_smooth_quant_0" [id=184, type=call_module]; +"185 quantize_per_tensor_default_7" [id=185, type=quantize_per_tensor]; +"186 dequantize_per_tensor_default_7" [id=186, type=dequantize_per_tensor]; +"187 linear_4_scale_0" [id=187, type=get_attr]; +"188 linear_4_zero_point_0" [id=188, type=get_attr]; +"189 _frozen_param6" [id=189, type=get_attr]; +"190 dequantize_per_channel_default_5" [id=190, type=dequantize_per_channel]; +"191 linear_4" [id=191, type=linear]; +"192 unflatten_1" [id=192, type=unflatten]; +"193 unsqueeze_1" [id=193, type=unsqueeze]; +"194 transpose_7" [id=194, type=transpose]; +"195 squeeze_1" [id=195, type=squeeze]; +"196 contiguous_1" [id=196, type=contiguous]; +"197 quantize_per_tensor_default_8" [id=197, type=quantize_per_tensor]; +"198 dequantize_per_tensor_default_8" [id=198, type=dequantize_per_tensor]; +"199 select_3" [id=199, type=select]; +"200 quantize_per_tensor_default_9" [id=200, type=quantize_per_tensor]; +"201 dequantize_per_tensor_default_9" [id=201, type=dequantize_per_tensor]; +"202 select_4" [id=202, type=select]; +"203 select_5" [id=203, type=select]; +"204 view_8" [id=204, type=view]; +"205 transpose_8" [id=205, type=transpose]; +"206 view_9" [id=206, type=view]; +"207 transpose_9" [id=207, type=transpose]; +"208 view_10" [id=208, type=view]; +"209 transpose_10" [id=209, type=transpose]; +"210 view_11" [id=210, type=view]; +"211 view_12" [id=211, type=view]; +"212 view_13" [id=212, type=view]; +"213 scaled_dot_product_attention_1" [id=213, type=scaled_dot_product_attention]; +"214 permute_2" [id=214, type=permute]; +"215 view_14" [id=215, type=view]; +"216 view_14_0_0_nncf_smooth_quant_0" [id=216, type=call_module]; +"217 quantize_per_tensor_default_10" [id=217, type=quantize_per_tensor]; +"218 dequantize_per_tensor_default_10" [id=218, type=dequantize_per_tensor]; +"219 linear_5_scale_0" [id=219, type=get_attr]; +"220 linear_5_zero_point_0" [id=220, type=get_attr]; +"221 _frozen_param7" [id=221, type=get_attr]; +"222 dequantize_per_channel_default_6" [id=222, type=dequantize_per_channel]; +"223 linear_5" [id=223, type=linear]; +"224 view_15" [id=224, type=view]; +"225 transpose_11" [id=225, type=transpose]; +"226 dropout_4" [id=226, type=dropout]; +"227 add_3" [id=227, type=add]; +"228 layer_norm_3" [id=228, type=layer_norm]; +"229 layer_norm_3_0_0_nncf_smooth_quant_0" [id=229, type=call_module]; +"230 quantize_per_tensor_default_11" [id=230, type=quantize_per_tensor]; +"231 dequantize_per_tensor_default_11" [id=231, type=dequantize_per_tensor]; +"232 linear_6_scale_0" [id=232, type=get_attr]; +"233 linear_6_zero_point_0" [id=233, type=get_attr]; +"234 _frozen_param8" [id=234, type=get_attr]; +"235 dequantize_per_channel_default_7" [id=235, 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type=dequantize_per_tensor]; +"254 linear_8_scale_0" [id=254, type=get_attr]; +"255 linear_8_zero_point_0" [id=255, type=get_attr]; +"256 _frozen_param10" [id=256, type=get_attr]; +"257 dequantize_per_channel_default_9" [id=257, type=dequantize_per_channel]; +"258 linear_8" [id=258, type=linear]; +"259 unflatten_2" [id=259, type=unflatten]; +"260 unsqueeze_2" [id=260, type=unsqueeze]; +"261 transpose_13" [id=261, type=transpose]; +"262 squeeze_2" [id=262, type=squeeze]; +"263 contiguous_2" [id=263, type=contiguous]; +"264 quantize_per_tensor_default_14" [id=264, type=quantize_per_tensor]; +"265 dequantize_per_tensor_default_14" [id=265, type=dequantize_per_tensor]; +"266 select_6" [id=266, type=select]; +"267 quantize_per_tensor_default_15" [id=267, type=quantize_per_tensor]; +"268 dequantize_per_tensor_default_15" [id=268, type=dequantize_per_tensor]; +"269 select_7" [id=269, type=select]; +"270 select_8" [id=270, type=select]; +"271 view_16" [id=271, type=view]; +"272 transpose_14" 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type=get_attr]; +"310 linear_11_zero_point_0" [id=310, type=get_attr]; +"311 _frozen_param13" [id=311, type=get_attr]; +"312 dequantize_per_channel_default_12" [id=312, type=dequantize_per_channel]; +"313 linear_11" [id=313, type=linear]; +"314 dropout_9" [id=314, type=dropout]; +"315 add_6" [id=315, type=add]; +"316 layer_norm_6" [id=316, type=layer_norm]; +"317 transpose_18" [id=317, type=transpose]; +"318 transpose_18_0_0_nncf_smooth_quant_0" [id=318, type=call_module]; +"319 quantize_per_tensor_default_19" [id=319, type=quantize_per_tensor]; +"320 dequantize_per_tensor_default_19" [id=320, type=dequantize_per_tensor]; +"321 linear_12_scale_0" [id=321, type=get_attr]; +"322 linear_12_zero_point_0" [id=322, type=get_attr]; +"323 _frozen_param14" [id=323, type=get_attr]; +"324 dequantize_per_channel_default_13" [id=324, type=dequantize_per_channel]; +"325 linear_12" [id=325, type=linear]; +"326 unflatten_3" [id=326, type=unflatten]; +"327 unsqueeze_3" [id=327, type=unsqueeze]; +"328 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type=transpose]; +"385 transpose_24_0_0_nncf_smooth_quant_0" [id=385, type=call_module]; +"386 quantize_per_tensor_default_25" [id=386, type=quantize_per_tensor]; +"387 dequantize_per_tensor_default_25" [id=387, type=dequantize_per_tensor]; +"388 linear_16_scale_0" [id=388, type=get_attr]; +"389 linear_16_zero_point_0" [id=389, type=get_attr]; +"390 _frozen_param18" [id=390, type=get_attr]; +"391 dequantize_per_channel_default_17" [id=391, type=dequantize_per_channel]; +"392 linear_16" [id=392, type=linear]; +"393 unflatten_4" [id=393, type=unflatten]; +"394 unsqueeze_4" [id=394, type=unsqueeze]; +"395 transpose_25" [id=395, type=transpose]; +"396 squeeze_4" [id=396, type=squeeze]; +"397 contiguous_4" [id=397, type=contiguous]; +"398 quantize_per_tensor_default_26" [id=398, type=quantize_per_tensor]; +"399 dequantize_per_tensor_default_26" [id=399, type=dequantize_per_tensor]; +"400 select_12" [id=400, type=select]; +"401 quantize_per_tensor_default_27" [id=401, type=quantize_per_tensor]; +"402 dequantize_per_tensor_default_27" [id=402, type=dequantize_per_tensor]; +"403 select_13" [id=403, type=select]; +"404 select_14" [id=404, type=select]; +"405 view_32" [id=405, type=view]; +"406 transpose_26" [id=406, type=transpose]; +"407 view_33" [id=407, type=view]; +"408 transpose_27" [id=408, type=transpose]; +"409 view_34" [id=409, type=view]; +"410 transpose_28" [id=410, type=transpose]; +"411 view_35" [id=411, type=view]; +"412 view_36" [id=412, type=view]; +"413 view_37" [id=413, type=view]; +"414 scaled_dot_product_attention_4" [id=414, type=scaled_dot_product_attention]; +"415 permute_5" [id=415, type=permute]; +"416 view_38" [id=416, type=view]; +"417 view_38_0_0_nncf_smooth_quant_0" [id=417, type=call_module]; +"418 quantize_per_tensor_default_28" [id=418, type=quantize_per_tensor]; +"419 dequantize_per_tensor_default_28" [id=419, type=dequantize_per_tensor]; +"420 linear_17_scale_0" [id=420, type=get_attr]; +"421 linear_17_zero_point_0" 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dropout_14_0_0_nncf_smooth_quant_0" [id=440, type=call_module]; +"441 quantize_per_tensor_default_30" [id=441, type=quantize_per_tensor]; +"442 dequantize_per_tensor_default_30" [id=442, type=dequantize_per_tensor]; +"443 linear_19_scale_0" [id=443, type=get_attr]; +"444 linear_19_zero_point_0" [id=444, type=get_attr]; +"445 _frozen_param21" [id=445, type=get_attr]; +"446 dequantize_per_channel_default_20" [id=446, type=dequantize_per_channel]; +"447 linear_19" [id=447, type=linear]; +"448 dropout_15" [id=448, type=dropout]; +"449 add_10" [id=449, type=add]; +"450 layer_norm_10" [id=450, type=layer_norm]; +"451 transpose_30" [id=451, type=transpose]; +"452 transpose_30_0_0_nncf_smooth_quant_0" [id=452, type=call_module]; +"453 quantize_per_tensor_default_31" [id=453, type=quantize_per_tensor]; +"454 dequantize_per_tensor_default_31" [id=454, type=dequantize_per_tensor]; +"455 linear_20_scale_0" [id=455, type=get_attr]; +"456 linear_20_zero_point_0" [id=456, type=get_attr]; +"457 _frozen_param22" [id=457, type=get_attr]; +"458 dequantize_per_channel_default_21" [id=458, type=dequantize_per_channel]; +"459 linear_20" [id=459, type=linear]; +"460 unflatten_5" [id=460, type=unflatten]; +"461 unsqueeze_5" [id=461, type=unsqueeze]; +"462 transpose_31" [id=462, type=transpose]; +"463 squeeze_5" [id=463, type=squeeze]; +"464 contiguous_5" [id=464, type=contiguous]; +"465 quantize_per_tensor_default_32" [id=465, type=quantize_per_tensor]; +"466 dequantize_per_tensor_default_32" [id=466, type=dequantize_per_tensor]; +"467 select_15" [id=467, type=select]; +"468 quantize_per_tensor_default_33" [id=468, type=quantize_per_tensor]; +"469 dequantize_per_tensor_default_33" [id=469, type=dequantize_per_tensor]; +"470 select_16" [id=470, type=select]; +"471 select_17" [id=471, type=select]; +"472 view_40" [id=472, type=view]; +"473 transpose_32" [id=473, type=transpose]; +"474 view_41" [id=474, type=view]; +"475 transpose_33" [id=475, type=transpose]; +"476 view_42" [id=476, type=view]; +"477 transpose_34" [id=477, type=transpose]; +"478 view_43" [id=478, type=view]; +"479 view_44" [id=479, type=view]; +"480 view_45" [id=480, type=view]; +"481 scaled_dot_product_attention_5" [id=481, type=scaled_dot_product_attention]; +"482 permute_6" [id=482, type=permute]; +"483 view_46" [id=483, type=view]; +"484 view_46_0_0_nncf_smooth_quant_0" [id=484, type=call_module]; +"485 quantize_per_tensor_default_34" [id=485, type=quantize_per_tensor]; +"486 dequantize_per_tensor_default_34" [id=486, type=dequantize_per_tensor]; +"487 linear_21_scale_0" [id=487, type=get_attr]; +"488 linear_21_zero_point_0" [id=488, type=get_attr]; +"489 _frozen_param23" [id=489, type=get_attr]; +"490 dequantize_per_channel_default_22" [id=490, type=dequantize_per_channel]; +"491 linear_21" [id=491, type=linear]; +"492 view_47" [id=492, type=view]; +"493 transpose_35" [id=493, type=transpose]; +"494 dropout_16" [id=494, type=dropout]; +"495 add_11" [id=495, type=add]; +"496 layer_norm_11" 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dequantize_per_channel_default_24" [id=513, type=dequantize_per_channel]; +"514 linear_23" [id=514, type=linear]; +"515 dropout_18" [id=515, type=dropout]; +"516 add_12" [id=516, type=add]; +"517 layer_norm_12" [id=517, type=layer_norm]; +"518 transpose_36" [id=518, type=transpose]; +"519 transpose_36_0_0_nncf_smooth_quant_0" [id=519, type=call_module]; +"520 quantize_per_tensor_default_37" [id=520, type=quantize_per_tensor]; +"521 dequantize_per_tensor_default_37" [id=521, type=dequantize_per_tensor]; +"522 linear_24_scale_0" [id=522, type=get_attr]; +"523 linear_24_zero_point_0" [id=523, type=get_attr]; +"524 _frozen_param26" [id=524, type=get_attr]; +"525 dequantize_per_channel_default_25" [id=525, type=dequantize_per_channel]; +"526 linear_24" [id=526, type=linear]; +"527 unflatten_6" [id=527, type=unflatten]; +"528 unsqueeze_6" [id=528, type=unsqueeze]; +"529 transpose_37" [id=529, type=transpose]; +"530 squeeze_6" [id=530, type=squeeze]; +"531 contiguous_6" [id=531, type=contiguous]; +"532 quantize_per_tensor_default_38" [id=532, type=quantize_per_tensor]; +"533 dequantize_per_tensor_default_38" [id=533, type=dequantize_per_tensor]; +"534 select_18" [id=534, type=select]; +"535 quantize_per_tensor_default_39" [id=535, type=quantize_per_tensor]; +"536 dequantize_per_tensor_default_39" [id=536, type=dequantize_per_tensor]; +"537 select_19" [id=537, type=select]; +"538 select_20" [id=538, type=select]; +"539 view_48" [id=539, type=view]; +"540 transpose_38" [id=540, type=transpose]; +"541 view_49" [id=541, type=view]; +"542 transpose_39" [id=542, type=transpose]; +"543 view_50" [id=543, type=view]; +"544 transpose_40" [id=544, type=transpose]; +"545 view_51" [id=545, type=view]; +"546 view_52" [id=546, type=view]; +"547 view_53" [id=547, type=view]; +"548 scaled_dot_product_attention_6" [id=548, type=scaled_dot_product_attention]; +"549 permute_7" [id=549, type=permute]; +"550 view_54" [id=550, type=view]; +"551 view_54_0_0_nncf_smooth_quant_0" [id=551, type=call_module]; +"552 quantize_per_tensor_default_40" [id=552, type=quantize_per_tensor]; +"553 dequantize_per_tensor_default_40" [id=553, type=dequantize_per_tensor]; +"554 linear_25_scale_0" [id=554, type=get_attr]; +"555 linear_25_zero_point_0" [id=555, type=get_attr]; +"556 _frozen_param27" [id=556, type=get_attr]; +"557 dequantize_per_channel_default_26" [id=557, type=dequantize_per_channel]; +"558 linear_25" [id=558, type=linear]; +"559 view_55" [id=559, type=view]; +"560 transpose_41" [id=560, type=transpose]; +"561 dropout_19" [id=561, type=dropout]; +"562 add_13" [id=562, type=add]; +"563 layer_norm_13" [id=563, type=layer_norm]; +"564 layer_norm_13_0_0_nncf_smooth_quant_0" [id=564, type=call_module]; +"565 quantize_per_tensor_default_41" [id=565, type=quantize_per_tensor]; +"566 dequantize_per_tensor_default_41" [id=566, type=dequantize_per_tensor]; +"567 linear_26_scale_0" [id=567, type=get_attr]; +"568 linear_26_zero_point_0" [id=568, type=get_attr]; +"569 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quantize_per_tensor_default_43" [id=587, type=quantize_per_tensor]; +"588 dequantize_per_tensor_default_43" [id=588, type=dequantize_per_tensor]; +"589 linear_28_scale_0" [id=589, type=get_attr]; +"590 linear_28_zero_point_0" [id=590, type=get_attr]; +"591 _frozen_param30" [id=591, type=get_attr]; +"592 dequantize_per_channel_default_29" [id=592, type=dequantize_per_channel]; +"593 linear_28" [id=593, type=linear]; +"594 unflatten_7" [id=594, type=unflatten]; +"595 unsqueeze_7" [id=595, type=unsqueeze]; +"596 transpose_43" [id=596, type=transpose]; +"597 squeeze_7" [id=597, type=squeeze]; +"598 contiguous_7" [id=598, type=contiguous]; +"599 quantize_per_tensor_default_44" [id=599, type=quantize_per_tensor]; +"600 dequantize_per_tensor_default_44" [id=600, type=dequantize_per_tensor]; +"601 select_21" [id=601, type=select]; +"602 quantize_per_tensor_default_45" [id=602, type=quantize_per_tensor]; +"603 dequantize_per_tensor_default_45" [id=603, type=dequantize_per_tensor]; +"604 select_22" [id=604, type=select]; +"605 select_23" [id=605, type=select]; +"606 view_56" [id=606, type=view]; +"607 transpose_44" [id=607, type=transpose]; +"608 view_57" [id=608, type=view]; +"609 transpose_45" [id=609, type=transpose]; +"610 view_58" [id=610, type=view]; +"611 transpose_46" [id=611, type=transpose]; +"612 view_59" [id=612, type=view]; +"613 view_60" [id=613, type=view]; +"614 view_61" [id=614, type=view]; +"615 scaled_dot_product_attention_7" [id=615, type=scaled_dot_product_attention]; +"616 permute_8" [id=616, type=permute]; +"617 view_62" [id=617, type=view]; +"618 view_62_0_0_nncf_smooth_quant_0" [id=618, type=call_module]; +"619 quantize_per_tensor_default_46" [id=619, type=quantize_per_tensor]; +"620 dequantize_per_tensor_default_46" [id=620, type=dequantize_per_tensor]; +"621 linear_29_scale_0" [id=621, type=get_attr]; +"622 linear_29_zero_point_0" [id=622, type=get_attr]; +"623 _frozen_param31" [id=623, type=get_attr]; +"624 dequantize_per_channel_default_30" 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type=quantize_per_tensor]; +"643 dequantize_per_tensor_default_48" [id=643, type=dequantize_per_tensor]; +"644 linear_31_scale_0" [id=644, type=get_attr]; +"645 linear_31_zero_point_0" [id=645, type=get_attr]; +"646 _frozen_param33" [id=646, type=get_attr]; +"647 dequantize_per_channel_default_32" [id=647, type=dequantize_per_channel]; +"648 linear_31" [id=648, type=linear]; +"649 dropout_24" [id=649, type=dropout]; +"650 add_16" [id=650, type=add]; +"651 layer_norm_16" [id=651, type=layer_norm]; +"652 transpose_48" [id=652, type=transpose]; +"653 transpose_48_0_0_nncf_smooth_quant_0" [id=653, type=call_module]; +"654 quantize_per_tensor_default_49" [id=654, type=quantize_per_tensor]; +"655 dequantize_per_tensor_default_49" [id=655, type=dequantize_per_tensor]; +"656 linear_32_scale_0" [id=656, type=get_attr]; +"657 linear_32_zero_point_0" [id=657, type=get_attr]; +"658 _frozen_param34" [id=658, type=get_attr]; +"659 dequantize_per_channel_default_33" [id=659, type=dequantize_per_channel]; +"660 linear_32" [id=660, type=linear]; +"661 unflatten_8" [id=661, type=unflatten]; +"662 unsqueeze_8" [id=662, type=unsqueeze]; +"663 transpose_49" [id=663, type=transpose]; +"664 squeeze_8" [id=664, type=squeeze]; +"665 contiguous_8" [id=665, type=contiguous]; +"666 quantize_per_tensor_default_50" [id=666, type=quantize_per_tensor]; +"667 dequantize_per_tensor_default_50" [id=667, type=dequantize_per_tensor]; +"668 select_24" [id=668, type=select]; +"669 quantize_per_tensor_default_51" [id=669, type=quantize_per_tensor]; +"670 dequantize_per_tensor_default_51" [id=670, type=dequantize_per_tensor]; +"671 select_25" [id=671, type=select]; +"672 select_26" [id=672, type=select]; +"673 view_64" [id=673, type=view]; +"674 transpose_50" [id=674, type=transpose]; +"675 view_65" [id=675, type=view]; +"676 transpose_51" [id=676, type=transpose]; +"677 view_66" [id=677, type=view]; +"678 transpose_52" [id=678, type=transpose]; +"679 view_67" [id=679, type=view]; 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type=call_module]; +"699 quantize_per_tensor_default_53" [id=699, type=quantize_per_tensor]; +"700 dequantize_per_tensor_default_53" [id=700, type=dequantize_per_tensor]; +"701 linear_34_scale_0" [id=701, type=get_attr]; +"702 linear_34_zero_point_0" [id=702, type=get_attr]; +"703 _frozen_param36" [id=703, type=get_attr]; +"704 dequantize_per_channel_default_35" [id=704, type=dequantize_per_channel]; +"705 linear_34" [id=705, type=linear]; +"706 gelu_8" [id=706, type=gelu]; +"707 dropout_26" [id=707, type=dropout]; +"708 dropout_26_0_0_nncf_smooth_quant_0" [id=708, type=call_module]; +"709 quantize_per_tensor_default_54" [id=709, type=quantize_per_tensor]; +"710 dequantize_per_tensor_default_54" [id=710, type=dequantize_per_tensor]; +"711 linear_35_scale_0" [id=711, type=get_attr]; +"712 linear_35_zero_point_0" [id=712, type=get_attr]; +"713 _frozen_param37" [id=713, type=get_attr]; +"714 dequantize_per_channel_default_36" [id=714, type=dequantize_per_channel]; +"715 linear_35" 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encoder_layers_encoder_layer_2_ln_2_bias" -> "295 layer_norm_5" [label="(768,)", style=solid]; +"24 encoder_layers_encoder_layer_2_mlp_0_bias" -> "303 linear_10" [label="(3072,)", style=solid]; +"25 encoder_layers_encoder_layer_2_mlp_3_bias" -> "313 linear_11" [label="(768,)", style=solid]; +"26 encoder_layers_encoder_layer_3_ln_1_weight" -> "316 layer_norm_6" [label="(768,)", style=solid]; +"27 encoder_layers_encoder_layer_3_ln_1_bias" -> "316 layer_norm_6" [label="(768,)", style=solid]; +"28 encoder_layers_encoder_layer_3_self_attention_in_proj_bias" -> "325 linear_12" [label="(2304,)", style=solid]; +"29 encoder_layers_encoder_layer_3_self_attention_out_proj_bias" -> "357 linear_13" [label="(768,)", style=solid]; +"30 encoder_layers_encoder_layer_3_ln_2_weight" -> "362 layer_norm_7" [label="(768,)", style=solid]; +"31 encoder_layers_encoder_layer_3_ln_2_bias" -> "362 layer_norm_7" [label="(768,)", style=solid]; +"32 encoder_layers_encoder_layer_3_mlp_0_bias" -> "370 linear_14" 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encoder_layers_encoder_layer_10_mlp_3_bias" -> "849 linear_43" [label="(768,)", style=solid]; +"90 encoder_layers_encoder_layer_11_ln_1_weight" -> "852 layer_norm_22" [label="(768,)", style=solid]; +"91 encoder_layers_encoder_layer_11_ln_1_bias" -> "852 layer_norm_22" [label="(768,)", style=solid]; +"92 encoder_layers_encoder_layer_11_self_attention_in_proj_bias" -> "861 linear_44" [label="(2304,)", style=solid]; +"93 encoder_layers_encoder_layer_11_self_attention_out_proj_bias" -> "893 linear_45" [label="(768,)", style=solid]; +"94 encoder_layers_encoder_layer_11_ln_2_weight" -> "898 layer_norm_23" [label="(768,)", style=solid]; +"95 encoder_layers_encoder_layer_11_ln_2_bias" -> "898 layer_norm_23" [label="(768,)", style=solid]; +"96 encoder_layers_encoder_layer_11_mlp_0_bias" -> "906 linear_46" [label="(3072,)", style=solid]; +"97 encoder_layers_encoder_layer_11_mlp_3_bias" -> "916 linear_47" [label="(768,)", style=solid]; +"98 encoder_ln_weight" -> "919 layer_norm_24" 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style=solid]; +"110 permute" -> "112 cat" [label="(1, 196, 768)", style=solid]; +"111 _frozen_param0" -> "112 cat" [label="(1, 1, 768)", style=solid]; +"112 cat" -> "113 add" [label="(1, 197, 768)", style=solid]; +"113 add" -> "114 dropout" [label="(1, 197, 768)", style=solid]; +"114 dropout" -> "115 layer_norm" [label="(1, 197, 768)", style=solid]; +"114 dropout" -> "160 add_1" [label="(1, 197, 768)", style=solid]; +"115 layer_norm" -> "116 transpose" [label="(1, 197, 768)", style=solid]; +"116 transpose" -> "117 transpose_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"117 transpose_0_0_nncf_smooth_quant_0" -> "118 quantize_per_tensor_default_1" [label="(197, 1, 768)", style=solid]; +"118 quantize_per_tensor_default_1" -> "119 dequantize_per_tensor_default_1" [label="(197, 1, 768)", style=solid]; +"119 dequantize_per_tensor_default_1" -> "124 linear" [label="(197, 1, 768)", style=solid]; +"120 linear_scale_0" -> "123 dequantize_per_channel_default_1" 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quantize_per_tensor_default_2" -> "131 dequantize_per_tensor_default_2" [label="(3, 197, 1, 768)", style=solid]; +"131 dequantize_per_tensor_default_2" -> "132 select" [label="(3, 197, 1, 768)", style=solid]; +"132 select" -> "137 view" [label="(197, 1, 768)", style=solid]; +"133 quantize_per_tensor_default_3" -> "134 dequantize_per_tensor_default_3" [label="(3, 197, 1, 768)", style=solid]; +"134 dequantize_per_tensor_default_3" -> "135 select_1" [label="(3, 197, 1, 768)", style=solid]; +"135 select_1" -> "139 view_1" [label="(197, 1, 768)", style=solid]; +"136 select_2" -> "141 view_2" [label="(197, 1, 768)", style=solid]; +"137 view" -> "138 transpose_2" [label="(197, 12, 64)", style=solid]; +"138 transpose_2" -> "143 view_3" [label="(12, 197, 64)", style=solid]; +"139 view_1" -> "140 transpose_3" [label="(197, 12, 64)", style=solid]; +"140 transpose_3" -> "144 view_4" [label="(12, 197, 64)", style=solid]; +"141 view_2" -> "142 transpose_4" [label="(197, 12, 64)", style=solid]; +"142 transpose_4" -> "145 view_5" [label="(12, 197, 64)", style=solid]; +"143 view_3" -> "146 scaled_dot_product_attention" [label="(1, 12, 197, 64)", style=solid]; +"144 view_4" -> "146 scaled_dot_product_attention" [label="(1, 12, 197, 64)", style=solid]; +"145 view_5" -> "146 scaled_dot_product_attention" [label="(1, 12, 197, 64)", style=solid]; +"146 scaled_dot_product_attention" -> "147 permute_1" [label="(1, 12, 197, 64)", style=solid]; +"147 permute_1" -> "148 view_6" [label="(197, 1, 12, 64)", style=solid]; +"148 view_6" -> "149 view_6_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"149 view_6_0_0_nncf_smooth_quant_0" -> "150 quantize_per_tensor_default_4" [label="(197, 768)", style=solid]; +"150 quantize_per_tensor_default_4" -> "151 dequantize_per_tensor_default_4" [label="(197, 768)", style=solid]; +"151 dequantize_per_tensor_default_4" -> "156 linear_1" [label="(197, 768)", style=solid]; +"152 linear_1_scale_0" -> "155 dequantize_per_channel_default_2" 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quantize_per_tensor_default_5" -> "164 dequantize_per_tensor_default_5" [label="(1, 197, 768)", style=solid]; +"164 dequantize_per_tensor_default_5" -> "169 linear_2" [label="(1, 197, 768)", style=solid]; +"165 linear_2_scale_0" -> "168 dequantize_per_channel_default_3" [label="(3072,)", style=solid]; +"166 linear_2_zero_point_0" -> "168 dequantize_per_channel_default_3" [label="(3072,)", style=solid]; +"167 _frozen_param4" -> "168 dequantize_per_channel_default_3" [label="(3072, 768)", style=solid]; +"168 dequantize_per_channel_default_3" -> "169 linear_2" [label="(3072, 768)", style=solid]; +"169 linear_2" -> "170 gelu" [label="(1, 197, 3072)", style=solid]; +"170 gelu" -> "171 dropout_2" [label="(1, 197, 3072)", style=solid]; +"171 dropout_2" -> "172 dropout_2_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"172 dropout_2_0_0_nncf_smooth_quant_0" -> "173 quantize_per_tensor_default_6" [label="(1, 197, 3072)", style=solid]; +"173 quantize_per_tensor_default_6" -> "174 dequantize_per_tensor_default_6" [label="(1, 197, 3072)", style=solid]; +"174 dequantize_per_tensor_default_6" -> "179 linear_3" [label="(1, 197, 3072)", style=solid]; +"175 linear_3_scale_0" -> "178 dequantize_per_channel_default_4" [label="(768,)", style=solid]; +"176 linear_3_zero_point_0" -> "178 dequantize_per_channel_default_4" [label="(768,)", style=solid]; +"177 _frozen_param5" -> "178 dequantize_per_channel_default_4" [label="(768, 3072)", style=solid]; +"178 dequantize_per_channel_default_4" -> "179 linear_3" [label="(768, 3072)", style=solid]; +"179 linear_3" -> "180 dropout_3" [label="(1, 197, 768)", style=solid]; +"180 dropout_3" -> "181 add_2" [label="(1, 197, 768)", style=solid]; +"181 add_2" -> "182 layer_norm_2" [label="(1, 197, 768)", style=solid]; +"181 add_2" -> "227 add_3" [label="(1, 197, 768)", style=solid]; +"182 layer_norm_2" -> "183 transpose_6" [label="(1, 197, 768)", style=solid]; +"183 transpose_6" -> "184 transpose_6_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"184 transpose_6_0_0_nncf_smooth_quant_0" -> "185 quantize_per_tensor_default_7" [label="(197, 1, 768)", style=solid]; +"185 quantize_per_tensor_default_7" -> "186 dequantize_per_tensor_default_7" [label="(197, 1, 768)", style=solid]; +"186 dequantize_per_tensor_default_7" -> "191 linear_4" [label="(197, 1, 768)", style=solid]; +"187 linear_4_scale_0" -> "190 dequantize_per_channel_default_5" [label="(2304,)", style=solid]; +"188 linear_4_zero_point_0" -> "190 dequantize_per_channel_default_5" [label="(2304,)", style=solid]; +"189 _frozen_param6" -> "190 dequantize_per_channel_default_5" [label="(2304, 768)", style=solid]; +"190 dequantize_per_channel_default_5" -> "191 linear_4" [label="(2304, 768)", style=solid]; +"191 linear_4" -> "192 unflatten_1" [label="(197, 1, 2304)", style=solid]; +"192 unflatten_1" -> "193 unsqueeze_1" [label="(197, 1, 3, 768)", style=solid]; +"193 unsqueeze_1" -> "194 transpose_7" [label="(1, 197, 1, 3, 768)", style=solid]; +"194 transpose_7" -> "195 squeeze_1" [label="(3, 197, 1, 1, 768)", style=solid]; +"195 squeeze_1" -> "196 contiguous_1" [label="(3, 197, 1, 768)", style=solid]; +"196 contiguous_1" -> "197 quantize_per_tensor_default_8" [label="(3, 197, 1, 768)", style=solid]; +"196 contiguous_1" -> "200 quantize_per_tensor_default_9" [label="(3, 197, 1, 768)", style=solid]; +"196 contiguous_1" -> "203 select_5" [label="(3, 197, 1, 768)", style=solid]; +"197 quantize_per_tensor_default_8" -> "198 dequantize_per_tensor_default_8" [label="(3, 197, 1, 768)", style=solid]; +"198 dequantize_per_tensor_default_8" -> "199 select_3" [label="(3, 197, 1, 768)", style=solid]; +"199 select_3" -> "204 view_8" [label="(197, 1, 768)", style=solid]; +"200 quantize_per_tensor_default_9" -> "201 dequantize_per_tensor_default_9" [label="(3, 197, 1, 768)", style=solid]; +"201 dequantize_per_tensor_default_9" -> "202 select_4" [label="(3, 197, 1, 768)", style=solid]; +"202 select_4" -> "206 view_9" [label="(197, 1, 768)", style=solid]; +"203 select_5" -> "208 view_10" [label="(197, 1, 768)", style=solid]; +"204 view_8" -> "205 transpose_8" [label="(197, 12, 64)", style=solid]; +"205 transpose_8" -> "210 view_11" [label="(12, 197, 64)", style=solid]; +"206 view_9" -> "207 transpose_9" [label="(197, 12, 64)", style=solid]; +"207 transpose_9" -> "211 view_12" [label="(12, 197, 64)", style=solid]; +"208 view_10" -> "209 transpose_10" [label="(197, 12, 64)", style=solid]; +"209 transpose_10" -> "212 view_13" [label="(12, 197, 64)", style=solid]; +"210 view_11" -> "213 scaled_dot_product_attention_1" [label="(1, 12, 197, 64)", style=solid]; +"211 view_12" -> "213 scaled_dot_product_attention_1" [label="(1, 12, 197, 64)", style=solid]; +"212 view_13" -> "213 scaled_dot_product_attention_1" [label="(1, 12, 197, 64)", style=solid]; +"213 scaled_dot_product_attention_1" -> "214 permute_2" [label="(1, 12, 197, 64)", style=solid]; +"214 permute_2" -> "215 view_14" [label="(197, 1, 12, 64)", style=solid]; +"215 view_14" -> "216 view_14_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"216 view_14_0_0_nncf_smooth_quant_0" -> "217 quantize_per_tensor_default_10" [label="(197, 768)", style=solid]; +"217 quantize_per_tensor_default_10" -> "218 dequantize_per_tensor_default_10" [label="(197, 768)", style=solid]; +"218 dequantize_per_tensor_default_10" -> "223 linear_5" [label="(197, 768)", style=solid]; +"219 linear_5_scale_0" -> "222 dequantize_per_channel_default_6" [label="(768,)", style=solid]; +"220 linear_5_zero_point_0" -> "222 dequantize_per_channel_default_6" [label="(768,)", style=solid]; +"221 _frozen_param7" -> "222 dequantize_per_channel_default_6" [label="(768, 768)", style=solid]; +"222 dequantize_per_channel_default_6" -> "223 linear_5" [label="(768, 768)", style=solid]; +"223 linear_5" -> "224 view_15" [label="(197, 768)", style=solid]; +"224 view_15" -> "225 transpose_11" [label="(197, 1, 768)", style=solid]; +"225 transpose_11" -> "226 dropout_4" [label="(1, 197, 768)", style=solid]; +"226 dropout_4" -> "227 add_3" [label="(1, 197, 768)", style=solid]; +"227 add_3" -> "228 layer_norm_3" [label="(1, 197, 768)", style=solid]; +"227 add_3" -> "248 add_4" [label="(1, 197, 768)", style=solid]; +"228 layer_norm_3" -> "229 layer_norm_3_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"229 layer_norm_3_0_0_nncf_smooth_quant_0" -> "230 quantize_per_tensor_default_11" [label="(1, 197, 768)", style=solid]; +"230 quantize_per_tensor_default_11" -> "231 dequantize_per_tensor_default_11" [label="(1, 197, 768)", style=solid]; +"231 dequantize_per_tensor_default_11" -> "236 linear_6" [label="(1, 197, 768)", style=solid]; +"232 linear_6_scale_0" -> "235 dequantize_per_channel_default_7" [label="(3072,)", style=solid]; +"233 linear_6_zero_point_0" -> "235 dequantize_per_channel_default_7" [label="(3072,)", style=solid]; +"234 _frozen_param8" -> "235 dequantize_per_channel_default_7" [label="(3072, 768)", style=solid]; +"235 dequantize_per_channel_default_7" -> "236 linear_6" [label="(3072, 768)", style=solid]; +"236 linear_6" -> "237 gelu_1" [label="(1, 197, 3072)", style=solid]; +"237 gelu_1" -> "238 dropout_5" [label="(1, 197, 3072)", style=solid]; +"238 dropout_5" -> "239 dropout_5_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"239 dropout_5_0_0_nncf_smooth_quant_0" -> "240 quantize_per_tensor_default_12" [label="(1, 197, 3072)", style=solid]; +"240 quantize_per_tensor_default_12" -> "241 dequantize_per_tensor_default_12" [label="(1, 197, 3072)", style=solid]; +"241 dequantize_per_tensor_default_12" -> "246 linear_7" [label="(1, 197, 3072)", style=solid]; +"242 linear_7_scale_0" -> "245 dequantize_per_channel_default_8" [label="(768,)", style=solid]; +"243 linear_7_zero_point_0" -> "245 dequantize_per_channel_default_8" [label="(768,)", style=solid]; +"244 _frozen_param9" -> "245 dequantize_per_channel_default_8" [label="(768, 3072)", style=solid]; +"245 dequantize_per_channel_default_8" -> "246 linear_7" [label="(768, 3072)", style=solid]; +"246 linear_7" -> "247 dropout_6" [label="(1, 197, 768)", style=solid]; +"247 dropout_6" -> "248 add_4" [label="(1, 197, 768)", style=solid]; +"248 add_4" -> "249 layer_norm_4" [label="(1, 197, 768)", style=solid]; +"248 add_4" -> "294 add_5" [label="(1, 197, 768)", style=solid]; +"249 layer_norm_4" -> "250 transpose_12" [label="(1, 197, 768)", style=solid]; +"250 transpose_12" -> "251 transpose_12_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"251 transpose_12_0_0_nncf_smooth_quant_0" -> "252 quantize_per_tensor_default_13" [label="(197, 1, 768)", style=solid]; +"252 quantize_per_tensor_default_13" -> "253 dequantize_per_tensor_default_13" [label="(197, 1, 768)", style=solid]; +"253 dequantize_per_tensor_default_13" -> "258 linear_8" [label="(197, 1, 768)", style=solid]; +"254 linear_8_scale_0" -> "257 dequantize_per_channel_default_9" [label="(2304,)", style=solid]; +"255 linear_8_zero_point_0" -> "257 dequantize_per_channel_default_9" [label="(2304,)", style=solid]; +"256 _frozen_param10" -> "257 dequantize_per_channel_default_9" [label="(2304, 768)", style=solid]; +"257 dequantize_per_channel_default_9" -> "258 linear_8" [label="(2304, 768)", style=solid]; +"258 linear_8" -> "259 unflatten_2" [label="(197, 1, 2304)", style=solid]; +"259 unflatten_2" -> "260 unsqueeze_2" [label="(197, 1, 3, 768)", style=solid]; +"260 unsqueeze_2" -> "261 transpose_13" [label="(1, 197, 1, 3, 768)", style=solid]; +"261 transpose_13" -> "262 squeeze_2" [label="(3, 197, 1, 1, 768)", style=solid]; +"262 squeeze_2" -> "263 contiguous_2" [label="(3, 197, 1, 768)", style=solid]; +"263 contiguous_2" -> "264 quantize_per_tensor_default_14" [label="(3, 197, 1, 768)", style=solid]; +"263 contiguous_2" -> "267 quantize_per_tensor_default_15" [label="(3, 197, 1, 768)", style=solid]; +"263 contiguous_2" -> "270 select_8" [label="(3, 197, 1, 768)", style=solid]; +"264 quantize_per_tensor_default_14" -> "265 dequantize_per_tensor_default_14" [label="(3, 197, 1, 768)", style=solid]; +"265 dequantize_per_tensor_default_14" -> "266 select_6" [label="(3, 197, 1, 768)", style=solid]; +"266 select_6" -> "271 view_16" [label="(197, 1, 768)", style=solid]; +"267 quantize_per_tensor_default_15" -> "268 dequantize_per_tensor_default_15" [label="(3, 197, 1, 768)", style=solid]; +"268 dequantize_per_tensor_default_15" -> "269 select_7" [label="(3, 197, 1, 768)", style=solid]; +"269 select_7" -> "273 view_17" [label="(197, 1, 768)", style=solid]; +"270 select_8" -> "275 view_18" [label="(197, 1, 768)", style=solid]; +"271 view_16" -> "272 transpose_14" [label="(197, 12, 64)", style=solid]; +"272 transpose_14" -> "277 view_19" [label="(12, 197, 64)", style=solid]; +"273 view_17" -> "274 transpose_15" [label="(197, 12, 64)", style=solid]; +"274 transpose_15" -> "278 view_20" [label="(12, 197, 64)", style=solid]; +"275 view_18" -> "276 transpose_16" [label="(197, 12, 64)", style=solid]; +"276 transpose_16" -> "279 view_21" [label="(12, 197, 64)", style=solid]; +"277 view_19" -> "280 scaled_dot_product_attention_2" [label="(1, 12, 197, 64)", style=solid]; +"278 view_20" -> "280 scaled_dot_product_attention_2" [label="(1, 12, 197, 64)", style=solid]; +"279 view_21" -> "280 scaled_dot_product_attention_2" [label="(1, 12, 197, 64)", style=solid]; +"280 scaled_dot_product_attention_2" -> "281 permute_3" [label="(1, 12, 197, 64)", style=solid]; +"281 permute_3" -> "282 view_22" [label="(197, 1, 12, 64)", style=solid]; +"282 view_22" -> "283 view_22_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"283 view_22_0_0_nncf_smooth_quant_0" -> "284 quantize_per_tensor_default_16" [label="(197, 768)", style=solid]; +"284 quantize_per_tensor_default_16" -> "285 dequantize_per_tensor_default_16" [label="(197, 768)", style=solid]; +"285 dequantize_per_tensor_default_16" -> "290 linear_9" [label="(197, 768)", style=solid]; +"286 linear_9_scale_0" -> "289 dequantize_per_channel_default_10" [label="(768,)", style=solid]; +"287 linear_9_zero_point_0" -> "289 dequantize_per_channel_default_10" [label="(768,)", style=solid]; +"288 _frozen_param11" -> "289 dequantize_per_channel_default_10" [label="(768, 768)", style=solid]; +"289 dequantize_per_channel_default_10" -> "290 linear_9" [label="(768, 768)", style=solid]; +"290 linear_9" -> "291 view_23" [label="(197, 768)", style=solid]; +"291 view_23" -> "292 transpose_17" [label="(197, 1, 768)", style=solid]; +"292 transpose_17" -> "293 dropout_7" [label="(1, 197, 768)", style=solid]; +"293 dropout_7" -> "294 add_5" [label="(1, 197, 768)", style=solid]; +"294 add_5" -> "295 layer_norm_5" [label="(1, 197, 768)", style=solid]; +"294 add_5" -> "315 add_6" [label="(1, 197, 768)", style=solid]; +"295 layer_norm_5" -> "296 layer_norm_5_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"296 layer_norm_5_0_0_nncf_smooth_quant_0" -> "297 quantize_per_tensor_default_17" [label="(1, 197, 768)", style=solid]; +"297 quantize_per_tensor_default_17" -> "298 dequantize_per_tensor_default_17" [label="(1, 197, 768)", style=solid]; +"298 dequantize_per_tensor_default_17" -> "303 linear_10" [label="(1, 197, 768)", style=solid]; +"299 linear_10_scale_0" -> "302 dequantize_per_channel_default_11" [label="(3072,)", style=solid]; +"300 linear_10_zero_point_0" -> "302 dequantize_per_channel_default_11" [label="(3072,)", style=solid]; +"301 _frozen_param12" -> "302 dequantize_per_channel_default_11" [label="(3072, 768)", style=solid]; +"302 dequantize_per_channel_default_11" -> "303 linear_10" [label="(3072, 768)", style=solid]; +"303 linear_10" -> "304 gelu_2" [label="(1, 197, 3072)", style=solid]; +"304 gelu_2" -> "305 dropout_8" [label="(1, 197, 3072)", style=solid]; +"305 dropout_8" -> "306 dropout_8_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"306 dropout_8_0_0_nncf_smooth_quant_0" -> "307 quantize_per_tensor_default_18" [label="(1, 197, 3072)", style=solid]; +"307 quantize_per_tensor_default_18" -> "308 dequantize_per_tensor_default_18" [label="(1, 197, 3072)", style=solid]; +"308 dequantize_per_tensor_default_18" -> "313 linear_11" [label="(1, 197, 3072)", style=solid]; +"309 linear_11_scale_0" -> "312 dequantize_per_channel_default_12" [label="(768,)", style=solid]; +"310 linear_11_zero_point_0" -> "312 dequantize_per_channel_default_12" [label="(768,)", style=solid]; +"311 _frozen_param13" -> "312 dequantize_per_channel_default_12" [label="(768, 3072)", style=solid]; +"312 dequantize_per_channel_default_12" -> "313 linear_11" [label="(768, 3072)", style=solid]; +"313 linear_11" -> "314 dropout_9" [label="(1, 197, 768)", style=solid]; +"314 dropout_9" -> "315 add_6" [label="(1, 197, 768)", style=solid]; +"315 add_6" -> "316 layer_norm_6" [label="(1, 197, 768)", style=solid]; +"315 add_6" -> "361 add_7" [label="(1, 197, 768)", style=solid]; +"316 layer_norm_6" -> "317 transpose_18" [label="(1, 197, 768)", style=solid]; +"317 transpose_18" -> "318 transpose_18_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"318 transpose_18_0_0_nncf_smooth_quant_0" -> "319 quantize_per_tensor_default_19" [label="(197, 1, 768)", style=solid]; +"319 quantize_per_tensor_default_19" -> "320 dequantize_per_tensor_default_19" [label="(197, 1, 768)", style=solid]; +"320 dequantize_per_tensor_default_19" -> "325 linear_12" [label="(197, 1, 768)", style=solid]; +"321 linear_12_scale_0" -> "324 dequantize_per_channel_default_13" [label="(2304,)", style=solid]; +"322 linear_12_zero_point_0" -> "324 dequantize_per_channel_default_13" [label="(2304,)", style=solid]; +"323 _frozen_param14" -> "324 dequantize_per_channel_default_13" [label="(2304, 768)", style=solid]; +"324 dequantize_per_channel_default_13" -> "325 linear_12" [label="(2304, 768)", style=solid]; +"325 linear_12" -> "326 unflatten_3" [label="(197, 1, 2304)", style=solid]; +"326 unflatten_3" -> "327 unsqueeze_3" [label="(197, 1, 3, 768)", style=solid]; +"327 unsqueeze_3" -> "328 transpose_19" [label="(1, 197, 1, 3, 768)", style=solid]; +"328 transpose_19" -> "329 squeeze_3" [label="(3, 197, 1, 1, 768)", style=solid]; +"329 squeeze_3" -> "330 contiguous_3" [label="(3, 197, 1, 768)", style=solid]; +"330 contiguous_3" -> "331 quantize_per_tensor_default_20" [label="(3, 197, 1, 768)", style=solid]; +"330 contiguous_3" -> "334 quantize_per_tensor_default_21" [label="(3, 197, 1, 768)", style=solid]; +"330 contiguous_3" -> "337 select_11" [label="(3, 197, 1, 768)", style=solid]; +"331 quantize_per_tensor_default_20" -> "332 dequantize_per_tensor_default_20" [label="(3, 197, 1, 768)", style=solid]; +"332 dequantize_per_tensor_default_20" -> "333 select_9" [label="(3, 197, 1, 768)", style=solid]; +"333 select_9" -> "338 view_24" [label="(197, 1, 768)", style=solid]; +"334 quantize_per_tensor_default_21" -> "335 dequantize_per_tensor_default_21" [label="(3, 197, 1, 768)", style=solid]; +"335 dequantize_per_tensor_default_21" -> "336 select_10" [label="(3, 197, 1, 768)", style=solid]; +"336 select_10" -> "340 view_25" [label="(197, 1, 768)", style=solid]; +"337 select_11" -> "342 view_26" [label="(197, 1, 768)", style=solid]; +"338 view_24" -> "339 transpose_20" [label="(197, 12, 64)", style=solid]; +"339 transpose_20" -> "344 view_27" [label="(12, 197, 64)", style=solid]; +"340 view_25" -> "341 transpose_21" [label="(197, 12, 64)", style=solid]; +"341 transpose_21" -> "345 view_28" [label="(12, 197, 64)", style=solid]; +"342 view_26" -> "343 transpose_22" [label="(197, 12, 64)", style=solid]; +"343 transpose_22" -> "346 view_29" [label="(12, 197, 64)", style=solid]; +"344 view_27" -> "347 scaled_dot_product_attention_3" [label="(1, 12, 197, 64)", style=solid]; +"345 view_28" -> "347 scaled_dot_product_attention_3" [label="(1, 12, 197, 64)", style=solid]; +"346 view_29" -> "347 scaled_dot_product_attention_3" [label="(1, 12, 197, 64)", style=solid]; +"347 scaled_dot_product_attention_3" -> "348 permute_4" [label="(1, 12, 197, 64)", style=solid]; +"348 permute_4" -> "349 view_30" [label="(197, 1, 12, 64)", style=solid]; +"349 view_30" -> "350 view_30_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"350 view_30_0_0_nncf_smooth_quant_0" -> "351 quantize_per_tensor_default_22" [label="(197, 768)", style=solid]; +"351 quantize_per_tensor_default_22" -> "352 dequantize_per_tensor_default_22" [label="(197, 768)", style=solid]; +"352 dequantize_per_tensor_default_22" -> "357 linear_13" [label="(197, 768)", style=solid]; +"353 linear_13_scale_0" -> "356 dequantize_per_channel_default_14" [label="(768,)", style=solid]; +"354 linear_13_zero_point_0" -> "356 dequantize_per_channel_default_14" [label="(768,)", style=solid]; +"355 _frozen_param15" -> "356 dequantize_per_channel_default_14" [label="(768, 768)", style=solid]; +"356 dequantize_per_channel_default_14" -> "357 linear_13" [label="(768, 768)", style=solid]; +"357 linear_13" -> "358 view_31" [label="(197, 768)", style=solid]; +"358 view_31" -> "359 transpose_23" [label="(197, 1, 768)", style=solid]; +"359 transpose_23" -> "360 dropout_10" [label="(1, 197, 768)", style=solid]; +"360 dropout_10" -> "361 add_7" [label="(1, 197, 768)", style=solid]; +"361 add_7" -> "362 layer_norm_7" [label="(1, 197, 768)", style=solid]; +"361 add_7" -> "382 add_8" [label="(1, 197, 768)", style=solid]; +"362 layer_norm_7" -> "363 layer_norm_7_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"363 layer_norm_7_0_0_nncf_smooth_quant_0" -> "364 quantize_per_tensor_default_23" [label="(1, 197, 768)", style=solid]; +"364 quantize_per_tensor_default_23" -> "365 dequantize_per_tensor_default_23" [label="(1, 197, 768)", style=solid]; +"365 dequantize_per_tensor_default_23" -> "370 linear_14" [label="(1, 197, 768)", style=solid]; +"366 linear_14_scale_0" -> "369 dequantize_per_channel_default_15" [label="(3072,)", style=solid]; +"367 linear_14_zero_point_0" -> "369 dequantize_per_channel_default_15" [label="(3072,)", style=solid]; +"368 _frozen_param16" -> "369 dequantize_per_channel_default_15" [label="(3072, 768)", style=solid]; +"369 dequantize_per_channel_default_15" -> "370 linear_14" [label="(3072, 768)", style=solid]; +"370 linear_14" -> "371 gelu_3" [label="(1, 197, 3072)", style=solid]; +"371 gelu_3" -> "372 dropout_11" [label="(1, 197, 3072)", style=solid]; +"372 dropout_11" -> "373 dropout_11_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"373 dropout_11_0_0_nncf_smooth_quant_0" -> "374 quantize_per_tensor_default_24" [label="(1, 197, 3072)", style=solid]; +"374 quantize_per_tensor_default_24" -> "375 dequantize_per_tensor_default_24" [label="(1, 197, 3072)", style=solid]; +"375 dequantize_per_tensor_default_24" -> "380 linear_15" [label="(1, 197, 3072)", style=solid]; +"376 linear_15_scale_0" -> "379 dequantize_per_channel_default_16" [label="(768,)", style=solid]; +"377 linear_15_zero_point_0" -> "379 dequantize_per_channel_default_16" [label="(768,)", style=solid]; +"378 _frozen_param17" -> "379 dequantize_per_channel_default_16" [label="(768, 3072)", style=solid]; +"379 dequantize_per_channel_default_16" -> "380 linear_15" [label="(768, 3072)", style=solid]; +"380 linear_15" -> "381 dropout_12" [label="(1, 197, 768)", style=solid]; +"381 dropout_12" -> "382 add_8" [label="(1, 197, 768)", style=solid]; +"382 add_8" -> "383 layer_norm_8" [label="(1, 197, 768)", style=solid]; +"382 add_8" -> "428 add_9" [label="(1, 197, 768)", style=solid]; +"383 layer_norm_8" -> "384 transpose_24" [label="(1, 197, 768)", style=solid]; +"384 transpose_24" -> "385 transpose_24_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"385 transpose_24_0_0_nncf_smooth_quant_0" -> "386 quantize_per_tensor_default_25" [label="(197, 1, 768)", style=solid]; +"386 quantize_per_tensor_default_25" -> "387 dequantize_per_tensor_default_25" [label="(197, 1, 768)", style=solid]; +"387 dequantize_per_tensor_default_25" -> "392 linear_16" [label="(197, 1, 768)", style=solid]; +"388 linear_16_scale_0" -> "391 dequantize_per_channel_default_17" [label="(2304,)", style=solid]; +"389 linear_16_zero_point_0" -> "391 dequantize_per_channel_default_17" [label="(2304,)", style=solid]; +"390 _frozen_param18" -> "391 dequantize_per_channel_default_17" [label="(2304, 768)", style=solid]; +"391 dequantize_per_channel_default_17" -> "392 linear_16" [label="(2304, 768)", style=solid]; +"392 linear_16" -> "393 unflatten_4" [label="(197, 1, 2304)", style=solid]; +"393 unflatten_4" -> "394 unsqueeze_4" [label="(197, 1, 3, 768)", style=solid]; +"394 unsqueeze_4" -> "395 transpose_25" [label="(1, 197, 1, 3, 768)", style=solid]; +"395 transpose_25" -> "396 squeeze_4" [label="(3, 197, 1, 1, 768)", style=solid]; +"396 squeeze_4" -> "397 contiguous_4" [label="(3, 197, 1, 768)", style=solid]; +"397 contiguous_4" -> "398 quantize_per_tensor_default_26" [label="(3, 197, 1, 768)", style=solid]; +"397 contiguous_4" -> "401 quantize_per_tensor_default_27" [label="(3, 197, 1, 768)", style=solid]; +"397 contiguous_4" -> "404 select_14" [label="(3, 197, 1, 768)", style=solid]; +"398 quantize_per_tensor_default_26" -> "399 dequantize_per_tensor_default_26" [label="(3, 197, 1, 768)", style=solid]; +"399 dequantize_per_tensor_default_26" -> "400 select_12" [label="(3, 197, 1, 768)", style=solid]; +"400 select_12" -> "405 view_32" [label="(197, 1, 768)", style=solid]; +"401 quantize_per_tensor_default_27" -> "402 dequantize_per_tensor_default_27" [label="(3, 197, 1, 768)", style=solid]; +"402 dequantize_per_tensor_default_27" -> "403 select_13" [label="(3, 197, 1, 768)", style=solid]; +"403 select_13" -> "407 view_33" [label="(197, 1, 768)", style=solid]; +"404 select_14" -> "409 view_34" [label="(197, 1, 768)", style=solid]; +"405 view_32" -> "406 transpose_26" [label="(197, 12, 64)", style=solid]; +"406 transpose_26" -> "411 view_35" [label="(12, 197, 64)", style=solid]; +"407 view_33" -> "408 transpose_27" [label="(197, 12, 64)", style=solid]; +"408 transpose_27" -> "412 view_36" [label="(12, 197, 64)", style=solid]; +"409 view_34" -> "410 transpose_28" [label="(197, 12, 64)", style=solid]; +"410 transpose_28" -> "413 view_37" [label="(12, 197, 64)", style=solid]; +"411 view_35" -> "414 scaled_dot_product_attention_4" [label="(1, 12, 197, 64)", style=solid]; +"412 view_36" -> "414 scaled_dot_product_attention_4" [label="(1, 12, 197, 64)", style=solid]; +"413 view_37" -> "414 scaled_dot_product_attention_4" [label="(1, 12, 197, 64)", style=solid]; +"414 scaled_dot_product_attention_4" -> "415 permute_5" [label="(1, 12, 197, 64)", style=solid]; +"415 permute_5" -> "416 view_38" [label="(197, 1, 12, 64)", style=solid]; +"416 view_38" -> "417 view_38_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"417 view_38_0_0_nncf_smooth_quant_0" -> "418 quantize_per_tensor_default_28" [label="(197, 768)", style=solid]; +"418 quantize_per_tensor_default_28" -> "419 dequantize_per_tensor_default_28" [label="(197, 768)", style=solid]; +"419 dequantize_per_tensor_default_28" -> "424 linear_17" [label="(197, 768)", style=solid]; +"420 linear_17_scale_0" -> "423 dequantize_per_channel_default_18" [label="(768,)", style=solid]; +"421 linear_17_zero_point_0" -> "423 dequantize_per_channel_default_18" [label="(768,)", style=solid]; +"422 _frozen_param19" -> "423 dequantize_per_channel_default_18" [label="(768, 768)", style=solid]; +"423 dequantize_per_channel_default_18" -> "424 linear_17" [label="(768, 768)", style=solid]; +"424 linear_17" -> "425 view_39" [label="(197, 768)", style=solid]; +"425 view_39" -> "426 transpose_29" [label="(197, 1, 768)", style=solid]; +"426 transpose_29" -> "427 dropout_13" [label="(1, 197, 768)", style=solid]; +"427 dropout_13" -> "428 add_9" [label="(1, 197, 768)", style=solid]; +"428 add_9" -> "429 layer_norm_9" [label="(1, 197, 768)", style=solid]; +"428 add_9" -> "449 add_10" [label="(1, 197, 768)", style=solid]; +"429 layer_norm_9" -> "430 layer_norm_9_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"430 layer_norm_9_0_0_nncf_smooth_quant_0" -> "431 quantize_per_tensor_default_29" [label="(1, 197, 768)", style=solid]; +"431 quantize_per_tensor_default_29" -> "432 dequantize_per_tensor_default_29" [label="(1, 197, 768)", style=solid]; +"432 dequantize_per_tensor_default_29" -> "437 linear_18" [label="(1, 197, 768)", style=solid]; +"433 linear_18_scale_0" -> "436 dequantize_per_channel_default_19" [label="(3072,)", style=solid]; +"434 linear_18_zero_point_0" -> "436 dequantize_per_channel_default_19" [label="(3072,)", style=solid]; +"435 _frozen_param20" -> "436 dequantize_per_channel_default_19" [label="(3072, 768)", style=solid]; +"436 dequantize_per_channel_default_19" -> "437 linear_18" [label="(3072, 768)", style=solid]; +"437 linear_18" -> "438 gelu_4" [label="(1, 197, 3072)", style=solid]; +"438 gelu_4" -> "439 dropout_14" [label="(1, 197, 3072)", style=solid]; +"439 dropout_14" -> "440 dropout_14_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"440 dropout_14_0_0_nncf_smooth_quant_0" -> "441 quantize_per_tensor_default_30" [label="(1, 197, 3072)", style=solid]; +"441 quantize_per_tensor_default_30" -> "442 dequantize_per_tensor_default_30" [label="(1, 197, 3072)", style=solid]; +"442 dequantize_per_tensor_default_30" -> "447 linear_19" [label="(1, 197, 3072)", style=solid]; +"443 linear_19_scale_0" -> "446 dequantize_per_channel_default_20" [label="(768,)", style=solid]; +"444 linear_19_zero_point_0" -> "446 dequantize_per_channel_default_20" [label="(768,)", style=solid]; +"445 _frozen_param21" -> "446 dequantize_per_channel_default_20" [label="(768, 3072)", style=solid]; +"446 dequantize_per_channel_default_20" -> "447 linear_19" [label="(768, 3072)", style=solid]; +"447 linear_19" -> "448 dropout_15" [label="(1, 197, 768)", style=solid]; +"448 dropout_15" -> "449 add_10" [label="(1, 197, 768)", style=solid]; +"449 add_10" -> "450 layer_norm_10" [label="(1, 197, 768)", style=solid]; +"449 add_10" -> "495 add_11" [label="(1, 197, 768)", style=solid]; +"450 layer_norm_10" -> "451 transpose_30" [label="(1, 197, 768)", style=solid]; +"451 transpose_30" -> "452 transpose_30_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"452 transpose_30_0_0_nncf_smooth_quant_0" -> "453 quantize_per_tensor_default_31" [label="(197, 1, 768)", style=solid]; +"453 quantize_per_tensor_default_31" -> "454 dequantize_per_tensor_default_31" [label="(197, 1, 768)", style=solid]; +"454 dequantize_per_tensor_default_31" -> "459 linear_20" [label="(197, 1, 768)", style=solid]; +"455 linear_20_scale_0" -> "458 dequantize_per_channel_default_21" [label="(2304,)", style=solid]; +"456 linear_20_zero_point_0" -> "458 dequantize_per_channel_default_21" [label="(2304,)", style=solid]; +"457 _frozen_param22" -> "458 dequantize_per_channel_default_21" [label="(2304, 768)", style=solid]; +"458 dequantize_per_channel_default_21" -> "459 linear_20" [label="(2304, 768)", style=solid]; +"459 linear_20" -> "460 unflatten_5" [label="(197, 1, 2304)", style=solid]; +"460 unflatten_5" -> "461 unsqueeze_5" [label="(197, 1, 3, 768)", style=solid]; +"461 unsqueeze_5" -> "462 transpose_31" [label="(1, 197, 1, 3, 768)", style=solid]; +"462 transpose_31" -> "463 squeeze_5" [label="(3, 197, 1, 1, 768)", style=solid]; +"463 squeeze_5" -> "464 contiguous_5" [label="(3, 197, 1, 768)", style=solid]; +"464 contiguous_5" -> "465 quantize_per_tensor_default_32" [label="(3, 197, 1, 768)", style=solid]; +"464 contiguous_5" -> "468 quantize_per_tensor_default_33" [label="(3, 197, 1, 768)", style=solid]; +"464 contiguous_5" -> "471 select_17" [label="(3, 197, 1, 768)", style=solid]; +"465 quantize_per_tensor_default_32" -> "466 dequantize_per_tensor_default_32" [label="(3, 197, 1, 768)", style=solid]; +"466 dequantize_per_tensor_default_32" -> "467 select_15" [label="(3, 197, 1, 768)", style=solid]; +"467 select_15" -> "472 view_40" [label="(197, 1, 768)", style=solid]; +"468 quantize_per_tensor_default_33" -> "469 dequantize_per_tensor_default_33" [label="(3, 197, 1, 768)", style=solid]; +"469 dequantize_per_tensor_default_33" -> "470 select_16" [label="(3, 197, 1, 768)", style=solid]; +"470 select_16" -> "474 view_41" [label="(197, 1, 768)", style=solid]; +"471 select_17" -> "476 view_42" [label="(197, 1, 768)", style=solid]; +"472 view_40" -> "473 transpose_32" [label="(197, 12, 64)", style=solid]; +"473 transpose_32" -> "478 view_43" [label="(12, 197, 64)", style=solid]; +"474 view_41" -> "475 transpose_33" [label="(197, 12, 64)", style=solid]; +"475 transpose_33" -> "479 view_44" [label="(12, 197, 64)", style=solid]; +"476 view_42" -> "477 transpose_34" [label="(197, 12, 64)", style=solid]; +"477 transpose_34" -> "480 view_45" [label="(12, 197, 64)", style=solid]; +"478 view_43" -> "481 scaled_dot_product_attention_5" [label="(1, 12, 197, 64)", style=solid]; +"479 view_44" -> "481 scaled_dot_product_attention_5" [label="(1, 12, 197, 64)", style=solid]; +"480 view_45" -> "481 scaled_dot_product_attention_5" [label="(1, 12, 197, 64)", style=solid]; +"481 scaled_dot_product_attention_5" -> "482 permute_6" [label="(1, 12, 197, 64)", style=solid]; +"482 permute_6" -> "483 view_46" [label="(197, 1, 12, 64)", style=solid]; +"483 view_46" -> "484 view_46_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"484 view_46_0_0_nncf_smooth_quant_0" -> "485 quantize_per_tensor_default_34" [label="(197, 768)", style=solid]; +"485 quantize_per_tensor_default_34" -> "486 dequantize_per_tensor_default_34" [label="(197, 768)", style=solid]; +"486 dequantize_per_tensor_default_34" -> "491 linear_21" [label="(197, 768)", style=solid]; +"487 linear_21_scale_0" -> "490 dequantize_per_channel_default_22" [label="(768,)", style=solid]; +"488 linear_21_zero_point_0" -> "490 dequantize_per_channel_default_22" [label="(768,)", style=solid]; +"489 _frozen_param23" -> "490 dequantize_per_channel_default_22" [label="(768, 768)", style=solid]; +"490 dequantize_per_channel_default_22" -> "491 linear_21" [label="(768, 768)", style=solid]; +"491 linear_21" -> "492 view_47" [label="(197, 768)", style=solid]; +"492 view_47" -> "493 transpose_35" [label="(197, 1, 768)", style=solid]; +"493 transpose_35" -> "494 dropout_16" [label="(1, 197, 768)", style=solid]; +"494 dropout_16" -> "495 add_11" [label="(1, 197, 768)", style=solid]; +"495 add_11" -> "496 layer_norm_11" [label="(1, 197, 768)", style=solid]; +"495 add_11" -> "516 add_12" [label="(1, 197, 768)", style=solid]; +"496 layer_norm_11" -> "497 layer_norm_11_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"497 layer_norm_11_0_0_nncf_smooth_quant_0" -> "498 quantize_per_tensor_default_35" [label="(1, 197, 768)", style=solid]; +"498 quantize_per_tensor_default_35" -> "499 dequantize_per_tensor_default_35" [label="(1, 197, 768)", style=solid]; +"499 dequantize_per_tensor_default_35" -> "504 linear_22" [label="(1, 197, 768)", style=solid]; +"500 linear_22_scale_0" -> "503 dequantize_per_channel_default_23" [label="(3072,)", style=solid]; +"501 linear_22_zero_point_0" -> "503 dequantize_per_channel_default_23" [label="(3072,)", style=solid]; +"502 _frozen_param24" -> "503 dequantize_per_channel_default_23" [label="(3072, 768)", style=solid]; +"503 dequantize_per_channel_default_23" -> "504 linear_22" [label="(3072, 768)", style=solid]; +"504 linear_22" -> "505 gelu_5" [label="(1, 197, 3072)", style=solid]; +"505 gelu_5" -> "506 dropout_17" [label="(1, 197, 3072)", style=solid]; +"506 dropout_17" -> "507 dropout_17_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"507 dropout_17_0_0_nncf_smooth_quant_0" -> "508 quantize_per_tensor_default_36" [label="(1, 197, 3072)", style=solid]; +"508 quantize_per_tensor_default_36" -> "509 dequantize_per_tensor_default_36" [label="(1, 197, 3072)", style=solid]; +"509 dequantize_per_tensor_default_36" -> "514 linear_23" [label="(1, 197, 3072)", style=solid]; +"510 linear_23_scale_0" -> "513 dequantize_per_channel_default_24" [label="(768,)", style=solid]; +"511 linear_23_zero_point_0" -> "513 dequantize_per_channel_default_24" [label="(768,)", style=solid]; +"512 _frozen_param25" -> "513 dequantize_per_channel_default_24" [label="(768, 3072)", style=solid]; +"513 dequantize_per_channel_default_24" -> "514 linear_23" [label="(768, 3072)", style=solid]; +"514 linear_23" -> "515 dropout_18" [label="(1, 197, 768)", style=solid]; +"515 dropout_18" -> "516 add_12" [label="(1, 197, 768)", style=solid]; +"516 add_12" -> "517 layer_norm_12" [label="(1, 197, 768)", style=solid]; +"516 add_12" -> "562 add_13" [label="(1, 197, 768)", style=solid]; +"517 layer_norm_12" -> "518 transpose_36" [label="(1, 197, 768)", style=solid]; +"518 transpose_36" -> "519 transpose_36_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"519 transpose_36_0_0_nncf_smooth_quant_0" -> "520 quantize_per_tensor_default_37" [label="(197, 1, 768)", style=solid]; +"520 quantize_per_tensor_default_37" -> "521 dequantize_per_tensor_default_37" [label="(197, 1, 768)", style=solid]; +"521 dequantize_per_tensor_default_37" -> "526 linear_24" [label="(197, 1, 768)", style=solid]; +"522 linear_24_scale_0" -> "525 dequantize_per_channel_default_25" [label="(2304,)", style=solid]; +"523 linear_24_zero_point_0" -> "525 dequantize_per_channel_default_25" [label="(2304,)", style=solid]; +"524 _frozen_param26" -> "525 dequantize_per_channel_default_25" [label="(2304, 768)", style=solid]; +"525 dequantize_per_channel_default_25" -> "526 linear_24" [label="(2304, 768)", style=solid]; +"526 linear_24" -> "527 unflatten_6" [label="(197, 1, 2304)", style=solid]; +"527 unflatten_6" -> "528 unsqueeze_6" [label="(197, 1, 3, 768)", style=solid]; +"528 unsqueeze_6" -> "529 transpose_37" [label="(1, 197, 1, 3, 768)", style=solid]; +"529 transpose_37" -> "530 squeeze_6" [label="(3, 197, 1, 1, 768)", style=solid]; +"530 squeeze_6" -> "531 contiguous_6" [label="(3, 197, 1, 768)", style=solid]; +"531 contiguous_6" -> "532 quantize_per_tensor_default_38" [label="(3, 197, 1, 768)", style=solid]; +"531 contiguous_6" -> "535 quantize_per_tensor_default_39" [label="(3, 197, 1, 768)", style=solid]; +"531 contiguous_6" -> "538 select_20" [label="(3, 197, 1, 768)", style=solid]; +"532 quantize_per_tensor_default_38" -> "533 dequantize_per_tensor_default_38" [label="(3, 197, 1, 768)", style=solid]; +"533 dequantize_per_tensor_default_38" -> "534 select_18" [label="(3, 197, 1, 768)", style=solid]; +"534 select_18" -> "539 view_48" [label="(197, 1, 768)", style=solid]; +"535 quantize_per_tensor_default_39" -> "536 dequantize_per_tensor_default_39" [label="(3, 197, 1, 768)", style=solid]; +"536 dequantize_per_tensor_default_39" -> "537 select_19" [label="(3, 197, 1, 768)", style=solid]; +"537 select_19" -> "541 view_49" [label="(197, 1, 768)", style=solid]; +"538 select_20" -> "543 view_50" [label="(197, 1, 768)", style=solid]; +"539 view_48" -> "540 transpose_38" [label="(197, 12, 64)", style=solid]; +"540 transpose_38" -> "545 view_51" [label="(12, 197, 64)", style=solid]; +"541 view_49" -> "542 transpose_39" [label="(197, 12, 64)", style=solid]; +"542 transpose_39" -> "546 view_52" [label="(12, 197, 64)", style=solid]; +"543 view_50" -> "544 transpose_40" [label="(197, 12, 64)", style=solid]; +"544 transpose_40" -> "547 view_53" [label="(12, 197, 64)", style=solid]; +"545 view_51" -> "548 scaled_dot_product_attention_6" [label="(1, 12, 197, 64)", style=solid]; +"546 view_52" -> "548 scaled_dot_product_attention_6" [label="(1, 12, 197, 64)", style=solid]; +"547 view_53" -> "548 scaled_dot_product_attention_6" [label="(1, 12, 197, 64)", style=solid]; +"548 scaled_dot_product_attention_6" -> "549 permute_7" [label="(1, 12, 197, 64)", style=solid]; +"549 permute_7" -> "550 view_54" [label="(197, 1, 12, 64)", style=solid]; +"550 view_54" -> "551 view_54_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"551 view_54_0_0_nncf_smooth_quant_0" -> "552 quantize_per_tensor_default_40" [label="(197, 768)", style=solid]; +"552 quantize_per_tensor_default_40" -> "553 dequantize_per_tensor_default_40" [label="(197, 768)", style=solid]; +"553 dequantize_per_tensor_default_40" -> "558 linear_25" [label="(197, 768)", style=solid]; +"554 linear_25_scale_0" -> "557 dequantize_per_channel_default_26" [label="(768,)", style=solid]; +"555 linear_25_zero_point_0" -> "557 dequantize_per_channel_default_26" [label="(768,)", style=solid]; +"556 _frozen_param27" -> "557 dequantize_per_channel_default_26" [label="(768, 768)", style=solid]; +"557 dequantize_per_channel_default_26" -> "558 linear_25" [label="(768, 768)", style=solid]; +"558 linear_25" -> "559 view_55" [label="(197, 768)", style=solid]; +"559 view_55" -> "560 transpose_41" [label="(197, 1, 768)", style=solid]; +"560 transpose_41" -> "561 dropout_19" [label="(1, 197, 768)", style=solid]; +"561 dropout_19" -> "562 add_13" [label="(1, 197, 768)", style=solid]; +"562 add_13" -> "563 layer_norm_13" [label="(1, 197, 768)", style=solid]; +"562 add_13" -> "583 add_14" [label="(1, 197, 768)", style=solid]; +"563 layer_norm_13" -> "564 layer_norm_13_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"564 layer_norm_13_0_0_nncf_smooth_quant_0" -> "565 quantize_per_tensor_default_41" [label="(1, 197, 768)", style=solid]; +"565 quantize_per_tensor_default_41" -> "566 dequantize_per_tensor_default_41" [label="(1, 197, 768)", style=solid]; +"566 dequantize_per_tensor_default_41" -> "571 linear_26" [label="(1, 197, 768)", style=solid]; +"567 linear_26_scale_0" -> "570 dequantize_per_channel_default_27" [label="(3072,)", style=solid]; +"568 linear_26_zero_point_0" -> "570 dequantize_per_channel_default_27" [label="(3072,)", style=solid]; +"569 _frozen_param28" -> "570 dequantize_per_channel_default_27" [label="(3072, 768)", style=solid]; +"570 dequantize_per_channel_default_27" -> "571 linear_26" [label="(3072, 768)", style=solid]; +"571 linear_26" -> "572 gelu_6" [label="(1, 197, 3072)", style=solid]; +"572 gelu_6" -> "573 dropout_20" [label="(1, 197, 3072)", style=solid]; +"573 dropout_20" -> "574 dropout_20_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"574 dropout_20_0_0_nncf_smooth_quant_0" -> "575 quantize_per_tensor_default_42" [label="(1, 197, 3072)", style=solid]; +"575 quantize_per_tensor_default_42" -> "576 dequantize_per_tensor_default_42" [label="(1, 197, 3072)", style=solid]; +"576 dequantize_per_tensor_default_42" -> "581 linear_27" [label="(1, 197, 3072)", style=solid]; +"577 linear_27_scale_0" -> "580 dequantize_per_channel_default_28" [label="(768,)", style=solid]; +"578 linear_27_zero_point_0" -> "580 dequantize_per_channel_default_28" [label="(768,)", style=solid]; +"579 _frozen_param29" -> "580 dequantize_per_channel_default_28" [label="(768, 3072)", style=solid]; +"580 dequantize_per_channel_default_28" -> "581 linear_27" [label="(768, 3072)", style=solid]; +"581 linear_27" -> "582 dropout_21" [label="(1, 197, 768)", style=solid]; +"582 dropout_21" -> "583 add_14" [label="(1, 197, 768)", style=solid]; +"583 add_14" -> "584 layer_norm_14" [label="(1, 197, 768)", style=solid]; +"583 add_14" -> "629 add_15" [label="(1, 197, 768)", style=solid]; +"584 layer_norm_14" -> "585 transpose_42" [label="(1, 197, 768)", style=solid]; +"585 transpose_42" -> "586 transpose_42_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"586 transpose_42_0_0_nncf_smooth_quant_0" -> "587 quantize_per_tensor_default_43" [label="(197, 1, 768)", style=solid]; +"587 quantize_per_tensor_default_43" -> "588 dequantize_per_tensor_default_43" [label="(197, 1, 768)", style=solid]; +"588 dequantize_per_tensor_default_43" -> "593 linear_28" [label="(197, 1, 768)", style=solid]; +"589 linear_28_scale_0" -> "592 dequantize_per_channel_default_29" [label="(2304,)", style=solid]; +"590 linear_28_zero_point_0" -> "592 dequantize_per_channel_default_29" [label="(2304,)", style=solid]; +"591 _frozen_param30" -> "592 dequantize_per_channel_default_29" [label="(2304, 768)", style=solid]; +"592 dequantize_per_channel_default_29" -> "593 linear_28" [label="(2304, 768)", style=solid]; +"593 linear_28" -> "594 unflatten_7" [label="(197, 1, 2304)", style=solid]; +"594 unflatten_7" -> "595 unsqueeze_7" [label="(197, 1, 3, 768)", style=solid]; +"595 unsqueeze_7" -> "596 transpose_43" [label="(1, 197, 1, 3, 768)", style=solid]; +"596 transpose_43" -> "597 squeeze_7" [label="(3, 197, 1, 1, 768)", style=solid]; +"597 squeeze_7" -> "598 contiguous_7" [label="(3, 197, 1, 768)", style=solid]; +"598 contiguous_7" -> "599 quantize_per_tensor_default_44" [label="(3, 197, 1, 768)", style=solid]; +"598 contiguous_7" -> "602 quantize_per_tensor_default_45" [label="(3, 197, 1, 768)", style=solid]; +"598 contiguous_7" -> "605 select_23" [label="(3, 197, 1, 768)", style=solid]; +"599 quantize_per_tensor_default_44" -> "600 dequantize_per_tensor_default_44" [label="(3, 197, 1, 768)", style=solid]; +"600 dequantize_per_tensor_default_44" -> "601 select_21" [label="(3, 197, 1, 768)", style=solid]; +"601 select_21" -> "606 view_56" [label="(197, 1, 768)", style=solid]; +"602 quantize_per_tensor_default_45" -> "603 dequantize_per_tensor_default_45" [label="(3, 197, 1, 768)", style=solid]; +"603 dequantize_per_tensor_default_45" -> "604 select_22" [label="(3, 197, 1, 768)", style=solid]; +"604 select_22" -> "608 view_57" [label="(197, 1, 768)", style=solid]; +"605 select_23" -> "610 view_58" [label="(197, 1, 768)", style=solid]; +"606 view_56" -> "607 transpose_44" [label="(197, 12, 64)", style=solid]; +"607 transpose_44" -> "612 view_59" [label="(12, 197, 64)", style=solid]; +"608 view_57" -> "609 transpose_45" [label="(197, 12, 64)", style=solid]; +"609 transpose_45" -> "613 view_60" [label="(12, 197, 64)", style=solid]; +"610 view_58" -> "611 transpose_46" [label="(197, 12, 64)", style=solid]; +"611 transpose_46" -> "614 view_61" [label="(12, 197, 64)", style=solid]; +"612 view_59" -> "615 scaled_dot_product_attention_7" [label="(1, 12, 197, 64)", style=solid]; +"613 view_60" -> "615 scaled_dot_product_attention_7" [label="(1, 12, 197, 64)", style=solid]; +"614 view_61" -> "615 scaled_dot_product_attention_7" [label="(1, 12, 197, 64)", style=solid]; +"615 scaled_dot_product_attention_7" -> "616 permute_8" [label="(1, 12, 197, 64)", style=solid]; +"616 permute_8" -> "617 view_62" [label="(197, 1, 12, 64)", style=solid]; +"617 view_62" -> "618 view_62_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"618 view_62_0_0_nncf_smooth_quant_0" -> "619 quantize_per_tensor_default_46" [label="(197, 768)", style=solid]; +"619 quantize_per_tensor_default_46" -> "620 dequantize_per_tensor_default_46" [label="(197, 768)", style=solid]; +"620 dequantize_per_tensor_default_46" -> "625 linear_29" [label="(197, 768)", style=solid]; +"621 linear_29_scale_0" -> "624 dequantize_per_channel_default_30" [label="(768,)", style=solid]; +"622 linear_29_zero_point_0" -> "624 dequantize_per_channel_default_30" [label="(768,)", style=solid]; +"623 _frozen_param31" -> "624 dequantize_per_channel_default_30" [label="(768, 768)", style=solid]; +"624 dequantize_per_channel_default_30" -> "625 linear_29" [label="(768, 768)", style=solid]; +"625 linear_29" -> "626 view_63" [label="(197, 768)", style=solid]; +"626 view_63" -> "627 transpose_47" [label="(197, 1, 768)", style=solid]; +"627 transpose_47" -> "628 dropout_22" [label="(1, 197, 768)", style=solid]; +"628 dropout_22" -> "629 add_15" [label="(1, 197, 768)", style=solid]; +"629 add_15" -> "630 layer_norm_15" [label="(1, 197, 768)", style=solid]; +"629 add_15" -> "650 add_16" [label="(1, 197, 768)", style=solid]; +"630 layer_norm_15" -> "631 layer_norm_15_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"631 layer_norm_15_0_0_nncf_smooth_quant_0" -> "632 quantize_per_tensor_default_47" [label="(1, 197, 768)", style=solid]; +"632 quantize_per_tensor_default_47" -> "633 dequantize_per_tensor_default_47" [label="(1, 197, 768)", style=solid]; +"633 dequantize_per_tensor_default_47" -> "638 linear_30" [label="(1, 197, 768)", style=solid]; +"634 linear_30_scale_0" -> "637 dequantize_per_channel_default_31" [label="(3072,)", style=solid]; +"635 linear_30_zero_point_0" -> "637 dequantize_per_channel_default_31" [label="(3072,)", style=solid]; +"636 _frozen_param32" -> "637 dequantize_per_channel_default_31" [label="(3072, 768)", style=solid]; +"637 dequantize_per_channel_default_31" -> "638 linear_30" [label="(3072, 768)", style=solid]; +"638 linear_30" -> "639 gelu_7" [label="(1, 197, 3072)", style=solid]; +"639 gelu_7" -> "640 dropout_23" [label="(1, 197, 3072)", style=solid]; +"640 dropout_23" -> "641 dropout_23_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"641 dropout_23_0_0_nncf_smooth_quant_0" -> "642 quantize_per_tensor_default_48" [label="(1, 197, 3072)", style=solid]; +"642 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transpose_48" -> "653 transpose_48_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"653 transpose_48_0_0_nncf_smooth_quant_0" -> "654 quantize_per_tensor_default_49" [label="(197, 1, 768)", style=solid]; +"654 quantize_per_tensor_default_49" -> "655 dequantize_per_tensor_default_49" [label="(197, 1, 768)", style=solid]; +"655 dequantize_per_tensor_default_49" -> "660 linear_32" [label="(197, 1, 768)", style=solid]; +"656 linear_32_scale_0" -> "659 dequantize_per_channel_default_33" [label="(2304,)", style=solid]; +"657 linear_32_zero_point_0" -> "659 dequantize_per_channel_default_33" [label="(2304,)", style=solid]; +"658 _frozen_param34" -> "659 dequantize_per_channel_default_33" [label="(2304, 768)", style=solid]; +"659 dequantize_per_channel_default_33" -> "660 linear_32" [label="(2304, 768)", style=solid]; +"660 linear_32" -> "661 unflatten_8" [label="(197, 1, 2304)", style=solid]; +"661 unflatten_8" -> "662 unsqueeze_8" [label="(197, 1, 3, 768)", style=solid]; 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linear_42" [label="(1, 197, 768)", style=solid]; +"835 linear_42_scale_0" -> "838 dequantize_per_channel_default_43" [label="(3072,)", style=solid]; +"836 linear_42_zero_point_0" -> "838 dequantize_per_channel_default_43" [label="(3072,)", style=solid]; +"837 _frozen_param44" -> "838 dequantize_per_channel_default_43" [label="(3072, 768)", style=solid]; +"838 dequantize_per_channel_default_43" -> "839 linear_42" [label="(3072, 768)", style=solid]; +"839 linear_42" -> "840 gelu_10" [label="(1, 197, 3072)", style=solid]; +"840 gelu_10" -> "841 dropout_32" [label="(1, 197, 3072)", style=solid]; +"841 dropout_32" -> "842 dropout_32_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"842 dropout_32_0_0_nncf_smooth_quant_0" -> "843 quantize_per_tensor_default_66" [label="(1, 197, 3072)", style=solid]; +"843 quantize_per_tensor_default_66" -> "844 dequantize_per_tensor_default_66" [label="(1, 197, 3072)", style=solid]; +"844 dequantize_per_tensor_default_66" -> "849 linear_43" [label="(1, 197, 3072)", style=solid]; +"845 linear_43_scale_0" -> "848 dequantize_per_channel_default_44" [label="(768,)", style=solid]; +"846 linear_43_zero_point_0" -> "848 dequantize_per_channel_default_44" [label="(768,)", style=solid]; +"847 _frozen_param45" -> "848 dequantize_per_channel_default_44" [label="(768, 3072)", style=solid]; +"848 dequantize_per_channel_default_44" -> "849 linear_43" [label="(768, 3072)", style=solid]; +"849 linear_43" -> "850 dropout_33" [label="(1, 197, 768)", style=solid]; +"850 dropout_33" -> "851 add_22" [label="(1, 197, 768)", style=solid]; +"851 add_22" -> "852 layer_norm_22" [label="(1, 197, 768)", style=solid]; +"851 add_22" -> "897 add_23" [label="(1, 197, 768)", style=solid]; +"852 layer_norm_22" -> "853 transpose_66" [label="(1, 197, 768)", style=solid]; +"853 transpose_66" -> "854 transpose_66_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"854 transpose_66_0_0_nncf_smooth_quant_0" -> "855 quantize_per_tensor_default_67" [label="(197, 1, 768)", style=solid]; +"855 quantize_per_tensor_default_67" -> "856 dequantize_per_tensor_default_67" [label="(197, 1, 768)", style=solid]; +"856 dequantize_per_tensor_default_67" -> "861 linear_44" [label="(197, 1, 768)", style=solid]; +"857 linear_44_scale_0" -> "860 dequantize_per_channel_default_45" [label="(2304,)", style=solid]; +"858 linear_44_zero_point_0" -> "860 dequantize_per_channel_default_45" [label="(2304,)", style=solid]; +"859 _frozen_param46" -> "860 dequantize_per_channel_default_45" [label="(2304, 768)", style=solid]; +"860 dequantize_per_channel_default_45" -> "861 linear_44" [label="(2304, 768)", style=solid]; +"861 linear_44" -> "862 unflatten_11" [label="(197, 1, 2304)", style=solid]; +"862 unflatten_11" -> "863 unsqueeze_11" [label="(197, 1, 3, 768)", style=solid]; +"863 unsqueeze_11" -> "864 transpose_67" [label="(1, 197, 1, 3, 768)", style=solid]; +"864 transpose_67" -> "865 squeeze_11" [label="(3, 197, 1, 1, 768)", style=solid]; +"865 squeeze_11" -> "866 contiguous_11" [label="(3, 197, 1, 768)", style=solid]; +"866 contiguous_11" -> "867 quantize_per_tensor_default_68" [label="(3, 197, 1, 768)", style=solid]; +"866 contiguous_11" -> "870 quantize_per_tensor_default_69" [label="(3, 197, 1, 768)", style=solid]; +"866 contiguous_11" -> "873 select_35" [label="(3, 197, 1, 768)", style=solid]; +"867 quantize_per_tensor_default_68" -> "868 dequantize_per_tensor_default_68" [label="(3, 197, 1, 768)", style=solid]; +"868 dequantize_per_tensor_default_68" -> "869 select_33" [label="(3, 197, 1, 768)", style=solid]; +"869 select_33" -> "874 view_88" [label="(197, 1, 768)", style=solid]; +"870 quantize_per_tensor_default_69" -> "871 dequantize_per_tensor_default_69" [label="(3, 197, 1, 768)", style=solid]; +"871 dequantize_per_tensor_default_69" -> "872 select_34" [label="(3, 197, 1, 768)", style=solid]; +"872 select_34" -> "876 view_89" [label="(197, 1, 768)", style=solid]; +"873 select_35" -> "878 view_90" [label="(197, 1, 768)", style=solid]; +"874 view_88" -> "875 transpose_68" [label="(197, 12, 64)", style=solid]; +"875 transpose_68" -> "880 view_91" [label="(12, 197, 64)", style=solid]; +"876 view_89" -> "877 transpose_69" [label="(197, 12, 64)", style=solid]; +"877 transpose_69" -> "881 view_92" [label="(12, 197, 64)", style=solid]; +"878 view_90" -> "879 transpose_70" [label="(197, 12, 64)", style=solid]; +"879 transpose_70" -> "882 view_93" [label="(12, 197, 64)", style=solid]; +"880 view_91" -> "883 scaled_dot_product_attention_11" [label="(1, 12, 197, 64)", style=solid]; +"881 view_92" -> "883 scaled_dot_product_attention_11" [label="(1, 12, 197, 64)", style=solid]; +"882 view_93" -> "883 scaled_dot_product_attention_11" [label="(1, 12, 197, 64)", style=solid]; +"883 scaled_dot_product_attention_11" -> "884 permute_12" [label="(1, 12, 197, 64)", style=solid]; +"884 permute_12" -> "885 view_94" [label="(197, 1, 12, 64)", style=solid]; +"885 view_94" -> "886 view_94_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"886 view_94_0_0_nncf_smooth_quant_0" -> "887 quantize_per_tensor_default_70" [label="(197, 768)", style=solid]; +"887 quantize_per_tensor_default_70" -> "888 dequantize_per_tensor_default_70" [label="(197, 768)", style=solid]; +"888 dequantize_per_tensor_default_70" -> "893 linear_45" [label="(197, 768)", style=solid]; +"889 linear_45_scale_0" -> "892 dequantize_per_channel_default_46" [label="(768,)", style=solid]; +"890 linear_45_zero_point_0" -> "892 dequantize_per_channel_default_46" [label="(768,)", style=solid]; +"891 _frozen_param47" -> "892 dequantize_per_channel_default_46" [label="(768, 768)", style=solid]; +"892 dequantize_per_channel_default_46" -> "893 linear_45" [label="(768, 768)", style=solid]; +"893 linear_45" -> "894 view_95" [label="(197, 768)", style=solid]; +"894 view_95" -> "895 transpose_71" [label="(197, 1, 768)", style=solid]; +"895 transpose_71" -> "896 dropout_34" [label="(1, 197, 768)", style=solid]; +"896 dropout_34" -> "897 add_23" [label="(1, 197, 768)", style=solid]; +"897 add_23" -> "898 layer_norm_23" [label="(1, 197, 768)", style=solid]; +"897 add_23" -> "918 add_24" [label="(1, 197, 768)", style=solid]; +"898 layer_norm_23" -> "899 layer_norm_23_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"899 layer_norm_23_0_0_nncf_smooth_quant_0" -> "900 quantize_per_tensor_default_71" [label="(1, 197, 768)", style=solid]; +"900 quantize_per_tensor_default_71" -> "901 dequantize_per_tensor_default_71" [label="(1, 197, 768)", style=solid]; +"901 dequantize_per_tensor_default_71" -> "906 linear_46" [label="(1, 197, 768)", style=solid]; +"902 linear_46_scale_0" -> "905 dequantize_per_channel_default_47" [label="(3072,)", style=solid]; +"903 linear_46_zero_point_0" -> "905 dequantize_per_channel_default_47" [label="(3072,)", style=solid]; +"904 _frozen_param48" -> "905 dequantize_per_channel_default_47" [label="(3072, 768)", style=solid]; +"905 dequantize_per_channel_default_47" -> "906 linear_46" [label="(3072, 768)", style=solid]; +"906 linear_46" -> "907 gelu_11" [label="(1, 197, 3072)", style=solid]; +"907 gelu_11" -> "908 dropout_35" [label="(1, 197, 3072)", style=solid]; +"908 dropout_35" -> "909 dropout_35_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"909 dropout_35_0_0_nncf_smooth_quant_0" -> "910 quantize_per_tensor_default_72" [label="(1, 197, 3072)", style=solid]; +"910 quantize_per_tensor_default_72" -> "911 dequantize_per_tensor_default_72" [label="(1, 197, 3072)", style=solid]; +"911 dequantize_per_tensor_default_72" -> "916 linear_47" [label="(1, 197, 3072)", style=solid]; +"912 linear_47_scale_0" -> "915 dequantize_per_channel_default_48" [label="(768,)", style=solid]; +"913 linear_47_zero_point_0" -> "915 dequantize_per_channel_default_48" [label="(768,)", style=solid]; +"914 _frozen_param49" -> "915 dequantize_per_channel_default_48" [label="(768, 3072)", style=solid]; +"915 dequantize_per_channel_default_48" -> "916 linear_47" [label="(768, 3072)", style=solid]; +"916 linear_47" -> "917 dropout_36" [label="(1, 197, 768)", style=solid]; +"917 dropout_36" -> "918 add_24" [label="(1, 197, 768)", style=solid]; +"918 add_24" -> "919 layer_norm_24" [label="(1, 197, 768)", style=solid]; +"919 layer_norm_24" -> "920 slice_1" [label="(1, 197, 768)", style=solid]; +"920 slice_1" -> "921 select_36" [label="(1, 197, 768)", style=solid]; +"921 select_36" -> "922 select_36_0_0_nncf_smooth_quant_0" [label="(1, 768)", style=solid]; +"922 select_36_0_0_nncf_smooth_quant_0" -> "923 quantize_per_tensor_default_73" [label="(1, 768)", style=solid]; +"923 quantize_per_tensor_default_73" -> "924 dequantize_per_tensor_default_73" [label="(1, 768)", style=solid]; +"924 dequantize_per_tensor_default_73" -> "929 linear_48" [label="(1, 768)", style=solid]; +"925 linear_48_scale_0" -> "928 dequantize_per_channel_default_49" [label="(1000,)", style=solid]; +"926 linear_48_zero_point_0" -> "928 dequantize_per_channel_default_49" [label="(1000,)", style=solid]; +"927 _frozen_param50" -> "928 dequantize_per_channel_default_49" [label="(1000, 768)", style=solid]; +"928 dequantize_per_channel_default_49" -> "929 linear_48" [label="(1000, 768)", style=solid]; +"929 linear_48" -> "930 output" [label="(1, 1000)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/yolo11n_sdpa_block.dot b/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/yolo11n_sdpa_block.dot new file mode 100644 index 00000000000..63ad8ac0b09 --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/OpenVINOQuantizer/yolo11n_sdpa_block.dot @@ -0,0 +1,61 @@ +strict digraph { +"0 x" [id=0, type=input]; +"1 x_0_0_nncf_smooth_quant_0" [id=1, type=call_module]; +"2 quantize_per_tensor_default" [id=2, type=quantize_per_tensor]; +"3 dequantize_per_tensor_default" [id=3, type=dequantize_per_tensor]; +"4 linear_scale_0" [id=4, type=get_attr]; +"5 linear_zero_point_0" [id=5, type=get_attr]; +"6 _frozen_param0" [id=6, type=get_attr]; +"7 dequantize_per_channel_default" [id=7, type=dequantize_per_channel]; +"8 linear" [id=8, type=linear]; +"9 quantize_per_tensor_default_1" [id=9, type=quantize_per_tensor]; +"10 dequantize_per_tensor_default_1" [id=10, type=dequantize_per_tensor]; +"11 slice_1" [id=11, type=slice]; +"12 slice_2" [id=12, type=slice]; +"13 slice_3" [id=13, type=slice]; +"14 quantize_per_tensor_default_2" [id=14, type=quantize_per_tensor]; +"15 dequantize_per_tensor_default_2" [id=15, type=dequantize_per_tensor]; +"16 slice_4" [id=16, type=slice]; +"17 slice_5" [id=17, type=slice]; +"18 slice_6" [id=18, type=slice]; +"19 slice_7" [id=19, type=slice]; +"20 slice_8" [id=20, type=slice]; +"21 slice_9" [id=21, type=slice]; +"22 transpose" [id=22, type=transpose]; +"23 matmul" [id=23, type=matmul]; +"24 div_" [id=24, type=div_]; +"25 softmax" [id=25, type=softmax]; +"26 transpose_1" [id=26, type=transpose]; +"27 matmul_1" [id=27, type=matmul]; +"28 output" [id=28, type=output]; +"0 x" -> "1 x_0_0_nncf_smooth_quant_0" [label="(1, 2, 4)", style=solid]; +"1 x_0_0_nncf_smooth_quant_0" -> "2 quantize_per_tensor_default" [label="(1, 2, 4)", style=solid]; +"2 quantize_per_tensor_default" -> "3 dequantize_per_tensor_default" [label="(1, 2, 4)", style=solid]; +"3 dequantize_per_tensor_default" -> "8 linear" [label="(1, 2, 4)", style=solid]; +"4 linear_scale_0" -> "7 dequantize_per_channel_default" [label="(12,)", style=solid]; +"5 linear_zero_point_0" -> "7 dequantize_per_channel_default" [label="(12,)", style=solid]; +"6 _frozen_param0" -> "7 dequantize_per_channel_default" [label="(12, 4)", style=solid]; +"7 dequantize_per_channel_default" -> "8 linear" [label="(12, 4)", style=solid]; +"8 linear" -> "9 quantize_per_tensor_default_1" [label="(1, 2, 12)", style=solid]; +"8 linear" -> "14 quantize_per_tensor_default_2" [label="(1, 2, 12)", style=solid]; +"8 linear" -> "19 slice_7" [label="(1, 2, 12)", style=solid]; +"9 quantize_per_tensor_default_1" -> "10 dequantize_per_tensor_default_1" [label="(1, 2, 12)", style=solid]; +"10 dequantize_per_tensor_default_1" -> "11 slice_1" [label="(1, 2, 12)", style=solid]; +"11 slice_1" -> "12 slice_2" [label="(1, 2, 12)", style=solid]; +"12 slice_2" -> "13 slice_3" [label="(1, 2, 12)", style=solid]; +"13 slice_3" -> "23 matmul" [label="(1, 2, 4)", style=solid]; +"14 quantize_per_tensor_default_2" -> "15 dequantize_per_tensor_default_2" [label="(1, 2, 12)", style=solid]; +"15 dequantize_per_tensor_default_2" -> "16 slice_4" [label="(1, 2, 12)", style=solid]; +"16 slice_4" -> "17 slice_5" [label="(1, 2, 12)", style=solid]; +"17 slice_5" -> "18 slice_6" [label="(1, 2, 12)", style=solid]; +"18 slice_6" -> "22 transpose" [label="(1, 2, 4)", style=solid]; +"19 slice_7" -> "20 slice_8" [label="(1, 2, 12)", style=solid]; +"20 slice_8" -> "21 slice_9" [label="(1, 2, 12)", style=solid]; +"21 slice_9" -> "27 matmul_1" [label="(1, 2, 4)", style=solid]; +"22 transpose" -> "23 matmul" [label="(1, 4, 2)", style=solid]; +"23 matmul" -> "24 div_" [label="(1, 2, 2)", style=solid]; +"24 div_" -> "25 softmax" [label="(1, 2, 2)", style=solid]; +"25 softmax" -> "26 transpose_1" [label="(1, 2, 2)", style=solid]; +"26 transpose_1" -> "27 matmul_1" [label="(1, 2, 2)", style=solid]; +"27 matmul_1" -> "28 output" [label="(1, 2, 4)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/mobilenet_v3_small.dot b/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/mobilenet_v3_small.dot new file mode 100644 index 00000000000..fd17c484b76 --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/mobilenet_v3_small.dot @@ -0,0 +1,1078 @@ +strict digraph { +"0 features_1_block_1_fc1_bias" [id=0, type=get_attr]; +"1 features_1_block_1_fc2_bias" [id=1, type=get_attr]; +"2 features_4_block_2_fc1_bias" [id=2, type=get_attr]; +"3 features_4_block_2_fc2_bias" [id=3, type=get_attr]; +"4 features_5_block_2_fc1_bias" [id=4, type=get_attr]; +"5 features_5_block_2_fc2_bias" [id=5, type=get_attr]; +"6 features_6_block_2_fc1_bias" [id=6, type=get_attr]; +"7 features_6_block_2_fc2_bias" [id=7, type=get_attr]; +"8 features_7_block_2_fc1_bias" [id=8, type=get_attr]; +"9 features_7_block_2_fc2_bias" [id=9, type=get_attr]; +"10 features_8_block_2_fc1_bias" [id=10, type=get_attr]; +"11 features_8_block_2_fc2_bias" [id=11, type=get_attr]; +"12 features_9_block_2_fc1_bias" [id=12, type=get_attr]; +"13 features_9_block_2_fc2_bias" [id=13, type=get_attr]; +"14 features_10_block_2_fc1_bias" [id=14, type=get_attr]; +"15 features_10_block_2_fc2_bias" [id=15, type=get_attr]; +"16 features_11_block_2_fc1_bias" [id=16, type=get_attr]; +"17 features_11_block_2_fc2_bias" [id=17, type=get_attr]; +"18 classifier_0_bias" [id=18, type=get_attr]; +"19 classifier_3_bias" [id=19, type=get_attr]; +"20 x" [id=20, type=input]; +"21 quantize_per_tensor_default" [id=21, type=quantize_per_tensor]; +"22 dequantize_per_tensor_default" [id=22, type=dequantize_per_tensor]; +"23 features_0_0_weight_bias" [id=23, type=get_attr]; +"24 conv2d_scale_0" [id=24, type=get_attr]; +"25 conv2d_zero_point_0" [id=25, type=get_attr]; +"26 _frozen_param0" [id=26, type=get_attr]; +"27 dequantize_per_channel_default" [id=27, type=dequantize_per_channel]; +"28 conv2d" [id=28, type=conv2d]; +"29 hardswish_" [id=29, type=hardswish_]; +"30 quantize_per_tensor_default_1" [id=30, type=quantize_per_tensor]; +"31 dequantize_per_tensor_default_1" [id=31, type=dequantize_per_tensor]; +"32 features_1_block_0_0_weight_bias" [id=32, type=get_attr]; +"33 conv2d_1_scale_0" [id=33, type=get_attr]; +"34 conv2d_1_zero_point_0" [id=34, type=get_attr]; +"35 _frozen_param1" [id=35, type=get_attr]; +"36 dequantize_per_channel_default_1" [id=36, type=dequantize_per_channel]; +"37 conv2d_1" [id=37, type=conv2d]; +"38 relu_" [id=38, type=relu_]; +"39 quantize_per_tensor_default_2" [id=39, type=quantize_per_tensor]; +"40 dequantize_per_tensor_default_2" [id=40, type=dequantize_per_tensor]; +"41 adaptive_avg_pool2d" [id=41, type=adaptive_avg_pool2d]; +"42 quantize_per_tensor_default_3" [id=42, type=quantize_per_tensor]; +"43 dequantize_per_tensor_default_3" [id=43, type=dequantize_per_tensor]; +"44 conv2d_2_scale_0" [id=44, type=get_attr]; +"45 conv2d_2_zero_point_0" [id=45, type=get_attr]; +"46 _frozen_param2" [id=46, type=get_attr]; +"47 dequantize_per_channel_default_2" [id=47, type=dequantize_per_channel]; +"48 conv2d_2" [id=48, type=conv2d]; +"49 relu" [id=49, type=relu]; +"50 quantize_per_tensor_default_4" [id=50, type=quantize_per_tensor]; +"51 dequantize_per_tensor_default_4" [id=51, type=dequantize_per_tensor]; +"52 conv2d_3_scale_0" [id=52, type=get_attr]; +"53 conv2d_3_zero_point_0" [id=53, type=get_attr]; +"54 _frozen_param3" [id=54, type=get_attr]; +"55 dequantize_per_channel_default_3" [id=55, type=dequantize_per_channel]; +"56 conv2d_3" [id=56, type=conv2d]; +"57 hardsigmoid" [id=57, type=hardsigmoid]; +"58 mul" [id=58, type=mul]; +"59 quantize_per_tensor_default_5" [id=59, type=quantize_per_tensor]; +"60 dequantize_per_tensor_default_5" [id=60, type=dequantize_per_tensor]; +"61 features_1_block_2_0_weight_bias" [id=61, type=get_attr]; +"62 conv2d_4_scale_0" [id=62, type=get_attr]; +"63 conv2d_4_zero_point_0" [id=63, type=get_attr]; +"64 _frozen_param4" [id=64, type=get_attr]; +"65 dequantize_per_channel_default_4" [id=65, type=dequantize_per_channel]; +"66 conv2d_4" [id=66, type=conv2d]; +"67 quantize_per_tensor_default_6" [id=67, type=quantize_per_tensor]; +"68 dequantize_per_tensor_default_6" [id=68, type=dequantize_per_tensor]; +"69 features_2_block_0_0_weight_bias" [id=69, type=get_attr]; +"70 conv2d_5_scale_0" [id=70, type=get_attr]; +"71 conv2d_5_zero_point_0" [id=71, type=get_attr]; +"72 _frozen_param5" [id=72, type=get_attr]; +"73 dequantize_per_channel_default_5" [id=73, type=dequantize_per_channel]; +"74 conv2d_5" [id=74, type=conv2d]; +"75 relu__1" [id=75, type=relu_]; +"76 quantize_per_tensor_default_7" [id=76, type=quantize_per_tensor]; +"77 dequantize_per_tensor_default_7" [id=77, type=dequantize_per_tensor]; +"78 features_2_block_1_0_weight_bias" [id=78, type=get_attr]; +"79 conv2d_6_scale_0" [id=79, type=get_attr]; +"80 conv2d_6_zero_point_0" [id=80, type=get_attr]; +"81 _frozen_param6" [id=81, type=get_attr]; +"82 dequantize_per_channel_default_6" [id=82, type=dequantize_per_channel]; +"83 conv2d_6" [id=83, type=conv2d]; +"84 relu__2" [id=84, type=relu_]; +"85 quantize_per_tensor_default_8" [id=85, type=quantize_per_tensor]; +"86 dequantize_per_tensor_default_8" [id=86, type=dequantize_per_tensor]; +"87 features_2_block_2_0_weight_bias" [id=87, type=get_attr]; +"88 conv2d_7_scale_0" [id=88, type=get_attr]; +"89 conv2d_7_zero_point_0" [id=89, type=get_attr]; +"90 _frozen_param7" [id=90, type=get_attr]; +"91 dequantize_per_channel_default_7" [id=91, type=dequantize_per_channel]; +"92 conv2d_7" [id=92, type=conv2d]; +"93 quantize_per_tensor_default_9" [id=93, type=quantize_per_tensor]; +"94 dequantize_per_tensor_default_10" [id=94, type=dequantize_per_tensor]; +"95 dequantize_per_tensor_default_9" [id=95, type=dequantize_per_tensor]; +"96 features_3_block_0_0_weight_bias" [id=96, type=get_attr]; +"97 conv2d_8_scale_0" [id=97, type=get_attr]; +"98 conv2d_8_zero_point_0" [id=98, type=get_attr]; +"99 _frozen_param8" [id=99, type=get_attr]; +"100 dequantize_per_channel_default_8" [id=100, type=dequantize_per_channel]; +"101 conv2d_8" [id=101, type=conv2d]; +"102 relu__3" [id=102, type=relu_]; +"103 quantize_per_tensor_default_10" [id=103, type=quantize_per_tensor]; +"104 dequantize_per_tensor_default_11" [id=104, type=dequantize_per_tensor]; +"105 features_3_block_1_0_weight_bias" [id=105, type=get_attr]; +"106 conv2d_9_scale_0" [id=106, type=get_attr]; +"107 conv2d_9_zero_point_0" [id=107, type=get_attr]; +"108 _frozen_param9" [id=108, type=get_attr]; +"109 dequantize_per_channel_default_9" [id=109, 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dequantize_per_tensor_default_16" [id=143, type=dequantize_per_tensor]; +"144 conv2d_13_scale_0" [id=144, type=get_attr]; +"145 conv2d_13_zero_point_0" [id=145, type=get_attr]; +"146 _frozen_param13" [id=146, type=get_attr]; +"147 dequantize_per_channel_default_13" [id=147, type=dequantize_per_channel]; +"148 conv2d_13" [id=148, type=conv2d]; +"149 relu_1" [id=149, type=relu]; +"150 quantize_per_tensor_default_16" [id=150, type=quantize_per_tensor]; +"151 dequantize_per_tensor_default_17" [id=151, type=dequantize_per_tensor]; +"152 conv2d_14_scale_0" [id=152, type=get_attr]; +"153 conv2d_14_zero_point_0" [id=153, type=get_attr]; +"154 _frozen_param14" [id=154, type=get_attr]; +"155 dequantize_per_channel_default_14" [id=155, type=dequantize_per_channel]; +"156 conv2d_14" [id=156, type=conv2d]; +"157 hardsigmoid_1" [id=157, type=hardsigmoid]; +"158 mul_1" [id=158, type=mul]; +"159 quantize_per_tensor_default_17" [id=159, type=quantize_per_tensor]; +"160 dequantize_per_tensor_default_18" [id=160, type=dequantize_per_tensor]; +"161 features_4_block_3_0_weight_bias" [id=161, type=get_attr]; +"162 conv2d_15_scale_0" [id=162, type=get_attr]; +"163 conv2d_15_zero_point_0" [id=163, type=get_attr]; +"164 _frozen_param15" [id=164, type=get_attr]; +"165 dequantize_per_channel_default_15" [id=165, type=dequantize_per_channel]; +"166 conv2d_15" [id=166, type=conv2d]; +"167 quantize_per_tensor_default_18" [id=167, type=quantize_per_tensor]; +"168 dequantize_per_tensor_default_20" [id=168, type=dequantize_per_tensor]; +"169 dequantize_per_tensor_default_19" [id=169, type=dequantize_per_tensor]; +"170 features_5_block_0_0_weight_bias" [id=170, type=get_attr]; +"171 conv2d_16_scale_0" [id=171, type=get_attr]; +"172 conv2d_16_zero_point_0" [id=172, type=get_attr]; +"173 _frozen_param16" [id=173, type=get_attr]; +"174 dequantize_per_channel_default_16" [id=174, type=dequantize_per_channel]; +"175 conv2d_16" [id=175, type=conv2d]; +"176 hardswish__3" [id=176, type=hardswish_]; +"177 quantize_per_tensor_default_19" [id=177, type=quantize_per_tensor]; +"178 dequantize_per_tensor_default_21" [id=178, type=dequantize_per_tensor]; +"179 features_5_block_1_0_weight_bias" [id=179, type=get_attr]; +"180 conv2d_17_scale_0" [id=180, type=get_attr]; +"181 conv2d_17_zero_point_0" [id=181, type=get_attr]; +"182 _frozen_param17" [id=182, type=get_attr]; +"183 dequantize_per_channel_default_17" [id=183, type=dequantize_per_channel]; +"184 conv2d_17" [id=184, type=conv2d]; +"185 hardswish__4" [id=185, type=hardswish_]; +"186 quantize_per_tensor_default_20" [id=186, type=quantize_per_tensor]; +"187 dequantize_per_tensor_default_22" [id=187, type=dequantize_per_tensor]; +"188 adaptive_avg_pool2d_2" [id=188, type=adaptive_avg_pool2d]; +"189 quantize_per_tensor_default_21" [id=189, type=quantize_per_tensor]; +"190 dequantize_per_tensor_default_23" [id=190, type=dequantize_per_tensor]; +"191 conv2d_18_scale_0" [id=191, type=get_attr]; +"192 conv2d_18_zero_point_0" [id=192, type=get_attr]; +"193 _frozen_param18" [id=193, type=get_attr]; +"194 dequantize_per_channel_default_18" [id=194, type=dequantize_per_channel]; +"195 conv2d_18" [id=195, type=conv2d]; +"196 relu_2" [id=196, type=relu]; +"197 quantize_per_tensor_default_22" [id=197, type=quantize_per_tensor]; +"198 dequantize_per_tensor_default_24" [id=198, type=dequantize_per_tensor]; +"199 conv2d_19_scale_0" [id=199, type=get_attr]; +"200 conv2d_19_zero_point_0" [id=200, type=get_attr]; +"201 _frozen_param19" [id=201, type=get_attr]; +"202 dequantize_per_channel_default_19" [id=202, type=dequantize_per_channel]; +"203 conv2d_19" [id=203, type=conv2d]; +"204 hardsigmoid_2" [id=204, type=hardsigmoid]; +"205 mul_2" [id=205, type=mul]; +"206 quantize_per_tensor_default_23" [id=206, type=quantize_per_tensor]; +"207 dequantize_per_tensor_default_25" [id=207, type=dequantize_per_tensor]; +"208 features_5_block_3_0_weight_bias" [id=208, type=get_attr]; +"209 conv2d_20_scale_0" [id=209, type=get_attr]; +"210 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type=dequantize_per_tensor]; +"227 features_6_block_1_0_weight_bias" [id=227, type=get_attr]; +"228 conv2d_22_scale_0" [id=228, type=get_attr]; +"229 conv2d_22_zero_point_0" [id=229, type=get_attr]; +"230 _frozen_param22" [id=230, type=get_attr]; +"231 dequantize_per_channel_default_22" [id=231, type=dequantize_per_channel]; +"232 conv2d_22" [id=232, type=conv2d]; +"233 hardswish__6" [id=233, type=hardswish_]; +"234 quantize_per_tensor_default_26" [id=234, type=quantize_per_tensor]; +"235 dequantize_per_tensor_default_29" [id=235, type=dequantize_per_tensor]; +"236 adaptive_avg_pool2d_3" [id=236, type=adaptive_avg_pool2d]; +"237 quantize_per_tensor_default_27" [id=237, type=quantize_per_tensor]; +"238 dequantize_per_tensor_default_30" [id=238, type=dequantize_per_tensor]; +"239 conv2d_23_scale_0" [id=239, type=get_attr]; +"240 conv2d_23_zero_point_0" [id=240, type=get_attr]; +"241 _frozen_param23" [id=241, type=get_attr]; +"242 dequantize_per_channel_default_23" [id=242, type=dequantize_per_channel]; +"243 conv2d_23" [id=243, type=conv2d]; +"244 relu_3" [id=244, type=relu]; +"245 quantize_per_tensor_default_28" [id=245, type=quantize_per_tensor]; +"246 dequantize_per_tensor_default_31" [id=246, type=dequantize_per_tensor]; +"247 conv2d_24_scale_0" [id=247, type=get_attr]; +"248 conv2d_24_zero_point_0" [id=248, type=get_attr]; +"249 _frozen_param24" [id=249, type=get_attr]; +"250 dequantize_per_channel_default_24" [id=250, type=dequantize_per_channel]; +"251 conv2d_24" [id=251, type=conv2d]; +"252 hardsigmoid_3" [id=252, type=hardsigmoid]; +"253 mul_3" [id=253, type=mul]; +"254 quantize_per_tensor_default_29" [id=254, type=quantize_per_tensor]; +"255 dequantize_per_tensor_default_32" [id=255, type=dequantize_per_tensor]; +"256 features_6_block_3_0_weight_bias" [id=256, type=get_attr]; +"257 conv2d_25_scale_0" [id=257, type=get_attr]; +"258 conv2d_25_zero_point_0" [id=258, type=get_attr]; +"259 _frozen_param25" [id=259, type=get_attr]; +"260 dequantize_per_channel_default_25" [id=260, type=dequantize_per_channel]; +"261 conv2d_25" [id=261, type=conv2d]; +"262 add__2" [id=262, type=add_]; +"263 quantize_per_tensor_default_30" [id=263, type=quantize_per_tensor]; +"264 dequantize_per_tensor_default_33" [id=264, type=dequantize_per_tensor]; +"265 features_7_block_0_0_weight_bias" [id=265, type=get_attr]; +"266 conv2d_26_scale_0" [id=266, type=get_attr]; +"267 conv2d_26_zero_point_0" [id=267, type=get_attr]; +"268 _frozen_param26" [id=268, type=get_attr]; +"269 dequantize_per_channel_default_26" [id=269, type=dequantize_per_channel]; +"270 conv2d_26" [id=270, type=conv2d]; +"271 hardswish__7" [id=271, type=hardswish_]; +"272 quantize_per_tensor_default_31" [id=272, type=quantize_per_tensor]; +"273 dequantize_per_tensor_default_34" [id=273, type=dequantize_per_tensor]; +"274 features_7_block_1_0_weight_bias" [id=274, type=get_attr]; +"275 conv2d_27_scale_0" [id=275, type=get_attr]; +"276 conv2d_27_zero_point_0" [id=276, type=get_attr]; +"277 _frozen_param27" [id=277, type=get_attr]; +"278 dequantize_per_channel_default_27" [id=278, type=dequantize_per_channel]; +"279 conv2d_27" [id=279, type=conv2d]; +"280 hardswish__8" [id=280, type=hardswish_]; +"281 quantize_per_tensor_default_32" [id=281, type=quantize_per_tensor]; +"282 dequantize_per_tensor_default_35" [id=282, type=dequantize_per_tensor]; +"283 adaptive_avg_pool2d_4" [id=283, type=adaptive_avg_pool2d]; +"284 quantize_per_tensor_default_33" [id=284, type=quantize_per_tensor]; +"285 dequantize_per_tensor_default_36" [id=285, type=dequantize_per_tensor]; +"286 conv2d_28_scale_0" [id=286, type=get_attr]; +"287 conv2d_28_zero_point_0" [id=287, type=get_attr]; +"288 _frozen_param28" [id=288, type=get_attr]; +"289 dequantize_per_channel_default_28" [id=289, type=dequantize_per_channel]; +"290 conv2d_28" [id=290, type=conv2d]; +"291 relu_4" [id=291, type=relu]; +"292 quantize_per_tensor_default_34" [id=292, type=quantize_per_tensor]; +"293 dequantize_per_tensor_default_37" [id=293, type=dequantize_per_tensor]; +"294 conv2d_29_scale_0" [id=294, type=get_attr]; +"295 conv2d_29_zero_point_0" [id=295, type=get_attr]; +"296 _frozen_param29" [id=296, type=get_attr]; +"297 dequantize_per_channel_default_29" [id=297, type=dequantize_per_channel]; +"298 conv2d_29" [id=298, type=conv2d]; +"299 hardsigmoid_4" [id=299, type=hardsigmoid]; +"300 mul_4" [id=300, type=mul]; +"301 quantize_per_tensor_default_35" [id=301, type=quantize_per_tensor]; +"302 dequantize_per_tensor_default_38" [id=302, type=dequantize_per_tensor]; +"303 features_7_block_3_0_weight_bias" [id=303, type=get_attr]; +"304 conv2d_30_scale_0" [id=304, type=get_attr]; +"305 conv2d_30_zero_point_0" [id=305, type=get_attr]; +"306 _frozen_param30" [id=306, type=get_attr]; +"307 dequantize_per_channel_default_30" [id=307, type=dequantize_per_channel]; +"308 conv2d_30" [id=308, type=conv2d]; +"309 quantize_per_tensor_default_36" [id=309, type=quantize_per_tensor]; +"310 dequantize_per_tensor_default_40" [id=310, type=dequantize_per_tensor]; +"311 dequantize_per_tensor_default_39" [id=311, type=dequantize_per_tensor]; +"312 features_8_block_0_0_weight_bias" [id=312, type=get_attr]; +"313 conv2d_31_scale_0" [id=313, type=get_attr]; +"314 conv2d_31_zero_point_0" [id=314, type=get_attr]; +"315 _frozen_param31" [id=315, type=get_attr]; +"316 dequantize_per_channel_default_31" [id=316, type=dequantize_per_channel]; +"317 conv2d_31" [id=317, type=conv2d]; +"318 hardswish__9" [id=318, type=hardswish_]; +"319 quantize_per_tensor_default_37" [id=319, type=quantize_per_tensor]; +"320 dequantize_per_tensor_default_41" [id=320, type=dequantize_per_tensor]; +"321 features_8_block_1_0_weight_bias" [id=321, type=get_attr]; +"322 conv2d_32_scale_0" [id=322, type=get_attr]; +"323 conv2d_32_zero_point_0" [id=323, type=get_attr]; +"324 _frozen_param32" [id=324, type=get_attr]; +"325 dequantize_per_channel_default_32" [id=325, type=dequantize_per_channel]; +"326 conv2d_32" [id=326, type=conv2d]; +"327 hardswish__10" [id=327, type=hardswish_]; +"328 quantize_per_tensor_default_38" [id=328, type=quantize_per_tensor]; +"329 dequantize_per_tensor_default_42" [id=329, type=dequantize_per_tensor]; +"330 adaptive_avg_pool2d_5" [id=330, type=adaptive_avg_pool2d]; +"331 quantize_per_tensor_default_39" [id=331, type=quantize_per_tensor]; +"332 dequantize_per_tensor_default_43" [id=332, type=dequantize_per_tensor]; +"333 conv2d_33_scale_0" [id=333, type=get_attr]; +"334 conv2d_33_zero_point_0" [id=334, type=get_attr]; +"335 _frozen_param33" [id=335, type=get_attr]; +"336 dequantize_per_channel_default_33" [id=336, type=dequantize_per_channel]; +"337 conv2d_33" [id=337, type=conv2d]; +"338 relu_5" [id=338, type=relu]; +"339 quantize_per_tensor_default_40" [id=339, type=quantize_per_tensor]; +"340 dequantize_per_tensor_default_44" [id=340, type=dequantize_per_tensor]; +"341 conv2d_34_scale_0" [id=341, type=get_attr]; +"342 conv2d_34_zero_point_0" [id=342, type=get_attr]; +"343 _frozen_param34" [id=343, type=get_attr]; +"344 dequantize_per_channel_default_34" [id=344, type=dequantize_per_channel]; +"345 conv2d_34" [id=345, type=conv2d]; +"346 hardsigmoid_5" [id=346, type=hardsigmoid]; +"347 mul_5" [id=347, type=mul]; +"348 quantize_per_tensor_default_41" [id=348, type=quantize_per_tensor]; +"349 dequantize_per_tensor_default_45" [id=349, type=dequantize_per_tensor]; +"350 features_8_block_3_0_weight_bias" [id=350, type=get_attr]; +"351 conv2d_35_scale_0" [id=351, type=get_attr]; +"352 conv2d_35_zero_point_0" [id=352, type=get_attr]; +"353 _frozen_param35" [id=353, type=get_attr]; +"354 dequantize_per_channel_default_35" [id=354, type=dequantize_per_channel]; +"355 conv2d_35" [id=355, type=conv2d]; +"356 add__3" [id=356, type=add_]; +"357 quantize_per_tensor_default_42" [id=357, type=quantize_per_tensor]; +"358 dequantize_per_tensor_default_46" [id=358, type=dequantize_per_tensor]; +"359 features_9_block_0_0_weight_bias" [id=359, type=get_attr]; +"360 conv2d_36_scale_0" [id=360, type=get_attr]; +"361 conv2d_36_zero_point_0" [id=361, type=get_attr]; +"362 _frozen_param36" [id=362, type=get_attr]; +"363 dequantize_per_channel_default_36" [id=363, type=dequantize_per_channel]; +"364 conv2d_36" [id=364, type=conv2d]; +"365 hardswish__11" [id=365, type=hardswish_]; +"366 quantize_per_tensor_default_43" [id=366, type=quantize_per_tensor]; +"367 dequantize_per_tensor_default_47" [id=367, type=dequantize_per_tensor]; +"368 features_9_block_1_0_weight_bias" [id=368, type=get_attr]; +"369 conv2d_37_scale_0" [id=369, type=get_attr]; +"370 conv2d_37_zero_point_0" [id=370, type=get_attr]; +"371 _frozen_param37" [id=371, type=get_attr]; +"372 dequantize_per_channel_default_37" [id=372, type=dequantize_per_channel]; +"373 conv2d_37" [id=373, type=conv2d]; +"374 hardswish__12" [id=374, type=hardswish_]; +"375 quantize_per_tensor_default_44" [id=375, type=quantize_per_tensor]; +"376 dequantize_per_tensor_default_48" [id=376, type=dequantize_per_tensor]; +"377 adaptive_avg_pool2d_6" [id=377, type=adaptive_avg_pool2d]; +"378 quantize_per_tensor_default_45" [id=378, type=quantize_per_tensor]; +"379 dequantize_per_tensor_default_49" [id=379, type=dequantize_per_tensor]; +"380 conv2d_38_scale_0" [id=380, type=get_attr]; +"381 conv2d_38_zero_point_0" [id=381, type=get_attr]; +"382 _frozen_param38" [id=382, type=get_attr]; +"383 dequantize_per_channel_default_38" [id=383, type=dequantize_per_channel]; +"384 conv2d_38" [id=384, type=conv2d]; +"385 relu_6" [id=385, type=relu]; +"386 quantize_per_tensor_default_46" [id=386, type=quantize_per_tensor]; +"387 dequantize_per_tensor_default_50" [id=387, type=dequantize_per_tensor]; +"388 conv2d_39_scale_0" [id=388, type=get_attr]; +"389 conv2d_39_zero_point_0" [id=389, type=get_attr]; +"390 _frozen_param39" [id=390, type=get_attr]; +"391 dequantize_per_channel_default_39" [id=391, type=dequantize_per_channel]; +"392 conv2d_39" [id=392, type=conv2d]; +"393 hardsigmoid_6" [id=393, type=hardsigmoid]; +"394 mul_6" [id=394, type=mul]; +"395 quantize_per_tensor_default_47" [id=395, type=quantize_per_tensor]; +"396 dequantize_per_tensor_default_51" [id=396, type=dequantize_per_tensor]; +"397 features_9_block_3_0_weight_bias" [id=397, type=get_attr]; +"398 conv2d_40_scale_0" [id=398, type=get_attr]; +"399 conv2d_40_zero_point_0" [id=399, type=get_attr]; +"400 _frozen_param40" [id=400, type=get_attr]; +"401 dequantize_per_channel_default_40" [id=401, type=dequantize_per_channel]; +"402 conv2d_40" [id=402, type=conv2d]; +"403 quantize_per_tensor_default_48" [id=403, type=quantize_per_tensor]; +"404 dequantize_per_tensor_default_53" [id=404, type=dequantize_per_tensor]; +"405 dequantize_per_tensor_default_52" [id=405, type=dequantize_per_tensor]; +"406 features_10_block_0_0_weight_bias" [id=406, type=get_attr]; +"407 conv2d_41_scale_0" [id=407, type=get_attr]; +"408 conv2d_41_zero_point_0" [id=408, type=get_attr]; +"409 _frozen_param41" [id=409, type=get_attr]; +"410 dequantize_per_channel_default_41" [id=410, type=dequantize_per_channel]; +"411 conv2d_41" [id=411, type=conv2d]; +"412 hardswish__13" [id=412, type=hardswish_]; +"413 quantize_per_tensor_default_49" [id=413, type=quantize_per_tensor]; +"414 dequantize_per_tensor_default_54" [id=414, type=dequantize_per_tensor]; +"415 features_10_block_1_0_weight_bias" [id=415, type=get_attr]; +"416 conv2d_42_scale_0" [id=416, type=get_attr]; +"417 conv2d_42_zero_point_0" [id=417, type=get_attr]; +"418 _frozen_param42" [id=418, type=get_attr]; +"419 dequantize_per_channel_default_42" [id=419, type=dequantize_per_channel]; +"420 conv2d_42" [id=420, type=conv2d]; +"421 hardswish__14" [id=421, type=hardswish_]; +"422 quantize_per_tensor_default_50" [id=422, type=quantize_per_tensor]; +"423 dequantize_per_tensor_default_55" [id=423, type=dequantize_per_tensor]; +"424 adaptive_avg_pool2d_7" [id=424, type=adaptive_avg_pool2d]; +"425 quantize_per_tensor_default_51" [id=425, type=quantize_per_tensor]; +"426 dequantize_per_tensor_default_56" [id=426, type=dequantize_per_tensor]; +"427 conv2d_43_scale_0" [id=427, type=get_attr]; +"428 conv2d_43_zero_point_0" [id=428, type=get_attr]; +"429 _frozen_param43" [id=429, type=get_attr]; +"430 dequantize_per_channel_default_43" [id=430, type=dequantize_per_channel]; +"431 conv2d_43" [id=431, type=conv2d]; +"432 relu_7" [id=432, type=relu]; +"433 quantize_per_tensor_default_52" [id=433, type=quantize_per_tensor]; +"434 dequantize_per_tensor_default_57" [id=434, type=dequantize_per_tensor]; +"435 conv2d_44_scale_0" [id=435, type=get_attr]; +"436 conv2d_44_zero_point_0" [id=436, type=get_attr]; +"437 _frozen_param44" [id=437, type=get_attr]; +"438 dequantize_per_channel_default_44" [id=438, type=dequantize_per_channel]; +"439 conv2d_44" [id=439, type=conv2d]; +"440 hardsigmoid_7" [id=440, type=hardsigmoid]; +"441 mul_7" [id=441, type=mul]; +"442 quantize_per_tensor_default_53" [id=442, type=quantize_per_tensor]; +"443 dequantize_per_tensor_default_58" [id=443, type=dequantize_per_tensor]; +"444 features_10_block_3_0_weight_bias" [id=444, type=get_attr]; +"445 conv2d_45_scale_0" [id=445, type=get_attr]; +"446 conv2d_45_zero_point_0" [id=446, type=get_attr]; +"447 _frozen_param45" [id=447, type=get_attr]; +"448 dequantize_per_channel_default_45" [id=448, type=dequantize_per_channel]; +"449 conv2d_45" [id=449, type=conv2d]; +"450 add__4" [id=450, type=add_]; +"451 quantize_per_tensor_default_54" [id=451, type=quantize_per_tensor]; +"452 dequantize_per_tensor_default_60" [id=452, type=dequantize_per_tensor]; +"453 dequantize_per_tensor_default_59" [id=453, type=dequantize_per_tensor]; +"454 features_11_block_0_0_weight_bias" [id=454, type=get_attr]; +"455 conv2d_46_scale_0" [id=455, type=get_attr]; +"456 conv2d_46_zero_point_0" [id=456, type=get_attr]; +"457 _frozen_param46" [id=457, type=get_attr]; +"458 dequantize_per_channel_default_46" [id=458, type=dequantize_per_channel]; +"459 conv2d_46" [id=459, type=conv2d]; +"460 hardswish__15" [id=460, type=hardswish_]; +"461 quantize_per_tensor_default_55" [id=461, type=quantize_per_tensor]; +"462 dequantize_per_tensor_default_61" [id=462, type=dequantize_per_tensor]; +"463 features_11_block_1_0_weight_bias" [id=463, type=get_attr]; +"464 conv2d_47_scale_0" [id=464, type=get_attr]; +"465 conv2d_47_zero_point_0" [id=465, type=get_attr]; +"466 _frozen_param47" [id=466, type=get_attr]; +"467 dequantize_per_channel_default_47" [id=467, type=dequantize_per_channel]; +"468 conv2d_47" [id=468, type=conv2d]; +"469 hardswish__16" [id=469, type=hardswish_]; +"470 quantize_per_tensor_default_56" [id=470, type=quantize_per_tensor]; +"471 dequantize_per_tensor_default_62" [id=471, type=dequantize_per_tensor]; +"472 adaptive_avg_pool2d_8" [id=472, type=adaptive_avg_pool2d]; +"473 quantize_per_tensor_default_57" [id=473, type=quantize_per_tensor]; +"474 dequantize_per_tensor_default_63" [id=474, type=dequantize_per_tensor]; +"475 conv2d_48_scale_0" [id=475, type=get_attr]; +"476 conv2d_48_zero_point_0" [id=476, type=get_attr]; +"477 _frozen_param48" [id=477, type=get_attr]; +"478 dequantize_per_channel_default_48" [id=478, type=dequantize_per_channel]; +"479 conv2d_48" [id=479, type=conv2d]; +"480 relu_8" [id=480, type=relu]; +"481 quantize_per_tensor_default_58" [id=481, type=quantize_per_tensor]; +"482 dequantize_per_tensor_default_64" [id=482, type=dequantize_per_tensor]; +"483 conv2d_49_scale_0" [id=483, type=get_attr]; +"484 conv2d_49_zero_point_0" [id=484, type=get_attr]; +"485 _frozen_param49" [id=485, type=get_attr]; +"486 dequantize_per_channel_default_49" [id=486, type=dequantize_per_channel]; +"487 conv2d_49" [id=487, type=conv2d]; +"488 hardsigmoid_8" [id=488, type=hardsigmoid]; +"489 mul_8" [id=489, type=mul]; +"490 quantize_per_tensor_default_59" [id=490, type=quantize_per_tensor]; +"491 dequantize_per_tensor_default_65" [id=491, type=dequantize_per_tensor]; +"492 features_11_block_3_0_weight_bias" [id=492, type=get_attr]; +"493 conv2d_50_scale_0" [id=493, type=get_attr]; +"494 conv2d_50_zero_point_0" [id=494, type=get_attr]; +"495 _frozen_param50" [id=495, type=get_attr]; +"496 dequantize_per_channel_default_50" [id=496, type=dequantize_per_channel]; +"497 conv2d_50" [id=497, type=conv2d]; +"498 add__5" [id=498, type=add_]; +"499 quantize_per_tensor_default_60" [id=499, type=quantize_per_tensor]; +"500 dequantize_per_tensor_default_66" [id=500, type=dequantize_per_tensor]; +"501 features_12_0_weight_bias" [id=501, type=get_attr]; +"502 conv2d_51_scale_0" [id=502, type=get_attr]; +"503 conv2d_51_zero_point_0" [id=503, type=get_attr]; +"504 _frozen_param51" [id=504, type=get_attr]; +"505 dequantize_per_channel_default_51" [id=505, type=dequantize_per_channel]; +"506 conv2d_51" [id=506, type=conv2d]; +"507 hardswish__17" [id=507, type=hardswish_]; +"508 quantize_per_tensor_default_61" [id=508, type=quantize_per_tensor]; +"509 dequantize_per_tensor_default_67" [id=509, type=dequantize_per_tensor]; +"510 adaptive_avg_pool2d_9" [id=510, type=adaptive_avg_pool2d]; +"511 quantize_per_tensor_default_62" [id=511, type=quantize_per_tensor]; +"512 dequantize_per_tensor_default_68" [id=512, type=dequantize_per_tensor]; +"513 flatten" [id=513, type=flatten]; +"514 quantize_per_tensor_default_63" [id=514, type=quantize_per_tensor]; +"515 dequantize_per_tensor_default_69" [id=515, type=dequantize_per_tensor]; +"516 linear_scale_0" [id=516, type=get_attr]; +"517 linear_zero_point_0" [id=517, type=get_attr]; +"518 _frozen_param52" [id=518, type=get_attr]; +"519 dequantize_per_channel_default_52" [id=519, type=dequantize_per_channel]; +"520 linear" [id=520, type=linear]; +"521 hardswish__18" [id=521, type=hardswish_]; +"522 dropout_" [id=522, type=dropout_]; +"523 quantize_per_tensor_default_64" [id=523, type=quantize_per_tensor]; +"524 dequantize_per_tensor_default_70" [id=524, type=dequantize_per_tensor]; +"525 linear_1_scale_0" [id=525, type=get_attr]; +"526 linear_1_zero_point_0" [id=526, type=get_attr]; +"527 _frozen_param53" [id=527, type=get_attr]; +"528 dequantize_per_channel_default_53" [id=528, type=dequantize_per_channel]; +"529 linear_1" [id=529, type=linear]; +"530 output" [id=530, type=output]; +"0 features_1_block_1_fc1_bias" -> "48 conv2d_2" [label="(8,)", style=solid]; +"1 features_1_block_1_fc2_bias" -> "56 conv2d_3" [label="(16,)", style=solid]; +"2 features_4_block_2_fc1_bias" -> "148 conv2d_13" [label="(24,)", style=solid]; +"3 features_4_block_2_fc2_bias" -> "156 conv2d_14" [label="(96,)", style=solid]; +"4 features_5_block_2_fc1_bias" -> "195 conv2d_18" [label="(64,)", style=solid]; +"5 features_5_block_2_fc2_bias" -> "203 conv2d_19" [label="(240,)", style=solid]; +"6 features_6_block_2_fc1_bias" -> "243 conv2d_23" [label="(64,)", style=solid]; +"7 features_6_block_2_fc2_bias" -> "251 conv2d_24" [label="(240,)", style=solid]; +"8 features_7_block_2_fc1_bias" -> "290 conv2d_28" [label="(32,)", style=solid]; +"9 features_7_block_2_fc2_bias" -> "298 conv2d_29" [label="(120,)", style=solid]; +"10 features_8_block_2_fc1_bias" -> "337 conv2d_33" [label="(40,)", style=solid]; +"11 features_8_block_2_fc2_bias" -> "345 conv2d_34" [label="(144,)", style=solid]; +"12 features_9_block_2_fc1_bias" -> "384 conv2d_38" [label="(72,)", style=solid]; +"13 features_9_block_2_fc2_bias" -> "392 conv2d_39" [label="(288,)", style=solid]; +"14 features_10_block_2_fc1_bias" -> "431 conv2d_43" [label="(144,)", style=solid]; +"15 features_10_block_2_fc2_bias" -> "439 conv2d_44" [label="(576,)", style=solid]; +"16 features_11_block_2_fc1_bias" -> "479 conv2d_48" [label="(144,)", style=solid]; +"17 features_11_block_2_fc2_bias" -> "487 conv2d_49" [label="(576,)", style=solid]; +"18 classifier_0_bias" -> "520 linear" [label="(1024,)", style=solid]; +"19 classifier_3_bias" -> "529 linear_1" [label="(1000,)", style=solid]; +"20 x" -> "21 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"21 quantize_per_tensor_default" -> "22 dequantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"22 dequantize_per_tensor_default" -> "28 conv2d" [label="(1, 3, 224, 224)", style=solid]; +"23 features_0_0_weight_bias" -> "28 conv2d" [label="(16,)", style=solid]; +"24 conv2d_scale_0" -> "27 dequantize_per_channel_default" [label="(16,)", style=solid]; +"25 conv2d_zero_point_0" -> "27 dequantize_per_channel_default" [label="(16,)", style=solid]; +"26 _frozen_param0" -> "27 dequantize_per_channel_default" [label="(16, 3, 3, 3)", style=solid]; +"27 dequantize_per_channel_default" -> "28 conv2d" [label="(16, 3, 3, 3)", style=solid]; +"28 conv2d" -> "29 hardswish_" [label="(1, 16, 112, 112)", style=solid]; +"29 hardswish_" -> "30 quantize_per_tensor_default_1" [label="(1, 16, 112, 112)", style=solid]; +"30 quantize_per_tensor_default_1" -> "31 dequantize_per_tensor_default_1" [label="(1, 16, 112, 112)", style=solid]; +"31 dequantize_per_tensor_default_1" -> "37 conv2d_1" [label="(1, 16, 112, 112)", style=solid]; +"32 features_1_block_0_0_weight_bias" -> "37 conv2d_1" [label="(16,)", style=solid]; +"33 conv2d_1_scale_0" -> "36 dequantize_per_channel_default_1" [label="(16,)", style=solid]; +"34 conv2d_1_zero_point_0" -> "36 dequantize_per_channel_default_1" [label="(16,)", style=solid]; +"35 _frozen_param1" -> "36 dequantize_per_channel_default_1" [label="(16, 1, 3, 3)", style=solid]; +"36 dequantize_per_channel_default_1" -> "37 conv2d_1" [label="(16, 1, 3, 3)", style=solid]; +"37 conv2d_1" -> "38 relu_" [label="(1, 16, 56, 56)", style=solid]; +"38 relu_" -> "39 quantize_per_tensor_default_2" [label="(1, 16, 56, 56)", style=solid]; +"38 relu_" -> "58 mul" [label="(1, 16, 56, 56)", style=solid]; +"39 quantize_per_tensor_default_2" -> "40 dequantize_per_tensor_default_2" [label="(1, 16, 56, 56)", style=solid]; +"40 dequantize_per_tensor_default_2" -> "41 adaptive_avg_pool2d" [label="(1, 16, 56, 56)", style=solid]; +"41 adaptive_avg_pool2d" -> "42 quantize_per_tensor_default_3" [label="(1, 16, 1, 1)", style=solid]; +"42 quantize_per_tensor_default_3" -> "43 dequantize_per_tensor_default_3" [label="(1, 16, 1, 1)", style=solid]; +"43 dequantize_per_tensor_default_3" -> "48 conv2d_2" [label="(1, 16, 1, 1)", style=solid]; +"44 conv2d_2_scale_0" -> "47 dequantize_per_channel_default_2" [label="(8,)", style=solid]; +"45 conv2d_2_zero_point_0" -> "47 dequantize_per_channel_default_2" [label="(8,)", style=solid]; +"46 _frozen_param2" -> "47 dequantize_per_channel_default_2" [label="(8, 16, 1, 1)", style=solid]; +"47 dequantize_per_channel_default_2" -> "48 conv2d_2" [label="(8, 16, 1, 1)", style=solid]; +"48 conv2d_2" -> "49 relu" [label="(1, 8, 1, 1)", style=solid]; +"49 relu" -> "50 quantize_per_tensor_default_4" [label="(1, 8, 1, 1)", style=solid]; +"50 quantize_per_tensor_default_4" -> "51 dequantize_per_tensor_default_4" [label="(1, 8, 1, 1)", style=solid]; +"51 dequantize_per_tensor_default_4" -> "56 conv2d_3" [label="(1, 8, 1, 1)", style=solid]; +"52 conv2d_3_scale_0" -> "55 dequantize_per_channel_default_3" [label="(16,)", style=solid]; +"53 conv2d_3_zero_point_0" -> "55 dequantize_per_channel_default_3" [label="(16,)", style=solid]; +"54 _frozen_param3" -> "55 dequantize_per_channel_default_3" [label="(16, 8, 1, 1)", style=solid]; +"55 dequantize_per_channel_default_3" -> "56 conv2d_3" [label="(16, 8, 1, 1)", style=solid]; +"56 conv2d_3" -> "57 hardsigmoid" [label="(1, 16, 1, 1)", style=solid]; +"57 hardsigmoid" -> "58 mul" [label="(1, 16, 1, 1)", style=solid]; +"58 mul" -> "59 quantize_per_tensor_default_5" [label="(1, 16, 56, 56)", style=solid]; +"59 quantize_per_tensor_default_5" -> "60 dequantize_per_tensor_default_5" [label="(1, 16, 56, 56)", style=solid]; +"60 dequantize_per_tensor_default_5" -> "66 conv2d_4" [label="(1, 16, 56, 56)", style=solid]; +"61 features_1_block_2_0_weight_bias" -> "66 conv2d_4" [label="(16,)", style=solid]; +"62 conv2d_4_scale_0" -> "65 dequantize_per_channel_default_4" [label="(16,)", style=solid]; +"63 conv2d_4_zero_point_0" -> "65 dequantize_per_channel_default_4" [label="(16,)", style=solid]; +"64 _frozen_param4" -> "65 dequantize_per_channel_default_4" [label="(16, 16, 1, 1)", style=solid]; +"65 dequantize_per_channel_default_4" -> "66 conv2d_4" [label="(16, 16, 1, 1)", style=solid]; +"66 conv2d_4" -> "67 quantize_per_tensor_default_6" [label="(1, 16, 56, 56)", style=solid]; +"67 quantize_per_tensor_default_6" -> "68 dequantize_per_tensor_default_6" [label="(1, 16, 56, 56)", style=solid]; +"68 dequantize_per_tensor_default_6" -> "74 conv2d_5" [label="(1, 16, 56, 56)", style=solid]; +"69 features_2_block_0_0_weight_bias" -> "74 conv2d_5" [label="(72,)", style=solid]; +"70 conv2d_5_scale_0" -> "73 dequantize_per_channel_default_5" [label="(72,)", style=solid]; +"71 conv2d_5_zero_point_0" -> "73 dequantize_per_channel_default_5" [label="(72,)", style=solid]; +"72 _frozen_param5" -> "73 dequantize_per_channel_default_5" [label="(72, 16, 1, 1)", style=solid]; +"73 dequantize_per_channel_default_5" -> "74 conv2d_5" [label="(72, 16, 1, 1)", style=solid]; +"74 conv2d_5" -> "75 relu__1" [label="(1, 72, 56, 56)", style=solid]; +"75 relu__1" -> "76 quantize_per_tensor_default_7" [label="(1, 72, 56, 56)", style=solid]; +"76 quantize_per_tensor_default_7" -> "77 dequantize_per_tensor_default_7" [label="(1, 72, 56, 56)", style=solid]; +"77 dequantize_per_tensor_default_7" -> "83 conv2d_6" [label="(1, 72, 56, 56)", style=solid]; +"78 features_2_block_1_0_weight_bias" -> "83 conv2d_6" [label="(72,)", style=solid]; +"79 conv2d_6_scale_0" -> "82 dequantize_per_channel_default_6" [label="(72,)", style=solid]; +"80 conv2d_6_zero_point_0" -> "82 dequantize_per_channel_default_6" [label="(72,)", style=solid]; +"81 _frozen_param6" -> "82 dequantize_per_channel_default_6" [label="(72, 1, 3, 3)", style=solid]; +"82 dequantize_per_channel_default_6" -> "83 conv2d_6" [label="(72, 1, 3, 3)", style=solid]; +"83 conv2d_6" -> "84 relu__2" [label="(1, 72, 28, 28)", style=solid]; +"84 relu__2" -> "85 quantize_per_tensor_default_8" [label="(1, 72, 28, 28)", style=solid]; +"85 quantize_per_tensor_default_8" -> "86 dequantize_per_tensor_default_8" [label="(1, 72, 28, 28)", style=solid]; +"86 dequantize_per_tensor_default_8" -> "92 conv2d_7" [label="(1, 72, 28, 28)", style=solid]; +"87 features_2_block_2_0_weight_bias" -> "92 conv2d_7" [label="(24,)", style=solid]; +"88 conv2d_7_scale_0" -> "91 dequantize_per_channel_default_7" [label="(24,)", style=solid]; +"89 conv2d_7_zero_point_0" -> "91 dequantize_per_channel_default_7" [label="(24,)", style=solid]; +"90 _frozen_param7" -> "91 dequantize_per_channel_default_7" [label="(24, 72, 1, 1)", style=solid]; +"91 dequantize_per_channel_default_7" -> "92 conv2d_7" [label="(24, 72, 1, 1)", style=solid]; +"92 conv2d_7" -> "93 quantize_per_tensor_default_9" [label="(1, 24, 28, 28)", style=solid]; +"93 quantize_per_tensor_default_9" -> "94 dequantize_per_tensor_default_10" [label="(1, 24, 28, 28)", style=solid]; +"93 quantize_per_tensor_default_9" -> "95 dequantize_per_tensor_default_9" [label="(1, 24, 28, 28)", style=solid]; +"94 dequantize_per_tensor_default_10" -> "120 add_" [label="(1, 24, 28, 28)", style=solid]; +"95 dequantize_per_tensor_default_9" -> "101 conv2d_8" [label="(1, 24, 28, 28)", style=solid]; +"96 features_3_block_0_0_weight_bias" -> "101 conv2d_8" [label="(88,)", style=solid]; +"97 conv2d_8_scale_0" -> "100 dequantize_per_channel_default_8" [label="(88,)", style=solid]; +"98 conv2d_8_zero_point_0" -> "100 dequantize_per_channel_default_8" [label="(88,)", style=solid]; +"99 _frozen_param8" -> "100 dequantize_per_channel_default_8" [label="(88, 24, 1, 1)", style=solid]; +"100 dequantize_per_channel_default_8" -> "101 conv2d_8" [label="(88, 24, 1, 1)", style=solid]; +"101 conv2d_8" -> "102 relu__3" [label="(1, 88, 28, 28)", style=solid]; +"102 relu__3" -> "103 quantize_per_tensor_default_10" [label="(1, 88, 28, 28)", style=solid]; +"103 quantize_per_tensor_default_10" -> "104 dequantize_per_tensor_default_11" [label="(1, 88, 28, 28)", style=solid]; +"104 dequantize_per_tensor_default_11" -> "110 conv2d_9" [label="(1, 88, 28, 28)", style=solid]; +"105 features_3_block_1_0_weight_bias" -> "110 conv2d_9" [label="(88,)", style=solid]; +"106 conv2d_9_scale_0" -> "109 dequantize_per_channel_default_9" [label="(88,)", style=solid]; +"107 conv2d_9_zero_point_0" -> "109 dequantize_per_channel_default_9" [label="(88,)", style=solid]; +"108 _frozen_param9" -> "109 dequantize_per_channel_default_9" [label="(88, 1, 3, 3)", style=solid]; +"109 dequantize_per_channel_default_9" -> "110 conv2d_9" [label="(88, 1, 3, 3)", style=solid]; +"110 conv2d_9" -> "111 relu__4" [label="(1, 88, 28, 28)", style=solid]; +"111 relu__4" -> "112 quantize_per_tensor_default_11" [label="(1, 88, 28, 28)", style=solid]; +"112 quantize_per_tensor_default_11" -> "113 dequantize_per_tensor_default_12" [label="(1, 88, 28, 28)", style=solid]; +"113 dequantize_per_tensor_default_12" -> "119 conv2d_10" [label="(1, 88, 28, 28)", style=solid]; +"114 features_3_block_2_0_weight_bias" -> "119 conv2d_10" [label="(24,)", style=solid]; +"115 conv2d_10_scale_0" -> "118 dequantize_per_channel_default_10" [label="(24,)", style=solid]; +"116 conv2d_10_zero_point_0" -> "118 dequantize_per_channel_default_10" [label="(24,)", style=solid]; +"117 _frozen_param10" -> "118 dequantize_per_channel_default_10" [label="(24, 88, 1, 1)", style=solid]; +"118 dequantize_per_channel_default_10" -> "119 conv2d_10" [label="(24, 88, 1, 1)", style=solid]; +"119 conv2d_10" -> "120 add_" [label="(1, 24, 28, 28)", style=solid]; +"120 add_" -> "121 quantize_per_tensor_default_12" [label="(1, 24, 28, 28)", style=solid]; +"121 quantize_per_tensor_default_12" -> "122 dequantize_per_tensor_default_13" [label="(1, 24, 28, 28)", style=solid]; +"122 dequantize_per_tensor_default_13" -> "128 conv2d_11" [label="(1, 24, 28, 28)", style=solid]; +"123 features_4_block_0_0_weight_bias" -> "128 conv2d_11" [label="(96,)", style=solid]; +"124 conv2d_11_scale_0" -> "127 dequantize_per_channel_default_11" [label="(96,)", style=solid]; +"125 conv2d_11_zero_point_0" -> "127 dequantize_per_channel_default_11" [label="(96,)", style=solid]; +"126 _frozen_param11" -> "127 dequantize_per_channel_default_11" [label="(96, 24, 1, 1)", style=solid]; +"127 dequantize_per_channel_default_11" -> "128 conv2d_11" [label="(96, 24, 1, 1)", style=solid]; +"128 conv2d_11" -> "129 hardswish__1" [label="(1, 96, 28, 28)", style=solid]; +"129 hardswish__1" -> "130 quantize_per_tensor_default_13" [label="(1, 96, 28, 28)", style=solid]; +"130 quantize_per_tensor_default_13" -> "131 dequantize_per_tensor_default_14" [label="(1, 96, 28, 28)", style=solid]; +"131 dequantize_per_tensor_default_14" -> "137 conv2d_12" [label="(1, 96, 28, 28)", style=solid]; +"132 features_4_block_1_0_weight_bias" -> "137 conv2d_12" [label="(96,)", style=solid]; +"133 conv2d_12_scale_0" -> "136 dequantize_per_channel_default_12" [label="(96,)", style=solid]; +"134 conv2d_12_zero_point_0" -> "136 dequantize_per_channel_default_12" [label="(96,)", style=solid]; +"135 _frozen_param12" -> "136 dequantize_per_channel_default_12" [label="(96, 1, 5, 5)", style=solid]; +"136 dequantize_per_channel_default_12" -> "137 conv2d_12" [label="(96, 1, 5, 5)", style=solid]; +"137 conv2d_12" -> "138 hardswish__2" [label="(1, 96, 14, 14)", style=solid]; +"138 hardswish__2" -> "139 quantize_per_tensor_default_14" [label="(1, 96, 14, 14)", style=solid]; +"138 hardswish__2" -> "158 mul_1" [label="(1, 96, 14, 14)", style=solid]; +"139 quantize_per_tensor_default_14" -> "140 dequantize_per_tensor_default_15" [label="(1, 96, 14, 14)", style=solid]; +"140 dequantize_per_tensor_default_15" -> "141 adaptive_avg_pool2d_1" [label="(1, 96, 14, 14)", style=solid]; +"141 adaptive_avg_pool2d_1" -> "142 quantize_per_tensor_default_15" [label="(1, 96, 1, 1)", style=solid]; +"142 quantize_per_tensor_default_15" -> "143 dequantize_per_tensor_default_16" [label="(1, 96, 1, 1)", style=solid]; +"143 dequantize_per_tensor_default_16" -> "148 conv2d_13" [label="(1, 96, 1, 1)", style=solid]; +"144 conv2d_13_scale_0" -> "147 dequantize_per_channel_default_13" [label="(24,)", style=solid]; +"145 conv2d_13_zero_point_0" -> "147 dequantize_per_channel_default_13" [label="(24,)", style=solid]; +"146 _frozen_param13" -> "147 dequantize_per_channel_default_13" [label="(24, 96, 1, 1)", style=solid]; +"147 dequantize_per_channel_default_13" -> "148 conv2d_13" [label="(24, 96, 1, 1)", style=solid]; +"148 conv2d_13" -> "149 relu_1" [label="(1, 24, 1, 1)", style=solid]; +"149 relu_1" -> "150 quantize_per_tensor_default_16" [label="(1, 24, 1, 1)", style=solid]; +"150 quantize_per_tensor_default_16" -> "151 dequantize_per_tensor_default_17" [label="(1, 24, 1, 1)", style=solid]; +"151 dequantize_per_tensor_default_17" -> "156 conv2d_14" [label="(1, 24, 1, 1)", style=solid]; +"152 conv2d_14_scale_0" -> "155 dequantize_per_channel_default_14" [label="(96,)", style=solid]; +"153 conv2d_14_zero_point_0" -> "155 dequantize_per_channel_default_14" [label="(96,)", style=solid]; +"154 _frozen_param14" -> "155 dequantize_per_channel_default_14" [label="(96, 24, 1, 1)", style=solid]; +"155 dequantize_per_channel_default_14" -> "156 conv2d_14" [label="(96, 24, 1, 1)", style=solid]; +"156 conv2d_14" -> "157 hardsigmoid_1" [label="(1, 96, 1, 1)", style=solid]; +"157 hardsigmoid_1" -> "158 mul_1" [label="(1, 96, 1, 1)", style=solid]; +"158 mul_1" -> "159 quantize_per_tensor_default_17" [label="(1, 96, 14, 14)", style=solid]; +"159 quantize_per_tensor_default_17" -> "160 dequantize_per_tensor_default_18" [label="(1, 96, 14, 14)", style=solid]; +"160 dequantize_per_tensor_default_18" -> "166 conv2d_15" [label="(1, 96, 14, 14)", style=solid]; +"161 features_4_block_3_0_weight_bias" -> "166 conv2d_15" [label="(40,)", style=solid]; +"162 conv2d_15_scale_0" -> "165 dequantize_per_channel_default_15" [label="(40,)", style=solid]; +"163 conv2d_15_zero_point_0" -> "165 dequantize_per_channel_default_15" [label="(40,)", style=solid]; +"164 _frozen_param15" -> "165 dequantize_per_channel_default_15" [label="(40, 96, 1, 1)", style=solid]; +"165 dequantize_per_channel_default_15" -> "166 conv2d_15" [label="(40, 96, 1, 1)", style=solid]; +"166 conv2d_15" -> "167 quantize_per_tensor_default_18" [label="(1, 40, 14, 14)", style=solid]; +"167 quantize_per_tensor_default_18" -> "168 dequantize_per_tensor_default_20" [label="(1, 40, 14, 14)", style=solid]; +"167 quantize_per_tensor_default_18" -> "169 dequantize_per_tensor_default_19" [label="(1, 40, 14, 14)", style=solid]; +"168 dequantize_per_tensor_default_20" -> "214 add__1" [label="(1, 40, 14, 14)", style=solid]; +"169 dequantize_per_tensor_default_19" -> "175 conv2d_16" [label="(1, 40, 14, 14)", style=solid]; +"170 features_5_block_0_0_weight_bias" -> "175 conv2d_16" [label="(240,)", style=solid]; +"171 conv2d_16_scale_0" -> "174 dequantize_per_channel_default_16" [label="(240,)", style=solid]; +"172 conv2d_16_zero_point_0" -> "174 dequantize_per_channel_default_16" [label="(240,)", style=solid]; +"173 _frozen_param16" -> "174 dequantize_per_channel_default_16" [label="(240, 40, 1, 1)", style=solid]; +"174 dequantize_per_channel_default_16" -> "175 conv2d_16" [label="(240, 40, 1, 1)", style=solid]; +"175 conv2d_16" -> "176 hardswish__3" [label="(1, 240, 14, 14)", style=solid]; +"176 hardswish__3" -> "177 quantize_per_tensor_default_19" [label="(1, 240, 14, 14)", style=solid]; +"177 quantize_per_tensor_default_19" -> "178 dequantize_per_tensor_default_21" [label="(1, 240, 14, 14)", style=solid]; +"178 dequantize_per_tensor_default_21" -> "184 conv2d_17" [label="(1, 240, 14, 14)", style=solid]; +"179 features_5_block_1_0_weight_bias" -> "184 conv2d_17" [label="(240,)", style=solid]; +"180 conv2d_17_scale_0" -> "183 dequantize_per_channel_default_17" [label="(240,)", style=solid]; +"181 conv2d_17_zero_point_0" -> "183 dequantize_per_channel_default_17" [label="(240,)", style=solid]; +"182 _frozen_param17" -> "183 dequantize_per_channel_default_17" [label="(240, 1, 5, 5)", style=solid]; +"183 dequantize_per_channel_default_17" -> "184 conv2d_17" [label="(240, 1, 5, 5)", style=solid]; +"184 conv2d_17" -> "185 hardswish__4" [label="(1, 240, 14, 14)", style=solid]; +"185 hardswish__4" -> "186 quantize_per_tensor_default_20" [label="(1, 240, 14, 14)", style=solid]; +"185 hardswish__4" -> "205 mul_2" [label="(1, 240, 14, 14)", style=solid]; +"186 quantize_per_tensor_default_20" -> "187 dequantize_per_tensor_default_22" [label="(1, 240, 14, 14)", style=solid]; +"187 dequantize_per_tensor_default_22" -> "188 adaptive_avg_pool2d_2" [label="(1, 240, 14, 14)", style=solid]; +"188 adaptive_avg_pool2d_2" -> "189 quantize_per_tensor_default_21" [label="(1, 240, 1, 1)", style=solid]; +"189 quantize_per_tensor_default_21" -> "190 dequantize_per_tensor_default_23" [label="(1, 240, 1, 1)", style=solid]; +"190 dequantize_per_tensor_default_23" -> "195 conv2d_18" [label="(1, 240, 1, 1)", style=solid]; +"191 conv2d_18_scale_0" -> "194 dequantize_per_channel_default_18" [label="(64,)", style=solid]; +"192 conv2d_18_zero_point_0" -> "194 dequantize_per_channel_default_18" [label="(64,)", style=solid]; +"193 _frozen_param18" -> "194 dequantize_per_channel_default_18" [label="(64, 240, 1, 1)", style=solid]; +"194 dequantize_per_channel_default_18" -> "195 conv2d_18" [label="(64, 240, 1, 1)", style=solid]; +"195 conv2d_18" -> "196 relu_2" [label="(1, 64, 1, 1)", style=solid]; +"196 relu_2" -> "197 quantize_per_tensor_default_22" [label="(1, 64, 1, 1)", style=solid]; +"197 quantize_per_tensor_default_22" -> "198 dequantize_per_tensor_default_24" [label="(1, 64, 1, 1)", style=solid]; +"198 dequantize_per_tensor_default_24" -> "203 conv2d_19" [label="(1, 64, 1, 1)", style=solid]; +"199 conv2d_19_scale_0" -> "202 dequantize_per_channel_default_19" [label="(240,)", style=solid]; +"200 conv2d_19_zero_point_0" -> "202 dequantize_per_channel_default_19" [label="(240,)", style=solid]; +"201 _frozen_param19" -> "202 dequantize_per_channel_default_19" [label="(240, 64, 1, 1)", style=solid]; +"202 dequantize_per_channel_default_19" -> "203 conv2d_19" [label="(240, 64, 1, 1)", style=solid]; +"203 conv2d_19" -> "204 hardsigmoid_2" [label="(1, 240, 1, 1)", style=solid]; +"204 hardsigmoid_2" -> "205 mul_2" [label="(1, 240, 1, 1)", style=solid]; +"205 mul_2" -> "206 quantize_per_tensor_default_23" [label="(1, 240, 14, 14)", style=solid]; +"206 quantize_per_tensor_default_23" -> "207 dequantize_per_tensor_default_25" [label="(1, 240, 14, 14)", style=solid]; +"207 dequantize_per_tensor_default_25" -> "213 conv2d_20" [label="(1, 240, 14, 14)", style=solid]; +"208 features_5_block_3_0_weight_bias" -> "213 conv2d_20" [label="(40,)", style=solid]; +"209 conv2d_20_scale_0" -> "212 dequantize_per_channel_default_20" [label="(40,)", style=solid]; +"210 conv2d_20_zero_point_0" -> "212 dequantize_per_channel_default_20" [label="(40,)", style=solid]; +"211 _frozen_param20" -> "212 dequantize_per_channel_default_20" [label="(40, 240, 1, 1)", style=solid]; +"212 dequantize_per_channel_default_20" -> "213 conv2d_20" [label="(40, 240, 1, 1)", style=solid]; +"213 conv2d_20" -> "214 add__1" [label="(1, 40, 14, 14)", style=solid]; +"214 add__1" -> "215 quantize_per_tensor_default_24" [label="(1, 40, 14, 14)", style=solid]; +"215 quantize_per_tensor_default_24" -> "216 dequantize_per_tensor_default_27" [label="(1, 40, 14, 14)", style=solid]; +"215 quantize_per_tensor_default_24" -> "217 dequantize_per_tensor_default_26" [label="(1, 40, 14, 14)", style=solid]; +"216 dequantize_per_tensor_default_27" -> "262 add__2" [label="(1, 40, 14, 14)", style=solid]; +"217 dequantize_per_tensor_default_26" -> "223 conv2d_21" [label="(1, 40, 14, 14)", style=solid]; +"218 features_6_block_0_0_weight_bias" -> "223 conv2d_21" [label="(240,)", style=solid]; +"219 conv2d_21_scale_0" -> "222 dequantize_per_channel_default_21" [label="(240,)", style=solid]; +"220 conv2d_21_zero_point_0" -> "222 dequantize_per_channel_default_21" [label="(240,)", style=solid]; +"221 _frozen_param21" -> "222 dequantize_per_channel_default_21" [label="(240, 40, 1, 1)", style=solid]; +"222 dequantize_per_channel_default_21" -> "223 conv2d_21" [label="(240, 40, 1, 1)", style=solid]; +"223 conv2d_21" -> "224 hardswish__5" [label="(1, 240, 14, 14)", style=solid]; +"224 hardswish__5" -> "225 quantize_per_tensor_default_25" [label="(1, 240, 14, 14)", style=solid]; +"225 quantize_per_tensor_default_25" -> "226 dequantize_per_tensor_default_28" [label="(1, 240, 14, 14)", style=solid]; +"226 dequantize_per_tensor_default_28" -> "232 conv2d_22" [label="(1, 240, 14, 14)", style=solid]; +"227 features_6_block_1_0_weight_bias" -> "232 conv2d_22" [label="(240,)", style=solid]; +"228 conv2d_22_scale_0" -> "231 dequantize_per_channel_default_22" [label="(240,)", style=solid]; +"229 conv2d_22_zero_point_0" -> "231 dequantize_per_channel_default_22" [label="(240,)", style=solid]; +"230 _frozen_param22" -> "231 dequantize_per_channel_default_22" [label="(240, 1, 5, 5)", style=solid]; +"231 dequantize_per_channel_default_22" -> "232 conv2d_22" [label="(240, 1, 5, 5)", style=solid]; +"232 conv2d_22" -> "233 hardswish__6" [label="(1, 240, 14, 14)", style=solid]; +"233 hardswish__6" -> "234 quantize_per_tensor_default_26" [label="(1, 240, 14, 14)", style=solid]; +"233 hardswish__6" -> "253 mul_3" [label="(1, 240, 14, 14)", style=solid]; +"234 quantize_per_tensor_default_26" -> "235 dequantize_per_tensor_default_29" [label="(1, 240, 14, 14)", style=solid]; +"235 dequantize_per_tensor_default_29" -> "236 adaptive_avg_pool2d_3" [label="(1, 240, 14, 14)", style=solid]; +"236 adaptive_avg_pool2d_3" -> "237 quantize_per_tensor_default_27" [label="(1, 240, 1, 1)", style=solid]; +"237 quantize_per_tensor_default_27" -> "238 dequantize_per_tensor_default_30" [label="(1, 240, 1, 1)", style=solid]; +"238 dequantize_per_tensor_default_30" -> "243 conv2d_23" [label="(1, 240, 1, 1)", style=solid]; +"239 conv2d_23_scale_0" -> "242 dequantize_per_channel_default_23" [label="(64,)", style=solid]; +"240 conv2d_23_zero_point_0" -> "242 dequantize_per_channel_default_23" [label="(64,)", style=solid]; +"241 _frozen_param23" -> "242 dequantize_per_channel_default_23" [label="(64, 240, 1, 1)", style=solid]; +"242 dequantize_per_channel_default_23" -> "243 conv2d_23" [label="(64, 240, 1, 1)", style=solid]; +"243 conv2d_23" -> "244 relu_3" [label="(1, 64, 1, 1)", style=solid]; +"244 relu_3" -> "245 quantize_per_tensor_default_28" [label="(1, 64, 1, 1)", style=solid]; +"245 quantize_per_tensor_default_28" -> "246 dequantize_per_tensor_default_31" [label="(1, 64, 1, 1)", style=solid]; +"246 dequantize_per_tensor_default_31" -> "251 conv2d_24" [label="(1, 64, 1, 1)", style=solid]; +"247 conv2d_24_scale_0" -> "250 dequantize_per_channel_default_24" [label="(240,)", style=solid]; +"248 conv2d_24_zero_point_0" -> "250 dequantize_per_channel_default_24" [label="(240,)", style=solid]; +"249 _frozen_param24" -> "250 dequantize_per_channel_default_24" [label="(240, 64, 1, 1)", style=solid]; +"250 dequantize_per_channel_default_24" -> "251 conv2d_24" [label="(240, 64, 1, 1)", style=solid]; +"251 conv2d_24" -> "252 hardsigmoid_3" [label="(1, 240, 1, 1)", style=solid]; +"252 hardsigmoid_3" -> "253 mul_3" [label="(1, 240, 1, 1)", style=solid]; +"253 mul_3" -> "254 quantize_per_tensor_default_29" [label="(1, 240, 14, 14)", style=solid]; +"254 quantize_per_tensor_default_29" -> "255 dequantize_per_tensor_default_32" [label="(1, 240, 14, 14)", style=solid]; +"255 dequantize_per_tensor_default_32" -> "261 conv2d_25" [label="(1, 240, 14, 14)", style=solid]; +"256 features_6_block_3_0_weight_bias" -> "261 conv2d_25" [label="(40,)", style=solid]; +"257 conv2d_25_scale_0" -> "260 dequantize_per_channel_default_25" [label="(40,)", style=solid]; +"258 conv2d_25_zero_point_0" -> "260 dequantize_per_channel_default_25" [label="(40,)", style=solid]; +"259 _frozen_param25" -> "260 dequantize_per_channel_default_25" [label="(40, 240, 1, 1)", style=solid]; +"260 dequantize_per_channel_default_25" -> "261 conv2d_25" [label="(40, 240, 1, 1)", style=solid]; +"261 conv2d_25" -> "262 add__2" [label="(1, 40, 14, 14)", style=solid]; +"262 add__2" -> "263 quantize_per_tensor_default_30" [label="(1, 40, 14, 14)", style=solid]; +"263 quantize_per_tensor_default_30" -> "264 dequantize_per_tensor_default_33" [label="(1, 40, 14, 14)", style=solid]; +"264 dequantize_per_tensor_default_33" -> "270 conv2d_26" [label="(1, 40, 14, 14)", style=solid]; +"265 features_7_block_0_0_weight_bias" -> "270 conv2d_26" [label="(120,)", style=solid]; +"266 conv2d_26_scale_0" -> "269 dequantize_per_channel_default_26" [label="(120,)", style=solid]; +"267 conv2d_26_zero_point_0" -> "269 dequantize_per_channel_default_26" [label="(120,)", style=solid]; +"268 _frozen_param26" -> "269 dequantize_per_channel_default_26" [label="(120, 40, 1, 1)", style=solid]; +"269 dequantize_per_channel_default_26" -> "270 conv2d_26" [label="(120, 40, 1, 1)", style=solid]; +"270 conv2d_26" -> "271 hardswish__7" [label="(1, 120, 14, 14)", style=solid]; +"271 hardswish__7" -> "272 quantize_per_tensor_default_31" [label="(1, 120, 14, 14)", style=solid]; +"272 quantize_per_tensor_default_31" -> "273 dequantize_per_tensor_default_34" [label="(1, 120, 14, 14)", style=solid]; +"273 dequantize_per_tensor_default_34" -> "279 conv2d_27" [label="(1, 120, 14, 14)", style=solid]; +"274 features_7_block_1_0_weight_bias" -> "279 conv2d_27" [label="(120,)", style=solid]; +"275 conv2d_27_scale_0" -> "278 dequantize_per_channel_default_27" [label="(120,)", style=solid]; +"276 conv2d_27_zero_point_0" -> "278 dequantize_per_channel_default_27" [label="(120,)", style=solid]; +"277 _frozen_param27" -> "278 dequantize_per_channel_default_27" [label="(120, 1, 5, 5)", style=solid]; +"278 dequantize_per_channel_default_27" -> "279 conv2d_27" [label="(120, 1, 5, 5)", style=solid]; +"279 conv2d_27" -> "280 hardswish__8" [label="(1, 120, 14, 14)", style=solid]; +"280 hardswish__8" -> "281 quantize_per_tensor_default_32" [label="(1, 120, 14, 14)", style=solid]; +"280 hardswish__8" -> "300 mul_4" [label="(1, 120, 14, 14)", style=solid]; +"281 quantize_per_tensor_default_32" -> "282 dequantize_per_tensor_default_35" [label="(1, 120, 14, 14)", style=solid]; +"282 dequantize_per_tensor_default_35" -> "283 adaptive_avg_pool2d_4" [label="(1, 120, 14, 14)", style=solid]; +"283 adaptive_avg_pool2d_4" -> "284 quantize_per_tensor_default_33" [label="(1, 120, 1, 1)", style=solid]; +"284 quantize_per_tensor_default_33" -> "285 dequantize_per_tensor_default_36" [label="(1, 120, 1, 1)", style=solid]; +"285 dequantize_per_tensor_default_36" -> "290 conv2d_28" [label="(1, 120, 1, 1)", style=solid]; +"286 conv2d_28_scale_0" -> "289 dequantize_per_channel_default_28" [label="(32,)", style=solid]; +"287 conv2d_28_zero_point_0" -> "289 dequantize_per_channel_default_28" [label="(32,)", style=solid]; +"288 _frozen_param28" -> "289 dequantize_per_channel_default_28" [label="(32, 120, 1, 1)", style=solid]; +"289 dequantize_per_channel_default_28" -> "290 conv2d_28" [label="(32, 120, 1, 1)", style=solid]; +"290 conv2d_28" -> "291 relu_4" [label="(1, 32, 1, 1)", style=solid]; +"291 relu_4" -> "292 quantize_per_tensor_default_34" [label="(1, 32, 1, 1)", style=solid]; +"292 quantize_per_tensor_default_34" -> "293 dequantize_per_tensor_default_37" [label="(1, 32, 1, 1)", style=solid]; +"293 dequantize_per_tensor_default_37" -> "298 conv2d_29" [label="(1, 32, 1, 1)", style=solid]; +"294 conv2d_29_scale_0" -> "297 dequantize_per_channel_default_29" [label="(120,)", style=solid]; +"295 conv2d_29_zero_point_0" -> "297 dequantize_per_channel_default_29" [label="(120,)", style=solid]; +"296 _frozen_param29" -> "297 dequantize_per_channel_default_29" [label="(120, 32, 1, 1)", style=solid]; +"297 dequantize_per_channel_default_29" -> "298 conv2d_29" [label="(120, 32, 1, 1)", style=solid]; +"298 conv2d_29" -> "299 hardsigmoid_4" [label="(1, 120, 1, 1)", style=solid]; +"299 hardsigmoid_4" -> "300 mul_4" [label="(1, 120, 1, 1)", style=solid]; +"300 mul_4" -> "301 quantize_per_tensor_default_35" [label="(1, 120, 14, 14)", style=solid]; +"301 quantize_per_tensor_default_35" -> "302 dequantize_per_tensor_default_38" [label="(1, 120, 14, 14)", style=solid]; +"302 dequantize_per_tensor_default_38" -> "308 conv2d_30" [label="(1, 120, 14, 14)", style=solid]; +"303 features_7_block_3_0_weight_bias" -> "308 conv2d_30" [label="(48,)", style=solid]; +"304 conv2d_30_scale_0" -> "307 dequantize_per_channel_default_30" [label="(48,)", style=solid]; +"305 conv2d_30_zero_point_0" -> "307 dequantize_per_channel_default_30" [label="(48,)", style=solid]; +"306 _frozen_param30" -> "307 dequantize_per_channel_default_30" [label="(48, 120, 1, 1)", style=solid]; +"307 dequantize_per_channel_default_30" -> "308 conv2d_30" [label="(48, 120, 1, 1)", style=solid]; +"308 conv2d_30" -> "309 quantize_per_tensor_default_36" [label="(1, 48, 14, 14)", style=solid]; +"309 quantize_per_tensor_default_36" -> "310 dequantize_per_tensor_default_40" [label="(1, 48, 14, 14)", style=solid]; +"309 quantize_per_tensor_default_36" -> "311 dequantize_per_tensor_default_39" [label="(1, 48, 14, 14)", style=solid]; +"310 dequantize_per_tensor_default_40" -> "356 add__3" [label="(1, 48, 14, 14)", style=solid]; +"311 dequantize_per_tensor_default_39" -> "317 conv2d_31" [label="(1, 48, 14, 14)", style=solid]; +"312 features_8_block_0_0_weight_bias" -> "317 conv2d_31" [label="(144,)", style=solid]; +"313 conv2d_31_scale_0" -> "316 dequantize_per_channel_default_31" [label="(144,)", style=solid]; +"314 conv2d_31_zero_point_0" -> "316 dequantize_per_channel_default_31" [label="(144,)", style=solid]; +"315 _frozen_param31" -> "316 dequantize_per_channel_default_31" [label="(144, 48, 1, 1)", style=solid]; +"316 dequantize_per_channel_default_31" -> "317 conv2d_31" [label="(144, 48, 1, 1)", style=solid]; +"317 conv2d_31" -> "318 hardswish__9" [label="(1, 144, 14, 14)", style=solid]; +"318 hardswish__9" -> "319 quantize_per_tensor_default_37" [label="(1, 144, 14, 14)", style=solid]; +"319 quantize_per_tensor_default_37" -> "320 dequantize_per_tensor_default_41" [label="(1, 144, 14, 14)", style=solid]; +"320 dequantize_per_tensor_default_41" -> "326 conv2d_32" [label="(1, 144, 14, 14)", style=solid]; +"321 features_8_block_1_0_weight_bias" -> "326 conv2d_32" [label="(144,)", style=solid]; +"322 conv2d_32_scale_0" -> "325 dequantize_per_channel_default_32" [label="(144,)", style=solid]; +"323 conv2d_32_zero_point_0" -> "325 dequantize_per_channel_default_32" [label="(144,)", style=solid]; +"324 _frozen_param32" -> "325 dequantize_per_channel_default_32" [label="(144, 1, 5, 5)", style=solid]; +"325 dequantize_per_channel_default_32" -> "326 conv2d_32" [label="(144, 1, 5, 5)", style=solid]; +"326 conv2d_32" -> "327 hardswish__10" [label="(1, 144, 14, 14)", style=solid]; +"327 hardswish__10" -> "328 quantize_per_tensor_default_38" [label="(1, 144, 14, 14)", style=solid]; +"327 hardswish__10" -> "347 mul_5" [label="(1, 144, 14, 14)", style=solid]; +"328 quantize_per_tensor_default_38" -> "329 dequantize_per_tensor_default_42" [label="(1, 144, 14, 14)", style=solid]; +"329 dequantize_per_tensor_default_42" -> "330 adaptive_avg_pool2d_5" [label="(1, 144, 14, 14)", style=solid]; +"330 adaptive_avg_pool2d_5" -> "331 quantize_per_tensor_default_39" [label="(1, 144, 1, 1)", style=solid]; +"331 quantize_per_tensor_default_39" -> "332 dequantize_per_tensor_default_43" [label="(1, 144, 1, 1)", style=solid]; +"332 dequantize_per_tensor_default_43" -> "337 conv2d_33" [label="(1, 144, 1, 1)", style=solid]; +"333 conv2d_33_scale_0" -> "336 dequantize_per_channel_default_33" [label="(40,)", style=solid]; +"334 conv2d_33_zero_point_0" -> "336 dequantize_per_channel_default_33" [label="(40,)", style=solid]; +"335 _frozen_param33" -> "336 dequantize_per_channel_default_33" [label="(40, 144, 1, 1)", style=solid]; +"336 dequantize_per_channel_default_33" -> "337 conv2d_33" [label="(40, 144, 1, 1)", style=solid]; +"337 conv2d_33" -> "338 relu_5" [label="(1, 40, 1, 1)", style=solid]; +"338 relu_5" -> "339 quantize_per_tensor_default_40" [label="(1, 40, 1, 1)", style=solid]; +"339 quantize_per_tensor_default_40" -> "340 dequantize_per_tensor_default_44" [label="(1, 40, 1, 1)", style=solid]; +"340 dequantize_per_tensor_default_44" -> "345 conv2d_34" [label="(1, 40, 1, 1)", style=solid]; +"341 conv2d_34_scale_0" -> "344 dequantize_per_channel_default_34" [label="(144,)", style=solid]; +"342 conv2d_34_zero_point_0" -> "344 dequantize_per_channel_default_34" [label="(144,)", style=solid]; +"343 _frozen_param34" -> "344 dequantize_per_channel_default_34" [label="(144, 40, 1, 1)", style=solid]; +"344 dequantize_per_channel_default_34" -> "345 conv2d_34" [label="(144, 40, 1, 1)", style=solid]; +"345 conv2d_34" -> "346 hardsigmoid_5" [label="(1, 144, 1, 1)", style=solid]; +"346 hardsigmoid_5" -> "347 mul_5" [label="(1, 144, 1, 1)", style=solid]; +"347 mul_5" -> "348 quantize_per_tensor_default_41" [label="(1, 144, 14, 14)", style=solid]; +"348 quantize_per_tensor_default_41" -> "349 dequantize_per_tensor_default_45" [label="(1, 144, 14, 14)", style=solid]; +"349 dequantize_per_tensor_default_45" -> "355 conv2d_35" [label="(1, 144, 14, 14)", style=solid]; +"350 features_8_block_3_0_weight_bias" -> "355 conv2d_35" [label="(48,)", style=solid]; +"351 conv2d_35_scale_0" -> "354 dequantize_per_channel_default_35" [label="(48,)", style=solid]; +"352 conv2d_35_zero_point_0" -> "354 dequantize_per_channel_default_35" [label="(48,)", style=solid]; +"353 _frozen_param35" -> "354 dequantize_per_channel_default_35" [label="(48, 144, 1, 1)", style=solid]; +"354 dequantize_per_channel_default_35" -> "355 conv2d_35" [label="(48, 144, 1, 1)", style=solid]; +"355 conv2d_35" -> "356 add__3" [label="(1, 48, 14, 14)", style=solid]; +"356 add__3" -> "357 quantize_per_tensor_default_42" [label="(1, 48, 14, 14)", style=solid]; +"357 quantize_per_tensor_default_42" -> "358 dequantize_per_tensor_default_46" [label="(1, 48, 14, 14)", style=solid]; +"358 dequantize_per_tensor_default_46" -> "364 conv2d_36" [label="(1, 48, 14, 14)", style=solid]; +"359 features_9_block_0_0_weight_bias" -> "364 conv2d_36" [label="(288,)", style=solid]; +"360 conv2d_36_scale_0" -> "363 dequantize_per_channel_default_36" [label="(288,)", style=solid]; +"361 conv2d_36_zero_point_0" -> "363 dequantize_per_channel_default_36" [label="(288,)", style=solid]; +"362 _frozen_param36" -> "363 dequantize_per_channel_default_36" [label="(288, 48, 1, 1)", style=solid]; +"363 dequantize_per_channel_default_36" -> "364 conv2d_36" [label="(288, 48, 1, 1)", style=solid]; +"364 conv2d_36" -> "365 hardswish__11" [label="(1, 288, 14, 14)", style=solid]; +"365 hardswish__11" -> "366 quantize_per_tensor_default_43" [label="(1, 288, 14, 14)", style=solid]; +"366 quantize_per_tensor_default_43" -> "367 dequantize_per_tensor_default_47" [label="(1, 288, 14, 14)", style=solid]; +"367 dequantize_per_tensor_default_47" -> "373 conv2d_37" [label="(1, 288, 14, 14)", style=solid]; +"368 features_9_block_1_0_weight_bias" -> "373 conv2d_37" [label="(288,)", style=solid]; +"369 conv2d_37_scale_0" -> "372 dequantize_per_channel_default_37" [label="(288,)", style=solid]; +"370 conv2d_37_zero_point_0" -> "372 dequantize_per_channel_default_37" [label="(288,)", style=solid]; +"371 _frozen_param37" -> "372 dequantize_per_channel_default_37" [label="(288, 1, 5, 5)", style=solid]; +"372 dequantize_per_channel_default_37" -> "373 conv2d_37" [label="(288, 1, 5, 5)", style=solid]; +"373 conv2d_37" -> "374 hardswish__12" [label="(1, 288, 7, 7)", style=solid]; +"374 hardswish__12" -> "375 quantize_per_tensor_default_44" [label="(1, 288, 7, 7)", style=solid]; +"374 hardswish__12" -> "394 mul_6" [label="(1, 288, 7, 7)", style=solid]; +"375 quantize_per_tensor_default_44" -> "376 dequantize_per_tensor_default_48" [label="(1, 288, 7, 7)", style=solid]; +"376 dequantize_per_tensor_default_48" -> "377 adaptive_avg_pool2d_6" [label="(1, 288, 7, 7)", style=solid]; +"377 adaptive_avg_pool2d_6" -> "378 quantize_per_tensor_default_45" [label="(1, 288, 1, 1)", style=solid]; +"378 quantize_per_tensor_default_45" -> "379 dequantize_per_tensor_default_49" [label="(1, 288, 1, 1)", style=solid]; +"379 dequantize_per_tensor_default_49" -> "384 conv2d_38" [label="(1, 288, 1, 1)", style=solid]; +"380 conv2d_38_scale_0" -> "383 dequantize_per_channel_default_38" [label="(72,)", style=solid]; +"381 conv2d_38_zero_point_0" -> "383 dequantize_per_channel_default_38" [label="(72,)", style=solid]; +"382 _frozen_param38" -> "383 dequantize_per_channel_default_38" [label="(72, 288, 1, 1)", style=solid]; +"383 dequantize_per_channel_default_38" -> "384 conv2d_38" [label="(72, 288, 1, 1)", style=solid]; +"384 conv2d_38" -> "385 relu_6" [label="(1, 72, 1, 1)", style=solid]; +"385 relu_6" -> "386 quantize_per_tensor_default_46" [label="(1, 72, 1, 1)", style=solid]; +"386 quantize_per_tensor_default_46" -> "387 dequantize_per_tensor_default_50" [label="(1, 72, 1, 1)", style=solid]; +"387 dequantize_per_tensor_default_50" -> "392 conv2d_39" [label="(1, 72, 1, 1)", style=solid]; +"388 conv2d_39_scale_0" -> "391 dequantize_per_channel_default_39" [label="(288,)", style=solid]; +"389 conv2d_39_zero_point_0" -> "391 dequantize_per_channel_default_39" [label="(288,)", style=solid]; +"390 _frozen_param39" -> "391 dequantize_per_channel_default_39" [label="(288, 72, 1, 1)", style=solid]; +"391 dequantize_per_channel_default_39" -> "392 conv2d_39" [label="(288, 72, 1, 1)", style=solid]; +"392 conv2d_39" -> "393 hardsigmoid_6" [label="(1, 288, 1, 1)", style=solid]; +"393 hardsigmoid_6" -> "394 mul_6" [label="(1, 288, 1, 1)", style=solid]; +"394 mul_6" -> "395 quantize_per_tensor_default_47" [label="(1, 288, 7, 7)", style=solid]; +"395 quantize_per_tensor_default_47" -> "396 dequantize_per_tensor_default_51" [label="(1, 288, 7, 7)", style=solid]; +"396 dequantize_per_tensor_default_51" -> "402 conv2d_40" [label="(1, 288, 7, 7)", style=solid]; +"397 features_9_block_3_0_weight_bias" -> "402 conv2d_40" [label="(96,)", style=solid]; +"398 conv2d_40_scale_0" -> "401 dequantize_per_channel_default_40" [label="(96,)", style=solid]; +"399 conv2d_40_zero_point_0" -> "401 dequantize_per_channel_default_40" [label="(96,)", style=solid]; +"400 _frozen_param40" -> "401 dequantize_per_channel_default_40" [label="(96, 288, 1, 1)", style=solid]; +"401 dequantize_per_channel_default_40" -> "402 conv2d_40" [label="(96, 288, 1, 1)", style=solid]; +"402 conv2d_40" -> "403 quantize_per_tensor_default_48" [label="(1, 96, 7, 7)", style=solid]; +"403 quantize_per_tensor_default_48" -> "404 dequantize_per_tensor_default_53" [label="(1, 96, 7, 7)", style=solid]; +"403 quantize_per_tensor_default_48" -> "405 dequantize_per_tensor_default_52" [label="(1, 96, 7, 7)", style=solid]; +"404 dequantize_per_tensor_default_53" -> "450 add__4" [label="(1, 96, 7, 7)", style=solid]; +"405 dequantize_per_tensor_default_52" -> "411 conv2d_41" [label="(1, 96, 7, 7)", style=solid]; +"406 features_10_block_0_0_weight_bias" -> "411 conv2d_41" [label="(576,)", style=solid]; +"407 conv2d_41_scale_0" -> "410 dequantize_per_channel_default_41" [label="(576,)", style=solid]; +"408 conv2d_41_zero_point_0" -> "410 dequantize_per_channel_default_41" [label="(576,)", style=solid]; +"409 _frozen_param41" -> "410 dequantize_per_channel_default_41" [label="(576, 96, 1, 1)", style=solid]; +"410 dequantize_per_channel_default_41" -> "411 conv2d_41" [label="(576, 96, 1, 1)", style=solid]; +"411 conv2d_41" -> "412 hardswish__13" [label="(1, 576, 7, 7)", style=solid]; +"412 hardswish__13" -> "413 quantize_per_tensor_default_49" [label="(1, 576, 7, 7)", style=solid]; +"413 quantize_per_tensor_default_49" -> "414 dequantize_per_tensor_default_54" [label="(1, 576, 7, 7)", style=solid]; +"414 dequantize_per_tensor_default_54" -> "420 conv2d_42" [label="(1, 576, 7, 7)", style=solid]; +"415 features_10_block_1_0_weight_bias" -> "420 conv2d_42" [label="(576,)", style=solid]; +"416 conv2d_42_scale_0" -> "419 dequantize_per_channel_default_42" [label="(576,)", style=solid]; +"417 conv2d_42_zero_point_0" -> "419 dequantize_per_channel_default_42" [label="(576,)", style=solid]; +"418 _frozen_param42" -> "419 dequantize_per_channel_default_42" [label="(576, 1, 5, 5)", style=solid]; +"419 dequantize_per_channel_default_42" -> "420 conv2d_42" [label="(576, 1, 5, 5)", style=solid]; +"420 conv2d_42" -> "421 hardswish__14" [label="(1, 576, 7, 7)", style=solid]; +"421 hardswish__14" -> "422 quantize_per_tensor_default_50" [label="(1, 576, 7, 7)", style=solid]; +"421 hardswish__14" -> "441 mul_7" [label="(1, 576, 7, 7)", style=solid]; +"422 quantize_per_tensor_default_50" -> "423 dequantize_per_tensor_default_55" [label="(1, 576, 7, 7)", style=solid]; +"423 dequantize_per_tensor_default_55" -> "424 adaptive_avg_pool2d_7" [label="(1, 576, 7, 7)", style=solid]; +"424 adaptive_avg_pool2d_7" -> "425 quantize_per_tensor_default_51" [label="(1, 576, 1, 1)", style=solid]; +"425 quantize_per_tensor_default_51" -> "426 dequantize_per_tensor_default_56" [label="(1, 576, 1, 1)", style=solid]; +"426 dequantize_per_tensor_default_56" -> "431 conv2d_43" [label="(1, 576, 1, 1)", style=solid]; +"427 conv2d_43_scale_0" -> "430 dequantize_per_channel_default_43" [label="(144,)", style=solid]; +"428 conv2d_43_zero_point_0" -> "430 dequantize_per_channel_default_43" [label="(144,)", style=solid]; +"429 _frozen_param43" -> "430 dequantize_per_channel_default_43" [label="(144, 576, 1, 1)", style=solid]; +"430 dequantize_per_channel_default_43" -> "431 conv2d_43" [label="(144, 576, 1, 1)", style=solid]; +"431 conv2d_43" -> "432 relu_7" [label="(1, 144, 1, 1)", style=solid]; +"432 relu_7" -> "433 quantize_per_tensor_default_52" [label="(1, 144, 1, 1)", style=solid]; +"433 quantize_per_tensor_default_52" -> "434 dequantize_per_tensor_default_57" [label="(1, 144, 1, 1)", style=solid]; +"434 dequantize_per_tensor_default_57" -> "439 conv2d_44" [label="(1, 144, 1, 1)", style=solid]; +"435 conv2d_44_scale_0" -> "438 dequantize_per_channel_default_44" [label="(576,)", style=solid]; +"436 conv2d_44_zero_point_0" -> "438 dequantize_per_channel_default_44" [label="(576,)", style=solid]; +"437 _frozen_param44" -> "438 dequantize_per_channel_default_44" [label="(576, 144, 1, 1)", style=solid]; +"438 dequantize_per_channel_default_44" -> "439 conv2d_44" [label="(576, 144, 1, 1)", style=solid]; +"439 conv2d_44" -> "440 hardsigmoid_7" [label="(1, 576, 1, 1)", style=solid]; +"440 hardsigmoid_7" -> "441 mul_7" [label="(1, 576, 1, 1)", style=solid]; +"441 mul_7" -> "442 quantize_per_tensor_default_53" [label="(1, 576, 7, 7)", style=solid]; +"442 quantize_per_tensor_default_53" -> "443 dequantize_per_tensor_default_58" [label="(1, 576, 7, 7)", style=solid]; +"443 dequantize_per_tensor_default_58" -> "449 conv2d_45" [label="(1, 576, 7, 7)", style=solid]; +"444 features_10_block_3_0_weight_bias" -> "449 conv2d_45" [label="(96,)", style=solid]; +"445 conv2d_45_scale_0" -> "448 dequantize_per_channel_default_45" [label="(96,)", style=solid]; +"446 conv2d_45_zero_point_0" -> "448 dequantize_per_channel_default_45" [label="(96,)", style=solid]; +"447 _frozen_param45" -> "448 dequantize_per_channel_default_45" [label="(96, 576, 1, 1)", style=solid]; +"448 dequantize_per_channel_default_45" -> "449 conv2d_45" [label="(96, 576, 1, 1)", style=solid]; +"449 conv2d_45" -> "450 add__4" [label="(1, 96, 7, 7)", style=solid]; +"450 add__4" -> "451 quantize_per_tensor_default_54" [label="(1, 96, 7, 7)", style=solid]; +"451 quantize_per_tensor_default_54" -> "452 dequantize_per_tensor_default_60" [label="(1, 96, 7, 7)", style=solid]; +"451 quantize_per_tensor_default_54" -> "453 dequantize_per_tensor_default_59" [label="(1, 96, 7, 7)", style=solid]; +"452 dequantize_per_tensor_default_60" -> "498 add__5" [label="(1, 96, 7, 7)", style=solid]; +"453 dequantize_per_tensor_default_59" -> "459 conv2d_46" [label="(1, 96, 7, 7)", style=solid]; +"454 features_11_block_0_0_weight_bias" -> "459 conv2d_46" [label="(576,)", style=solid]; +"455 conv2d_46_scale_0" -> "458 dequantize_per_channel_default_46" [label="(576,)", style=solid]; +"456 conv2d_46_zero_point_0" -> "458 dequantize_per_channel_default_46" [label="(576,)", style=solid]; +"457 _frozen_param46" -> "458 dequantize_per_channel_default_46" [label="(576, 96, 1, 1)", style=solid]; +"458 dequantize_per_channel_default_46" -> "459 conv2d_46" [label="(576, 96, 1, 1)", style=solid]; +"459 conv2d_46" -> "460 hardswish__15" [label="(1, 576, 7, 7)", style=solid]; +"460 hardswish__15" -> "461 quantize_per_tensor_default_55" [label="(1, 576, 7, 7)", style=solid]; +"461 quantize_per_tensor_default_55" -> "462 dequantize_per_tensor_default_61" [label="(1, 576, 7, 7)", style=solid]; +"462 dequantize_per_tensor_default_61" -> "468 conv2d_47" [label="(1, 576, 7, 7)", style=solid]; +"463 features_11_block_1_0_weight_bias" -> "468 conv2d_47" [label="(576,)", style=solid]; +"464 conv2d_47_scale_0" -> "467 dequantize_per_channel_default_47" [label="(576,)", style=solid]; +"465 conv2d_47_zero_point_0" -> "467 dequantize_per_channel_default_47" [label="(576,)", style=solid]; +"466 _frozen_param47" -> "467 dequantize_per_channel_default_47" [label="(576, 1, 5, 5)", style=solid]; +"467 dequantize_per_channel_default_47" -> "468 conv2d_47" [label="(576, 1, 5, 5)", style=solid]; +"468 conv2d_47" -> "469 hardswish__16" [label="(1, 576, 7, 7)", style=solid]; +"469 hardswish__16" -> "470 quantize_per_tensor_default_56" [label="(1, 576, 7, 7)", style=solid]; +"469 hardswish__16" -> "489 mul_8" [label="(1, 576, 7, 7)", style=solid]; +"470 quantize_per_tensor_default_56" -> "471 dequantize_per_tensor_default_62" [label="(1, 576, 7, 7)", style=solid]; +"471 dequantize_per_tensor_default_62" -> "472 adaptive_avg_pool2d_8" [label="(1, 576, 7, 7)", style=solid]; +"472 adaptive_avg_pool2d_8" -> "473 quantize_per_tensor_default_57" [label="(1, 576, 1, 1)", style=solid]; +"473 quantize_per_tensor_default_57" -> "474 dequantize_per_tensor_default_63" [label="(1, 576, 1, 1)", style=solid]; +"474 dequantize_per_tensor_default_63" -> "479 conv2d_48" [label="(1, 576, 1, 1)", style=solid]; +"475 conv2d_48_scale_0" -> "478 dequantize_per_channel_default_48" [label="(144,)", style=solid]; +"476 conv2d_48_zero_point_0" -> "478 dequantize_per_channel_default_48" [label="(144,)", style=solid]; +"477 _frozen_param48" -> "478 dequantize_per_channel_default_48" [label="(144, 576, 1, 1)", style=solid]; +"478 dequantize_per_channel_default_48" -> "479 conv2d_48" [label="(144, 576, 1, 1)", style=solid]; +"479 conv2d_48" -> "480 relu_8" [label="(1, 144, 1, 1)", style=solid]; +"480 relu_8" -> "481 quantize_per_tensor_default_58" [label="(1, 144, 1, 1)", style=solid]; +"481 quantize_per_tensor_default_58" -> "482 dequantize_per_tensor_default_64" [label="(1, 144, 1, 1)", style=solid]; +"482 dequantize_per_tensor_default_64" -> "487 conv2d_49" [label="(1, 144, 1, 1)", style=solid]; +"483 conv2d_49_scale_0" -> "486 dequantize_per_channel_default_49" [label="(576,)", style=solid]; +"484 conv2d_49_zero_point_0" -> "486 dequantize_per_channel_default_49" [label="(576,)", style=solid]; +"485 _frozen_param49" -> "486 dequantize_per_channel_default_49" [label="(576, 144, 1, 1)", style=solid]; +"486 dequantize_per_channel_default_49" -> "487 conv2d_49" [label="(576, 144, 1, 1)", style=solid]; +"487 conv2d_49" -> "488 hardsigmoid_8" [label="(1, 576, 1, 1)", style=solid]; +"488 hardsigmoid_8" -> "489 mul_8" [label="(1, 576, 1, 1)", style=solid]; +"489 mul_8" -> "490 quantize_per_tensor_default_59" [label="(1, 576, 7, 7)", style=solid]; +"490 quantize_per_tensor_default_59" -> "491 dequantize_per_tensor_default_65" [label="(1, 576, 7, 7)", style=solid]; +"491 dequantize_per_tensor_default_65" -> "497 conv2d_50" [label="(1, 576, 7, 7)", style=solid]; +"492 features_11_block_3_0_weight_bias" -> "497 conv2d_50" [label="(96,)", style=solid]; +"493 conv2d_50_scale_0" -> "496 dequantize_per_channel_default_50" [label="(96,)", style=solid]; +"494 conv2d_50_zero_point_0" -> "496 dequantize_per_channel_default_50" [label="(96,)", style=solid]; +"495 _frozen_param50" -> "496 dequantize_per_channel_default_50" [label="(96, 576, 1, 1)", style=solid]; +"496 dequantize_per_channel_default_50" -> "497 conv2d_50" [label="(96, 576, 1, 1)", style=solid]; +"497 conv2d_50" -> "498 add__5" [label="(1, 96, 7, 7)", style=solid]; +"498 add__5" -> "499 quantize_per_tensor_default_60" [label="(1, 96, 7, 7)", style=solid]; +"499 quantize_per_tensor_default_60" -> "500 dequantize_per_tensor_default_66" [label="(1, 96, 7, 7)", style=solid]; +"500 dequantize_per_tensor_default_66" -> "506 conv2d_51" [label="(1, 96, 7, 7)", style=solid]; +"501 features_12_0_weight_bias" -> "506 conv2d_51" [label="(576,)", style=solid]; +"502 conv2d_51_scale_0" -> "505 dequantize_per_channel_default_51" [label="(576,)", style=solid]; +"503 conv2d_51_zero_point_0" -> "505 dequantize_per_channel_default_51" [label="(576,)", style=solid]; +"504 _frozen_param51" -> "505 dequantize_per_channel_default_51" [label="(576, 96, 1, 1)", style=solid]; +"505 dequantize_per_channel_default_51" -> "506 conv2d_51" [label="(576, 96, 1, 1)", style=solid]; +"506 conv2d_51" -> "507 hardswish__17" [label="(1, 576, 7, 7)", style=solid]; +"507 hardswish__17" -> "508 quantize_per_tensor_default_61" [label="(1, 576, 7, 7)", style=solid]; +"508 quantize_per_tensor_default_61" -> "509 dequantize_per_tensor_default_67" [label="(1, 576, 7, 7)", style=solid]; +"509 dequantize_per_tensor_default_67" -> "510 adaptive_avg_pool2d_9" [label="(1, 576, 7, 7)", style=solid]; +"510 adaptive_avg_pool2d_9" -> "511 quantize_per_tensor_default_62" [label="(1, 576, 1, 1)", style=solid]; +"511 quantize_per_tensor_default_62" -> "512 dequantize_per_tensor_default_68" [label="(1, 576, 1, 1)", style=solid]; +"512 dequantize_per_tensor_default_68" -> "513 flatten" [label="(1, 576, 1, 1)", style=solid]; +"513 flatten" -> "514 quantize_per_tensor_default_63" [label="(1, 576)", style=solid]; +"514 quantize_per_tensor_default_63" -> "515 dequantize_per_tensor_default_69" [label="(1, 576)", style=solid]; +"515 dequantize_per_tensor_default_69" -> "520 linear" [label="(1, 576)", style=solid]; +"516 linear_scale_0" -> "519 dequantize_per_channel_default_52" [label="(1024,)", style=solid]; +"517 linear_zero_point_0" -> "519 dequantize_per_channel_default_52" [label="(1024,)", style=solid]; +"518 _frozen_param52" -> "519 dequantize_per_channel_default_52" [label="(1024, 576)", style=solid]; +"519 dequantize_per_channel_default_52" -> "520 linear" [label="(1024, 576)", style=solid]; +"520 linear" -> "521 hardswish__18" [label="(1, 1024)", style=solid]; +"521 hardswish__18" -> "522 dropout_" [label="(1, 1024)", style=solid]; +"522 dropout_" -> "523 quantize_per_tensor_default_64" [label="(1, 1024)", style=solid]; +"523 quantize_per_tensor_default_64" -> "524 dequantize_per_tensor_default_70" [label="(1, 1024)", style=solid]; +"524 dequantize_per_tensor_default_70" -> "529 linear_1" [label="(1, 1024)", style=solid]; +"525 linear_1_scale_0" -> "528 dequantize_per_channel_default_53" [label="(1000,)", style=solid]; +"526 linear_1_zero_point_0" -> "528 dequantize_per_channel_default_53" [label="(1000,)", style=solid]; +"527 _frozen_param53" -> "528 dequantize_per_channel_default_53" [label="(1000, 1024)", style=solid]; +"528 dequantize_per_channel_default_53" -> "529 linear_1" [label="(1000, 1024)", style=solid]; +"529 linear_1" -> "530 output" [label="(1, 1000)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/resnet18.dot b/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/resnet18.dot new file mode 100644 index 00000000000..da248f33521 --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/resnet18.dot @@ -0,0 +1,433 @@ +strict digraph { +"0 fc_bias" [id=0, type=get_attr]; +"1 x" [id=1, type=input]; +"2 quantize_per_tensor_default" [id=2, type=quantize_per_tensor]; +"3 dequantize_per_tensor_default" [id=3, type=dequantize_per_tensor]; +"4 conv1_weight_bias" [id=4, type=get_attr]; +"5 conv2d_scale_0" [id=5, type=get_attr]; +"6 conv2d_zero_point_0" [id=6, type=get_attr]; +"7 _frozen_param0" [id=7, type=get_attr]; +"8 dequantize_per_channel_default" [id=8, type=dequantize_per_channel]; +"9 conv2d" [id=9, type=conv2d]; +"10 relu_" [id=10, type=relu_]; +"11 quantize_per_tensor_default_1" [id=11, type=quantize_per_tensor]; +"12 dequantize_per_tensor_default_1" [id=12, type=dequantize_per_tensor]; +"13 max_pool2d" [id=13, type=max_pool2d]; +"14 quantize_per_tensor_default_2" [id=14, type=quantize_per_tensor]; +"15 dequantize_per_tensor_default_3" [id=15, type=dequantize_per_tensor]; +"16 dequantize_per_tensor_default_2" [id=16, type=dequantize_per_tensor]; +"17 layer1_0_conv1_weight_bias" [id=17, type=get_attr]; +"18 conv2d_1_scale_0" [id=18, type=get_attr]; +"19 conv2d_1_zero_point_0" [id=19, type=get_attr]; +"20 _frozen_param1" [id=20, type=get_attr]; +"21 dequantize_per_channel_default_1" [id=21, type=dequantize_per_channel]; +"22 conv2d_1" [id=22, type=conv2d]; +"23 relu__1" [id=23, type=relu_]; +"24 quantize_per_tensor_default_3" [id=24, type=quantize_per_tensor]; +"25 dequantize_per_tensor_default_4" [id=25, type=dequantize_per_tensor]; +"26 layer1_0_conv2_weight_bias" [id=26, type=get_attr]; +"27 conv2d_2_scale_0" [id=27, type=get_attr]; +"28 conv2d_2_zero_point_0" [id=28, type=get_attr]; +"29 _frozen_param2" [id=29, type=get_attr]; +"30 dequantize_per_channel_default_2" [id=30, type=dequantize_per_channel]; +"31 conv2d_2" [id=31, type=conv2d]; +"32 add_" [id=32, type=add_]; +"33 relu__2" [id=33, type=relu_]; +"34 quantize_per_tensor_default_4" [id=34, type=quantize_per_tensor]; +"35 dequantize_per_tensor_default_6" [id=35, type=dequantize_per_tensor]; +"36 dequantize_per_tensor_default_5" [id=36, type=dequantize_per_tensor]; +"37 layer1_1_conv1_weight_bias" [id=37, type=get_attr]; +"38 conv2d_3_scale_0" [id=38, type=get_attr]; +"39 conv2d_3_zero_point_0" [id=39, type=get_attr]; +"40 _frozen_param3" [id=40, type=get_attr]; +"41 dequantize_per_channel_default_3" [id=41, type=dequantize_per_channel]; +"42 conv2d_3" [id=42, type=conv2d]; +"43 relu__3" [id=43, type=relu_]; +"44 quantize_per_tensor_default_5" [id=44, type=quantize_per_tensor]; +"45 dequantize_per_tensor_default_7" [id=45, type=dequantize_per_tensor]; +"46 layer1_1_conv2_weight_bias" [id=46, type=get_attr]; +"47 conv2d_4_scale_0" [id=47, type=get_attr]; +"48 conv2d_4_zero_point_0" [id=48, type=get_attr]; +"49 _frozen_param4" [id=49, type=get_attr]; +"50 dequantize_per_channel_default_4" [id=50, type=dequantize_per_channel]; +"51 conv2d_4" [id=51, type=conv2d]; +"52 add__1" [id=52, type=add_]; +"53 relu__4" [id=53, type=relu_]; +"54 quantize_per_tensor_default_6" [id=54, type=quantize_per_tensor]; +"55 dequantize_per_tensor_default_9" [id=55, type=dequantize_per_tensor]; +"56 dequantize_per_tensor_default_8" [id=56, type=dequantize_per_tensor]; +"57 layer2_0_conv1_weight_bias" [id=57, type=get_attr]; +"58 conv2d_5_scale_0" [id=58, type=get_attr]; +"59 conv2d_5_zero_point_0" [id=59, type=get_attr]; +"60 _frozen_param5" [id=60, type=get_attr]; +"61 dequantize_per_channel_default_5" [id=61, type=dequantize_per_channel]; +"62 conv2d_5" [id=62, type=conv2d]; +"63 relu__5" [id=63, type=relu_]; +"64 quantize_per_tensor_default_7" [id=64, type=quantize_per_tensor]; +"65 dequantize_per_tensor_default_10" [id=65, type=dequantize_per_tensor]; +"66 layer2_0_conv2_weight_bias" [id=66, type=get_attr]; +"67 conv2d_6_scale_0" [id=67, type=get_attr]; +"68 conv2d_6_zero_point_0" [id=68, type=get_attr]; +"69 _frozen_param6" [id=69, type=get_attr]; +"70 dequantize_per_channel_default_6" [id=70, type=dequantize_per_channel]; +"71 conv2d_6" [id=71, type=conv2d]; +"72 layer2_0_downsample_0_weight_bias" [id=72, type=get_attr]; +"73 conv2d_7_scale_0" [id=73, type=get_attr]; +"74 conv2d_7_zero_point_0" [id=74, type=get_attr]; +"75 _frozen_param7" [id=75, type=get_attr]; +"76 dequantize_per_channel_default_7" [id=76, type=dequantize_per_channel]; +"77 conv2d_7" [id=77, type=conv2d]; +"78 quantize_per_tensor_default_8" [id=78, type=quantize_per_tensor]; +"79 dequantize_per_tensor_default_11" [id=79, type=dequantize_per_tensor]; +"80 add__2" [id=80, type=add_]; +"81 relu__6" [id=81, type=relu_]; +"82 quantize_per_tensor_default_9" [id=82, type=quantize_per_tensor]; +"83 dequantize_per_tensor_default_13" [id=83, type=dequantize_per_tensor]; +"84 dequantize_per_tensor_default_12" [id=84, type=dequantize_per_tensor]; +"85 layer2_1_conv1_weight_bias" [id=85, type=get_attr]; +"86 conv2d_8_scale_0" [id=86, type=get_attr]; +"87 conv2d_8_zero_point_0" [id=87, type=get_attr]; +"88 _frozen_param8" [id=88, type=get_attr]; +"89 dequantize_per_channel_default_8" [id=89, type=dequantize_per_channel]; +"90 conv2d_8" [id=90, type=conv2d]; +"91 relu__7" [id=91, type=relu_]; +"92 quantize_per_tensor_default_10" [id=92, type=quantize_per_tensor]; +"93 dequantize_per_tensor_default_14" [id=93, type=dequantize_per_tensor]; +"94 layer2_1_conv2_weight_bias" [id=94, type=get_attr]; +"95 conv2d_9_scale_0" [id=95, type=get_attr]; +"96 conv2d_9_zero_point_0" [id=96, type=get_attr]; +"97 _frozen_param9" [id=97, type=get_attr]; +"98 dequantize_per_channel_default_9" [id=98, type=dequantize_per_channel]; +"99 conv2d_9" [id=99, type=conv2d]; +"100 add__3" [id=100, type=add_]; +"101 relu__8" [id=101, type=relu_]; +"102 quantize_per_tensor_default_11" [id=102, type=quantize_per_tensor]; +"103 dequantize_per_tensor_default_16" [id=103, type=dequantize_per_tensor]; +"104 dequantize_per_tensor_default_15" [id=104, type=dequantize_per_tensor]; +"105 layer3_0_conv1_weight_bias" [id=105, type=get_attr]; +"106 conv2d_10_scale_0" [id=106, type=get_attr]; +"107 conv2d_10_zero_point_0" [id=107, type=get_attr]; +"108 _frozen_param10" [id=108, type=get_attr]; +"109 dequantize_per_channel_default_10" [id=109, type=dequantize_per_channel]; +"110 conv2d_10" [id=110, type=conv2d]; +"111 relu__9" [id=111, type=relu_]; +"112 quantize_per_tensor_default_12" [id=112, type=quantize_per_tensor]; +"113 dequantize_per_tensor_default_17" [id=113, type=dequantize_per_tensor]; +"114 layer3_0_conv2_weight_bias" [id=114, type=get_attr]; +"115 conv2d_11_scale_0" [id=115, type=get_attr]; +"116 conv2d_11_zero_point_0" [id=116, type=get_attr]; +"117 _frozen_param11" [id=117, type=get_attr]; +"118 dequantize_per_channel_default_11" [id=118, type=dequantize_per_channel]; +"119 conv2d_11" [id=119, type=conv2d]; +"120 layer3_0_downsample_0_weight_bias" [id=120, type=get_attr]; +"121 conv2d_12_scale_0" [id=121, type=get_attr]; +"122 conv2d_12_zero_point_0" [id=122, type=get_attr]; +"123 _frozen_param12" [id=123, type=get_attr]; +"124 dequantize_per_channel_default_12" [id=124, type=dequantize_per_channel]; +"125 conv2d_12" [id=125, type=conv2d]; +"126 quantize_per_tensor_default_13" [id=126, type=quantize_per_tensor]; +"127 dequantize_per_tensor_default_18" [id=127, type=dequantize_per_tensor]; +"128 add__4" [id=128, type=add_]; +"129 relu__10" [id=129, type=relu_]; +"130 quantize_per_tensor_default_14" [id=130, type=quantize_per_tensor]; +"131 dequantize_per_tensor_default_20" [id=131, type=dequantize_per_tensor]; +"132 dequantize_per_tensor_default_19" [id=132, type=dequantize_per_tensor]; +"133 layer3_1_conv1_weight_bias" [id=133, type=get_attr]; +"134 conv2d_13_scale_0" [id=134, type=get_attr]; +"135 conv2d_13_zero_point_0" [id=135, type=get_attr]; +"136 _frozen_param13" [id=136, type=get_attr]; +"137 dequantize_per_channel_default_13" [id=137, type=dequantize_per_channel]; +"138 conv2d_13" [id=138, type=conv2d]; +"139 relu__11" [id=139, type=relu_]; +"140 quantize_per_tensor_default_15" [id=140, type=quantize_per_tensor]; +"141 dequantize_per_tensor_default_21" [id=141, type=dequantize_per_tensor]; +"142 layer3_1_conv2_weight_bias" [id=142, type=get_attr]; +"143 conv2d_14_scale_0" [id=143, type=get_attr]; +"144 conv2d_14_zero_point_0" [id=144, type=get_attr]; +"145 _frozen_param14" [id=145, type=get_attr]; +"146 dequantize_per_channel_default_14" [id=146, type=dequantize_per_channel]; +"147 conv2d_14" [id=147, type=conv2d]; +"148 add__5" [id=148, type=add_]; +"149 relu__12" [id=149, type=relu_]; +"150 quantize_per_tensor_default_16" [id=150, type=quantize_per_tensor]; +"151 dequantize_per_tensor_default_23" [id=151, type=dequantize_per_tensor]; +"152 dequantize_per_tensor_default_22" [id=152, type=dequantize_per_tensor]; +"153 layer4_0_conv1_weight_bias" [id=153, type=get_attr]; +"154 conv2d_15_scale_0" [id=154, type=get_attr]; +"155 conv2d_15_zero_point_0" [id=155, type=get_attr]; +"156 _frozen_param15" [id=156, type=get_attr]; +"157 dequantize_per_channel_default_15" [id=157, type=dequantize_per_channel]; +"158 conv2d_15" [id=158, type=conv2d]; +"159 relu__13" [id=159, type=relu_]; +"160 quantize_per_tensor_default_17" [id=160, type=quantize_per_tensor]; +"161 dequantize_per_tensor_default_24" [id=161, type=dequantize_per_tensor]; +"162 layer4_0_conv2_weight_bias" [id=162, type=get_attr]; +"163 conv2d_16_scale_0" [id=163, type=get_attr]; +"164 conv2d_16_zero_point_0" [id=164, type=get_attr]; +"165 _frozen_param16" [id=165, type=get_attr]; +"166 dequantize_per_channel_default_16" [id=166, type=dequantize_per_channel]; +"167 conv2d_16" [id=167, type=conv2d]; +"168 layer4_0_downsample_0_weight_bias" [id=168, type=get_attr]; +"169 conv2d_17_scale_0" [id=169, type=get_attr]; +"170 conv2d_17_zero_point_0" [id=170, type=get_attr]; +"171 _frozen_param17" [id=171, type=get_attr]; +"172 dequantize_per_channel_default_17" [id=172, type=dequantize_per_channel]; +"173 conv2d_17" [id=173, type=conv2d]; +"174 quantize_per_tensor_default_18" [id=174, type=quantize_per_tensor]; +"175 dequantize_per_tensor_default_25" [id=175, type=dequantize_per_tensor]; +"176 add__6" [id=176, type=add_]; +"177 relu__14" [id=177, type=relu_]; +"178 quantize_per_tensor_default_19" [id=178, type=quantize_per_tensor]; +"179 dequantize_per_tensor_default_27" [id=179, type=dequantize_per_tensor]; +"180 dequantize_per_tensor_default_26" [id=180, type=dequantize_per_tensor]; +"181 layer4_1_conv1_weight_bias" [id=181, type=get_attr]; +"182 conv2d_18_scale_0" [id=182, type=get_attr]; +"183 conv2d_18_zero_point_0" [id=183, type=get_attr]; +"184 _frozen_param18" [id=184, type=get_attr]; +"185 dequantize_per_channel_default_18" [id=185, type=dequantize_per_channel]; +"186 conv2d_18" [id=186, type=conv2d]; +"187 relu__15" [id=187, type=relu_]; +"188 quantize_per_tensor_default_20" [id=188, type=quantize_per_tensor]; +"189 dequantize_per_tensor_default_28" [id=189, type=dequantize_per_tensor]; +"190 layer4_1_conv2_weight_bias" [id=190, type=get_attr]; +"191 conv2d_19_scale_0" [id=191, type=get_attr]; +"192 conv2d_19_zero_point_0" [id=192, type=get_attr]; +"193 _frozen_param19" [id=193, type=get_attr]; +"194 dequantize_per_channel_default_19" [id=194, type=dequantize_per_channel]; +"195 conv2d_19" [id=195, type=conv2d]; +"196 add__7" [id=196, type=add_]; +"197 relu__16" [id=197, type=relu_]; +"198 quantize_per_tensor_default_21" [id=198, type=quantize_per_tensor]; +"199 dequantize_per_tensor_default_29" [id=199, type=dequantize_per_tensor]; +"200 adaptive_avg_pool2d" [id=200, type=adaptive_avg_pool2d]; +"201 quantize_per_tensor_default_22" [id=201, type=quantize_per_tensor]; +"202 dequantize_per_tensor_default_30" [id=202, type=dequantize_per_tensor]; +"203 flatten" [id=203, type=flatten]; +"204 quantize_per_tensor_default_23" [id=204, type=quantize_per_tensor]; +"205 dequantize_per_tensor_default_31" [id=205, type=dequantize_per_tensor]; +"206 linear_scale_0" [id=206, type=get_attr]; +"207 linear_zero_point_0" [id=207, type=get_attr]; +"208 _frozen_param20" [id=208, type=get_attr]; +"209 dequantize_per_channel_default_20" [id=209, type=dequantize_per_channel]; +"210 linear" [id=210, type=linear]; +"211 output" [id=211, type=output]; +"0 fc_bias" -> "210 linear" [label="(1000,)", style=solid]; +"1 x" -> "2 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"2 quantize_per_tensor_default" -> "3 dequantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"3 dequantize_per_tensor_default" -> "9 conv2d" [label="(1, 3, 224, 224)", style=solid]; +"4 conv1_weight_bias" -> "9 conv2d" [label="(64,)", style=solid]; +"5 conv2d_scale_0" -> "8 dequantize_per_channel_default" [label="(64,)", style=solid]; +"6 conv2d_zero_point_0" -> "8 dequantize_per_channel_default" [label="(64,)", style=solid]; +"7 _frozen_param0" -> "8 dequantize_per_channel_default" [label="(64, 3, 7, 7)", style=solid]; +"8 dequantize_per_channel_default" -> "9 conv2d" [label="(64, 3, 7, 7)", style=solid]; +"9 conv2d" -> "10 relu_" [label="(1, 64, 112, 112)", style=solid]; +"10 relu_" -> "11 quantize_per_tensor_default_1" [label="(1, 64, 112, 112)", style=solid]; +"11 quantize_per_tensor_default_1" -> "12 dequantize_per_tensor_default_1" [label="(1, 64, 112, 112)", style=solid]; +"12 dequantize_per_tensor_default_1" -> "13 max_pool2d" [label="(1, 64, 112, 112)", style=solid]; +"13 max_pool2d" -> "14 quantize_per_tensor_default_2" [label="(1, 64, 56, 56)", style=solid]; +"14 quantize_per_tensor_default_2" -> "15 dequantize_per_tensor_default_3" [label="(1, 64, 56, 56)", style=solid]; +"14 quantize_per_tensor_default_2" -> "16 dequantize_per_tensor_default_2" [label="(1, 64, 56, 56)", style=solid]; +"15 dequantize_per_tensor_default_3" -> "32 add_" [label="(1, 64, 56, 56)", style=solid]; +"16 dequantize_per_tensor_default_2" -> "22 conv2d_1" [label="(1, 64, 56, 56)", style=solid]; +"17 layer1_0_conv1_weight_bias" -> "22 conv2d_1" [label="(64,)", style=solid]; +"18 conv2d_1_scale_0" -> "21 dequantize_per_channel_default_1" [label="(64,)", style=solid]; +"19 conv2d_1_zero_point_0" -> "21 dequantize_per_channel_default_1" [label="(64,)", style=solid]; +"20 _frozen_param1" -> "21 dequantize_per_channel_default_1" [label="(64, 64, 3, 3)", style=solid]; +"21 dequantize_per_channel_default_1" -> "22 conv2d_1" [label="(64, 64, 3, 3)", style=solid]; +"22 conv2d_1" -> "23 relu__1" [label="(1, 64, 56, 56)", style=solid]; +"23 relu__1" -> "24 quantize_per_tensor_default_3" [label="(1, 64, 56, 56)", style=solid]; +"24 quantize_per_tensor_default_3" -> "25 dequantize_per_tensor_default_4" [label="(1, 64, 56, 56)", style=solid]; +"25 dequantize_per_tensor_default_4" -> "31 conv2d_2" [label="(1, 64, 56, 56)", style=solid]; +"26 layer1_0_conv2_weight_bias" -> "31 conv2d_2" [label="(64,)", style=solid]; +"27 conv2d_2_scale_0" -> "30 dequantize_per_channel_default_2" [label="(64,)", style=solid]; +"28 conv2d_2_zero_point_0" -> "30 dequantize_per_channel_default_2" [label="(64,)", style=solid]; +"29 _frozen_param2" -> "30 dequantize_per_channel_default_2" [label="(64, 64, 3, 3)", style=solid]; +"30 dequantize_per_channel_default_2" -> "31 conv2d_2" [label="(64, 64, 3, 3)", style=solid]; +"31 conv2d_2" -> "32 add_" [label="(1, 64, 56, 56)", style=solid]; +"32 add_" -> "33 relu__2" [label="(1, 64, 56, 56)", style=solid]; +"33 relu__2" -> "34 quantize_per_tensor_default_4" [label="(1, 64, 56, 56)", style=solid]; +"34 quantize_per_tensor_default_4" -> "35 dequantize_per_tensor_default_6" [label="(1, 64, 56, 56)", style=solid]; +"34 quantize_per_tensor_default_4" -> "36 dequantize_per_tensor_default_5" [label="(1, 64, 56, 56)", style=solid]; +"35 dequantize_per_tensor_default_6" -> "52 add__1" [label="(1, 64, 56, 56)", style=solid]; +"36 dequantize_per_tensor_default_5" -> "42 conv2d_3" [label="(1, 64, 56, 56)", style=solid]; +"37 layer1_1_conv1_weight_bias" -> "42 conv2d_3" [label="(64,)", style=solid]; +"38 conv2d_3_scale_0" -> "41 dequantize_per_channel_default_3" [label="(64,)", style=solid]; +"39 conv2d_3_zero_point_0" -> "41 dequantize_per_channel_default_3" [label="(64,)", style=solid]; +"40 _frozen_param3" -> "41 dequantize_per_channel_default_3" [label="(64, 64, 3, 3)", style=solid]; +"41 dequantize_per_channel_default_3" -> "42 conv2d_3" [label="(64, 64, 3, 3)", style=solid]; +"42 conv2d_3" -> "43 relu__3" [label="(1, 64, 56, 56)", style=solid]; +"43 relu__3" -> "44 quantize_per_tensor_default_5" [label="(1, 64, 56, 56)", style=solid]; +"44 quantize_per_tensor_default_5" -> "45 dequantize_per_tensor_default_7" [label="(1, 64, 56, 56)", style=solid]; +"45 dequantize_per_tensor_default_7" -> "51 conv2d_4" [label="(1, 64, 56, 56)", style=solid]; +"46 layer1_1_conv2_weight_bias" -> "51 conv2d_4" [label="(64,)", style=solid]; +"47 conv2d_4_scale_0" -> "50 dequantize_per_channel_default_4" [label="(64,)", style=solid]; +"48 conv2d_4_zero_point_0" -> "50 dequantize_per_channel_default_4" [label="(64,)", style=solid]; +"49 _frozen_param4" -> "50 dequantize_per_channel_default_4" [label="(64, 64, 3, 3)", style=solid]; +"50 dequantize_per_channel_default_4" -> "51 conv2d_4" [label="(64, 64, 3, 3)", style=solid]; +"51 conv2d_4" -> "52 add__1" [label="(1, 64, 56, 56)", style=solid]; +"52 add__1" -> "53 relu__4" [label="(1, 64, 56, 56)", style=solid]; +"53 relu__4" -> "54 quantize_per_tensor_default_6" [label="(1, 64, 56, 56)", style=solid]; +"54 quantize_per_tensor_default_6" -> "55 dequantize_per_tensor_default_9" [label="(1, 64, 56, 56)", style=solid]; +"54 quantize_per_tensor_default_6" -> "56 dequantize_per_tensor_default_8" [label="(1, 64, 56, 56)", style=solid]; +"55 dequantize_per_tensor_default_9" -> "77 conv2d_7" [label="(1, 64, 56, 56)", style=solid]; +"56 dequantize_per_tensor_default_8" -> "62 conv2d_5" [label="(1, 64, 56, 56)", style=solid]; +"57 layer2_0_conv1_weight_bias" -> "62 conv2d_5" [label="(128,)", style=solid]; +"58 conv2d_5_scale_0" -> "61 dequantize_per_channel_default_5" [label="(128,)", style=solid]; +"59 conv2d_5_zero_point_0" -> "61 dequantize_per_channel_default_5" [label="(128,)", style=solid]; +"60 _frozen_param5" -> "61 dequantize_per_channel_default_5" [label="(128, 64, 3, 3)", style=solid]; +"61 dequantize_per_channel_default_5" -> "62 conv2d_5" [label="(128, 64, 3, 3)", style=solid]; +"62 conv2d_5" -> "63 relu__5" [label="(1, 128, 28, 28)", style=solid]; +"63 relu__5" -> "64 quantize_per_tensor_default_7" [label="(1, 128, 28, 28)", style=solid]; +"64 quantize_per_tensor_default_7" -> "65 dequantize_per_tensor_default_10" [label="(1, 128, 28, 28)", style=solid]; +"65 dequantize_per_tensor_default_10" -> "71 conv2d_6" [label="(1, 128, 28, 28)", style=solid]; +"66 layer2_0_conv2_weight_bias" -> "71 conv2d_6" [label="(128,)", style=solid]; +"67 conv2d_6_scale_0" -> "70 dequantize_per_channel_default_6" [label="(128,)", style=solid]; +"68 conv2d_6_zero_point_0" -> "70 dequantize_per_channel_default_6" [label="(128,)", style=solid]; +"69 _frozen_param6" -> "70 dequantize_per_channel_default_6" [label="(128, 128, 3, 3)", style=solid]; +"70 dequantize_per_channel_default_6" -> "71 conv2d_6" [label="(128, 128, 3, 3)", style=solid]; +"71 conv2d_6" -> "80 add__2" [label="(1, 128, 28, 28)", style=solid]; +"72 layer2_0_downsample_0_weight_bias" -> "77 conv2d_7" [label="(128,)", style=solid]; +"73 conv2d_7_scale_0" -> "76 dequantize_per_channel_default_7" [label="(128,)", style=solid]; +"74 conv2d_7_zero_point_0" -> "76 dequantize_per_channel_default_7" [label="(128,)", style=solid]; +"75 _frozen_param7" -> "76 dequantize_per_channel_default_7" [label="(128, 64, 1, 1)", style=solid]; +"76 dequantize_per_channel_default_7" -> "77 conv2d_7" [label="(128, 64, 1, 1)", style=solid]; +"77 conv2d_7" -> "78 quantize_per_tensor_default_8" [label="(1, 128, 28, 28)", style=solid]; +"78 quantize_per_tensor_default_8" -> "79 dequantize_per_tensor_default_11" [label="(1, 128, 28, 28)", style=solid]; +"79 dequantize_per_tensor_default_11" -> "80 add__2" [label="(1, 128, 28, 28)", style=solid]; +"80 add__2" -> "81 relu__6" [label="(1, 128, 28, 28)", style=solid]; +"81 relu__6" -> "82 quantize_per_tensor_default_9" [label="(1, 128, 28, 28)", style=solid]; +"82 quantize_per_tensor_default_9" -> "83 dequantize_per_tensor_default_13" [label="(1, 128, 28, 28)", style=solid]; +"82 quantize_per_tensor_default_9" -> "84 dequantize_per_tensor_default_12" [label="(1, 128, 28, 28)", style=solid]; +"83 dequantize_per_tensor_default_13" -> "100 add__3" [label="(1, 128, 28, 28)", style=solid]; +"84 dequantize_per_tensor_default_12" -> "90 conv2d_8" [label="(1, 128, 28, 28)", style=solid]; +"85 layer2_1_conv1_weight_bias" -> "90 conv2d_8" [label="(128,)", style=solid]; +"86 conv2d_8_scale_0" -> "89 dequantize_per_channel_default_8" [label="(128,)", style=solid]; +"87 conv2d_8_zero_point_0" -> "89 dequantize_per_channel_default_8" [label="(128,)", style=solid]; +"88 _frozen_param8" -> "89 dequantize_per_channel_default_8" [label="(128, 128, 3, 3)", style=solid]; +"89 dequantize_per_channel_default_8" -> "90 conv2d_8" [label="(128, 128, 3, 3)", style=solid]; +"90 conv2d_8" -> "91 relu__7" [label="(1, 128, 28, 28)", style=solid]; +"91 relu__7" -> "92 quantize_per_tensor_default_10" [label="(1, 128, 28, 28)", style=solid]; +"92 quantize_per_tensor_default_10" -> "93 dequantize_per_tensor_default_14" [label="(1, 128, 28, 28)", style=solid]; +"93 dequantize_per_tensor_default_14" -> "99 conv2d_9" [label="(1, 128, 28, 28)", style=solid]; +"94 layer2_1_conv2_weight_bias" -> "99 conv2d_9" [label="(128,)", style=solid]; +"95 conv2d_9_scale_0" -> "98 dequantize_per_channel_default_9" [label="(128,)", style=solid]; +"96 conv2d_9_zero_point_0" -> "98 dequantize_per_channel_default_9" [label="(128,)", style=solid]; +"97 _frozen_param9" -> "98 dequantize_per_channel_default_9" [label="(128, 128, 3, 3)", style=solid]; +"98 dequantize_per_channel_default_9" -> "99 conv2d_9" [label="(128, 128, 3, 3)", style=solid]; +"99 conv2d_9" -> "100 add__3" [label="(1, 128, 28, 28)", style=solid]; +"100 add__3" -> "101 relu__8" [label="(1, 128, 28, 28)", style=solid]; +"101 relu__8" -> "102 quantize_per_tensor_default_11" [label="(1, 128, 28, 28)", style=solid]; +"102 quantize_per_tensor_default_11" -> "103 dequantize_per_tensor_default_16" [label="(1, 128, 28, 28)", style=solid]; +"102 quantize_per_tensor_default_11" -> "104 dequantize_per_tensor_default_15" [label="(1, 128, 28, 28)", style=solid]; +"103 dequantize_per_tensor_default_16" -> "125 conv2d_12" [label="(1, 128, 28, 28)", style=solid]; +"104 dequantize_per_tensor_default_15" -> "110 conv2d_10" [label="(1, 128, 28, 28)", style=solid]; +"105 layer3_0_conv1_weight_bias" -> "110 conv2d_10" [label="(256,)", style=solid]; +"106 conv2d_10_scale_0" -> "109 dequantize_per_channel_default_10" [label="(256,)", style=solid]; +"107 conv2d_10_zero_point_0" -> "109 dequantize_per_channel_default_10" [label="(256,)", style=solid]; +"108 _frozen_param10" -> "109 dequantize_per_channel_default_10" [label="(256, 128, 3, 3)", style=solid]; +"109 dequantize_per_channel_default_10" -> "110 conv2d_10" [label="(256, 128, 3, 3)", style=solid]; +"110 conv2d_10" -> "111 relu__9" [label="(1, 256, 14, 14)", style=solid]; +"111 relu__9" -> "112 quantize_per_tensor_default_12" [label="(1, 256, 14, 14)", style=solid]; +"112 quantize_per_tensor_default_12" -> "113 dequantize_per_tensor_default_17" [label="(1, 256, 14, 14)", style=solid]; +"113 dequantize_per_tensor_default_17" -> "119 conv2d_11" [label="(1, 256, 14, 14)", style=solid]; +"114 layer3_0_conv2_weight_bias" -> "119 conv2d_11" [label="(256,)", style=solid]; +"115 conv2d_11_scale_0" -> "118 dequantize_per_channel_default_11" [label="(256,)", style=solid]; +"116 conv2d_11_zero_point_0" -> "118 dequantize_per_channel_default_11" [label="(256,)", style=solid]; +"117 _frozen_param11" -> "118 dequantize_per_channel_default_11" [label="(256, 256, 3, 3)", style=solid]; +"118 dequantize_per_channel_default_11" -> "119 conv2d_11" [label="(256, 256, 3, 3)", style=solid]; +"119 conv2d_11" -> "128 add__4" [label="(1, 256, 14, 14)", style=solid]; +"120 layer3_0_downsample_0_weight_bias" -> "125 conv2d_12" [label="(256,)", style=solid]; +"121 conv2d_12_scale_0" -> "124 dequantize_per_channel_default_12" [label="(256,)", style=solid]; +"122 conv2d_12_zero_point_0" -> "124 dequantize_per_channel_default_12" [label="(256,)", style=solid]; +"123 _frozen_param12" -> "124 dequantize_per_channel_default_12" [label="(256, 128, 1, 1)", style=solid]; +"124 dequantize_per_channel_default_12" -> "125 conv2d_12" [label="(256, 128, 1, 1)", style=solid]; +"125 conv2d_12" -> "126 quantize_per_tensor_default_13" [label="(1, 256, 14, 14)", style=solid]; +"126 quantize_per_tensor_default_13" -> "127 dequantize_per_tensor_default_18" [label="(1, 256, 14, 14)", style=solid]; +"127 dequantize_per_tensor_default_18" -> "128 add__4" [label="(1, 256, 14, 14)", style=solid]; +"128 add__4" -> "129 relu__10" [label="(1, 256, 14, 14)", style=solid]; +"129 relu__10" -> "130 quantize_per_tensor_default_14" [label="(1, 256, 14, 14)", style=solid]; +"130 quantize_per_tensor_default_14" -> "131 dequantize_per_tensor_default_20" [label="(1, 256, 14, 14)", style=solid]; +"130 quantize_per_tensor_default_14" -> "132 dequantize_per_tensor_default_19" [label="(1, 256, 14, 14)", style=solid]; +"131 dequantize_per_tensor_default_20" -> "148 add__5" [label="(1, 256, 14, 14)", style=solid]; +"132 dequantize_per_tensor_default_19" -> "138 conv2d_13" [label="(1, 256, 14, 14)", style=solid]; +"133 layer3_1_conv1_weight_bias" -> "138 conv2d_13" [label="(256,)", style=solid]; +"134 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dequantize_per_channel_default_19" [label="(512,)", style=solid]; +"193 _frozen_param19" -> "194 dequantize_per_channel_default_19" [label="(512, 512, 3, 3)", style=solid]; +"194 dequantize_per_channel_default_19" -> "195 conv2d_19" [label="(512, 512, 3, 3)", style=solid]; +"195 conv2d_19" -> "196 add__7" [label="(1, 512, 7, 7)", style=solid]; +"196 add__7" -> "197 relu__16" [label="(1, 512, 7, 7)", style=solid]; +"197 relu__16" -> "198 quantize_per_tensor_default_21" [label="(1, 512, 7, 7)", style=solid]; +"198 quantize_per_tensor_default_21" -> "199 dequantize_per_tensor_default_29" [label="(1, 512, 7, 7)", style=solid]; +"199 dequantize_per_tensor_default_29" -> "200 adaptive_avg_pool2d" [label="(1, 512, 7, 7)", style=solid]; +"200 adaptive_avg_pool2d" -> "201 quantize_per_tensor_default_22" [label="(1, 512, 1, 1)", style=solid]; +"201 quantize_per_tensor_default_22" -> "202 dequantize_per_tensor_default_30" [label="(1, 512, 1, 1)", style=solid]; +"202 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quantize_per_tensor_default_61" [id=1797, type=quantize_per_tensor]; +"1798 dequantize_per_tensor_default_61" [id=1798, type=dequantize_per_tensor]; +"1799 linear_90_scale_0" [id=1799, type=get_attr]; +"1800 linear_90_zero_point_0" [id=1800, type=get_attr]; +"1801 _frozen_param76" [id=1801, type=get_attr]; +"1802 dequantize_per_channel_default_61" [id=1802, type=dequantize_per_channel]; +"1803 linear_90" [id=1803, type=linear]; +"1804 gelu_14" [id=1804, type=gelu]; +"1805 dropout_58" [id=1805, type=dropout]; +"1806 dropout_58_0_0_nncf_smooth_quant_0" [id=1806, type=call_module]; +"1807 quantize_per_tensor_default_62" [id=1807, type=quantize_per_tensor]; +"1808 dequantize_per_tensor_default_62" [id=1808, type=dequantize_per_tensor]; +"1809 linear_91_scale_0" [id=1809, type=get_attr]; +"1810 linear_91_zero_point_0" [id=1810, type=get_attr]; +"1811 _frozen_param77" [id=1811, type=get_attr]; +"1812 dequantize_per_channel_default_62" [id=1812, type=dequantize_per_channel]; +"1813 linear_91" [id=1813, type=linear]; +"1814 dropout_59" [id=1814, type=dropout]; +"1815 layer_norm_32" [id=1815, type=layer_norm]; +"1816 add_51" [id=1816, type=add]; +"1817 _frozen_param78" [id=1817, type=get_attr]; +"1818 dequantize_per_tensor_default_63" [id=1818, type=dequantize_per_tensor]; +"1819 linear_92_scale_0" [id=1819, type=get_attr]; +"1820 linear_92_zero_point_0" [id=1820, type=get_attr]; +"1821 _frozen_param79" [id=1821, type=get_attr]; +"1822 dequantize_per_channel_default_63" [id=1822, type=dequantize_per_channel]; +"1823 linear_92" [id=1823, type=linear]; +"1824 relu__15" [id=1824, type=relu_]; +"1825 relu__15_0_0_nncf_smooth_quant_0" [id=1825, type=call_module]; +"1826 quantize_per_tensor_default_64" [id=1826, type=quantize_per_tensor]; +"1827 dequantize_per_tensor_default_64" [id=1827, type=dequantize_per_tensor]; +"1828 linear_93_scale_0" [id=1828, type=get_attr]; +"1829 linear_93_zero_point_0" [id=1829, type=get_attr]; +"1830 _frozen_param80" [id=1830, type=get_attr]; +"1831 dequantize_per_channel_default_64" [id=1831, type=dequantize_per_channel]; +"1832 linear_93" [id=1832, type=linear]; +"1833 view_81" [id=1833, type=view]; +"1834 index_15" [id=1834, type=index]; +"1835 view_82" [id=1835, type=view]; +"1836 permute_68" [id=1836, type=permute]; +"1837 contiguous_28" [id=1837, type=contiguous]; +"1838 unsqueeze_43" [id=1838, type=unsqueeze]; +"1839 sigmoid_15" [id=1839, type=sigmoid]; +"1840 mul_30" [id=1840, type=mul]; +"1841 pad_17" [id=1841, type=pad]; +"1842 roll_14" [id=1842, type=roll]; +"1843 view_83" [id=1843, type=view]; +"1844 permute_69" [id=1844, type=permute]; +"1845 reshape_67" [id=1845, type=reshape]; +"1846 clone_15" [id=1846, type=clone]; +"1847 features_5_11_attn_qkv_weight_updated_constant0" [id=1847, type=get_attr]; +"1848 reshape_67_0_0_nncf_smooth_quant_0" [id=1848, type=call_module]; +"1849 linear_94" [id=1849, type=linear]; +"1850 reshape_68" [id=1850, type=reshape]; +"1851 permute_70" [id=1851, type=permute]; +"1852 select_45" [id=1852, type=select]; +"1853 select_46" [id=1853, type=select]; +"1854 select_47" [id=1854, type=select]; +"1855 linalg_vector_norm_30" [id=1855, type=linalg_vector_norm]; +"1856 clamp_min_30" [id=1856, type=clamp_min]; +"1857 expand_as_30" [id=1857, type=expand_as]; +"1858 div_30" [id=1858, type=div]; +"1859 linalg_vector_norm_31" [id=1859, type=linalg_vector_norm]; +"1860 clamp_min_31" [id=1860, type=clamp_min]; +"1861 expand_as_31" [id=1861, type=expand_as]; +"1862 div_31" [id=1862, type=div]; +"1863 transpose_30" [id=1863, type=transpose]; +"1864 matmul_30" [id=1864, type=matmul]; +"1865 clamp_15" [id=1865, type=clamp]; +"1866 exp_15" [id=1866, type=exp]; +"1867 mul_31" [id=1867, type=mul]; +"1868 add_52" [id=1868, type=add]; +"1869 new_zeros_7" [id=1869, type=new_zeros]; +"1870 view_84" [id=1870, type=view]; +"1871 permute_71" [id=1871, type=permute]; +"1872 reshape_69" [id=1872, type=reshape]; +"1873 unsqueeze_44" [id=1873, type=unsqueeze]; +"1874 unsqueeze_45" [id=1874, type=unsqueeze]; +"1875 sub_7" [id=1875, type=sub]; +"1876 ne_7" [id=1876, type=ne]; +"1877 masked_fill_14" [id=1877, type=masked_fill]; +"1878 eq_7" [id=1878, type=eq]; +"1879 masked_fill_15" [id=1879, type=masked_fill]; +"1880 view_85" [id=1880, type=view]; +"1881 unsqueeze_46" [id=1881, type=unsqueeze]; +"1882 unsqueeze_47" [id=1882, type=unsqueeze]; +"1883 add_53" [id=1883, type=add]; +"1884 view_86" [id=1884, type=view]; +"1885 softmax_15" [id=1885, type=softmax]; +"1886 dropout_60" [id=1886, type=dropout]; +"1887 matmul_31" [id=1887, type=matmul]; +"1888 transpose_31" [id=1888, type=transpose]; +"1889 reshape_70" [id=1889, type=reshape]; +"1890 features_5_11_attn_proj_weight_updated_constant0" [id=1890, type=get_attr]; +"1891 reshape_70_0_0_nncf_smooth_quant_0" [id=1891, type=call_module]; +"1892 linear_95" [id=1892, type=linear]; +"1893 dropout_61" [id=1893, type=dropout]; +"1894 view_87" [id=1894, type=view]; +"1895 permute_72" [id=1895, type=permute]; +"1896 reshape_71" [id=1896, type=reshape]; +"1897 roll_15" [id=1897, type=roll]; +"1898 slice_241" [id=1898, type=slice]; +"1899 slice_242" [id=1899, type=slice]; +"1900 slice_243" [id=1900, type=slice]; +"1901 slice_244" [id=1901, type=slice]; +"1902 contiguous_29" [id=1902, type=contiguous]; +"1903 layer_norm_33" [id=1903, type=layer_norm]; +"1904 add_54" [id=1904, type=add]; +"1905 add_54_0_0_nncf_smooth_quant_0" [id=1905, type=call_module]; +"1906 quantize_per_tensor_default_65" [id=1906, type=quantize_per_tensor]; +"1907 dequantize_per_tensor_default_65" [id=1907, type=dequantize_per_tensor]; +"1908 linear_96_scale_0" [id=1908, type=get_attr]; +"1909 linear_96_zero_point_0" [id=1909, type=get_attr]; +"1910 _frozen_param81" [id=1910, type=get_attr]; +"1911 dequantize_per_channel_default_65" [id=1911, type=dequantize_per_channel]; +"1912 linear_96" [id=1912, type=linear]; +"1913 gelu_15" [id=1913, type=gelu]; +"1914 dropout_62" [id=1914, type=dropout]; +"1915 dropout_62_0_0_nncf_smooth_quant_0" [id=1915, type=call_module]; +"1916 quantize_per_tensor_default_66" [id=1916, type=quantize_per_tensor]; +"1917 dequantize_per_tensor_default_66" [id=1917, type=dequantize_per_tensor]; +"1918 linear_97_scale_0" [id=1918, type=get_attr]; +"1919 linear_97_zero_point_0" [id=1919, type=get_attr]; +"1920 _frozen_param82" [id=1920, type=get_attr]; +"1921 dequantize_per_channel_default_66" [id=1921, type=dequantize_per_channel]; +"1922 linear_97" [id=1922, type=linear]; +"1923 dropout_63" [id=1923, type=dropout]; +"1924 layer_norm_34" [id=1924, type=layer_norm]; +"1925 add_55" [id=1925, type=add]; +"1926 _frozen_param83" [id=1926, type=get_attr]; +"1927 dequantize_per_tensor_default_67" [id=1927, type=dequantize_per_tensor]; +"1928 linear_98_scale_0" [id=1928, type=get_attr]; +"1929 linear_98_zero_point_0" [id=1929, type=get_attr]; +"1930 _frozen_param84" [id=1930, type=get_attr]; +"1931 dequantize_per_channel_default_67" [id=1931, type=dequantize_per_channel]; +"1932 linear_98" [id=1932, type=linear]; +"1933 relu__16" [id=1933, type=relu_]; +"1934 relu__16_0_0_nncf_smooth_quant_0" [id=1934, type=call_module]; +"1935 quantize_per_tensor_default_68" [id=1935, type=quantize_per_tensor]; +"1936 dequantize_per_tensor_default_68" [id=1936, type=dequantize_per_tensor]; +"1937 linear_99_scale_0" [id=1937, type=get_attr]; +"1938 linear_99_zero_point_0" [id=1938, type=get_attr]; +"1939 _frozen_param85" [id=1939, type=get_attr]; +"1940 dequantize_per_channel_default_68" [id=1940, type=dequantize_per_channel]; +"1941 linear_99" [id=1941, type=linear]; +"1942 view_88" [id=1942, type=view]; +"1943 index_16" [id=1943, type=index]; +"1944 view_89" [id=1944, type=view]; +"1945 permute_73" [id=1945, type=permute]; +"1946 contiguous_30" [id=1946, type=contiguous]; +"1947 unsqueeze_48" [id=1947, type=unsqueeze]; +"1948 sigmoid_16" [id=1948, type=sigmoid]; +"1949 mul_32" [id=1949, type=mul]; +"1950 pad_18" [id=1950, type=pad]; +"1951 view_90" [id=1951, type=view]; +"1952 permute_74" [id=1952, type=permute]; +"1953 reshape_72" [id=1953, type=reshape]; +"1954 clone_16" [id=1954, type=clone]; +"1955 features_5_12_attn_qkv_weight_updated_constant0" [id=1955, type=get_attr]; +"1956 reshape_72_0_0_nncf_smooth_quant_0" [id=1956, type=call_module]; +"1957 linear_100" [id=1957, type=linear]; +"1958 reshape_73" [id=1958, type=reshape]; +"1959 permute_75" [id=1959, type=permute]; +"1960 select_48" [id=1960, type=select]; +"1961 select_49" [id=1961, type=select]; +"1962 select_50" [id=1962, type=select]; +"1963 linalg_vector_norm_32" [id=1963, type=linalg_vector_norm]; +"1964 clamp_min_32" [id=1964, type=clamp_min]; +"1965 expand_as_32" [id=1965, type=expand_as]; +"1966 div_32" [id=1966, type=div]; +"1967 linalg_vector_norm_33" [id=1967, type=linalg_vector_norm]; +"1968 clamp_min_33" [id=1968, type=clamp_min]; +"1969 expand_as_33" [id=1969, type=expand_as]; +"1970 div_33" [id=1970, type=div]; +"1971 transpose_32" [id=1971, type=transpose]; +"1972 matmul_32" [id=1972, type=matmul]; +"1973 clamp_16" [id=1973, type=clamp]; +"1974 exp_16" [id=1974, type=exp]; +"1975 mul_33" [id=1975, type=mul]; +"1976 add_56" [id=1976, type=add]; +"1977 softmax_16" [id=1977, type=softmax]; +"1978 dropout_64" [id=1978, type=dropout]; +"1979 matmul_33" [id=1979, type=matmul]; +"1980 transpose_33" [id=1980, type=transpose]; +"1981 reshape_74" [id=1981, type=reshape]; +"1982 features_5_12_attn_proj_weight_updated_constant0" [id=1982, type=get_attr]; +"1983 reshape_74_0_0_nncf_smooth_quant_0" [id=1983, type=call_module]; +"1984 linear_101" [id=1984, type=linear]; +"1985 dropout_65" [id=1985, type=dropout]; +"1986 view_91" [id=1986, type=view]; +"1987 permute_76" [id=1987, type=permute]; +"1988 reshape_75" [id=1988, type=reshape]; +"1989 slice_246" [id=1989, type=slice]; +"1990 slice_247" [id=1990, type=slice]; +"1991 slice_248" [id=1991, type=slice]; +"1992 slice_249" [id=1992, type=slice]; +"1993 contiguous_31" [id=1993, type=contiguous]; +"1994 layer_norm_35" [id=1994, type=layer_norm]; +"1995 add_57" [id=1995, type=add]; +"1996 add_57_0_0_nncf_smooth_quant_0" [id=1996, type=call_module]; +"1997 quantize_per_tensor_default_69" [id=1997, type=quantize_per_tensor]; +"1998 dequantize_per_tensor_default_69" [id=1998, type=dequantize_per_tensor]; +"1999 linear_102_scale_0" [id=1999, type=get_attr]; +"2000 linear_102_zero_point_0" [id=2000, type=get_attr]; +"2001 _frozen_param86" [id=2001, type=get_attr]; +"2002 dequantize_per_channel_default_69" [id=2002, type=dequantize_per_channel]; +"2003 linear_102" [id=2003, type=linear]; +"2004 gelu_16" [id=2004, type=gelu]; +"2005 dropout_66" [id=2005, type=dropout]; +"2006 dropout_66_0_0_nncf_smooth_quant_0" [id=2006, type=call_module]; +"2007 quantize_per_tensor_default_70" [id=2007, type=quantize_per_tensor]; +"2008 dequantize_per_tensor_default_70" [id=2008, type=dequantize_per_tensor]; +"2009 linear_103_scale_0" [id=2009, type=get_attr]; +"2010 linear_103_zero_point_0" [id=2010, type=get_attr]; +"2011 _frozen_param87" [id=2011, type=get_attr]; +"2012 dequantize_per_channel_default_70" [id=2012, type=dequantize_per_channel]; +"2013 linear_103" [id=2013, type=linear]; +"2014 dropout_67" [id=2014, type=dropout]; +"2015 layer_norm_36" [id=2015, type=layer_norm]; +"2016 add_58" [id=2016, type=add]; +"2017 _frozen_param88" [id=2017, type=get_attr]; +"2018 dequantize_per_tensor_default_71" [id=2018, type=dequantize_per_tensor]; +"2019 linear_104_scale_0" [id=2019, type=get_attr]; +"2020 linear_104_zero_point_0" [id=2020, type=get_attr]; +"2021 _frozen_param89" [id=2021, type=get_attr]; +"2022 dequantize_per_channel_default_71" [id=2022, type=dequantize_per_channel]; +"2023 linear_104" [id=2023, type=linear]; +"2024 relu__17" [id=2024, type=relu_]; +"2025 relu__17_0_0_nncf_smooth_quant_0" [id=2025, type=call_module]; +"2026 quantize_per_tensor_default_72" [id=2026, type=quantize_per_tensor]; +"2027 dequantize_per_tensor_default_72" [id=2027, type=dequantize_per_tensor]; +"2028 linear_105_scale_0" [id=2028, type=get_attr]; +"2029 linear_105_zero_point_0" [id=2029, type=get_attr]; +"2030 _frozen_param90" [id=2030, type=get_attr]; +"2031 dequantize_per_channel_default_72" [id=2031, type=dequantize_per_channel]; +"2032 linear_105" [id=2032, type=linear]; +"2033 view_92" [id=2033, type=view]; +"2034 index_17" [id=2034, type=index]; +"2035 view_93" [id=2035, type=view]; +"2036 permute_77" [id=2036, type=permute]; +"2037 contiguous_32" [id=2037, type=contiguous]; +"2038 unsqueeze_49" [id=2038, type=unsqueeze]; +"2039 sigmoid_17" [id=2039, type=sigmoid]; +"2040 mul_34" [id=2040, type=mul]; +"2041 pad_19" [id=2041, type=pad]; +"2042 roll_16" [id=2042, type=roll]; +"2043 view_94" [id=2043, type=view]; +"2044 permute_78" [id=2044, type=permute]; +"2045 reshape_76" [id=2045, type=reshape]; +"2046 clone_17" [id=2046, type=clone]; +"2047 features_5_13_attn_qkv_weight_updated_constant0" [id=2047, type=get_attr]; +"2048 reshape_76_0_0_nncf_smooth_quant_0" [id=2048, 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-> "865 clamp_5" [label="(12, 1, 1)", style=solid]; +"18 features_5_2_attn_qkv_bias" -> "954 clone_6" [label="(1152,)", style=solid]; +"19 features_5_2_attn_proj_bias" -> "984 linear_41" [label="(384,)", style=solid]; +"20 features_5_2_attn_logit_scale" -> "973 clamp_6" [label="(12, 1, 1)", style=solid]; +"21 features_5_3_attn_qkv_bias" -> "1046 clone_7" [label="(1152,)", style=solid]; +"22 features_5_3_attn_proj_bias" -> "1092 linear_47" [label="(384,)", style=solid]; +"23 features_5_3_attn_logit_scale" -> "1065 clamp_7" [label="(12, 1, 1)", style=solid]; +"24 features_5_4_attn_qkv_bias" -> "1154 clone_8" [label="(1152,)", style=solid]; +"25 features_5_4_attn_proj_bias" -> "1184 linear_53" [label="(384,)", style=solid]; +"26 features_5_4_attn_logit_scale" -> "1173 clamp_8" [label="(12, 1, 1)", style=solid]; +"27 features_5_5_attn_qkv_bias" -> "1246 clone_9" [label="(1152,)", style=solid]; +"28 features_5_5_attn_proj_bias" -> "1292 linear_59" [label="(384,)", style=solid]; +"29 features_5_5_attn_logit_scale" -> "1265 clamp_9" [label="(12, 1, 1)", style=solid]; +"30 features_5_6_attn_qkv_bias" -> "1354 clone_10" [label="(1152,)", style=solid]; +"31 features_5_6_attn_proj_bias" -> "1384 linear_65" [label="(384,)", style=solid]; +"32 features_5_6_attn_logit_scale" -> "1373 clamp_10" [label="(12, 1, 1)", style=solid]; +"33 features_5_7_attn_qkv_bias" -> "1446 clone_11" [label="(1152,)", style=solid]; +"34 features_5_7_attn_proj_bias" -> "1492 linear_71" [label="(384,)", style=solid]; +"35 features_5_7_attn_logit_scale" -> "1465 clamp_11" [label="(12, 1, 1)", style=solid]; +"36 features_5_8_attn_qkv_bias" -> "1554 clone_12" [label="(1152,)", style=solid]; +"37 features_5_8_attn_proj_bias" -> "1584 linear_77" [label="(384,)", style=solid]; +"38 features_5_8_attn_logit_scale" -> "1573 clamp_12" [label="(12, 1, 1)", style=solid]; +"39 features_5_9_attn_qkv_bias" -> "1646 clone_13" [label="(1152,)", style=solid]; +"40 features_5_9_attn_proj_bias" -> "1692 linear_83" 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features_5_13_attn_proj_bias" -> "2092 linear_107" [label="(384,)", style=solid]; +"53 features_5_13_attn_logit_scale" -> "2065 clamp_17" [label="(12, 1, 1)", style=solid]; +"54 features_5_14_attn_qkv_bias" -> "2154 clone_18" [label="(1152,)", style=solid]; +"55 features_5_14_attn_proj_bias" -> "2184 linear_113" [label="(384,)", style=solid]; +"56 features_5_14_attn_logit_scale" -> "2173 clamp_18" [label="(12, 1, 1)", style=solid]; +"57 features_5_15_attn_qkv_bias" -> "2246 clone_19" [label="(1152,)", style=solid]; +"58 features_5_15_attn_proj_bias" -> "2292 linear_119" [label="(384,)", style=solid]; +"59 features_5_15_attn_logit_scale" -> "2265 clamp_19" [label="(12, 1, 1)", style=solid]; +"60 features_5_16_attn_qkv_bias" -> "2354 clone_20" [label="(1152,)", style=solid]; +"61 features_5_16_attn_proj_bias" -> "2384 linear_125" [label="(384,)", style=solid]; +"62 features_5_16_attn_logit_scale" -> "2373 clamp_20" [label="(12, 1, 1)", style=solid]; +"63 features_5_17_attn_qkv_bias" -> 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features_1_0_attn_cpb_mlp_0_bias" -> "292 linear" [label="(512,)", style=solid]; +"76 features_1_0_norm1_weight" -> "351 layer_norm_1" [label="(96,)", style=solid]; +"77 features_1_0_norm1_bias" -> "351 layer_norm_1" [label="(96,)", style=solid]; +"78 features_1_0_mlp_0_bias" -> "360 linear_4" [label="(384,)", style=solid]; +"79 features_1_0_mlp_3_bias" -> "370 linear_5" [label="(96,)", style=solid]; +"80 features_1_0_norm2_weight" -> "372 layer_norm_2" [label="(96,)", style=solid]; +"81 features_1_0_norm2_bias" -> "372 layer_norm_2" [label="(96,)", style=solid]; +"82 features_1_1_attn_cpb_mlp_0_bias" -> "380 linear_6" [label="(512,)", style=solid]; +"83 features_1_1_norm1_weight" -> "457 layer_norm_3" [label="(96,)", style=solid]; +"84 features_1_1_norm1_bias" -> "457 layer_norm_3" [label="(96,)", style=solid]; +"85 features_1_1_mlp_0_bias" -> "466 linear_10" [label="(384,)", style=solid]; +"86 features_1_1_mlp_3_bias" -> "476 linear_11" [label="(96,)", style=solid]; +"87 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features_5_7_norm1_weight" -> "1503 layer_norm_25" [label="(384,)", style=solid]; +"158 features_5_7_norm1_bias" -> "1503 layer_norm_25" [label="(384,)", style=solid]; +"159 features_5_7_mlp_0_bias" -> "1512 linear_72" [label="(1536,)", style=solid]; +"160 features_5_7_mlp_3_bias" -> "1522 linear_73" [label="(384,)", style=solid]; +"161 features_5_7_norm2_weight" -> "1524 layer_norm_26" [label="(384,)", style=solid]; +"162 features_5_7_norm2_bias" -> "1524 layer_norm_26" [label="(384,)", style=solid]; +"163 features_5_8_attn_cpb_mlp_0_bias" -> "1532 linear_74" [label="(512,)", style=solid]; +"164 features_5_8_norm1_weight" -> "1594 layer_norm_27" [label="(384,)", style=solid]; +"165 features_5_8_norm1_bias" -> "1594 layer_norm_27" [label="(384,)", style=solid]; +"166 features_5_8_mlp_0_bias" -> "1603 linear_78" [label="(1536,)", style=solid]; +"167 features_5_8_mlp_3_bias" -> "1613 linear_79" [label="(384,)", style=solid]; +"168 features_5_8_norm2_weight" -> "1615 layer_norm_28" [label="(384,)", style=solid]; +"169 features_5_8_norm2_bias" -> "1615 layer_norm_28" [label="(384,)", style=solid]; +"170 features_5_9_attn_cpb_mlp_0_bias" -> "1623 linear_80" [label="(512,)", style=solid]; +"171 features_5_9_norm1_weight" -> "1703 layer_norm_29" [label="(384,)", style=solid]; +"172 features_5_9_norm1_bias" -> "1703 layer_norm_29" [label="(384,)", style=solid]; +"173 features_5_9_mlp_0_bias" -> "1712 linear_84" [label="(1536,)", style=solid]; +"174 features_5_9_mlp_3_bias" -> "1722 linear_85" [label="(384,)", style=solid]; +"175 features_5_9_norm2_weight" -> "1724 layer_norm_30" [label="(384,)", style=solid]; +"176 features_5_9_norm2_bias" -> "1724 layer_norm_30" [label="(384,)", style=solid]; +"177 features_5_10_attn_cpb_mlp_0_bias" -> "1732 linear_86" [label="(512,)", style=solid]; +"178 features_5_10_norm1_weight" -> "1794 layer_norm_31" [label="(384,)", style=solid]; +"179 features_5_10_norm1_bias" -> "1794 layer_norm_31" [label="(384,)", style=solid]; +"180 features_5_10_mlp_0_bias" -> "1803 linear_90" [label="(1536,)", style=solid]; +"181 features_5_10_mlp_3_bias" -> "1813 linear_91" [label="(384,)", style=solid]; +"182 features_5_10_norm2_weight" -> "1815 layer_norm_32" [label="(384,)", style=solid]; +"183 features_5_10_norm2_bias" -> "1815 layer_norm_32" [label="(384,)", style=solid]; +"184 features_5_11_attn_cpb_mlp_0_bias" -> "1823 linear_92" [label="(512,)", style=solid]; +"185 features_5_11_norm1_weight" -> "1903 layer_norm_33" [label="(384,)", style=solid]; +"186 features_5_11_norm1_bias" -> "1903 layer_norm_33" [label="(384,)", style=solid]; +"187 features_5_11_mlp_0_bias" -> "1912 linear_96" [label="(1536,)", style=solid]; +"188 features_5_11_mlp_3_bias" -> "1922 linear_97" [label="(384,)", style=solid]; +"189 features_5_11_norm2_weight" -> "1924 layer_norm_34" [label="(384,)", style=solid]; +"190 features_5_11_norm2_bias" -> "1924 layer_norm_34" [label="(384,)", style=solid]; +"191 features_5_12_attn_cpb_mlp_0_bias" -> "1932 linear_98" [label="(512,)", style=solid]; +"192 features_5_12_norm1_weight" -> "1994 layer_norm_35" [label="(384,)", style=solid]; +"193 features_5_12_norm1_bias" -> "1994 layer_norm_35" [label="(384,)", style=solid]; +"194 features_5_12_mlp_0_bias" -> "2003 linear_102" [label="(1536,)", style=solid]; +"195 features_5_12_mlp_3_bias" -> "2013 linear_103" [label="(384,)", style=solid]; +"196 features_5_12_norm2_weight" -> "2015 layer_norm_36" [label="(384,)", style=solid]; +"197 features_5_12_norm2_bias" -> "2015 layer_norm_36" [label="(384,)", style=solid]; +"198 features_5_13_attn_cpb_mlp_0_bias" -> "2023 linear_104" [label="(512,)", style=solid]; +"199 features_5_13_norm1_weight" -> "2103 layer_norm_37" [label="(384,)", style=solid]; +"200 features_5_13_norm1_bias" -> "2103 layer_norm_37" [label="(384,)", style=solid]; +"201 features_5_13_mlp_0_bias" -> "2112 linear_108" [label="(1536,)", style=solid]; +"202 features_5_13_mlp_3_bias" -> "2122 linear_109" [label="(384,)", style=solid]; +"203 features_5_13_norm2_weight" -> "2124 layer_norm_38" [label="(384,)", style=solid]; +"204 features_5_13_norm2_bias" -> "2124 layer_norm_38" [label="(384,)", style=solid]; +"205 features_5_14_attn_cpb_mlp_0_bias" -> "2132 linear_110" [label="(512,)", style=solid]; +"206 features_5_14_norm1_weight" -> "2194 layer_norm_39" [label="(384,)", style=solid]; +"207 features_5_14_norm1_bias" -> "2194 layer_norm_39" [label="(384,)", style=solid]; +"208 features_5_14_mlp_0_bias" -> "2203 linear_114" [label="(1536,)", style=solid]; +"209 features_5_14_mlp_3_bias" -> "2213 linear_115" [label="(384,)", style=solid]; +"210 features_5_14_norm2_weight" -> "2215 layer_norm_40" [label="(384,)", style=solid]; +"211 features_5_14_norm2_bias" -> "2215 layer_norm_40" [label="(384,)", style=solid]; +"212 features_5_15_attn_cpb_mlp_0_bias" -> "2223 linear_116" [label="(512,)", style=solid]; +"213 features_5_15_norm1_weight" -> "2303 layer_norm_41" [label="(384,)", style=solid]; +"214 features_5_15_norm1_bias" -> "2303 layer_norm_41" [label="(384,)", style=solid]; +"215 features_5_15_mlp_0_bias" -> "2312 linear_120" [label="(1536,)", style=solid]; +"216 features_5_15_mlp_3_bias" -> "2322 linear_121" [label="(384,)", style=solid]; +"217 features_5_15_norm2_weight" -> "2324 layer_norm_42" [label="(384,)", style=solid]; +"218 features_5_15_norm2_bias" -> "2324 layer_norm_42" [label="(384,)", style=solid]; +"219 features_5_16_attn_cpb_mlp_0_bias" -> "2332 linear_122" [label="(512,)", style=solid]; +"220 features_5_16_norm1_weight" -> "2394 layer_norm_43" [label="(384,)", style=solid]; +"221 features_5_16_norm1_bias" -> "2394 layer_norm_43" [label="(384,)", style=solid]; +"222 features_5_16_mlp_0_bias" -> "2403 linear_126" [label="(1536,)", style=solid]; +"223 features_5_16_mlp_3_bias" -> "2413 linear_127" [label="(384,)", style=solid]; +"224 features_5_16_norm2_weight" -> "2415 layer_norm_44" [label="(384,)", style=solid]; +"225 features_5_16_norm2_bias" -> "2415 layer_norm_44" [label="(384,)", style=solid]; +"226 features_5_17_attn_cpb_mlp_0_bias" -> "2423 linear_128" [label="(512,)", style=solid]; +"227 features_5_17_norm1_weight" -> "2503 layer_norm_45" [label="(384,)", style=solid]; +"228 features_5_17_norm1_bias" -> "2503 layer_norm_45" [label="(384,)", style=solid]; +"229 features_5_17_mlp_0_bias" -> "2512 linear_132" [label="(1536,)", style=solid]; +"230 features_5_17_mlp_3_bias" -> "2522 linear_133" [label="(384,)", style=solid]; +"231 features_5_17_norm2_weight" -> "2524 layer_norm_46" [label="(384,)", style=solid]; +"232 features_5_17_norm2_bias" -> "2524 layer_norm_46" [label="(384,)", style=solid]; +"233 features_6_norm_weight" -> "2548 layer_norm_47" [label="(768,)", style=solid]; +"234 features_6_norm_bias" -> "2548 layer_norm_47" [label="(768,)", style=solid]; +"235 features_7_0_attn_cpb_mlp_0_bias" -> "2555 linear_135" [label="(512,)", style=solid]; +"236 features_7_0_norm1_weight" -> "2617 layer_norm_48" [label="(768,)", style=solid]; +"237 features_7_0_norm1_bias" -> "2617 layer_norm_48" [label="(768,)", style=solid]; +"238 features_7_0_mlp_0_bias" -> "2626 linear_139" [label="(3072,)", style=solid]; +"239 features_7_0_mlp_3_bias" -> "2636 linear_140" [label="(768,)", style=solid]; +"240 features_7_0_norm2_weight" -> "2638 layer_norm_49" [label="(768,)", style=solid]; +"241 features_7_0_norm2_bias" -> "2638 layer_norm_49" [label="(768,)", style=solid]; +"242 features_7_1_attn_cpb_mlp_0_bias" -> "2646 linear_141" [label="(512,)", style=solid]; +"243 features_7_1_norm1_weight" -> "2708 layer_norm_50" [label="(768,)", style=solid]; +"244 features_7_1_norm1_bias" -> "2708 layer_norm_50" [label="(768,)", style=solid]; +"245 features_7_1_mlp_0_bias" -> "2717 linear_145" [label="(3072,)", style=solid]; +"246 features_7_1_mlp_3_bias" -> "2727 linear_146" [label="(768,)", style=solid]; +"247 features_7_1_norm2_weight" -> "2729 layer_norm_51" [label="(768,)", style=solid]; +"248 features_7_1_norm2_bias" -> "2729 layer_norm_51" [label="(768,)", style=solid]; +"249 norm_weight" -> "2731 layer_norm_52" [label="(768,)", style=solid]; +"250 norm_bias" -> "2731 layer_norm_52" [label="(768,)", style=solid]; +"251 head_bias" -> "2742 linear_147" [label="(1000,)", style=solid]; +"252 features_1_0_attn_relative_position_index" -> "303 index" [label="(4096,)", style=solid]; +"253 features_1_1_attn_relative_position_index" -> "391 index_1" [label="(4096,)", style=solid]; +"254 features_3_0_attn_relative_position_index" -> "520 index_2" [label="(4096,)", style=solid]; +"255 features_3_1_attn_relative_position_index" -> "611 index_3" [label="(4096,)", style=solid]; +"256 features_5_0_attn_relative_position_index" -> "743 index_4" [label="(4096,)", style=solid]; +"257 features_5_1_attn_relative_position_index" -> "834 index_5" [label="(4096,)", style=solid]; +"258 features_5_2_attn_relative_position_index" -> "943 index_6" [label="(4096,)", style=solid]; +"259 features_5_3_attn_relative_position_index" -> "1034 index_7" [label="(4096,)", style=solid]; +"260 features_5_4_attn_relative_position_index" -> "1143 index_8" [label="(4096,)", style=solid]; +"261 features_5_5_attn_relative_position_index" -> "1234 index_9" [label="(4096,)", style=solid]; +"262 features_5_6_attn_relative_position_index" -> "1343 index_10" [label="(4096,)", style=solid]; +"263 features_5_7_attn_relative_position_index" -> "1434 index_11" [label="(4096,)", style=solid]; +"264 features_5_8_attn_relative_position_index" -> "1543 index_12" [label="(4096,)", style=solid]; +"265 features_5_9_attn_relative_position_index" -> "1634 index_13" [label="(4096,)", style=solid]; +"266 features_5_10_attn_relative_position_index" -> "1743 index_14" [label="(4096,)", style=solid]; +"267 features_5_11_attn_relative_position_index" -> "1834 index_15" [label="(4096,)", style=solid]; +"268 features_5_12_attn_relative_position_index" -> "1943 index_16" [label="(4096,)", style=solid]; +"269 features_5_13_attn_relative_position_index" -> "2034 index_17" [label="(4096,)", style=solid]; +"270 features_5_14_attn_relative_position_index" -> "2143 index_18" [label="(4096,)", style=solid]; +"271 features_5_15_attn_relative_position_index" -> "2234 index_19" [label="(4096,)", style=solid]; +"272 features_5_16_attn_relative_position_index" -> "2343 index_20" [label="(4096,)", style=solid]; +"273 features_5_17_attn_relative_position_index" -> "2434 index_21" [label="(4096,)", style=solid]; +"274 features_7_0_attn_relative_position_index" -> "2566 index_22" [label="(4096,)", style=solid]; +"275 features_7_1_attn_relative_position_index" -> "2657 index_23" [label="(4096,)", style=solid]; +"276 x" -> "277 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"277 quantize_per_tensor_default" -> "278 dequantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"278 dequantize_per_tensor_default" -> "283 conv2d" [label="(1, 3, 224, 224)", style=solid]; +"279 conv2d_scale_0" -> "282 dequantize_per_channel_default" [label="(96,)", style=solid]; +"280 conv2d_zero_point_0" -> "282 dequantize_per_channel_default" [label="(96,)", style=solid]; +"281 _frozen_param0" -> "282 dequantize_per_channel_default" [label="(96, 3, 4, 4)", style=solid]; +"282 dequantize_per_channel_default" -> "283 conv2d" [label="(96, 3, 4, 4)", style=solid]; +"283 conv2d" -> "284 permute" [label="(1, 96, 56, 56)", style=solid]; +"284 permute" -> "285 layer_norm" [label="(1, 56, 56, 96)", style=solid]; +"285 layer_norm" -> "310 pad" [label="(1, 56, 56, 96)", style=solid]; +"285 layer_norm" -> "352 add_1" [label="(1, 56, 56, 96)", style=solid]; +"286 _frozen_param1" -> "287 dequantize_per_tensor_default_1" [label="(1, 15, 15, 2)", style=solid]; +"287 dequantize_per_tensor_default_1" -> "292 linear" [label="(1, 15, 15, 2)", style=solid]; +"288 linear_scale_0" -> "291 dequantize_per_channel_default_1" [label="(512,)", style=solid]; +"289 linear_zero_point_0" -> "291 dequantize_per_channel_default_1" [label="(512,)", style=solid]; +"290 _frozen_param2" -> "291 dequantize_per_channel_default_1" [label="(512, 2)", style=solid]; +"291 dequantize_per_channel_default_1" -> "292 linear" [label="(512, 2)", style=solid]; +"292 linear" -> "293 relu_" [label="(1, 15, 15, 512)", style=solid]; +"293 relu_" -> "294 relu__0_0_nncf_smooth_quant_0" [label="(1, 15, 15, 512)", style=solid]; +"294 relu__0_0_nncf_smooth_quant_0" -> "295 quantize_per_tensor_default_2" [label="(1, 15, 15, 512)", style=solid]; +"295 quantize_per_tensor_default_2" -> "296 dequantize_per_tensor_default_2" [label="(1, 15, 15, 512)", style=solid]; +"296 dequantize_per_tensor_default_2" -> "301 linear_1" [label="(1, 15, 15, 512)", style=solid]; +"297 linear_1_scale_0" -> "300 dequantize_per_channel_default_2" [label="(3,)", style=solid]; +"298 linear_1_zero_point_0" -> "300 dequantize_per_channel_default_2" [label="(3,)", style=solid]; +"299 _frozen_param3" -> "300 dequantize_per_channel_default_2" [label="(3, 512)", style=solid]; +"300 dequantize_per_channel_default_2" -> "301 linear_1" [label="(3, 512)", style=solid]; +"301 linear_1" -> "302 view" [label="(1, 15, 15, 3)", style=solid]; +"302 view" -> "303 index" [label="(225, 3)", style=solid]; +"303 index" -> "304 view_1" [label="(4096, 3)", style=solid]; +"304 view_1" -> "305 permute_1" [label="(64, 64, 3)", style=solid]; +"305 permute_1" -> "306 contiguous" [label="(3, 64, 64)", style=solid]; +"306 contiguous" -> "307 unsqueeze" [label="(3, 64, 64)", style=solid]; +"307 unsqueeze" -> "308 sigmoid" [label="(1, 3, 64, 64)", style=solid]; +"308 sigmoid" -> "309 mul" [label="(1, 3, 64, 64)", style=solid]; +"309 mul" -> "336 add" [label="(1, 3, 64, 64)", style=solid]; +"310 pad" -> "311 view_2" [label="(1, 56, 56, 96)", style=solid]; +"311 view_2" -> "312 permute_2" [label="(1, 7, 8, 7, 8, 96)", style=solid]; +"312 permute_2" -> "313 reshape" [label="(1, 7, 7, 8, 8, 96)", style=solid]; +"313 reshape" -> "316 reshape_0_0_nncf_smooth_quant_0" [label="(49, 64, 96)", style=solid]; +"314 clone" -> "317 linear_2" [label="(288,)", style=solid]; +"315 features_1_0_attn_qkv_weight_updated_constant0" -> "317 linear_2" [label="(288, 96)", style=solid]; +"316 reshape_0_0_nncf_smooth_quant_0" -> "317 linear_2" [label="(49, 64, 96)", style=solid]; +"317 linear_2" -> "318 reshape_1" [label="(49, 64, 288)", style=solid]; +"318 reshape_1" -> "319 permute_3" [label="(49, 64, 3, 3, 32)", style=solid]; +"319 permute_3" -> "320 select" [label="(3, 49, 3, 64, 32)", style=solid]; +"319 permute_3" -> "321 select_1" [label="(3, 49, 3, 64, 32)", style=solid]; +"319 permute_3" -> "322 select_2" [label="(3, 49, 3, 64, 32)", style=solid]; +"320 select" -> "323 linalg_vector_norm" [label="(49, 3, 64, 32)", style=solid]; +"320 select" -> "325 expand_as" [label="(49, 3, 64, 32)", style=solid]; +"320 select" -> "326 div" [label="(49, 3, 64, 32)", style=solid]; +"321 select_1" -> "327 linalg_vector_norm_1" [label="(49, 3, 64, 32)", style=solid]; +"321 select_1" -> "329 expand_as_1" [label="(49, 3, 64, 32)", style=solid]; +"321 select_1" -> "330 div_1" [label="(49, 3, 64, 32)", style=solid]; +"322 select_2" -> "339 matmul_1" [label="(49, 3, 64, 32)", style=solid]; +"323 linalg_vector_norm" -> "324 clamp_min" [label="(49, 3, 64, 1)", style=solid]; +"324 clamp_min" -> "325 expand_as" [label="(49, 3, 64, 1)", style=solid]; +"325 expand_as" -> "326 div" [label="(49, 3, 64, 32)", style=solid]; +"326 div" -> "332 matmul" [label="(49, 3, 64, 32)", style=solid]; +"327 linalg_vector_norm_1" -> "328 clamp_min_1" [label="(49, 3, 64, 1)", style=solid]; +"328 clamp_min_1" -> "329 expand_as_1" [label="(49, 3, 64, 1)", style=solid]; +"329 expand_as_1" -> "330 div_1" [label="(49, 3, 64, 32)", style=solid]; +"330 div_1" -> "331 transpose" [label="(49, 3, 64, 32)", style=solid]; +"331 transpose" -> "332 matmul" [label="(49, 3, 32, 64)", style=solid]; +"332 matmul" -> "335 mul_1" [label="(49, 3, 64, 64)", style=solid]; +"333 clamp" -> "334 exp" [label="(3, 1, 1)", style=solid]; +"334 exp" -> "335 mul_1" [label="(3, 1, 1)", style=solid]; +"335 mul_1" -> "336 add" [label="(49, 3, 64, 64)", style=solid]; +"336 add" -> "337 softmax" [label="(49, 3, 64, 64)", style=solid]; +"337 softmax" -> "338 dropout" [label="(49, 3, 64, 64)", style=solid]; +"338 dropout" -> "339 matmul_1" [label="(49, 3, 64, 64)", style=solid]; +"339 matmul_1" -> "340 transpose_1" [label="(49, 3, 64, 32)", style=solid]; +"340 transpose_1" -> "341 reshape_2" [label="(49, 64, 3, 32)", style=solid]; +"341 reshape_2" -> "343 reshape_2_0_0_nncf_smooth_quant_0" [label="(49, 64, 96)", style=solid]; +"342 features_1_0_attn_proj_weight_updated_constant0" -> "344 linear_3" [label="(96, 96)", style=solid]; +"343 reshape_2_0_0_nncf_smooth_quant_0" -> "344 linear_3" [label="(49, 64, 96)", style=solid]; +"344 linear_3" -> "345 dropout_1" [label="(49, 64, 96)", style=solid]; +"345 dropout_1" -> "346 view_3" [label="(49, 64, 96)", style=solid]; +"346 view_3" -> "347 permute_4" [label="(1, 7, 7, 8, 8, 96)", style=solid]; +"347 permute_4" -> "348 reshape_3" [label="(1, 7, 8, 7, 8, 96)", style=solid]; +"348 reshape_3" -> "349 slice_2" [label="(1, 56, 56, 96)", style=solid]; +"349 slice_2" -> "350 slice_3" [label="(1, 56, 56, 96)", style=solid]; +"350 slice_3" -> "351 layer_norm_1" [label="(1, 56, 56, 96)", style=solid]; +"351 layer_norm_1" -> "352 add_1" [label="(1, 56, 56, 96)", style=solid]; +"352 add_1" -> "353 add_1_0_0_nncf_smooth_quant_0" [label="(1, 56, 56, 96)", style=solid]; +"352 add_1" -> "373 add_2" [label="(1, 56, 56, 96)", style=solid]; +"353 add_1_0_0_nncf_smooth_quant_0" -> "354 quantize_per_tensor_default_3" [label="(1, 56, 56, 96)", style=solid]; +"354 quantize_per_tensor_default_3" -> "355 dequantize_per_tensor_default_3" [label="(1, 56, 56, 96)", style=solid]; +"355 dequantize_per_tensor_default_3" -> "360 linear_4" [label="(1, 56, 56, 96)", style=solid]; +"356 linear_4_scale_0" -> "359 dequantize_per_channel_default_3" [label="(384,)", style=solid]; +"357 linear_4_zero_point_0" -> "359 dequantize_per_channel_default_3" [label="(384,)", style=solid]; +"358 _frozen_param4" -> "359 dequantize_per_channel_default_3" [label="(384, 96)", style=solid]; +"359 dequantize_per_channel_default_3" -> "360 linear_4" [label="(384, 96)", style=solid]; +"360 linear_4" -> "361 gelu" [label="(1, 56, 56, 384)", style=solid]; +"361 gelu" -> "362 dropout_2" [label="(1, 56, 56, 384)", style=solid]; +"362 dropout_2" -> "363 dropout_2_0_0_nncf_smooth_quant_0" [label="(1, 56, 56, 384)", style=solid]; +"363 dropout_2_0_0_nncf_smooth_quant_0" -> "364 quantize_per_tensor_default_4" [label="(1, 56, 56, 384)", style=solid]; +"364 quantize_per_tensor_default_4" -> "365 dequantize_per_tensor_default_4" [label="(1, 56, 56, 384)", style=solid]; +"365 dequantize_per_tensor_default_4" -> "370 linear_5" [label="(1, 56, 56, 384)", style=solid]; +"366 linear_5_scale_0" -> "369 dequantize_per_channel_default_4" [label="(96,)", style=solid]; +"367 linear_5_zero_point_0" -> "369 dequantize_per_channel_default_4" [label="(96,)", style=solid]; +"368 _frozen_param5" -> "369 dequantize_per_channel_default_4" [label="(96, 384)", style=solid]; +"369 dequantize_per_channel_default_4" -> "370 linear_5" [label="(96, 384)", style=solid]; +"370 linear_5" -> "371 dropout_3" [label="(1, 56, 56, 96)", style=solid]; +"371 dropout_3" -> "372 layer_norm_2" [label="(1, 56, 56, 96)", style=solid]; +"372 layer_norm_2" -> "373 add_2" [label="(1, 56, 56, 96)", style=solid]; +"373 add_2" -> "398 pad_1" [label="(1, 56, 56, 96)", style=solid]; +"373 add_2" -> "458 add_5" [label="(1, 56, 56, 96)", style=solid]; +"374 _frozen_param6" -> "375 dequantize_per_tensor_default_5" [label="(1, 15, 15, 2)", style=solid]; +"375 dequantize_per_tensor_default_5" -> "380 linear_6" [label="(1, 15, 15, 2)", style=solid]; +"376 linear_6_scale_0" -> "379 dequantize_per_channel_default_5" [label="(512,)", style=solid]; +"377 linear_6_zero_point_0" -> "379 dequantize_per_channel_default_5" [label="(512,)", style=solid]; +"378 _frozen_param7" -> "379 dequantize_per_channel_default_5" [label="(512, 2)", style=solid]; +"379 dequantize_per_channel_default_5" -> "380 linear_6" [label="(512, 2)", style=solid]; +"380 linear_6" -> "381 relu__1" [label="(1, 15, 15, 512)", style=solid]; +"381 relu__1" -> "382 relu__1_0_0_nncf_smooth_quant_0" [label="(1, 15, 15, 512)", style=solid]; +"382 relu__1_0_0_nncf_smooth_quant_0" -> "383 quantize_per_tensor_default_6" [label="(1, 15, 15, 512)", style=solid]; +"383 quantize_per_tensor_default_6" -> "384 dequantize_per_tensor_default_6" [label="(1, 15, 15, 512)", style=solid]; +"384 dequantize_per_tensor_default_6" -> "389 linear_7" [label="(1, 15, 15, 512)", style=solid]; +"385 linear_7_scale_0" -> "388 dequantize_per_channel_default_6" [label="(3,)", style=solid]; +"386 linear_7_zero_point_0" -> "388 dequantize_per_channel_default_6" [label="(3,)", style=solid]; +"387 _frozen_param8" -> "388 dequantize_per_channel_default_6" [label="(3, 512)", style=solid]; +"388 dequantize_per_channel_default_6" -> "389 linear_7" [label="(3, 512)", style=solid]; +"389 linear_7" -> "390 view_4" [label="(1, 15, 15, 3)", style=solid]; +"390 view_4" -> "391 index_1" [label="(225, 3)", style=solid]; +"391 index_1" -> "392 view_5" [label="(4096, 3)", style=solid]; +"392 view_5" -> "393 permute_5" [label="(64, 64, 3)", style=solid]; +"393 permute_5" -> "394 contiguous_1" [label="(3, 64, 64)", style=solid]; +"394 contiguous_1" -> "395 unsqueeze_1" [label="(3, 64, 64)", style=solid]; +"395 unsqueeze_1" -> "396 sigmoid_1" [label="(1, 3, 64, 64)", style=solid]; +"396 sigmoid_1" -> "397 mul_2" [label="(1, 3, 64, 64)", style=solid]; +"397 mul_2" -> "425 add_3" [label="(1, 3, 64, 64)", style=solid]; +"398 pad_1" -> "399 roll" [label="(1, 56, 56, 96)", style=solid]; +"399 roll" -> "400 view_6" [label="(1, 56, 56, 96)", style=solid]; +"400 view_6" -> "401 permute_6" [label="(1, 7, 8, 7, 8, 96)", style=solid]; +"401 permute_6" -> "402 reshape_4" [label="(1, 7, 7, 8, 8, 96)", style=solid]; +"402 reshape_4" -> "405 reshape_4_0_0_nncf_smooth_quant_0" [label="(49, 64, 96)", style=solid]; +"402 reshape_4" -> "426 new_zeros" [label="(49, 64, 96)", style=solid]; +"403 clone_1" -> "406 linear_8" [label="(288,)", style=solid]; +"404 features_1_1_attn_qkv_weight_updated_constant0" -> "406 linear_8" [label="(288, 96)", style=solid]; +"405 reshape_4_0_0_nncf_smooth_quant_0" -> "406 linear_8" [label="(49, 64, 96)", style=solid]; +"406 linear_8" -> "407 reshape_5" [label="(49, 64, 288)", style=solid]; +"407 reshape_5" -> "408 permute_7" [label="(49, 64, 3, 3, 32)", style=solid]; +"408 permute_7" -> "409 select_3" [label="(3, 49, 3, 64, 32)", style=solid]; +"408 permute_7" -> "410 select_4" [label="(3, 49, 3, 64, 32)", style=solid]; +"408 permute_7" -> "411 select_5" [label="(3, 49, 3, 64, 32)", style=solid]; +"409 select_3" -> "412 linalg_vector_norm_2" [label="(49, 3, 64, 32)", style=solid]; +"409 select_3" -> "414 expand_as_2" [label="(49, 3, 64, 32)", style=solid]; +"409 select_3" -> "415 div_2" [label="(49, 3, 64, 32)", style=solid]; +"410 select_4" -> "416 linalg_vector_norm_3" [label="(49, 3, 64, 32)", style=solid]; +"410 select_4" -> "418 expand_as_3" [label="(49, 3, 64, 32)", style=solid]; +"410 select_4" -> "419 div_3" [label="(49, 3, 64, 32)", style=solid]; +"411 select_5" -> "444 matmul_3" [label="(49, 3, 64, 32)", style=solid]; +"412 linalg_vector_norm_2" -> "413 clamp_min_2" [label="(49, 3, 64, 1)", style=solid]; +"413 clamp_min_2" -> "414 expand_as_2" [label="(49, 3, 64, 1)", style=solid]; +"414 expand_as_2" -> "415 div_2" [label="(49, 3, 64, 32)", style=solid]; +"415 div_2" -> "421 matmul_2" [label="(49, 3, 64, 32)", style=solid]; +"416 linalg_vector_norm_3" -> "417 clamp_min_3" [label="(49, 3, 64, 1)", style=solid]; +"417 clamp_min_3" -> "418 expand_as_3" [label="(49, 3, 64, 1)", style=solid]; +"418 expand_as_3" -> "419 div_3" [label="(49, 3, 64, 32)", style=solid]; +"419 div_3" -> "420 transpose_2" [label="(49, 3, 64, 32)", style=solid]; +"420 transpose_2" -> "421 matmul_2" [label="(49, 3, 32, 64)", style=solid]; +"421 matmul_2" -> "424 mul_3" [label="(49, 3, 64, 64)", style=solid]; +"422 clamp_1" -> "423 exp_1" [label="(3, 1, 1)", style=solid]; +"423 exp_1" -> "424 mul_3" [label="(3, 1, 1)", style=solid]; +"424 mul_3" -> "425 add_3" [label="(49, 3, 64, 64)", style=solid]; +"425 add_3" -> "437 view_8" [label="(49, 3, 64, 64)", style=solid]; +"426 new_zeros" -> "427 view_7" [label="(56, 56)", style=solid]; +"427 view_7" -> "428 permute_8" [label="(7, 8, 7, 8)", style=solid]; +"428 permute_8" -> "429 reshape_6" [label="(7, 7, 8, 8)", style=solid]; +"429 reshape_6" -> "430 unsqueeze_2" [label="(49, 64)", style=solid]; +"429 reshape_6" -> "431 unsqueeze_3" [label="(49, 64)", style=solid]; +"430 unsqueeze_2" -> "432 sub" [label="(49, 1, 64)", style=solid]; +"431 unsqueeze_3" -> "432 sub" [label="(49, 64, 1)", style=solid]; +"432 sub" -> "433 ne" [label="(49, 64, 64)", style=solid]; +"432 sub" -> "434 masked_fill" [label="(49, 64, 64)", style=solid]; +"432 sub" -> "435 eq" [label="(49, 64, 64)", style=solid]; +"433 ne" -> "434 masked_fill" [label="(49, 64, 64)", style=solid]; +"434 masked_fill" -> "436 masked_fill_1" [label="(49, 64, 64)", style=solid]; +"435 eq" -> "436 masked_fill_1" [label="(49, 64, 64)", style=solid]; +"436 masked_fill_1" -> "438 unsqueeze_4" [label="(49, 64, 64)", style=solid]; +"437 view_8" -> "440 add_4" [label="(1, 49, 3, 64, 64)", style=solid]; +"438 unsqueeze_4" -> "439 unsqueeze_5" [label="(49, 1, 64, 64)", style=solid]; +"439 unsqueeze_5" -> "440 add_4" [label="(1, 49, 1, 64, 64)", style=solid]; +"440 add_4" -> "441 view_9" [label="(1, 49, 3, 64, 64)", style=solid]; +"441 view_9" -> "442 softmax_1" [label="(49, 3, 64, 64)", style=solid]; +"442 softmax_1" -> "443 dropout_4" [label="(49, 3, 64, 64)", style=solid]; +"443 dropout_4" -> "444 matmul_3" [label="(49, 3, 64, 64)", style=solid]; +"444 matmul_3" -> "445 transpose_3" [label="(49, 3, 64, 32)", style=solid]; +"445 transpose_3" -> "446 reshape_7" [label="(49, 64, 3, 32)", style=solid]; +"446 reshape_7" -> "448 reshape_7_0_0_nncf_smooth_quant_0" [label="(49, 64, 96)", style=solid]; +"447 features_1_1_attn_proj_weight_updated_constant0" -> "449 linear_9" [label="(96, 96)", style=solid]; +"448 reshape_7_0_0_nncf_smooth_quant_0" -> "449 linear_9" [label="(49, 64, 96)", style=solid]; +"449 linear_9" -> "450 dropout_5" [label="(49, 64, 96)", style=solid]; +"450 dropout_5" -> "451 view_10" [label="(49, 64, 96)", style=solid]; +"451 view_10" -> "452 permute_9" [label="(1, 7, 7, 8, 8, 96)", style=solid]; +"452 permute_9" -> "453 reshape_8" [label="(1, 7, 8, 7, 8, 96)", style=solid]; +"453 reshape_8" -> "454 roll_1" [label="(1, 56, 56, 96)", style=solid]; +"454 roll_1" -> "455 slice_23" [label="(1, 56, 56, 96)", style=solid]; +"455 slice_23" -> "456 slice_24" [label="(1, 56, 56, 96)", style=solid]; +"456 slice_24" -> "457 layer_norm_3" [label="(1, 56, 56, 96)", style=solid]; +"457 layer_norm_3" -> "458 add_5" [label="(1, 56, 56, 96)", style=solid]; +"458 add_5" -> "459 add_5_0_0_nncf_smooth_quant_0" [label="(1, 56, 56, 96)", style=solid]; +"458 add_5" -> "479 add_6" [label="(1, 56, 56, 96)", style=solid]; +"459 add_5_0_0_nncf_smooth_quant_0" -> "460 quantize_per_tensor_default_7" [label="(1, 56, 56, 96)", style=solid]; +"460 quantize_per_tensor_default_7" -> "461 dequantize_per_tensor_default_7" [label="(1, 56, 56, 96)", style=solid]; +"461 dequantize_per_tensor_default_7" -> "466 linear_10" [label="(1, 56, 56, 96)", style=solid]; +"462 linear_10_scale_0" -> "465 dequantize_per_channel_default_7" [label="(384,)", style=solid]; +"463 linear_10_zero_point_0" -> "465 dequantize_per_channel_default_7" [label="(384,)", style=solid]; +"464 _frozen_param9" -> "465 dequantize_per_channel_default_7" [label="(384, 96)", style=solid]; +"465 dequantize_per_channel_default_7" -> "466 linear_10" [label="(384, 96)", style=solid]; +"466 linear_10" -> "467 gelu_1" [label="(1, 56, 56, 384)", style=solid]; +"467 gelu_1" -> "468 dropout_6" [label="(1, 56, 56, 384)", style=solid]; +"468 dropout_6" -> "469 dropout_6_0_0_nncf_smooth_quant_0" [label="(1, 56, 56, 384)", style=solid]; +"469 dropout_6_0_0_nncf_smooth_quant_0" -> "470 quantize_per_tensor_default_8" [label="(1, 56, 56, 384)", style=solid]; +"470 quantize_per_tensor_default_8" -> "471 dequantize_per_tensor_default_8" [label="(1, 56, 56, 384)", style=solid]; +"471 dequantize_per_tensor_default_8" -> "476 linear_11" [label="(1, 56, 56, 384)", style=solid]; +"472 linear_11_scale_0" -> "475 dequantize_per_channel_default_8" [label="(96,)", style=solid]; +"473 linear_11_zero_point_0" -> "475 dequantize_per_channel_default_8" [label="(96,)", style=solid]; +"474 _frozen_param10" -> "475 dequantize_per_channel_default_8" [label="(96, 384)", style=solid]; +"475 dequantize_per_channel_default_8" -> "476 linear_11" [label="(96, 384)", style=solid]; +"476 linear_11" -> "477 dropout_7" [label="(1, 56, 56, 96)", style=solid]; +"477 dropout_7" -> "478 layer_norm_4" [label="(1, 56, 56, 96)", style=solid]; +"478 layer_norm_4" -> "479 add_6" [label="(1, 56, 56, 96)", style=solid]; +"479 add_6" -> "480 pad_2" [label="(1, 56, 56, 96)", style=solid]; +"480 pad_2" -> "481 slice_25" [label="(1, 56, 56, 96)", style=solid]; +"480 pad_2" -> "484 slice_28" [label="(1, 56, 56, 96)", style=solid]; +"480 pad_2" -> "487 slice_31" [label="(1, 56, 56, 96)", style=solid]; +"480 pad_2" -> "490 slice_34" [label="(1, 56, 56, 96)", style=solid]; +"481 slice_25" -> "482 slice_26" [label="(1, 28, 56, 96)", style=solid]; +"482 slice_26" -> "483 slice_27" [label="(1, 28, 28, 96)", style=solid]; +"483 slice_27" -> "493 cat" [label="(1, 28, 28, 96)", style=solid]; +"484 slice_28" -> "485 slice_29" [label="(1, 28, 56, 96)", style=solid]; +"485 slice_29" -> "486 slice_30" [label="(1, 28, 28, 96)", style=solid]; +"486 slice_30" -> "493 cat" [label="(1, 28, 28, 96)", style=solid]; +"487 slice_31" -> "488 slice_32" [label="(1, 28, 56, 96)", style=solid]; +"488 slice_32" -> "489 slice_33" [label="(1, 28, 28, 96)", style=solid]; +"489 slice_33" -> "493 cat" [label="(1, 28, 28, 96)", style=solid]; +"490 slice_34" -> "491 slice_35" [label="(1, 28, 56, 96)", style=solid]; +"491 slice_35" -> "492 slice_36" [label="(1, 28, 28, 96)", style=solid]; +"492 slice_36" -> "493 cat" [label="(1, 28, 28, 96)", style=solid]; +"493 cat" -> "494 cat_0_0_nncf_smooth_quant_0" [label="(1, 28, 28, 384)", style=solid]; +"494 cat_0_0_nncf_smooth_quant_0" -> "495 quantize_per_tensor_default_9" [label="(1, 28, 28, 384)", style=solid]; +"495 quantize_per_tensor_default_9" -> "496 dequantize_per_tensor_default_9" [label="(1, 28, 28, 384)", style=solid]; +"496 dequantize_per_tensor_default_9" -> "501 linear_12" [label="(1, 28, 28, 384)", style=solid]; +"497 linear_12_scale_0" -> "500 dequantize_per_channel_default_9" [label="(192,)", style=solid]; +"498 linear_12_zero_point_0" -> "500 dequantize_per_channel_default_9" [label="(192,)", style=solid]; +"499 _frozen_param11" -> "500 dequantize_per_channel_default_9" [label="(192, 384)", style=solid]; +"500 dequantize_per_channel_default_9" -> "501 linear_12" [label="(192, 384)", style=solid]; +"501 linear_12" -> "502 layer_norm_5" [label="(1, 28, 28, 192)", style=solid]; +"502 layer_norm_5" -> "527 pad_3" [label="(1, 28, 28, 192)", style=solid]; +"502 layer_norm_5" -> "572 add_8" [label="(1, 28, 28, 192)", style=solid]; +"503 _frozen_param12" -> "504 dequantize_per_tensor_default_10" [label="(1, 15, 15, 2)", style=solid]; +"504 dequantize_per_tensor_default_10" -> "509 linear_13" [label="(1, 15, 15, 2)", style=solid]; +"505 linear_13_scale_0" -> "508 dequantize_per_channel_default_10" [label="(512,)", style=solid]; +"506 linear_13_zero_point_0" -> "508 dequantize_per_channel_default_10" [label="(512,)", style=solid]; +"507 _frozen_param13" -> "508 dequantize_per_channel_default_10" [label="(512, 2)", style=solid]; +"508 dequantize_per_channel_default_10" -> "509 linear_13" [label="(512, 2)", style=solid]; +"509 linear_13" -> "510 relu__2" [label="(1, 15, 15, 512)", style=solid]; +"510 relu__2" -> "511 relu__2_0_0_nncf_smooth_quant_0" [label="(1, 15, 15, 512)", style=solid]; +"511 relu__2_0_0_nncf_smooth_quant_0" -> "512 quantize_per_tensor_default_11" [label="(1, 15, 15, 512)", style=solid]; +"512 quantize_per_tensor_default_11" -> "513 dequantize_per_tensor_default_11" [label="(1, 15, 15, 512)", style=solid]; +"513 dequantize_per_tensor_default_11" -> "518 linear_14" [label="(1, 15, 15, 512)", style=solid]; +"514 linear_14_scale_0" -> "517 dequantize_per_channel_default_11" [label="(6,)", style=solid]; +"515 linear_14_zero_point_0" -> "517 dequantize_per_channel_default_11" [label="(6,)", style=solid]; +"516 _frozen_param14" -> "517 dequantize_per_channel_default_11" [label="(6, 512)", style=solid]; +"517 dequantize_per_channel_default_11" -> "518 linear_14" [label="(6, 512)", style=solid]; +"518 linear_14" -> "519 view_11" [label="(1, 15, 15, 6)", style=solid]; +"519 view_11" -> "520 index_2" [label="(225, 6)", style=solid]; +"520 index_2" -> "521 view_12" [label="(4096, 6)", style=solid]; +"521 view_12" -> "522 permute_10" [label="(64, 64, 6)", style=solid]; +"522 permute_10" -> "523 contiguous_2" [label="(6, 64, 64)", style=solid]; +"523 contiguous_2" -> "524 unsqueeze_6" [label="(6, 64, 64)", style=solid]; +"524 unsqueeze_6" -> "525 sigmoid_2" [label="(1, 6, 64, 64)", style=solid]; +"525 sigmoid_2" -> "526 mul_4" [label="(1, 6, 64, 64)", style=solid]; +"526 mul_4" -> "553 add_7" [label="(1, 6, 64, 64)", style=solid]; +"527 pad_3" -> "528 view_13" [label="(1, 32, 32, 192)", style=solid]; +"528 view_13" -> "529 permute_11" [label="(1, 4, 8, 4, 8, 192)", style=solid]; +"529 permute_11" -> "530 reshape_9" [label="(1, 4, 4, 8, 8, 192)", style=solid]; +"530 reshape_9" -> "533 reshape_9_0_0_nncf_smooth_quant_0" [label="(16, 64, 192)", style=solid]; +"531 clone_2" -> "534 linear_15" [label="(576,)", style=solid]; +"532 features_3_0_attn_qkv_weight_updated_constant0" -> "534 linear_15" [label="(576, 192)", style=solid]; +"533 reshape_9_0_0_nncf_smooth_quant_0" -> "534 linear_15" [label="(16, 64, 192)", style=solid]; +"534 linear_15" -> "535 reshape_10" [label="(16, 64, 576)", style=solid]; +"535 reshape_10" -> "536 permute_12" [label="(16, 64, 3, 6, 32)", style=solid]; +"536 permute_12" -> "537 select_6" [label="(3, 16, 6, 64, 32)", style=solid]; +"536 permute_12" -> "538 select_7" [label="(3, 16, 6, 64, 32)", style=solid]; +"536 permute_12" -> "539 select_8" [label="(3, 16, 6, 64, 32)", style=solid]; +"537 select_6" -> "540 linalg_vector_norm_4" [label="(16, 6, 64, 32)", style=solid]; +"537 select_6" -> "542 expand_as_4" [label="(16, 6, 64, 32)", style=solid]; +"537 select_6" -> "543 div_4" [label="(16, 6, 64, 32)", style=solid]; +"538 select_7" -> "544 linalg_vector_norm_5" [label="(16, 6, 64, 32)", style=solid]; +"538 select_7" -> "546 expand_as_5" [label="(16, 6, 64, 32)", style=solid]; +"538 select_7" -> "547 div_5" [label="(16, 6, 64, 32)", style=solid]; +"539 select_8" -> "556 matmul_5" [label="(16, 6, 64, 32)", style=solid]; +"540 linalg_vector_norm_4" -> "541 clamp_min_4" [label="(16, 6, 64, 1)", style=solid]; +"541 clamp_min_4" -> "542 expand_as_4" [label="(16, 6, 64, 1)", style=solid]; +"542 expand_as_4" -> "543 div_4" [label="(16, 6, 64, 32)", style=solid]; +"543 div_4" -> "549 matmul_4" [label="(16, 6, 64, 32)", style=solid]; +"544 linalg_vector_norm_5" -> "545 clamp_min_5" [label="(16, 6, 64, 1)", style=solid]; +"545 clamp_min_5" -> "546 expand_as_5" [label="(16, 6, 64, 1)", style=solid]; +"546 expand_as_5" -> "547 div_5" [label="(16, 6, 64, 32)", style=solid]; +"547 div_5" -> "548 transpose_4" [label="(16, 6, 64, 32)", style=solid]; +"548 transpose_4" -> "549 matmul_4" [label="(16, 6, 32, 64)", style=solid]; +"549 matmul_4" -> "552 mul_5" [label="(16, 6, 64, 64)", style=solid]; +"550 clamp_2" -> "551 exp_2" [label="(6, 1, 1)", style=solid]; +"551 exp_2" -> "552 mul_5" [label="(6, 1, 1)", style=solid]; +"552 mul_5" -> "553 add_7" [label="(16, 6, 64, 64)", style=solid]; +"553 add_7" -> "554 softmax_2" [label="(16, 6, 64, 64)", style=solid]; +"554 softmax_2" -> "555 dropout_8" [label="(16, 6, 64, 64)", style=solid]; +"555 dropout_8" -> "556 matmul_5" [label="(16, 6, 64, 64)", style=solid]; +"556 matmul_5" -> "557 transpose_5" [label="(16, 6, 64, 32)", style=solid]; +"557 transpose_5" -> "558 reshape_11" [label="(16, 64, 6, 32)", style=solid]; +"558 reshape_11" -> "560 reshape_11_0_0_nncf_smooth_quant_0" [label="(16, 64, 192)", style=solid]; +"559 features_3_0_attn_proj_weight_updated_constant0" -> "561 linear_16" [label="(192, 192)", style=solid]; +"560 reshape_11_0_0_nncf_smooth_quant_0" -> "561 linear_16" [label="(16, 64, 192)", style=solid]; +"561 linear_16" -> "562 dropout_9" [label="(16, 64, 192)", style=solid]; +"562 dropout_9" -> "563 view_14" [label="(16, 64, 192)", style=solid]; +"563 view_14" -> "564 permute_13" [label="(1, 4, 4, 8, 8, 192)", style=solid]; +"564 permute_13" -> "565 reshape_12" [label="(1, 4, 8, 4, 8, 192)", style=solid]; +"565 reshape_12" -> "566 slice_38" [label="(1, 32, 32, 192)", style=solid]; +"566 slice_38" -> "567 slice_39" [label="(1, 32, 32, 192)", style=solid]; +"567 slice_39" -> "568 slice_40" [label="(1, 28, 32, 192)", style=solid]; +"568 slice_40" -> "569 slice_41" [label="(1, 28, 28, 192)", style=solid]; +"569 slice_41" -> "570 contiguous_3" [label="(1, 28, 28, 192)", style=solid]; +"570 contiguous_3" -> "571 layer_norm_6" [label="(1, 28, 28, 192)", style=solid]; +"571 layer_norm_6" -> "572 add_8" [label="(1, 28, 28, 192)", style=solid]; +"572 add_8" -> "573 add_8_0_0_nncf_smooth_quant_0" [label="(1, 28, 28, 192)", style=solid]; +"572 add_8" -> "593 add_9" [label="(1, 28, 28, 192)", style=solid]; +"573 add_8_0_0_nncf_smooth_quant_0" -> "574 quantize_per_tensor_default_12" [label="(1, 28, 28, 192)", style=solid]; +"574 quantize_per_tensor_default_12" -> "575 dequantize_per_tensor_default_12" [label="(1, 28, 28, 192)", style=solid]; +"575 dequantize_per_tensor_default_12" -> "580 linear_17" [label="(1, 28, 28, 192)", style=solid]; +"576 linear_17_scale_0" -> "579 dequantize_per_channel_default_12" [label="(768,)", style=solid]; +"577 linear_17_zero_point_0" -> "579 dequantize_per_channel_default_12" [label="(768,)", style=solid]; +"578 _frozen_param15" -> "579 dequantize_per_channel_default_12" [label="(768, 192)", style=solid]; +"579 dequantize_per_channel_default_12" -> "580 linear_17" [label="(768, 192)", style=solid]; +"580 linear_17" -> "581 gelu_2" [label="(1, 28, 28, 768)", style=solid]; +"581 gelu_2" -> "582 dropout_10" [label="(1, 28, 28, 768)", style=solid]; +"582 dropout_10" -> "583 dropout_10_0_0_nncf_smooth_quant_0" [label="(1, 28, 28, 768)", style=solid]; +"583 dropout_10_0_0_nncf_smooth_quant_0" -> "584 quantize_per_tensor_default_13" [label="(1, 28, 28, 768)", style=solid]; +"584 quantize_per_tensor_default_13" -> "585 dequantize_per_tensor_default_13" [label="(1, 28, 28, 768)", style=solid]; +"585 dequantize_per_tensor_default_13" -> "590 linear_18" [label="(1, 28, 28, 768)", style=solid]; +"586 linear_18_scale_0" -> "589 dequantize_per_channel_default_13" [label="(192,)", style=solid]; +"587 linear_18_zero_point_0" -> "589 dequantize_per_channel_default_13" [label="(192,)", style=solid]; +"588 _frozen_param16" -> "589 dequantize_per_channel_default_13" [label="(192, 768)", style=solid]; +"589 dequantize_per_channel_default_13" -> "590 linear_18" [label="(192, 768)", style=solid]; +"590 linear_18" -> "591 dropout_11" [label="(1, 28, 28, 192)", style=solid]; +"591 dropout_11" -> "592 layer_norm_7" [label="(1, 28, 28, 192)", style=solid]; +"592 layer_norm_7" -> "593 add_9" [label="(1, 28, 28, 192)", style=solid]; +"593 add_9" -> "618 pad_4" [label="(1, 28, 28, 192)", style=solid]; +"593 add_9" -> "681 add_12" [label="(1, 28, 28, 192)", style=solid]; +"594 _frozen_param17" -> "595 dequantize_per_tensor_default_14" [label="(1, 15, 15, 2)", style=solid]; +"595 dequantize_per_tensor_default_14" -> "600 linear_19" [label="(1, 15, 15, 2)", style=solid]; +"596 linear_19_scale_0" -> "599 dequantize_per_channel_default_14" [label="(512,)", style=solid]; +"597 linear_19_zero_point_0" -> "599 dequantize_per_channel_default_14" [label="(512,)", style=solid]; +"598 _frozen_param18" -> "599 dequantize_per_channel_default_14" [label="(512, 2)", style=solid]; +"599 dequantize_per_channel_default_14" -> "600 linear_19" [label="(512, 2)", style=solid]; +"600 linear_19" -> "601 relu__3" [label="(1, 15, 15, 512)", style=solid]; +"601 relu__3" -> "602 relu__3_0_0_nncf_smooth_quant_0" [label="(1, 15, 15, 512)", style=solid]; +"602 relu__3_0_0_nncf_smooth_quant_0" -> "603 quantize_per_tensor_default_15" [label="(1, 15, 15, 512)", style=solid]; +"603 quantize_per_tensor_default_15" -> "604 dequantize_per_tensor_default_15" [label="(1, 15, 15, 512)", style=solid]; +"604 dequantize_per_tensor_default_15" -> "609 linear_20" [label="(1, 15, 15, 512)", style=solid]; +"605 linear_20_scale_0" -> "608 dequantize_per_channel_default_15" [label="(6,)", style=solid]; +"606 linear_20_zero_point_0" -> "608 dequantize_per_channel_default_15" [label="(6,)", style=solid]; +"607 _frozen_param19" -> "608 dequantize_per_channel_default_15" [label="(6, 512)", style=solid]; +"608 dequantize_per_channel_default_15" -> "609 linear_20" [label="(6, 512)", style=solid]; +"609 linear_20" -> "610 view_15" [label="(1, 15, 15, 6)", style=solid]; +"610 view_15" -> "611 index_3" [label="(225, 6)", style=solid]; +"611 index_3" -> "612 view_16" [label="(4096, 6)", style=solid]; +"612 view_16" -> "613 permute_14" [label="(64, 64, 6)", style=solid]; +"613 permute_14" -> "614 contiguous_4" [label="(6, 64, 64)", style=solid]; +"614 contiguous_4" -> "615 unsqueeze_7" [label="(6, 64, 64)", style=solid]; +"615 unsqueeze_7" -> "616 sigmoid_3" [label="(1, 6, 64, 64)", style=solid]; +"616 sigmoid_3" -> "617 mul_6" [label="(1, 6, 64, 64)", style=solid]; +"617 mul_6" -> "645 add_10" [label="(1, 6, 64, 64)", style=solid]; +"618 pad_4" -> "619 roll_2" [label="(1, 32, 32, 192)", style=solid]; +"619 roll_2" -> "620 view_17" [label="(1, 32, 32, 192)", style=solid]; +"620 view_17" -> "621 permute_15" [label="(1, 4, 8, 4, 8, 192)", style=solid]; +"621 permute_15" -> "622 reshape_13" [label="(1, 4, 4, 8, 8, 192)", style=solid]; +"622 reshape_13" -> "625 reshape_13_0_0_nncf_smooth_quant_0" [label="(16, 64, 192)", style=solid]; +"622 reshape_13" -> "646 new_zeros_1" [label="(16, 64, 192)", style=solid]; +"623 clone_3" -> "626 linear_21" [label="(576,)", style=solid]; +"624 features_3_1_attn_qkv_weight_updated_constant0" -> "626 linear_21" [label="(576, 192)", style=solid]; +"625 reshape_13_0_0_nncf_smooth_quant_0" -> "626 linear_21" [label="(16, 64, 192)", style=solid]; +"626 linear_21" -> "627 reshape_14" [label="(16, 64, 576)", style=solid]; +"627 reshape_14" -> "628 permute_16" [label="(16, 64, 3, 6, 32)", style=solid]; +"628 permute_16" -> "629 select_9" [label="(3, 16, 6, 64, 32)", style=solid]; +"628 permute_16" -> "630 select_10" [label="(3, 16, 6, 64, 32)", style=solid]; +"628 permute_16" -> "631 select_11" [label="(3, 16, 6, 64, 32)", style=solid]; +"629 select_9" -> "632 linalg_vector_norm_6" [label="(16, 6, 64, 32)", style=solid]; +"629 select_9" -> "634 expand_as_6" [label="(16, 6, 64, 32)", style=solid]; +"629 select_9" -> "635 div_6" [label="(16, 6, 64, 32)", style=solid]; +"630 select_10" -> "636 linalg_vector_norm_7" [label="(16, 6, 64, 32)", style=solid]; +"630 select_10" -> "638 expand_as_7" [label="(16, 6, 64, 32)", style=solid]; +"630 select_10" -> "639 div_7" [label="(16, 6, 64, 32)", style=solid]; +"631 select_11" -> "664 matmul_7" [label="(16, 6, 64, 32)", style=solid]; +"632 linalg_vector_norm_6" -> "633 clamp_min_6" [label="(16, 6, 64, 1)", style=solid]; +"633 clamp_min_6" -> "634 expand_as_6" [label="(16, 6, 64, 1)", style=solid]; +"634 expand_as_6" -> "635 div_6" [label="(16, 6, 64, 32)", style=solid]; +"635 div_6" -> "641 matmul_6" [label="(16, 6, 64, 32)", style=solid]; +"636 linalg_vector_norm_7" -> "637 clamp_min_7" [label="(16, 6, 64, 1)", style=solid]; +"637 clamp_min_7" -> "638 expand_as_7" [label="(16, 6, 64, 1)", style=solid]; +"638 expand_as_7" -> "639 div_7" [label="(16, 6, 64, 32)", style=solid]; +"639 div_7" -> "640 transpose_6" [label="(16, 6, 64, 32)", style=solid]; +"640 transpose_6" -> "641 matmul_6" [label="(16, 6, 32, 64)", style=solid]; +"641 matmul_6" -> "644 mul_7" [label="(16, 6, 64, 64)", style=solid]; +"642 clamp_3" -> "643 exp_3" [label="(6, 1, 1)", style=solid]; +"643 exp_3" -> "644 mul_7" [label="(6, 1, 1)", style=solid]; +"644 mul_7" -> "645 add_10" [label="(16, 6, 64, 64)", style=solid]; +"645 add_10" -> "657 view_19" [label="(16, 6, 64, 64)", style=solid]; +"646 new_zeros_1" -> "647 view_18" [label="(32, 32)", style=solid]; +"647 view_18" -> "648 permute_17" [label="(4, 8, 4, 8)", style=solid]; +"648 permute_17" -> "649 reshape_15" [label="(4, 4, 8, 8)", style=solid]; +"649 reshape_15" -> "650 unsqueeze_8" [label="(16, 64)", style=solid]; +"649 reshape_15" -> "651 unsqueeze_9" [label="(16, 64)", style=solid]; +"650 unsqueeze_8" -> "652 sub_1" [label="(16, 1, 64)", style=solid]; +"651 unsqueeze_9" -> "652 sub_1" [label="(16, 64, 1)", style=solid]; +"652 sub_1" -> "653 ne_1" [label="(16, 64, 64)", style=solid]; +"652 sub_1" -> "654 masked_fill_2" [label="(16, 64, 64)", style=solid]; +"652 sub_1" -> "655 eq_1" [label="(16, 64, 64)", style=solid]; +"653 ne_1" -> "654 masked_fill_2" [label="(16, 64, 64)", style=solid]; +"654 masked_fill_2" -> "656 masked_fill_3" [label="(16, 64, 64)", style=solid]; +"655 eq_1" -> "656 masked_fill_3" [label="(16, 64, 64)", style=solid]; +"656 masked_fill_3" -> "658 unsqueeze_10" [label="(16, 64, 64)", style=solid]; +"657 view_19" -> "660 add_11" [label="(1, 16, 6, 64, 64)", style=solid]; +"658 unsqueeze_10" -> "659 unsqueeze_11" [label="(16, 1, 64, 64)", style=solid]; +"659 unsqueeze_11" -> "660 add_11" [label="(1, 16, 1, 64, 64)", style=solid]; +"660 add_11" -> "661 view_20" [label="(1, 16, 6, 64, 64)", style=solid]; +"661 view_20" -> "662 softmax_3" [label="(16, 6, 64, 64)", style=solid]; +"662 softmax_3" -> "663 dropout_12" [label="(16, 6, 64, 64)", style=solid]; +"663 dropout_12" -> "664 matmul_7" [label="(16, 6, 64, 64)", style=solid]; +"664 matmul_7" -> "665 transpose_7" [label="(16, 6, 64, 32)", style=solid]; +"665 transpose_7" -> "666 reshape_16" [label="(16, 64, 6, 32)", style=solid]; +"666 reshape_16" -> "668 reshape_16_0_0_nncf_smooth_quant_0" [label="(16, 64, 192)", style=solid]; +"667 features_3_1_attn_proj_weight_updated_constant0" -> "669 linear_22" [label="(192, 192)", style=solid]; +"668 reshape_16_0_0_nncf_smooth_quant_0" -> "669 linear_22" [label="(16, 64, 192)", style=solid]; +"669 linear_22" -> "670 dropout_13" [label="(16, 64, 192)", style=solid]; +"670 dropout_13" -> "671 view_21" [label="(16, 64, 192)", style=solid]; +"671 view_21" -> "672 permute_18" [label="(1, 4, 4, 8, 8, 192)", style=solid]; +"672 permute_18" -> "673 reshape_17" [label="(1, 4, 8, 4, 8, 192)", style=solid]; +"673 reshape_17" -> "674 roll_3" [label="(1, 32, 32, 192)", style=solid]; +"674 roll_3" -> "675 slice_61" [label="(1, 32, 32, 192)", style=solid]; +"675 slice_61" -> "676 slice_62" [label="(1, 32, 32, 192)", style=solid]; +"676 slice_62" -> "677 slice_63" [label="(1, 28, 32, 192)", style=solid]; +"677 slice_63" -> "678 slice_64" [label="(1, 28, 28, 192)", style=solid]; +"678 slice_64" -> "679 contiguous_5" [label="(1, 28, 28, 192)", style=solid]; +"679 contiguous_5" -> "680 layer_norm_8" [label="(1, 28, 28, 192)", style=solid]; +"680 layer_norm_8" -> "681 add_12" [label="(1, 28, 28, 192)", style=solid]; +"681 add_12" -> "682 add_12_0_0_nncf_smooth_quant_0" [label="(1, 28, 28, 192)", style=solid]; +"681 add_12" -> "702 add_13" [label="(1, 28, 28, 192)", style=solid]; +"682 add_12_0_0_nncf_smooth_quant_0" -> "683 quantize_per_tensor_default_16" [label="(1, 28, 28, 192)", style=solid]; +"683 quantize_per_tensor_default_16" -> "684 dequantize_per_tensor_default_16" [label="(1, 28, 28, 192)", style=solid]; +"684 dequantize_per_tensor_default_16" -> "689 linear_23" [label="(1, 28, 28, 192)", style=solid]; +"685 linear_23_scale_0" -> "688 dequantize_per_channel_default_16" [label="(768,)", style=solid]; +"686 linear_23_zero_point_0" -> "688 dequantize_per_channel_default_16" [label="(768,)", style=solid]; +"687 _frozen_param20" -> "688 dequantize_per_channel_default_16" [label="(768, 192)", style=solid]; +"688 dequantize_per_channel_default_16" -> "689 linear_23" [label="(768, 192)", style=solid]; +"689 linear_23" -> "690 gelu_3" [label="(1, 28, 28, 768)", style=solid]; +"690 gelu_3" -> "691 dropout_14" [label="(1, 28, 28, 768)", style=solid]; +"691 dropout_14" -> "692 dropout_14_0_0_nncf_smooth_quant_0" [label="(1, 28, 28, 768)", style=solid]; +"692 dropout_14_0_0_nncf_smooth_quant_0" -> "693 quantize_per_tensor_default_17" [label="(1, 28, 28, 768)", style=solid]; +"693 quantize_per_tensor_default_17" -> "694 dequantize_per_tensor_default_17" [label="(1, 28, 28, 768)", style=solid]; +"694 dequantize_per_tensor_default_17" -> "699 linear_24" [label="(1, 28, 28, 768)", style=solid]; +"695 linear_24_scale_0" -> "698 dequantize_per_channel_default_17" [label="(192,)", style=solid]; +"696 linear_24_zero_point_0" -> "698 dequantize_per_channel_default_17" [label="(192,)", style=solid]; +"697 _frozen_param21" -> "698 dequantize_per_channel_default_17" [label="(192, 768)", style=solid]; +"698 dequantize_per_channel_default_17" -> "699 linear_24" [label="(192, 768)", style=solid]; +"699 linear_24" -> "700 dropout_15" [label="(1, 28, 28, 192)", style=solid]; +"700 dropout_15" -> "701 layer_norm_9" [label="(1, 28, 28, 192)", style=solid]; +"701 layer_norm_9" -> "702 add_13" [label="(1, 28, 28, 192)", style=solid]; +"702 add_13" -> "703 pad_5" [label="(1, 28, 28, 192)", style=solid]; +"703 pad_5" -> "704 slice_65" [label="(1, 28, 28, 192)", style=solid]; +"703 pad_5" -> "707 slice_68" [label="(1, 28, 28, 192)", style=solid]; +"703 pad_5" -> "710 slice_71" [label="(1, 28, 28, 192)", style=solid]; +"703 pad_5" -> "713 slice_74" [label="(1, 28, 28, 192)", style=solid]; +"704 slice_65" -> "705 slice_66" [label="(1, 14, 28, 192)", style=solid]; +"705 slice_66" -> "706 slice_67" [label="(1, 14, 14, 192)", style=solid]; +"706 slice_67" -> "716 cat_1" [label="(1, 14, 14, 192)", style=solid]; +"707 slice_68" -> "708 slice_69" [label="(1, 14, 28, 192)", style=solid]; +"708 slice_69" -> "709 slice_70" [label="(1, 14, 14, 192)", style=solid]; +"709 slice_70" -> "716 cat_1" [label="(1, 14, 14, 192)", style=solid]; +"710 slice_71" -> "711 slice_72" [label="(1, 14, 28, 192)", style=solid]; +"711 slice_72" -> "712 slice_73" [label="(1, 14, 14, 192)", style=solid]; +"712 slice_73" -> "716 cat_1" [label="(1, 14, 14, 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dequantize_per_tensor_default_23" -> "823 linear_32" [label="(1, 15, 15, 2)", style=solid]; +"819 linear_32_scale_0" -> "822 dequantize_per_channel_default_23" [label="(512,)", style=solid]; +"820 linear_32_zero_point_0" -> "822 dequantize_per_channel_default_23" [label="(512,)", style=solid]; +"821 _frozen_param29" -> "822 dequantize_per_channel_default_23" [label="(512, 2)", style=solid]; +"822 dequantize_per_channel_default_23" -> "823 linear_32" [label="(512, 2)", style=solid]; +"823 linear_32" -> "824 relu__5" [label="(1, 15, 15, 512)", style=solid]; +"824 relu__5" -> "825 relu__5_0_0_nncf_smooth_quant_0" [label="(1, 15, 15, 512)", style=solid]; +"825 relu__5_0_0_nncf_smooth_quant_0" -> "826 quantize_per_tensor_default_24" [label="(1, 15, 15, 512)", style=solid]; +"826 quantize_per_tensor_default_24" -> "827 dequantize_per_tensor_default_24" [label="(1, 15, 15, 512)", style=solid]; +"827 dequantize_per_tensor_default_24" -> "832 linear_33" [label="(1, 15, 15, 512)", style=solid]; 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"868 add_17" [label="(1, 12, 64, 64)", style=solid]; +"841 pad_7" -> "842 roll_4" [label="(1, 16, 16, 384)", style=solid]; +"842 roll_4" -> "843 view_28" [label="(1, 16, 16, 384)", style=solid]; +"843 view_28" -> "844 permute_24" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"844 permute_24" -> "845 reshape_22" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"845 reshape_22" -> "848 reshape_22_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"845 reshape_22" -> "869 new_zeros_2" [label="(4, 64, 384)", style=solid]; +"846 clone_5" -> "849 linear_34" [label="(1152,)", style=solid]; +"847 features_5_1_attn_qkv_weight_updated_constant0" -> "849 linear_34" [label="(1152, 384)", style=solid]; +"848 reshape_22_0_0_nncf_smooth_quant_0" -> "849 linear_34" [label="(4, 64, 384)", style=solid]; +"849 linear_34" -> "850 reshape_23" [label="(4, 64, 1152)", style=solid]; +"850 reshape_23" -> "851 permute_25" [label="(4, 64, 3, 12, 32)", style=solid]; +"851 permute_25" -> "852 select_15" 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unsqueeze_17" -> "883 add_18" [label="(1, 4, 1, 64, 64)", style=solid]; +"883 add_18" -> "884 view_31" [label="(1, 4, 12, 64, 64)", style=solid]; +"884 view_31" -> "885 softmax_5" [label="(4, 12, 64, 64)", style=solid]; +"885 softmax_5" -> "886 dropout_20" [label="(4, 12, 64, 64)", style=solid]; +"886 dropout_20" -> "887 matmul_11" [label="(4, 12, 64, 64)", style=solid]; +"887 matmul_11" -> "888 transpose_11" [label="(4, 12, 64, 32)", style=solid]; +"888 transpose_11" -> "889 reshape_25" [label="(4, 64, 12, 32)", style=solid]; +"889 reshape_25" -> "891 reshape_25_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"890 features_5_1_attn_proj_weight_updated_constant0" -> "892 linear_35" [label="(384, 384)", style=solid]; +"891 reshape_25_0_0_nncf_smooth_quant_0" -> "892 linear_35" [label="(4, 64, 384)", style=solid]; +"892 linear_35" -> "893 dropout_21" [label="(4, 64, 384)", style=solid]; +"893 dropout_21" -> "894 view_32" [label="(4, 64, 384)", style=solid]; +"894 view_32" -> "895 permute_27" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"895 permute_27" -> "896 reshape_26" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"896 reshape_26" -> "897 roll_5" [label="(1, 16, 16, 384)", style=solid]; +"897 roll_5" -> "898 slice_101" [label="(1, 16, 16, 384)", style=solid]; +"898 slice_101" -> "899 slice_102" [label="(1, 16, 16, 384)", style=solid]; +"899 slice_102" -> "900 slice_103" [label="(1, 14, 16, 384)", style=solid]; +"900 slice_103" -> "901 slice_104" [label="(1, 14, 14, 384)", style=solid]; +"901 slice_104" -> "902 contiguous_9" [label="(1, 14, 14, 384)", style=solid]; +"902 contiguous_9" -> "903 layer_norm_13" [label="(1, 14, 14, 384)", style=solid]; +"903 layer_norm_13" -> "904 add_19" [label="(1, 14, 14, 384)", style=solid]; +"904 add_19" -> "905 add_19_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; +"904 add_19" -> "925 add_20" [label="(1, 14, 14, 384)", style=solid]; +"905 add_19_0_0_nncf_smooth_quant_0" -> "906 quantize_per_tensor_default_25" [label="(1, 14, 14, 384)", style=solid]; +"906 quantize_per_tensor_default_25" -> "907 dequantize_per_tensor_default_25" [label="(1, 14, 14, 384)", style=solid]; +"907 dequantize_per_tensor_default_25" -> "912 linear_36" [label="(1, 14, 14, 384)", style=solid]; +"908 linear_36_scale_0" -> "911 dequantize_per_channel_default_25" [label="(1536,)", style=solid]; +"909 linear_36_zero_point_0" -> "911 dequantize_per_channel_default_25" [label="(1536,)", style=solid]; +"910 _frozen_param31" -> "911 dequantize_per_channel_default_25" [label="(1536, 384)", style=solid]; +"911 dequantize_per_channel_default_25" -> "912 linear_36" [label="(1536, 384)", style=solid]; +"912 linear_36" -> "913 gelu_5" [label="(1, 14, 14, 1536)", style=solid]; +"913 gelu_5" -> "914 dropout_22" [label="(1, 14, 14, 1536)", style=solid]; +"914 dropout_22" -> "915 dropout_22_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; +"915 dropout_22_0_0_nncf_smooth_quant_0" -> "916 quantize_per_tensor_default_26" [label="(1, 14, 14, 1536)", style=solid]; +"916 quantize_per_tensor_default_26" -> "917 dequantize_per_tensor_default_26" [label="(1, 14, 14, 1536)", style=solid]; +"917 dequantize_per_tensor_default_26" -> "922 linear_37" [label="(1, 14, 14, 1536)", style=solid]; +"918 linear_37_scale_0" -> "921 dequantize_per_channel_default_26" [label="(384,)", style=solid]; +"919 linear_37_zero_point_0" -> "921 dequantize_per_channel_default_26" [label="(384,)", style=solid]; +"920 _frozen_param32" -> "921 dequantize_per_channel_default_26" [label="(384, 1536)", style=solid]; +"921 dequantize_per_channel_default_26" -> "922 linear_37" [label="(384, 1536)", style=solid]; +"922 linear_37" -> "923 dropout_23" [label="(1, 14, 14, 384)", style=solid]; +"923 dropout_23" -> "924 layer_norm_14" [label="(1, 14, 14, 384)", style=solid]; +"924 layer_norm_14" -> "925 add_20" [label="(1, 14, 14, 384)", style=solid]; +"925 add_20" -> "950 pad_8" [label="(1, 14, 14, 384)", style=solid]; +"925 add_20" -> "995 add_22" [label="(1, 14, 14, 384)", style=solid]; +"926 _frozen_param33" -> "927 dequantize_per_tensor_default_27" [label="(1, 15, 15, 2)", style=solid]; +"927 dequantize_per_tensor_default_27" -> "932 linear_38" [label="(1, 15, 15, 2)", style=solid]; +"928 linear_38_scale_0" -> "931 dequantize_per_channel_default_27" [label="(512,)", style=solid]; +"929 linear_38_zero_point_0" -> "931 dequantize_per_channel_default_27" [label="(512,)", style=solid]; +"930 _frozen_param34" -> "931 dequantize_per_channel_default_27" [label="(512, 2)", style=solid]; +"931 dequantize_per_channel_default_27" -> "932 linear_38" [label="(512, 2)", style=solid]; +"932 linear_38" -> "933 relu__6" [label="(1, 15, 15, 512)", style=solid]; +"933 relu__6" -> "934 relu__6_0_0_nncf_smooth_quant_0" [label="(1, 15, 15, 512)", style=solid]; +"934 relu__6_0_0_nncf_smooth_quant_0" -> "935 quantize_per_tensor_default_28" [label="(1, 15, 15, 512)", style=solid]; +"935 quantize_per_tensor_default_28" -> "936 dequantize_per_tensor_default_28" [label="(1, 15, 15, 512)", style=solid]; +"936 dequantize_per_tensor_default_28" -> "941 linear_39" [label="(1, 15, 15, 512)", style=solid]; +"937 linear_39_scale_0" -> "940 dequantize_per_channel_default_28" [label="(12,)", style=solid]; +"938 linear_39_zero_point_0" -> "940 dequantize_per_channel_default_28" [label="(12,)", style=solid]; +"939 _frozen_param35" -> "940 dequantize_per_channel_default_28" [label="(12, 512)", style=solid]; +"940 dequantize_per_channel_default_28" -> "941 linear_39" [label="(12, 512)", style=solid]; +"941 linear_39" -> "942 view_33" [label="(1, 15, 15, 12)", style=solid]; +"942 view_33" -> "943 index_6" [label="(225, 12)", style=solid]; +"943 index_6" -> "944 view_34" [label="(4096, 12)", style=solid]; +"944 view_34" -> "945 permute_28" [label="(64, 64, 12)", style=solid]; +"945 permute_28" -> "946 contiguous_10" [label="(12, 64, 64)", style=solid]; +"946 contiguous_10" -> "947 unsqueeze_18" [label="(12, 64, 64)", style=solid]; +"947 unsqueeze_18" -> "948 sigmoid_6" [label="(1, 12, 64, 64)", style=solid]; +"948 sigmoid_6" -> "949 mul_12" [label="(1, 12, 64, 64)", style=solid]; +"949 mul_12" -> "976 add_21" [label="(1, 12, 64, 64)", style=solid]; +"950 pad_8" -> "951 view_35" [label="(1, 16, 16, 384)", style=solid]; +"951 view_35" -> "952 permute_29" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"952 permute_29" -> "953 reshape_27" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"953 reshape_27" -> "956 reshape_27_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"954 clone_6" -> "957 linear_40" [label="(1152,)", style=solid]; +"955 features_5_2_attn_qkv_weight_updated_constant0" -> "957 linear_40" [label="(1152, 384)", style=solid]; +"956 reshape_27_0_0_nncf_smooth_quant_0" -> "957 linear_40" [label="(4, 64, 384)", style=solid]; +"957 linear_40" -> "958 reshape_28" [label="(4, 64, 1152)", style=solid]; +"958 reshape_28" -> "959 permute_30" [label="(4, 64, 3, 12, 32)", style=solid]; +"959 permute_30" -> "960 select_18" [label="(3, 4, 12, 64, 32)", style=solid]; +"959 permute_30" -> "961 select_19" [label="(3, 4, 12, 64, 32)", style=solid]; +"959 permute_30" -> "962 select_20" [label="(3, 4, 12, 64, 32)", style=solid]; +"960 select_18" -> "963 linalg_vector_norm_12" [label="(4, 12, 64, 32)", style=solid]; +"960 select_18" -> "965 expand_as_12" [label="(4, 12, 64, 32)", style=solid]; +"960 select_18" -> "966 div_12" [label="(4, 12, 64, 32)", style=solid]; +"961 select_19" -> "967 linalg_vector_norm_13" [label="(4, 12, 64, 32)", style=solid]; +"961 select_19" -> "969 expand_as_13" [label="(4, 12, 64, 32)", style=solid]; +"961 select_19" -> "970 div_13" [label="(4, 12, 64, 32)", style=solid]; +"962 select_20" -> "979 matmul_13" [label="(4, 12, 64, 32)", style=solid]; +"963 linalg_vector_norm_12" -> "964 clamp_min_12" [label="(4, 12, 64, 1)", style=solid]; +"964 clamp_min_12" -> "965 expand_as_12" [label="(4, 12, 64, 1)", style=solid]; +"965 expand_as_12" -> "966 div_12" [label="(4, 12, 64, 32)", style=solid]; +"966 div_12" -> "972 matmul_12" [label="(4, 12, 64, 32)", style=solid]; +"967 linalg_vector_norm_13" -> "968 clamp_min_13" [label="(4, 12, 64, 1)", style=solid]; +"968 clamp_min_13" -> "969 expand_as_13" [label="(4, 12, 64, 1)", style=solid]; +"969 expand_as_13" -> "970 div_13" [label="(4, 12, 64, 32)", style=solid]; +"970 div_13" -> "971 transpose_12" [label="(4, 12, 64, 32)", style=solid]; +"971 transpose_12" -> "972 matmul_12" [label="(4, 12, 32, 64)", style=solid]; +"972 matmul_12" -> "975 mul_13" [label="(4, 12, 64, 64)", style=solid]; +"973 clamp_6" -> "974 exp_6" [label="(12, 1, 1)", style=solid]; +"974 exp_6" -> "975 mul_13" [label="(12, 1, 1)", style=solid]; +"975 mul_13" -> "976 add_21" [label="(4, 12, 64, 64)", style=solid]; +"976 add_21" -> "977 softmax_6" [label="(4, 12, 64, 64)", style=solid]; +"977 softmax_6" -> "978 dropout_24" [label="(4, 12, 64, 64)", style=solid]; +"978 dropout_24" -> "979 matmul_13" [label="(4, 12, 64, 64)", style=solid]; +"979 matmul_13" -> "980 transpose_13" [label="(4, 12, 64, 32)", style=solid]; +"980 transpose_13" -> "981 reshape_29" [label="(4, 64, 12, 32)", style=solid]; +"981 reshape_29" -> "983 reshape_29_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"982 features_5_2_attn_proj_weight_updated_constant0" -> "984 linear_41" [label="(384, 384)", style=solid]; +"983 reshape_29_0_0_nncf_smooth_quant_0" -> "984 linear_41" [label="(4, 64, 384)", style=solid]; +"984 linear_41" -> "985 dropout_25" [label="(4, 64, 384)", style=solid]; +"985 dropout_25" -> "986 view_36" [label="(4, 64, 384)", style=solid]; +"986 view_36" -> "987 permute_31" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"987 permute_31" -> "988 reshape_30" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"988 reshape_30" -> "989 slice_106" [label="(1, 16, 16, 384)", style=solid]; +"989 slice_106" -> "990 slice_107" [label="(1, 16, 16, 384)", style=solid]; +"990 slice_107" -> "991 slice_108" [label="(1, 14, 16, 384)", style=solid]; +"991 slice_108" -> "992 slice_109" [label="(1, 14, 14, 384)", style=solid]; +"992 slice_109" -> "993 contiguous_11" [label="(1, 14, 14, 384)", style=solid]; +"993 contiguous_11" -> "994 layer_norm_15" [label="(1, 14, 14, 384)", style=solid]; +"994 layer_norm_15" -> "995 add_22" [label="(1, 14, 14, 384)", style=solid]; +"995 add_22" -> "996 add_22_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; +"995 add_22" -> "1016 add_23" [label="(1, 14, 14, 384)", style=solid]; +"996 add_22_0_0_nncf_smooth_quant_0" -> "997 quantize_per_tensor_default_29" [label="(1, 14, 14, 384)", style=solid]; +"997 quantize_per_tensor_default_29" -> "998 dequantize_per_tensor_default_29" [label="(1, 14, 14, 384)", style=solid]; +"998 dequantize_per_tensor_default_29" -> "1003 linear_42" [label="(1, 14, 14, 384)", style=solid]; +"999 linear_42_scale_0" -> "1002 dequantize_per_channel_default_29" [label="(1536,)", style=solid]; +"1000 linear_42_zero_point_0" -> "1002 dequantize_per_channel_default_29" [label="(1536,)", style=solid]; +"1001 _frozen_param36" -> "1002 dequantize_per_channel_default_29" [label="(1536, 384)", style=solid]; +"1002 dequantize_per_channel_default_29" -> "1003 linear_42" [label="(1536, 384)", style=solid]; +"1003 linear_42" -> "1004 gelu_6" [label="(1, 14, 14, 1536)", style=solid]; +"1004 gelu_6" -> "1005 dropout_26" [label="(1, 14, 14, 1536)", style=solid]; +"1005 dropout_26" -> "1006 dropout_26_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; +"1006 dropout_26_0_0_nncf_smooth_quant_0" -> "1007 quantize_per_tensor_default_30" [label="(1, 14, 14, 1536)", style=solid]; +"1007 quantize_per_tensor_default_30" -> "1008 dequantize_per_tensor_default_30" [label="(1, 14, 14, 1536)", style=solid]; +"1008 dequantize_per_tensor_default_30" -> "1013 linear_43" [label="(1, 14, 14, 1536)", style=solid]; +"1009 linear_43_scale_0" -> "1012 dequantize_per_channel_default_30" [label="(384,)", style=solid]; +"1010 linear_43_zero_point_0" -> "1012 dequantize_per_channel_default_30" [label="(384,)", style=solid]; +"1011 _frozen_param37" -> "1012 dequantize_per_channel_default_30" [label="(384, 1536)", style=solid]; +"1012 dequantize_per_channel_default_30" -> "1013 linear_43" [label="(384, 1536)", style=solid]; +"1013 linear_43" -> "1014 dropout_27" [label="(1, 14, 14, 384)", style=solid]; +"1014 dropout_27" -> "1015 layer_norm_16" [label="(1, 14, 14, 384)", style=solid]; +"1015 layer_norm_16" -> "1016 add_23" [label="(1, 14, 14, 384)", style=solid]; +"1016 add_23" -> "1041 pad_9" [label="(1, 14, 14, 384)", style=solid]; +"1016 add_23" -> "1104 add_26" [label="(1, 14, 14, 384)", style=solid]; +"1017 _frozen_param38" -> "1018 dequantize_per_tensor_default_31" [label="(1, 15, 15, 2)", style=solid]; +"1018 dequantize_per_tensor_default_31" -> "1023 linear_44" [label="(1, 15, 15, 2)", style=solid]; +"1019 linear_44_scale_0" -> "1022 dequantize_per_channel_default_31" [label="(512,)", style=solid]; +"1020 linear_44_zero_point_0" -> "1022 dequantize_per_channel_default_31" [label="(512,)", style=solid]; +"1021 _frozen_param39" -> "1022 dequantize_per_channel_default_31" [label="(512, 2)", style=solid]; +"1022 dequantize_per_channel_default_31" -> "1023 linear_44" [label="(512, 2)", style=solid]; +"1023 linear_44" -> "1024 relu__7" [label="(1, 15, 15, 512)", style=solid]; +"1024 relu__7" -> "1025 relu__7_0_0_nncf_smooth_quant_0" [label="(1, 15, 15, 512)", style=solid]; +"1025 relu__7_0_0_nncf_smooth_quant_0" -> "1026 quantize_per_tensor_default_32" [label="(1, 15, 15, 512)", style=solid]; +"1026 quantize_per_tensor_default_32" -> "1027 dequantize_per_tensor_default_32" [label="(1, 15, 15, 512)", style=solid]; +"1027 dequantize_per_tensor_default_32" -> "1032 linear_45" [label="(1, 15, 15, 512)", style=solid]; +"1028 linear_45_scale_0" -> "1031 dequantize_per_channel_default_32" [label="(12,)", style=solid]; +"1029 linear_45_zero_point_0" -> "1031 dequantize_per_channel_default_32" [label="(12,)", style=solid]; +"1030 _frozen_param40" -> "1031 dequantize_per_channel_default_32" [label="(12, 512)", style=solid]; +"1031 dequantize_per_channel_default_32" -> "1032 linear_45" [label="(12, 512)", style=solid]; +"1032 linear_45" -> "1033 view_37" [label="(1, 15, 15, 12)", style=solid]; +"1033 view_37" -> "1034 index_7" [label="(225, 12)", style=solid]; +"1034 index_7" -> "1035 view_38" [label="(4096, 12)", style=solid]; +"1035 view_38" -> "1036 permute_32" [label="(64, 64, 12)", style=solid]; +"1036 permute_32" -> "1037 contiguous_12" [label="(12, 64, 64)", style=solid]; +"1037 contiguous_12" -> "1038 unsqueeze_19" [label="(12, 64, 64)", style=solid]; +"1038 unsqueeze_19" -> "1039 sigmoid_7" [label="(1, 12, 64, 64)", style=solid]; +"1039 sigmoid_7" -> "1040 mul_14" [label="(1, 12, 64, 64)", style=solid]; +"1040 mul_14" -> "1068 add_24" [label="(1, 12, 64, 64)", style=solid]; +"1041 pad_9" -> "1042 roll_6" [label="(1, 16, 16, 384)", style=solid]; +"1042 roll_6" -> "1043 view_39" [label="(1, 16, 16, 384)", style=solid]; +"1043 view_39" -> "1044 permute_33" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1044 permute_33" -> "1045 reshape_31" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1045 reshape_31" -> "1048 reshape_31_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1045 reshape_31" -> "1069 new_zeros_3" [label="(4, 64, 384)", style=solid]; +"1046 clone_7" -> "1049 linear_46" [label="(1152,)", style=solid]; +"1047 features_5_3_attn_qkv_weight_updated_constant0" -> "1049 linear_46" [label="(1152, 384)", style=solid]; +"1048 reshape_31_0_0_nncf_smooth_quant_0" -> "1049 linear_46" [label="(4, 64, 384)", style=solid]; +"1049 linear_46" -> "1050 reshape_32" [label="(4, 64, 1152)", style=solid]; +"1050 reshape_32" -> "1051 permute_34" [label="(4, 64, 3, 12, 32)", style=solid]; +"1051 permute_34" -> "1052 select_21" [label="(3, 4, 12, 64, 32)", style=solid]; 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"1072 reshape_33" [label="(2, 2, 8, 8)", style=solid]; +"1072 reshape_33" -> "1073 unsqueeze_20" [label="(4, 64)", style=solid]; +"1072 reshape_33" -> "1074 unsqueeze_21" [label="(4, 64)", style=solid]; +"1073 unsqueeze_20" -> "1075 sub_3" [label="(4, 1, 64)", style=solid]; +"1074 unsqueeze_21" -> "1075 sub_3" [label="(4, 64, 1)", style=solid]; +"1075 sub_3" -> "1076 ne_3" [label="(4, 64, 64)", style=solid]; +"1075 sub_3" -> "1077 masked_fill_6" [label="(4, 64, 64)", style=solid]; +"1075 sub_3" -> "1078 eq_3" [label="(4, 64, 64)", style=solid]; +"1076 ne_3" -> "1077 masked_fill_6" [label="(4, 64, 64)", style=solid]; +"1077 masked_fill_6" -> "1079 masked_fill_7" [label="(4, 64, 64)", style=solid]; +"1078 eq_3" -> "1079 masked_fill_7" [label="(4, 64, 64)", style=solid]; +"1079 masked_fill_7" -> "1081 unsqueeze_22" [label="(4, 64, 64)", style=solid]; +"1080 view_41" -> "1083 add_25" [label="(1, 4, 12, 64, 64)", style=solid]; +"1081 unsqueeze_22" -> "1082 unsqueeze_23" [label="(4, 1, 64, 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style=solid]; +"1105 add_26_0_0_nncf_smooth_quant_0" -> "1106 quantize_per_tensor_default_33" [label="(1, 14, 14, 384)", style=solid]; +"1106 quantize_per_tensor_default_33" -> "1107 dequantize_per_tensor_default_33" [label="(1, 14, 14, 384)", style=solid]; +"1107 dequantize_per_tensor_default_33" -> "1112 linear_48" [label="(1, 14, 14, 384)", style=solid]; +"1108 linear_48_scale_0" -> "1111 dequantize_per_channel_default_33" [label="(1536,)", style=solid]; +"1109 linear_48_zero_point_0" -> "1111 dequantize_per_channel_default_33" [label="(1536,)", style=solid]; +"1110 _frozen_param41" -> "1111 dequantize_per_channel_default_33" [label="(1536, 384)", style=solid]; +"1111 dequantize_per_channel_default_33" -> "1112 linear_48" [label="(1536, 384)", style=solid]; +"1112 linear_48" -> "1113 gelu_7" [label="(1, 14, 14, 1536)", style=solid]; +"1113 gelu_7" -> "1114 dropout_30" [label="(1, 14, 14, 1536)", style=solid]; +"1114 dropout_30" -> "1115 dropout_30_0_0_nncf_smooth_quant_0" 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[label="(12, 64, 64)", style=solid]; +"1238 unsqueeze_25" -> "1239 sigmoid_9" [label="(1, 12, 64, 64)", style=solid]; +"1239 sigmoid_9" -> "1240 mul_18" [label="(1, 12, 64, 64)", style=solid]; +"1240 mul_18" -> "1268 add_31" [label="(1, 12, 64, 64)", style=solid]; +"1241 pad_11" -> "1242 roll_8" [label="(1, 16, 16, 384)", style=solid]; +"1242 roll_8" -> "1243 view_50" [label="(1, 16, 16, 384)", style=solid]; +"1243 view_50" -> "1244 permute_42" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1244 permute_42" -> "1245 reshape_40" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1245 reshape_40" -> "1248 reshape_40_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1245 reshape_40" -> "1269 new_zeros_4" [label="(4, 64, 384)", style=solid]; +"1246 clone_9" -> "1249 linear_58" [label="(1152,)", style=solid]; +"1247 features_5_5_attn_qkv_weight_updated_constant0" -> "1249 linear_58" [label="(1152, 384)", style=solid]; +"1248 reshape_40_0_0_nncf_smooth_quant_0" -> "1249 linear_58" [label="(4, 64, 384)", style=solid]; +"1249 linear_58" -> "1250 reshape_41" [label="(4, 64, 1152)", style=solid]; +"1250 reshape_41" -> "1251 permute_43" [label="(4, 64, 3, 12, 32)", style=solid]; +"1251 permute_43" -> "1252 select_27" [label="(3, 4, 12, 64, 32)", style=solid]; +"1251 permute_43" -> "1253 select_28" [label="(3, 4, 12, 64, 32)", style=solid]; +"1251 permute_43" -> "1254 select_29" [label="(3, 4, 12, 64, 32)", style=solid]; +"1252 select_27" -> "1255 linalg_vector_norm_18" [label="(4, 12, 64, 32)", style=solid]; +"1252 select_27" -> "1257 expand_as_18" [label="(4, 12, 64, 32)", style=solid]; +"1252 select_27" -> "1258 div_18" [label="(4, 12, 64, 32)", style=solid]; +"1253 select_28" -> "1259 linalg_vector_norm_19" [label="(4, 12, 64, 32)", style=solid]; +"1253 select_28" -> "1261 expand_as_19" [label="(4, 12, 64, 32)", style=solid]; +"1253 select_28" -> "1262 div_19" [label="(4, 12, 64, 32)", style=solid]; +"1254 select_29" -> "1287 matmul_19" [label="(4, 12, 64, 32)", style=solid]; +"1255 linalg_vector_norm_18" -> "1256 clamp_min_18" [label="(4, 12, 64, 1)", style=solid]; +"1256 clamp_min_18" -> "1257 expand_as_18" [label="(4, 12, 64, 1)", style=solid]; +"1257 expand_as_18" -> "1258 div_18" [label="(4, 12, 64, 32)", style=solid]; +"1258 div_18" -> "1264 matmul_18" [label="(4, 12, 64, 32)", style=solid]; +"1259 linalg_vector_norm_19" -> "1260 clamp_min_19" [label="(4, 12, 64, 1)", style=solid]; +"1260 clamp_min_19" -> "1261 expand_as_19" [label="(4, 12, 64, 1)", style=solid]; +"1261 expand_as_19" -> "1262 div_19" [label="(4, 12, 64, 32)", style=solid]; +"1262 div_19" -> "1263 transpose_18" [label="(4, 12, 64, 32)", style=solid]; +"1263 transpose_18" -> "1264 matmul_18" [label="(4, 12, 32, 64)", style=solid]; +"1264 matmul_18" -> "1267 mul_19" [label="(4, 12, 64, 64)", style=solid]; +"1265 clamp_9" -> "1266 exp_9" [label="(12, 1, 1)", style=solid]; +"1266 exp_9" -> "1267 mul_19" [label="(12, 1, 1)", style=solid]; +"1267 mul_19" -> "1268 add_31" [label="(4, 12, 64, 64)", style=solid]; +"1268 add_31" -> "1280 view_52" [label="(4, 12, 64, 64)", style=solid]; +"1269 new_zeros_4" -> "1270 view_51" [label="(16, 16)", style=solid]; +"1270 view_51" -> "1271 permute_44" [label="(2, 8, 2, 8)", style=solid]; +"1271 permute_44" -> "1272 reshape_42" [label="(2, 2, 8, 8)", style=solid]; +"1272 reshape_42" -> "1273 unsqueeze_26" [label="(4, 64)", style=solid]; +"1272 reshape_42" -> "1274 unsqueeze_27" [label="(4, 64)", style=solid]; +"1273 unsqueeze_26" -> "1275 sub_4" [label="(4, 1, 64)", style=solid]; +"1274 unsqueeze_27" -> "1275 sub_4" [label="(4, 64, 1)", style=solid]; +"1275 sub_4" -> "1276 ne_4" [label="(4, 64, 64)", style=solid]; +"1275 sub_4" -> "1277 masked_fill_8" [label="(4, 64, 64)", style=solid]; +"1275 sub_4" -> "1278 eq_4" [label="(4, 64, 64)", style=solid]; +"1276 ne_4" -> "1277 masked_fill_8" [label="(4, 64, 64)", style=solid]; +"1277 masked_fill_8" -> "1279 masked_fill_9" [label="(4, 64, 64)", style=solid]; +"1278 eq_4" -> "1279 masked_fill_9" [label="(4, 64, 64)", style=solid]; +"1279 masked_fill_9" -> "1281 unsqueeze_28" [label="(4, 64, 64)", style=solid]; +"1280 view_52" -> "1283 add_32" [label="(1, 4, 12, 64, 64)", style=solid]; +"1281 unsqueeze_28" -> "1282 unsqueeze_29" [label="(4, 1, 64, 64)", style=solid]; +"1282 unsqueeze_29" -> "1283 add_32" [label="(1, 4, 1, 64, 64)", style=solid]; +"1283 add_32" -> "1284 view_53" [label="(1, 4, 12, 64, 64)", style=solid]; +"1284 view_53" -> "1285 softmax_9" [label="(4, 12, 64, 64)", style=solid]; +"1285 softmax_9" -> "1286 dropout_36" [label="(4, 12, 64, 64)", style=solid]; +"1286 dropout_36" -> "1287 matmul_19" [label="(4, 12, 64, 64)", style=solid]; +"1287 matmul_19" -> "1288 transpose_19" [label="(4, 12, 64, 32)", style=solid]; +"1288 transpose_19" -> "1289 reshape_43" [label="(4, 64, 12, 32)", style=solid]; +"1289 reshape_43" -> "1291 reshape_43_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1290 features_5_5_attn_proj_weight_updated_constant0" -> "1292 linear_59" [label="(384, 384)", style=solid]; +"1291 reshape_43_0_0_nncf_smooth_quant_0" -> "1292 linear_59" [label="(4, 64, 384)", style=solid]; +"1292 linear_59" -> "1293 dropout_37" [label="(4, 64, 384)", style=solid]; +"1293 dropout_37" -> "1294 view_54" [label="(4, 64, 384)", style=solid]; +"1294 view_54" -> "1295 permute_45" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1295 permute_45" -> "1296 reshape_44" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1296 reshape_44" -> "1297 roll_9" [label="(1, 16, 16, 384)", style=solid]; +"1297 roll_9" -> "1298 slice_157" [label="(1, 16, 16, 384)", style=solid]; +"1298 slice_157" -> "1299 slice_158" [label="(1, 16, 16, 384)", style=solid]; +"1299 slice_158" -> "1300 slice_159" [label="(1, 14, 16, 384)", style=solid]; +"1300 slice_159" -> "1301 slice_160" [label="(1, 14, 14, 384)", style=solid]; +"1301 slice_160" -> "1302 contiguous_17" [label="(1, 14, 14, 384)", style=solid]; +"1302 contiguous_17" -> "1303 layer_norm_21" [label="(1, 14, 14, 384)", style=solid]; +"1303 layer_norm_21" -> "1304 add_33" [label="(1, 14, 14, 384)", style=solid]; +"1304 add_33" -> "1305 add_33_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; +"1304 add_33" -> "1325 add_34" [label="(1, 14, 14, 384)", style=solid]; +"1305 add_33_0_0_nncf_smooth_quant_0" -> "1306 quantize_per_tensor_default_41" [label="(1, 14, 14, 384)", style=solid]; +"1306 quantize_per_tensor_default_41" -> "1307 dequantize_per_tensor_default_41" [label="(1, 14, 14, 384)", style=solid]; +"1307 dequantize_per_tensor_default_41" -> "1312 linear_60" [label="(1, 14, 14, 384)", style=solid]; +"1308 linear_60_scale_0" -> "1311 dequantize_per_channel_default_41" [label="(1536,)", style=solid]; +"1309 linear_60_zero_point_0" -> "1311 dequantize_per_channel_default_41" [label="(1536,)", style=solid]; +"1310 _frozen_param51" -> "1311 dequantize_per_channel_default_41" [label="(1536, 384)", style=solid]; +"1311 dequantize_per_channel_default_41" -> "1312 linear_60" [label="(1536, 384)", style=solid]; +"1312 linear_60" -> "1313 gelu_9" [label="(1, 14, 14, 1536)", style=solid]; +"1313 gelu_9" -> "1314 dropout_38" [label="(1, 14, 14, 1536)", style=solid]; +"1314 dropout_38" -> "1315 dropout_38_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; +"1315 dropout_38_0_0_nncf_smooth_quant_0" -> "1316 quantize_per_tensor_default_42" [label="(1, 14, 14, 1536)", style=solid]; +"1316 quantize_per_tensor_default_42" -> "1317 dequantize_per_tensor_default_42" [label="(1, 14, 14, 1536)", style=solid]; +"1317 dequantize_per_tensor_default_42" -> "1322 linear_61" [label="(1, 14, 14, 1536)", style=solid]; +"1318 linear_61_scale_0" -> "1321 dequantize_per_channel_default_42" [label="(384,)", style=solid]; +"1319 linear_61_zero_point_0" -> "1321 dequantize_per_channel_default_42" [label="(384,)", style=solid]; +"1320 _frozen_param52" -> "1321 dequantize_per_channel_default_42" [label="(384, 1536)", style=solid]; +"1321 dequantize_per_channel_default_42" -> "1322 linear_61" [label="(384, 1536)", style=solid]; +"1322 linear_61" -> "1323 dropout_39" [label="(1, 14, 14, 384)", style=solid]; +"1323 dropout_39" -> "1324 layer_norm_22" [label="(1, 14, 14, 384)", style=solid]; +"1324 layer_norm_22" -> "1325 add_34" [label="(1, 14, 14, 384)", style=solid]; +"1325 add_34" -> "1350 pad_12" [label="(1, 14, 14, 384)", style=solid]; +"1325 add_34" -> "1395 add_36" [label="(1, 14, 14, 384)", style=solid]; +"1326 _frozen_param53" -> "1327 dequantize_per_tensor_default_43" [label="(1, 15, 15, 2)", style=solid]; +"1327 dequantize_per_tensor_default_43" -> "1332 linear_62" [label="(1, 15, 15, 2)", style=solid]; +"1328 linear_62_scale_0" -> "1331 dequantize_per_channel_default_43" [label="(512,)", style=solid]; +"1329 linear_62_zero_point_0" -> "1331 dequantize_per_channel_default_43" [label="(512,)", style=solid]; +"1330 _frozen_param54" -> "1331 dequantize_per_channel_default_43" [label="(512, 2)", style=solid]; +"1331 dequantize_per_channel_default_43" -> "1332 linear_62" [label="(512, 2)", style=solid]; +"1332 linear_62" -> "1333 relu__10" [label="(1, 15, 15, 512)", style=solid]; +"1333 relu__10" -> "1334 relu__10_0_0_nncf_smooth_quant_0" [label="(1, 15, 15, 512)", style=solid]; +"1334 relu__10_0_0_nncf_smooth_quant_0" -> "1335 quantize_per_tensor_default_44" [label="(1, 15, 15, 512)", style=solid]; +"1335 quantize_per_tensor_default_44" -> "1336 dequantize_per_tensor_default_44" [label="(1, 15, 15, 512)", style=solid]; +"1336 dequantize_per_tensor_default_44" -> "1341 linear_63" [label="(1, 15, 15, 512)", style=solid]; +"1337 linear_63_scale_0" -> "1340 dequantize_per_channel_default_44" [label="(12,)", style=solid]; +"1338 linear_63_zero_point_0" -> "1340 dequantize_per_channel_default_44" [label="(12,)", style=solid]; +"1339 _frozen_param55" -> "1340 dequantize_per_channel_default_44" [label="(12, 512)", style=solid]; +"1340 dequantize_per_channel_default_44" -> "1341 linear_63" [label="(12, 512)", style=solid]; +"1341 linear_63" -> "1342 view_55" [label="(1, 15, 15, 12)", style=solid]; +"1342 view_55" -> "1343 index_10" [label="(225, 12)", style=solid]; +"1343 index_10" -> "1344 view_56" [label="(4096, 12)", style=solid]; +"1344 view_56" -> "1345 permute_46" [label="(64, 64, 12)", style=solid]; +"1345 permute_46" -> "1346 contiguous_18" [label="(12, 64, 64)", style=solid]; +"1346 contiguous_18" -> "1347 unsqueeze_30" [label="(12, 64, 64)", style=solid]; +"1347 unsqueeze_30" -> "1348 sigmoid_10" [label="(1, 12, 64, 64)", style=solid]; +"1348 sigmoid_10" -> "1349 mul_20" [label="(1, 12, 64, 64)", style=solid]; +"1349 mul_20" -> "1376 add_35" [label="(1, 12, 64, 64)", style=solid]; +"1350 pad_12" -> "1351 view_57" [label="(1, 16, 16, 384)", style=solid]; +"1351 view_57" -> "1352 permute_47" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1352 permute_47" -> "1353 reshape_45" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1353 reshape_45" -> "1356 reshape_45_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1354 clone_10" -> "1357 linear_64" [label="(1152,)", style=solid]; +"1355 features_5_6_attn_qkv_weight_updated_constant0" -> "1357 linear_64" [label="(1152, 384)", style=solid]; +"1356 reshape_45_0_0_nncf_smooth_quant_0" -> "1357 linear_64" [label="(4, 64, 384)", style=solid]; +"1357 linear_64" -> "1358 reshape_46" [label="(4, 64, 1152)", style=solid]; +"1358 reshape_46" -> "1359 permute_48" [label="(4, 64, 3, 12, 32)", style=solid]; +"1359 permute_48" -> "1360 select_30" [label="(3, 4, 12, 64, 32)", style=solid]; +"1359 permute_48" -> "1361 select_31" [label="(3, 4, 12, 64, 32)", style=solid]; +"1359 permute_48" -> "1362 select_32" [label="(3, 4, 12, 64, 32)", style=solid]; +"1360 select_30" -> "1363 linalg_vector_norm_20" [label="(4, 12, 64, 32)", style=solid]; +"1360 select_30" -> "1365 expand_as_20" [label="(4, 12, 64, 32)", style=solid]; +"1360 select_30" -> "1366 div_20" [label="(4, 12, 64, 32)", style=solid]; +"1361 select_31" -> "1367 linalg_vector_norm_21" [label="(4, 12, 64, 32)", style=solid]; +"1361 select_31" -> "1369 expand_as_21" [label="(4, 12, 64, 32)", style=solid]; +"1361 select_31" -> "1370 div_21" [label="(4, 12, 64, 32)", style=solid]; +"1362 select_32" -> "1379 matmul_21" [label="(4, 12, 64, 32)", style=solid]; +"1363 linalg_vector_norm_20" -> "1364 clamp_min_20" [label="(4, 12, 64, 1)", style=solid]; +"1364 clamp_min_20" -> "1365 expand_as_20" [label="(4, 12, 64, 1)", style=solid]; +"1365 expand_as_20" -> "1366 div_20" [label="(4, 12, 64, 32)", style=solid]; +"1366 div_20" -> "1372 matmul_20" [label="(4, 12, 64, 32)", style=solid]; +"1367 linalg_vector_norm_21" -> "1368 clamp_min_21" [label="(4, 12, 64, 1)", style=solid]; +"1368 clamp_min_21" -> "1369 expand_as_21" [label="(4, 12, 64, 1)", style=solid]; +"1369 expand_as_21" -> "1370 div_21" [label="(4, 12, 64, 32)", style=solid]; +"1370 div_21" -> "1371 transpose_20" [label="(4, 12, 64, 32)", style=solid]; +"1371 transpose_20" -> "1372 matmul_20" [label="(4, 12, 32, 64)", style=solid]; +"1372 matmul_20" -> "1375 mul_21" [label="(4, 12, 64, 64)", style=solid]; +"1373 clamp_10" -> "1374 exp_10" [label="(12, 1, 1)", style=solid]; +"1374 exp_10" -> "1375 mul_21" [label="(12, 1, 1)", style=solid]; +"1375 mul_21" -> "1376 add_35" [label="(4, 12, 64, 64)", style=solid]; +"1376 add_35" -> "1377 softmax_10" [label="(4, 12, 64, 64)", style=solid]; +"1377 softmax_10" -> "1378 dropout_40" [label="(4, 12, 64, 64)", style=solid]; +"1378 dropout_40" -> "1379 matmul_21" [label="(4, 12, 64, 64)", style=solid]; +"1379 matmul_21" -> "1380 transpose_21" [label="(4, 12, 64, 32)", style=solid]; +"1380 transpose_21" -> "1381 reshape_47" [label="(4, 64, 12, 32)", style=solid]; +"1381 reshape_47" -> "1383 reshape_47_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1382 features_5_6_attn_proj_weight_updated_constant0" -> "1384 linear_65" [label="(384, 384)", style=solid]; +"1383 reshape_47_0_0_nncf_smooth_quant_0" -> "1384 linear_65" [label="(4, 64, 384)", style=solid]; +"1384 linear_65" -> "1385 dropout_41" [label="(4, 64, 384)", style=solid]; +"1385 dropout_41" -> "1386 view_58" [label="(4, 64, 384)", style=solid]; +"1386 view_58" -> "1387 permute_49" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1387 permute_49" -> "1388 reshape_48" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1388 reshape_48" -> "1389 slice_162" [label="(1, 16, 16, 384)", style=solid]; +"1389 slice_162" -> "1390 slice_163" [label="(1, 16, 16, 384)", style=solid]; +"1390 slice_163" -> "1391 slice_164" [label="(1, 14, 16, 384)", style=solid]; +"1391 slice_164" -> "1392 slice_165" [label="(1, 14, 14, 384)", style=solid]; +"1392 slice_165" -> "1393 contiguous_19" [label="(1, 14, 14, 384)", style=solid]; +"1393 contiguous_19" -> "1394 layer_norm_23" [label="(1, 14, 14, 384)", style=solid]; +"1394 layer_norm_23" -> "1395 add_36" [label="(1, 14, 14, 384)", style=solid]; +"1395 add_36" -> "1396 add_36_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; +"1395 add_36" -> "1416 add_37" [label="(1, 14, 14, 384)", style=solid]; +"1396 add_36_0_0_nncf_smooth_quant_0" -> "1397 quantize_per_tensor_default_45" [label="(1, 14, 14, 384)", style=solid]; +"1397 quantize_per_tensor_default_45" -> "1398 dequantize_per_tensor_default_45" [label="(1, 14, 14, 384)", style=solid]; +"1398 dequantize_per_tensor_default_45" -> "1403 linear_66" [label="(1, 14, 14, 384)", style=solid]; +"1399 linear_66_scale_0" -> "1402 dequantize_per_channel_default_45" [label="(1536,)", style=solid]; +"1400 linear_66_zero_point_0" -> "1402 dequantize_per_channel_default_45" [label="(1536,)", style=solid]; +"1401 _frozen_param56" -> "1402 dequantize_per_channel_default_45" [label="(1536, 384)", style=solid]; +"1402 dequantize_per_channel_default_45" -> "1403 linear_66" [label="(1536, 384)", style=solid]; +"1403 linear_66" -> "1404 gelu_10" [label="(1, 14, 14, 1536)", style=solid]; +"1404 gelu_10" -> "1405 dropout_42" [label="(1, 14, 14, 1536)", style=solid]; +"1405 dropout_42" -> "1406 dropout_42_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; +"1406 dropout_42_0_0_nncf_smooth_quant_0" -> "1407 quantize_per_tensor_default_46" [label="(1, 14, 14, 1536)", style=solid]; +"1407 quantize_per_tensor_default_46" -> "1408 dequantize_per_tensor_default_46" [label="(1, 14, 14, 1536)", style=solid]; +"1408 dequantize_per_tensor_default_46" -> "1413 linear_67" [label="(1, 14, 14, 1536)", style=solid]; +"1409 linear_67_scale_0" -> "1412 dequantize_per_channel_default_46" [label="(384,)", style=solid]; +"1410 linear_67_zero_point_0" -> "1412 dequantize_per_channel_default_46" [label="(384,)", style=solid]; +"1411 _frozen_param57" -> "1412 dequantize_per_channel_default_46" [label="(384, 1536)", style=solid]; +"1412 dequantize_per_channel_default_46" -> "1413 linear_67" [label="(384, 1536)", style=solid]; +"1413 linear_67" -> "1414 dropout_43" 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+"1940 dequantize_per_channel_default_68" -> "1941 linear_99" [label="(12, 512)", style=solid]; +"1941 linear_99" -> "1942 view_88" [label="(1, 15, 15, 12)", style=solid]; +"1942 view_88" -> "1943 index_16" [label="(225, 12)", style=solid]; +"1943 index_16" -> "1944 view_89" [label="(4096, 12)", style=solid]; +"1944 view_89" -> "1945 permute_73" [label="(64, 64, 12)", style=solid]; +"1945 permute_73" -> "1946 contiguous_30" [label="(12, 64, 64)", style=solid]; +"1946 contiguous_30" -> "1947 unsqueeze_48" [label="(12, 64, 64)", style=solid]; +"1947 unsqueeze_48" -> "1948 sigmoid_16" [label="(1, 12, 64, 64)", style=solid]; +"1948 sigmoid_16" -> "1949 mul_32" [label="(1, 12, 64, 64)", style=solid]; +"1949 mul_32" -> "1976 add_56" [label="(1, 12, 64, 64)", style=solid]; +"1950 pad_18" -> "1951 view_90" [label="(1, 16, 16, 384)", style=solid]; +"1951 view_90" -> "1952 permute_74" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1952 permute_74" -> "1953 reshape_72" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1953 reshape_72" -> "1956 reshape_72_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1954 clone_16" -> "1957 linear_100" [label="(1152,)", style=solid]; +"1955 features_5_12_attn_qkv_weight_updated_constant0" -> "1957 linear_100" [label="(1152, 384)", style=solid]; +"1956 reshape_72_0_0_nncf_smooth_quant_0" -> "1957 linear_100" [label="(4, 64, 384)", style=solid]; +"1957 linear_100" -> "1958 reshape_73" [label="(4, 64, 1152)", style=solid]; +"1958 reshape_73" -> "1959 permute_75" [label="(4, 64, 3, 12, 32)", style=solid]; +"1959 permute_75" -> "1960 select_48" [label="(3, 4, 12, 64, 32)", style=solid]; +"1959 permute_75" -> "1961 select_49" [label="(3, 4, 12, 64, 32)", style=solid]; +"1959 permute_75" -> "1962 select_50" [label="(3, 4, 12, 64, 32)", style=solid]; +"1960 select_48" -> "1963 linalg_vector_norm_32" [label="(4, 12, 64, 32)", style=solid]; +"1960 select_48" -> "1965 expand_as_32" [label="(4, 12, 64, 32)", style=solid]; +"1960 select_48" -> "1966 div_32" [label="(4, 12, 64, 32)", style=solid]; +"1961 select_49" -> "1967 linalg_vector_norm_33" [label="(4, 12, 64, 32)", style=solid]; +"1961 select_49" -> "1969 expand_as_33" [label="(4, 12, 64, 32)", style=solid]; +"1961 select_49" -> "1970 div_33" [label="(4, 12, 64, 32)", style=solid]; +"1962 select_50" -> "1979 matmul_33" [label="(4, 12, 64, 32)", style=solid]; +"1963 linalg_vector_norm_32" -> "1964 clamp_min_32" [label="(4, 12, 64, 1)", style=solid]; +"1964 clamp_min_32" -> "1965 expand_as_32" [label="(4, 12, 64, 1)", style=solid]; +"1965 expand_as_32" -> "1966 div_32" [label="(4, 12, 64, 32)", style=solid]; +"1966 div_32" -> "1972 matmul_32" [label="(4, 12, 64, 32)", style=solid]; +"1967 linalg_vector_norm_33" -> "1968 clamp_min_33" [label="(4, 12, 64, 1)", style=solid]; +"1968 clamp_min_33" -> "1969 expand_as_33" [label="(4, 12, 64, 1)", style=solid]; +"1969 expand_as_33" -> "1970 div_33" [label="(4, 12, 64, 32)", style=solid]; +"1970 div_33" -> "1971 transpose_32" [label="(4, 12, 64, 32)", style=solid]; +"1971 transpose_32" -> "1972 matmul_32" [label="(4, 12, 32, 64)", style=solid]; +"1972 matmul_32" -> "1975 mul_33" [label="(4, 12, 64, 64)", style=solid]; +"1973 clamp_16" -> "1974 exp_16" [label="(12, 1, 1)", style=solid]; +"1974 exp_16" -> "1975 mul_33" [label="(12, 1, 1)", style=solid]; +"1975 mul_33" -> "1976 add_56" [label="(4, 12, 64, 64)", style=solid]; +"1976 add_56" -> "1977 softmax_16" [label="(4, 12, 64, 64)", style=solid]; +"1977 softmax_16" -> "1978 dropout_64" [label="(4, 12, 64, 64)", style=solid]; +"1978 dropout_64" -> "1979 matmul_33" [label="(4, 12, 64, 64)", style=solid]; +"1979 matmul_33" -> "1980 transpose_33" [label="(4, 12, 64, 32)", style=solid]; +"1980 transpose_33" -> "1981 reshape_74" [label="(4, 64, 12, 32)", style=solid]; +"1981 reshape_74" -> "1983 reshape_74_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1982 features_5_12_attn_proj_weight_updated_constant0" -> "1984 linear_101" [label="(384, 384)", style=solid]; +"1983 reshape_74_0_0_nncf_smooth_quant_0" -> "1984 linear_101" [label="(4, 64, 384)", style=solid]; +"1984 linear_101" -> "1985 dropout_65" [label="(4, 64, 384)", style=solid]; +"1985 dropout_65" -> "1986 view_91" [label="(4, 64, 384)", style=solid]; +"1986 view_91" -> "1987 permute_76" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1987 permute_76" -> "1988 reshape_75" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1988 reshape_75" -> "1989 slice_246" [label="(1, 16, 16, 384)", style=solid]; +"1989 slice_246" -> "1990 slice_247" [label="(1, 16, 16, 384)", style=solid]; +"1990 slice_247" -> "1991 slice_248" [label="(1, 14, 16, 384)", style=solid]; +"1991 slice_248" -> "1992 slice_249" [label="(1, 14, 14, 384)", style=solid]; +"1992 slice_249" -> "1993 contiguous_31" [label="(1, 14, 14, 384)", style=solid]; +"1993 contiguous_31" -> "1994 layer_norm_35" [label="(1, 14, 14, 384)", style=solid]; +"1994 layer_norm_35" -> "1995 add_57" [label="(1, 14, 14, 384)", style=solid]; +"1995 add_57" -> "1996 add_57_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; +"1995 add_57" -> "2016 add_58" [label="(1, 14, 14, 384)", style=solid]; +"1996 add_57_0_0_nncf_smooth_quant_0" -> "1997 quantize_per_tensor_default_69" [label="(1, 14, 14, 384)", style=solid]; +"1997 quantize_per_tensor_default_69" -> "1998 dequantize_per_tensor_default_69" [label="(1, 14, 14, 384)", style=solid]; +"1998 dequantize_per_tensor_default_69" -> "2003 linear_102" [label="(1, 14, 14, 384)", style=solid]; +"1999 linear_102_scale_0" -> "2002 dequantize_per_channel_default_69" [label="(1536,)", style=solid]; +"2000 linear_102_zero_point_0" -> "2002 dequantize_per_channel_default_69" [label="(1536,)", style=solid]; +"2001 _frozen_param86" -> "2002 dequantize_per_channel_default_69" [label="(1536, 384)", style=solid]; +"2002 dequantize_per_channel_default_69" -> "2003 linear_102" [label="(1536, 384)", style=solid]; +"2003 linear_102" -> "2004 gelu_16" [label="(1, 14, 14, 1536)", style=solid]; +"2004 gelu_16" -> "2005 dropout_66" [label="(1, 14, 14, 1536)", style=solid]; +"2005 dropout_66" -> "2006 dropout_66_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; +"2006 dropout_66_0_0_nncf_smooth_quant_0" -> "2007 quantize_per_tensor_default_70" [label="(1, 14, 14, 1536)", style=solid]; +"2007 quantize_per_tensor_default_70" -> "2008 dequantize_per_tensor_default_70" [label="(1, 14, 14, 1536)", style=solid]; +"2008 dequantize_per_tensor_default_70" -> "2013 linear_103" [label="(1, 14, 14, 1536)", style=solid]; +"2009 linear_103_scale_0" -> "2012 dequantize_per_channel_default_70" [label="(384,)", style=solid]; +"2010 linear_103_zero_point_0" -> "2012 dequantize_per_channel_default_70" [label="(384,)", style=solid]; +"2011 _frozen_param87" -> "2012 dequantize_per_channel_default_70" [label="(384, 1536)", style=solid]; +"2012 dequantize_per_channel_default_70" -> "2013 linear_103" [label="(384, 1536)", style=solid]; +"2013 linear_103" -> "2014 dropout_67" [label="(1, 14, 14, 384)", style=solid]; +"2014 dropout_67" -> "2015 layer_norm_36" [label="(1, 14, 14, 384)", style=solid]; +"2015 layer_norm_36" -> "2016 add_58" [label="(1, 14, 14, 384)", style=solid]; +"2016 add_58" -> "2041 pad_19" [label="(1, 14, 14, 384)", style=solid]; +"2016 add_58" -> "2104 add_61" [label="(1, 14, 14, 384)", style=solid]; +"2017 _frozen_param88" -> "2018 dequantize_per_tensor_default_71" [label="(1, 15, 15, 2)", style=solid]; +"2018 dequantize_per_tensor_default_71" -> "2023 linear_104" [label="(1, 15, 15, 2)", style=solid]; +"2019 linear_104_scale_0" -> "2022 dequantize_per_channel_default_71" [label="(512,)", style=solid]; +"2020 linear_104_zero_point_0" -> "2022 dequantize_per_channel_default_71" [label="(512,)", style=solid]; +"2021 _frozen_param89" -> "2022 dequantize_per_channel_default_71" [label="(512, 2)", style=solid]; +"2022 dequantize_per_channel_default_71" -> "2023 linear_104" [label="(512, 2)", style=solid]; +"2023 linear_104" -> "2024 relu__17" [label="(1, 15, 15, 512)", style=solid]; +"2024 relu__17" -> "2025 relu__17_0_0_nncf_smooth_quant_0" [label="(1, 15, 15, 512)", style=solid]; +"2025 relu__17_0_0_nncf_smooth_quant_0" -> "2026 quantize_per_tensor_default_72" [label="(1, 15, 15, 512)", style=solid]; +"2026 quantize_per_tensor_default_72" -> "2027 dequantize_per_tensor_default_72" [label="(1, 15, 15, 512)", style=solid]; +"2027 dequantize_per_tensor_default_72" -> "2032 linear_105" [label="(1, 15, 15, 512)", style=solid]; +"2028 linear_105_scale_0" -> "2031 dequantize_per_channel_default_72" [label="(12,)", style=solid]; +"2029 linear_105_zero_point_0" -> "2031 dequantize_per_channel_default_72" [label="(12,)", style=solid]; +"2030 _frozen_param90" -> "2031 dequantize_per_channel_default_72" [label="(12, 512)", style=solid]; +"2031 dequantize_per_channel_default_72" -> "2032 linear_105" [label="(12, 512)", style=solid]; +"2032 linear_105" -> "2033 view_92" [label="(1, 15, 15, 12)", style=solid]; +"2033 view_92" -> "2034 index_17" [label="(225, 12)", style=solid]; +"2034 index_17" -> "2035 view_93" [label="(4096, 12)", style=solid]; +"2035 view_93" -> "2036 permute_77" [label="(64, 64, 12)", style=solid]; +"2036 permute_77" -> "2037 contiguous_32" [label="(12, 64, 64)", style=solid]; +"2037 contiguous_32" -> "2038 unsqueeze_49" [label="(12, 64, 64)", style=solid]; +"2038 unsqueeze_49" -> "2039 sigmoid_17" [label="(1, 12, 64, 64)", style=solid]; +"2039 sigmoid_17" -> "2040 mul_34" [label="(1, 12, 64, 64)", style=solid]; +"2040 mul_34" -> "2068 add_59" [label="(1, 12, 64, 64)", style=solid]; +"2041 pad_19" -> "2042 roll_16" [label="(1, 16, 16, 384)", style=solid]; +"2042 roll_16" -> "2043 view_94" [label="(1, 16, 16, 384)", style=solid]; +"2043 view_94" -> "2044 permute_78" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"2044 permute_78" -> "2045 reshape_76" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"2045 reshape_76" -> "2048 reshape_76_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"2045 reshape_76" -> "2069 new_zeros_8" [label="(4, 64, 384)", style=solid]; +"2046 clone_17" -> "2049 linear_106" [label="(1152,)", style=solid]; +"2047 features_5_13_attn_qkv_weight_updated_constant0" -> "2049 linear_106" [label="(1152, 384)", style=solid]; +"2048 reshape_76_0_0_nncf_smooth_quant_0" -> "2049 linear_106" [label="(4, 64, 384)", style=solid]; +"2049 linear_106" -> "2050 reshape_77" [label="(4, 64, 1152)", style=solid]; +"2050 reshape_77" -> "2051 permute_79" [label="(4, 64, 3, 12, 32)", style=solid]; +"2051 permute_79" -> "2052 select_51" [label="(3, 4, 12, 64, 32)", style=solid]; +"2051 permute_79" -> "2053 select_52" [label="(3, 4, 12, 64, 32)", style=solid]; +"2051 permute_79" -> "2054 select_53" [label="(3, 4, 12, 64, 32)", style=solid]; +"2052 select_51" -> "2055 linalg_vector_norm_34" [label="(4, 12, 64, 32)", style=solid]; +"2052 select_51" -> "2057 expand_as_34" [label="(4, 12, 64, 32)", style=solid]; +"2052 select_51" -> "2058 div_34" [label="(4, 12, 64, 32)", style=solid]; +"2053 select_52" -> "2059 linalg_vector_norm_35" [label="(4, 12, 64, 32)", style=solid]; +"2053 select_52" -> "2061 expand_as_35" [label="(4, 12, 64, 32)", style=solid]; +"2053 select_52" -> "2062 div_35" [label="(4, 12, 64, 32)", style=solid]; +"2054 select_53" -> "2087 matmul_35" [label="(4, 12, 64, 32)", style=solid]; +"2055 linalg_vector_norm_34" -> "2056 clamp_min_34" [label="(4, 12, 64, 1)", style=solid]; +"2056 clamp_min_34" -> "2057 expand_as_34" [label="(4, 12, 64, 1)", style=solid]; +"2057 expand_as_34" -> "2058 div_34" [label="(4, 12, 64, 32)", style=solid]; +"2058 div_34" -> "2064 matmul_34" [label="(4, 12, 64, 32)", style=solid]; +"2059 linalg_vector_norm_35" -> "2060 clamp_min_35" [label="(4, 12, 64, 1)", style=solid]; +"2060 clamp_min_35" -> "2061 expand_as_35" [label="(4, 12, 64, 1)", style=solid]; +"2061 expand_as_35" -> "2062 div_35" [label="(4, 12, 64, 32)", style=solid]; +"2062 div_35" -> "2063 transpose_34" [label="(4, 12, 64, 32)", style=solid]; +"2063 transpose_34" -> "2064 matmul_34" [label="(4, 12, 32, 64)", style=solid]; +"2064 matmul_34" -> "2067 mul_35" [label="(4, 12, 64, 64)", style=solid]; +"2065 clamp_17" -> "2066 exp_17" [label="(12, 1, 1)", style=solid]; +"2066 exp_17" -> "2067 mul_35" [label="(12, 1, 1)", style=solid]; +"2067 mul_35" -> "2068 add_59" [label="(4, 12, 64, 64)", style=solid]; +"2068 add_59" -> "2080 view_96" [label="(4, 12, 64, 64)", style=solid]; +"2069 new_zeros_8" -> "2070 view_95" [label="(16, 16)", style=solid]; +"2070 view_95" -> "2071 permute_80" [label="(2, 8, 2, 8)", style=solid]; +"2071 permute_80" -> "2072 reshape_78" [label="(2, 2, 8, 8)", style=solid]; +"2072 reshape_78" -> "2073 unsqueeze_50" [label="(4, 64)", style=solid]; +"2072 reshape_78" -> "2074 unsqueeze_51" [label="(4, 64)", style=solid]; +"2073 unsqueeze_50" -> "2075 sub_8" [label="(4, 1, 64)", style=solid]; +"2074 unsqueeze_51" -> "2075 sub_8" [label="(4, 64, 1)", style=solid]; +"2075 sub_8" -> "2076 ne_8" [label="(4, 64, 64)", style=solid]; +"2075 sub_8" -> "2077 masked_fill_16" [label="(4, 64, 64)", style=solid]; +"2075 sub_8" -> "2078 eq_8" [label="(4, 64, 64)", style=solid]; +"2076 ne_8" -> "2077 masked_fill_16" [label="(4, 64, 64)", style=solid]; +"2077 masked_fill_16" -> "2079 masked_fill_17" [label="(4, 64, 64)", style=solid]; +"2078 eq_8" -> "2079 masked_fill_17" [label="(4, 64, 64)", style=solid]; +"2079 masked_fill_17" -> "2081 unsqueeze_52" [label="(4, 64, 64)", style=solid]; +"2080 view_96" -> "2083 add_60" [label="(1, 4, 12, 64, 64)", style=solid]; +"2081 unsqueeze_52" -> "2082 unsqueeze_53" [label="(4, 1, 64, 64)", style=solid]; +"2082 unsqueeze_53" -> "2083 add_60" [label="(1, 4, 1, 64, 64)", style=solid]; +"2083 add_60" -> "2084 view_97" [label="(1, 4, 12, 64, 64)", style=solid]; +"2084 view_97" -> "2085 softmax_17" [label="(4, 12, 64, 64)", style=solid]; +"2085 softmax_17" -> "2086 dropout_68" [label="(4, 12, 64, 64)", style=solid]; +"2086 dropout_68" -> "2087 matmul_35" [label="(4, 12, 64, 64)", style=solid]; +"2087 matmul_35" -> "2088 transpose_35" [label="(4, 12, 64, 32)", style=solid]; +"2088 transpose_35" -> "2089 reshape_79" [label="(4, 64, 12, 32)", style=solid]; +"2089 reshape_79" -> "2091 reshape_79_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"2090 features_5_13_attn_proj_weight_updated_constant0" -> "2092 linear_107" [label="(384, 384)", style=solid]; +"2091 reshape_79_0_0_nncf_smooth_quant_0" -> "2092 linear_107" [label="(4, 64, 384)", style=solid]; +"2092 linear_107" -> "2093 dropout_69" [label="(4, 64, 384)", style=solid]; +"2093 dropout_69" -> "2094 view_98" [label="(4, 64, 384)", style=solid]; +"2094 view_98" -> "2095 permute_81" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"2095 permute_81" -> "2096 reshape_80" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"2096 reshape_80" -> "2097 roll_17" [label="(1, 16, 16, 384)", style=solid]; +"2097 roll_17" -> "2098 slice_269" [label="(1, 16, 16, 384)", style=solid]; +"2098 slice_269" -> "2099 slice_270" [label="(1, 16, 16, 384)", style=solid]; +"2099 slice_270" -> "2100 slice_271" [label="(1, 14, 16, 384)", style=solid]; +"2100 slice_271" -> "2101 slice_272" [label="(1, 14, 14, 384)", style=solid]; +"2101 slice_272" -> "2102 contiguous_33" [label="(1, 14, 14, 384)", style=solid]; +"2102 contiguous_33" -> "2103 layer_norm_37" [label="(1, 14, 14, 384)", style=solid]; +"2103 layer_norm_37" -> "2104 add_61" [label="(1, 14, 14, 384)", style=solid]; +"2104 add_61" -> "2105 add_61_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; +"2104 add_61" -> "2125 add_62" [label="(1, 14, 14, 384)", style=solid]; +"2105 add_61_0_0_nncf_smooth_quant_0" -> "2106 quantize_per_tensor_default_73" [label="(1, 14, 14, 384)", style=solid]; +"2106 quantize_per_tensor_default_73" -> "2107 dequantize_per_tensor_default_73" [label="(1, 14, 14, 384)", style=solid]; +"2107 dequantize_per_tensor_default_73" -> "2112 linear_108" [label="(1, 14, 14, 384)", style=solid]; +"2108 linear_108_scale_0" -> "2111 dequantize_per_channel_default_73" [label="(1536,)", style=solid]; +"2109 linear_108_zero_point_0" -> "2111 dequantize_per_channel_default_73" [label="(1536,)", style=solid]; +"2110 _frozen_param91" -> "2111 dequantize_per_channel_default_73" [label="(1536, 384)", style=solid]; +"2111 dequantize_per_channel_default_73" -> "2112 linear_108" [label="(1536, 384)", style=solid]; +"2112 linear_108" -> "2113 gelu_17" [label="(1, 14, 14, 1536)", style=solid]; +"2113 gelu_17" -> "2114 dropout_70" [label="(1, 14, 14, 1536)", style=solid]; +"2114 dropout_70" -> "2115 dropout_70_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; +"2115 dropout_70_0_0_nncf_smooth_quant_0" -> "2116 quantize_per_tensor_default_74" [label="(1, 14, 14, 1536)", style=solid]; +"2116 quantize_per_tensor_default_74" -> "2117 dequantize_per_tensor_default_74" [label="(1, 14, 14, 1536)", style=solid]; +"2117 dequantize_per_tensor_default_74" -> "2122 linear_109" [label="(1, 14, 14, 1536)", style=solid]; +"2118 linear_109_scale_0" -> "2121 dequantize_per_channel_default_74" [label="(384,)", style=solid]; +"2119 linear_109_zero_point_0" -> "2121 dequantize_per_channel_default_74" [label="(384,)", style=solid]; +"2120 _frozen_param92" -> "2121 dequantize_per_channel_default_74" [label="(384, 1536)", style=solid]; +"2121 dequantize_per_channel_default_74" -> "2122 linear_109" [label="(384, 1536)", style=solid]; +"2122 linear_109" -> "2123 dropout_71" [label="(1, 14, 14, 384)", style=solid]; +"2123 dropout_71" -> "2124 layer_norm_38" [label="(1, 14, 14, 384)", style=solid]; +"2124 layer_norm_38" -> "2125 add_62" [label="(1, 14, 14, 384)", style=solid]; +"2125 add_62" -> "2150 pad_20" [label="(1, 14, 14, 384)", style=solid]; +"2125 add_62" -> "2195 add_64" [label="(1, 14, 14, 384)", style=solid]; +"2126 _frozen_param93" -> "2127 dequantize_per_tensor_default_75" [label="(1, 15, 15, 2)", style=solid]; +"2127 dequantize_per_tensor_default_75" -> "2132 linear_110" [label="(1, 15, 15, 2)", style=solid]; +"2128 linear_110_scale_0" -> "2131 dequantize_per_channel_default_75" [label="(512,)", style=solid]; +"2129 linear_110_zero_point_0" -> "2131 dequantize_per_channel_default_75" [label="(512,)", style=solid]; +"2130 _frozen_param94" -> "2131 dequantize_per_channel_default_75" [label="(512, 2)", style=solid]; +"2131 dequantize_per_channel_default_75" -> "2132 linear_110" [label="(512, 2)", style=solid]; +"2132 linear_110" -> "2133 relu__18" [label="(1, 15, 15, 512)", style=solid]; +"2133 relu__18" -> "2134 relu__18_0_0_nncf_smooth_quant_0" [label="(1, 15, 15, 512)", style=solid]; +"2134 relu__18_0_0_nncf_smooth_quant_0" -> "2135 quantize_per_tensor_default_76" [label="(1, 15, 15, 512)", style=solid]; +"2135 quantize_per_tensor_default_76" -> "2136 dequantize_per_tensor_default_76" [label="(1, 15, 15, 512)", style=solid]; +"2136 dequantize_per_tensor_default_76" -> "2141 linear_111" [label="(1, 15, 15, 512)", style=solid]; +"2137 linear_111_scale_0" -> "2140 dequantize_per_channel_default_76" [label="(12,)", style=solid]; +"2138 linear_111_zero_point_0" -> "2140 dequantize_per_channel_default_76" [label="(12,)", style=solid]; +"2139 _frozen_param95" -> "2140 dequantize_per_channel_default_76" [label="(12, 512)", style=solid]; +"2140 dequantize_per_channel_default_76" -> "2141 linear_111" [label="(12, 512)", style=solid]; +"2141 linear_111" -> "2142 view_99" [label="(1, 15, 15, 12)", style=solid]; +"2142 view_99" -> "2143 index_18" [label="(225, 12)", style=solid]; +"2143 index_18" -> "2144 view_100" [label="(4096, 12)", style=solid]; +"2144 view_100" -> "2145 permute_82" [label="(64, 64, 12)", style=solid]; +"2145 permute_82" -> "2146 contiguous_34" [label="(12, 64, 64)", style=solid]; +"2146 contiguous_34" -> "2147 unsqueeze_54" [label="(12, 64, 64)", style=solid]; +"2147 unsqueeze_54" -> "2148 sigmoid_18" [label="(1, 12, 64, 64)", style=solid]; +"2148 sigmoid_18" -> "2149 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mul_46" -> "2690 add_80" [label="(1, 24, 64, 64)", style=solid]; +"2664 pad_26" -> "2665 view_127" [label="(1, 8, 8, 768)", style=solid]; +"2665 view_127" -> "2666 permute_105" [label="(1, 1, 8, 1, 8, 768)", style=solid]; +"2666 permute_105" -> "2667 reshape_103" [label="(1, 1, 1, 8, 8, 768)", style=solid]; +"2667 reshape_103" -> "2670 reshape_103_0_0_nncf_smooth_quant_0" [label="(1, 64, 768)", style=solid]; +"2668 clone_23" -> "2671 linear_143" [label="(2304,)", style=solid]; +"2669 features_7_1_attn_qkv_weight_updated_constant0" -> "2671 linear_143" [label="(2304, 768)", style=solid]; +"2670 reshape_103_0_0_nncf_smooth_quant_0" -> "2671 linear_143" [label="(1, 64, 768)", style=solid]; +"2671 linear_143" -> "2672 reshape_104" [label="(1, 64, 2304)", style=solid]; +"2672 reshape_104" -> "2673 permute_106" [label="(1, 64, 3, 24, 32)", style=solid]; +"2673 permute_106" -> "2674 select_69" [label="(3, 1, 24, 64, 32)", style=solid]; +"2673 permute_106" -> "2675 select_70" [label="(3, 1, 24, 64, 32)", style=solid]; +"2673 permute_106" -> "2676 select_71" [label="(3, 1, 24, 64, 32)", style=solid]; +"2674 select_69" -> "2677 linalg_vector_norm_46" [label="(1, 24, 64, 32)", style=solid]; +"2674 select_69" -> "2679 expand_as_46" [label="(1, 24, 64, 32)", style=solid]; +"2674 select_69" -> "2680 div_46" [label="(1, 24, 64, 32)", style=solid]; +"2675 select_70" -> "2681 linalg_vector_norm_47" [label="(1, 24, 64, 32)", style=solid]; +"2675 select_70" -> "2683 expand_as_47" [label="(1, 24, 64, 32)", style=solid]; +"2675 select_70" -> "2684 div_47" [label="(1, 24, 64, 32)", style=solid]; +"2676 select_71" -> "2693 matmul_47" [label="(1, 24, 64, 32)", style=solid]; +"2677 linalg_vector_norm_46" -> "2678 clamp_min_46" [label="(1, 24, 64, 1)", style=solid]; +"2678 clamp_min_46" -> "2679 expand_as_46" [label="(1, 24, 64, 1)", style=solid]; +"2679 expand_as_46" -> "2680 div_46" [label="(1, 24, 64, 32)", style=solid]; +"2680 div_46" -> "2686 matmul_46" [label="(1, 24, 64, 32)", style=solid]; +"2681 linalg_vector_norm_47" -> "2682 clamp_min_47" [label="(1, 24, 64, 1)", style=solid]; +"2682 clamp_min_47" -> "2683 expand_as_47" [label="(1, 24, 64, 1)", style=solid]; +"2683 expand_as_47" -> "2684 div_47" [label="(1, 24, 64, 32)", style=solid]; +"2684 div_47" -> "2685 transpose_46" [label="(1, 24, 64, 32)", style=solid]; +"2685 transpose_46" -> "2686 matmul_46" [label="(1, 24, 32, 64)", style=solid]; +"2686 matmul_46" -> "2689 mul_47" [label="(1, 24, 64, 64)", style=solid]; +"2687 clamp_23" -> "2688 exp_23" [label="(24, 1, 1)", style=solid]; +"2688 exp_23" -> "2689 mul_47" [label="(24, 1, 1)", style=solid]; +"2689 mul_47" -> "2690 add_80" [label="(1, 24, 64, 64)", style=solid]; +"2690 add_80" -> "2691 softmax_23" [label="(1, 24, 64, 64)", style=solid]; +"2691 softmax_23" -> "2692 dropout_92" [label="(1, 24, 64, 64)", style=solid]; +"2692 dropout_92" -> "2693 matmul_47" [label="(1, 24, 64, 64)", style=solid]; +"2693 matmul_47" -> "2694 transpose_47" [label="(1, 24, 64, 32)", style=solid]; +"2694 transpose_47" -> "2695 reshape_105" [label="(1, 64, 24, 32)", style=solid]; +"2695 reshape_105" -> "2697 reshape_105_0_0_nncf_smooth_quant_0" [label="(1, 64, 768)", style=solid]; +"2696 features_7_1_attn_proj_weight_updated_constant0" -> "2698 linear_144" [label="(768, 768)", style=solid]; +"2697 reshape_105_0_0_nncf_smooth_quant_0" -> "2698 linear_144" [label="(1, 64, 768)", style=solid]; +"2698 linear_144" -> "2699 dropout_93" [label="(1, 64, 768)", style=solid]; +"2699 dropout_93" -> "2700 view_128" [label="(1, 64, 768)", style=solid]; +"2700 view_128" -> "2701 permute_107" [label="(1, 1, 1, 8, 8, 768)", style=solid]; +"2701 permute_107" -> "2702 reshape_106" [label="(1, 1, 8, 1, 8, 768)", style=solid]; +"2702 reshape_106" -> "2703 slice_347" [label="(1, 8, 8, 768)", style=solid]; +"2703 slice_347" -> "2704 slice_348" [label="(1, 8, 8, 768)", style=solid]; +"2704 slice_348" -> "2705 slice_349" [label="(1, 7, 8, 768)", style=solid]; +"2705 slice_349" -> "2706 slice_350" [label="(1, 7, 7, 768)", style=solid]; +"2706 slice_350" -> "2707 contiguous_45" [label="(1, 7, 7, 768)", style=solid]; +"2707 contiguous_45" -> "2708 layer_norm_50" [label="(1, 7, 7, 768)", style=solid]; +"2708 layer_norm_50" -> "2709 add_81" [label="(1, 7, 7, 768)", style=solid]; +"2709 add_81" -> "2710 add_81_0_0_nncf_smooth_quant_0" [label="(1, 7, 7, 768)", style=solid]; +"2709 add_81" -> "2730 add_82" [label="(1, 7, 7, 768)", style=solid]; +"2710 add_81_0_0_nncf_smooth_quant_0" -> "2711 quantize_per_tensor_default_98" [label="(1, 7, 7, 768)", style=solid]; +"2711 quantize_per_tensor_default_98" -> "2712 dequantize_per_tensor_default_98" [label="(1, 7, 7, 768)", style=solid]; +"2712 dequantize_per_tensor_default_98" -> "2717 linear_145" [label="(1, 7, 7, 768)", style=solid]; +"2713 linear_145_scale_0" -> "2716 dequantize_per_channel_default_98" [label="(3072,)", style=solid]; +"2714 linear_145_zero_point_0" -> "2716 dequantize_per_channel_default_98" [label="(3072,)", style=solid]; +"2715 _frozen_param122" -> "2716 dequantize_per_channel_default_98" [label="(3072, 768)", style=solid]; +"2716 dequantize_per_channel_default_98" -> "2717 linear_145" [label="(3072, 768)", style=solid]; +"2717 linear_145" -> "2718 gelu_23" [label="(1, 7, 7, 3072)", style=solid]; +"2718 gelu_23" -> "2719 dropout_94" [label="(1, 7, 7, 3072)", style=solid]; +"2719 dropout_94" -> "2720 dropout_94_0_0_nncf_smooth_quant_0" [label="(1, 7, 7, 3072)", style=solid]; +"2720 dropout_94_0_0_nncf_smooth_quant_0" -> "2721 quantize_per_tensor_default_99" [label="(1, 7, 7, 3072)", style=solid]; +"2721 quantize_per_tensor_default_99" -> "2722 dequantize_per_tensor_default_99" [label="(1, 7, 7, 3072)", style=solid]; +"2722 dequantize_per_tensor_default_99" -> "2727 linear_146" [label="(1, 7, 7, 3072)", style=solid]; +"2723 linear_146_scale_0" -> "2726 dequantize_per_channel_default_99" [label="(768,)", style=solid]; +"2724 linear_146_zero_point_0" -> "2726 dequantize_per_channel_default_99" [label="(768,)", style=solid]; +"2725 _frozen_param123" -> "2726 dequantize_per_channel_default_99" [label="(768, 3072)", style=solid]; +"2726 dequantize_per_channel_default_99" -> "2727 linear_146" [label="(768, 3072)", style=solid]; +"2727 linear_146" -> "2728 dropout_95" [label="(1, 7, 7, 768)", style=solid]; +"2728 dropout_95" -> "2729 layer_norm_51" [label="(1, 7, 7, 768)", style=solid]; +"2729 layer_norm_51" -> "2730 add_82" [label="(1, 7, 7, 768)", style=solid]; +"2730 add_82" -> "2731 layer_norm_52" [label="(1, 7, 7, 768)", style=solid]; +"2731 layer_norm_52" -> "2732 permute_108" [label="(1, 7, 7, 768)", style=solid]; +"2732 permute_108" -> "2733 adaptive_avg_pool2d" [label="(1, 768, 7, 7)", style=solid]; +"2733 adaptive_avg_pool2d" -> "2734 flatten" [label="(1, 768, 1, 1)", style=solid]; +"2734 flatten" -> "2735 flatten_0_0_nncf_smooth_quant_0" [label="(1, 768)", style=solid]; +"2735 flatten_0_0_nncf_smooth_quant_0" -> "2736 quantize_per_tensor_default_100" [label="(1, 768)", style=solid]; +"2736 quantize_per_tensor_default_100" -> "2737 dequantize_per_tensor_default_100" [label="(1, 768)", style=solid]; +"2737 dequantize_per_tensor_default_100" -> "2742 linear_147" [label="(1, 768)", style=solid]; +"2738 linear_147_scale_0" -> "2741 dequantize_per_channel_default_100" [label="(1000,)", style=solid]; +"2739 linear_147_zero_point_0" -> "2741 dequantize_per_channel_default_100" [label="(1000,)", style=solid]; +"2740 _frozen_param124" -> "2741 dequantize_per_channel_default_100" [label="(1000, 768)", style=solid]; +"2741 dequantize_per_channel_default_100" -> "2742 linear_147" [label="(1000, 768)", style=solid]; +"2742 linear_147" -> "2743 output" [label="(1, 1000)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/synthetic_transformer.dot b/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/synthetic_transformer.dot new file mode 100644 index 00000000000..462a2e45e41 --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/synthetic_transformer.dot @@ -0,0 +1,45 @@ +strict digraph { +"0 wte_weight" [id=0, type=get_attr]; +"1 linear_bias" [id=1, type=get_attr]; +"2 lm_head_bias" [id=2, type=get_attr]; +"3 input_ids" [id=3, type=input]; +"4 embedding" [id=4, type=embedding]; +"5 embedding_0_0_nncf_smooth_quant_0" [id=5, type=call_module]; +"6 quantize_per_tensor_default" [id=6, type=quantize_per_tensor]; +"7 dequantize_per_tensor_default" [id=7, type=dequantize_per_tensor]; +"8 linear_scale_0" [id=8, type=get_attr]; +"9 linear_zero_point_0" [id=9, type=get_attr]; +"10 _frozen_param0" [id=10, type=get_attr]; +"11 dequantize_per_channel_default" [id=11, type=dequantize_per_channel]; +"12 linear" [id=12, type=linear]; +"13 linear_0_0_nncf_smooth_quant_0" [id=13, type=call_module]; +"14 quantize_per_tensor_default_1" [id=14, type=quantize_per_tensor]; +"15 dequantize_per_tensor_default_1" [id=15, type=dequantize_per_tensor]; +"16 linear_1_scale_0" [id=16, type=get_attr]; +"17 linear_1_zero_point_0" [id=17, type=get_attr]; +"18 _frozen_param1" [id=18, type=get_attr]; +"19 dequantize_per_channel_default_1" [id=19, type=dequantize_per_channel]; +"20 linear_1" [id=20, type=linear]; +"21 output" [id=21, type=output]; +"0 wte_weight" -> "4 embedding" [label="(10, 5)", style=solid]; +"1 linear_bias" -> "12 linear" [label="(5,)", style=solid]; +"2 lm_head_bias" -> "20 linear_1" [label="(10,)", style=solid]; +"3 input_ids" -> "4 embedding" [label="(5,)", style=solid]; +"4 embedding" -> "5 embedding_0_0_nncf_smooth_quant_0" [label="(5, 5)", style=solid]; +"5 embedding_0_0_nncf_smooth_quant_0" -> "6 quantize_per_tensor_default" [label="(5, 5)", style=solid]; +"6 quantize_per_tensor_default" -> "7 dequantize_per_tensor_default" [label="(5, 5)", style=solid]; +"7 dequantize_per_tensor_default" -> "12 linear" [label="(5, 5)", style=solid]; +"8 linear_scale_0" -> "11 dequantize_per_channel_default" [label="(5,)", style=solid]; +"9 linear_zero_point_0" -> "11 dequantize_per_channel_default" [label="(5,)", style=solid]; +"10 _frozen_param0" -> "11 dequantize_per_channel_default" [label="(5, 5)", style=solid]; +"11 dequantize_per_channel_default" -> "12 linear" [label="(5, 5)", style=solid]; +"12 linear" -> "13 linear_0_0_nncf_smooth_quant_0" [label="(5, 5)", style=solid]; +"13 linear_0_0_nncf_smooth_quant_0" -> "14 quantize_per_tensor_default_1" [label="(5, 5)", style=solid]; +"14 quantize_per_tensor_default_1" -> "15 dequantize_per_tensor_default_1" [label="(5, 5)", style=solid]; +"15 dequantize_per_tensor_default_1" -> "20 linear_1" [label="(5, 5)", style=solid]; +"16 linear_1_scale_0" -> "19 dequantize_per_channel_default_1" [label="(10,)", style=solid]; +"17 linear_1_zero_point_0" -> "19 dequantize_per_channel_default_1" [label="(10,)", style=solid]; +"18 _frozen_param1" -> "19 dequantize_per_channel_default_1" [label="(10, 5)", style=solid]; +"19 dequantize_per_channel_default_1" -> "20 linear_1" [label="(10, 5)", style=solid]; +"20 linear_1" -> "21 output" [label="(5, 10)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/unet.dot b/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/unet.dot new file mode 100644 index 00000000000..dfe64020019 --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/unet.dot @@ -0,0 +1,437 @@ +strict digraph { +"0 down_path_0_block_0_bias" [id=0, type=get_attr]; +"1 down_path_0_block_3_bias" [id=1, type=get_attr]; +"2 down_path_1_block_0_bias" [id=2, type=get_attr]; +"3 down_path_1_block_3_bias" [id=3, type=get_attr]; +"4 down_path_2_block_0_bias" [id=4, type=get_attr]; +"5 down_path_2_block_3_bias" [id=5, type=get_attr]; +"6 down_path_3_block_0_bias" [id=6, type=get_attr]; +"7 down_path_3_block_3_bias" [id=7, type=get_attr]; +"8 down_path_4_block_0_bias" [id=8, type=get_attr]; +"9 down_path_4_block_3_bias" [id=9, type=get_attr]; +"10 up_path_0_up_weight" [id=10, type=get_attr]; +"11 up_path_0_up_bias" [id=11, type=get_attr]; +"12 up_path_0_conv_block_block_0_bias" [id=12, type=get_attr]; +"13 up_path_0_conv_block_block_3_bias" [id=13, type=get_attr]; +"14 up_path_1_up_weight" [id=14, type=get_attr]; +"15 up_path_1_up_bias" [id=15, type=get_attr]; +"16 up_path_1_conv_block_block_0_bias" [id=16, type=get_attr]; +"17 up_path_1_conv_block_block_3_bias" [id=17, type=get_attr]; +"18 up_path_2_up_weight" [id=18, type=get_attr]; +"19 up_path_2_up_bias" [id=19, type=get_attr]; +"20 up_path_2_conv_block_block_0_bias" [id=20, type=get_attr]; +"21 up_path_2_conv_block_block_3_bias" [id=21, type=get_attr]; +"22 up_path_3_up_weight" [id=22, type=get_attr]; +"23 up_path_3_up_bias" [id=23, type=get_attr]; +"24 up_path_3_conv_block_block_0_bias" [id=24, type=get_attr]; +"25 up_path_3_conv_block_block_3_bias" [id=25, type=get_attr]; +"26 last_bias" [id=26, type=get_attr]; +"27 x" [id=27, type=input]; +"28 quantize_per_tensor_default" [id=28, type=quantize_per_tensor]; +"29 dequantize_per_tensor_default" [id=29, type=dequantize_per_tensor]; +"30 conv2d_scale_0" [id=30, type=get_attr]; +"31 conv2d_zero_point_0" [id=31, type=get_attr]; +"32 _frozen_param0" [id=32, type=get_attr]; +"33 dequantize_per_channel_default" [id=33, type=dequantize_per_channel]; +"34 conv2d" [id=34, type=conv2d]; +"35 relu" [id=35, type=relu]; +"36 quantize_per_tensor_default_1" [id=36, type=quantize_per_tensor]; +"37 dequantize_per_tensor_default_1" [id=37, type=dequantize_per_tensor]; +"38 conv2d_1_scale_0" [id=38, type=get_attr]; +"39 conv2d_1_zero_point_0" [id=39, type=get_attr]; +"40 _frozen_param1" [id=40, type=get_attr]; +"41 dequantize_per_channel_default_1" [id=41, type=dequantize_per_channel]; +"42 conv2d_1" [id=42, type=conv2d]; +"43 relu_1" [id=43, type=relu]; +"44 quantize_per_tensor_default_2" [id=44, type=quantize_per_tensor]; +"45 dequantize_per_tensor_default_2" [id=45, type=dequantize_per_tensor]; +"46 max_pool2d" [id=46, type=max_pool2d]; +"47 quantize_per_tensor_default_3" [id=47, type=quantize_per_tensor]; +"48 dequantize_per_tensor_default_3" [id=48, type=dequantize_per_tensor]; +"49 conv2d_2_scale_0" [id=49, type=get_attr]; +"50 conv2d_2_zero_point_0" [id=50, type=get_attr]; +"51 _frozen_param2" [id=51, type=get_attr]; +"52 dequantize_per_channel_default_2" [id=52, type=dequantize_per_channel]; +"53 conv2d_2" [id=53, type=conv2d]; +"54 relu_2" [id=54, type=relu]; +"55 quantize_per_tensor_default_4" [id=55, type=quantize_per_tensor]; +"56 dequantize_per_tensor_default_4" [id=56, type=dequantize_per_tensor]; +"57 conv2d_3_scale_0" [id=57, type=get_attr]; +"58 conv2d_3_zero_point_0" [id=58, type=get_attr]; +"59 _frozen_param3" [id=59, type=get_attr]; +"60 dequantize_per_channel_default_3" [id=60, type=dequantize_per_channel]; +"61 conv2d_3" [id=61, type=conv2d]; +"62 relu_3" [id=62, type=relu]; +"63 quantize_per_tensor_default_5" [id=63, type=quantize_per_tensor]; +"64 dequantize_per_tensor_default_5" [id=64, type=dequantize_per_tensor]; +"65 max_pool2d_1" [id=65, type=max_pool2d]; +"66 quantize_per_tensor_default_6" [id=66, type=quantize_per_tensor]; +"67 dequantize_per_tensor_default_6" [id=67, type=dequantize_per_tensor]; +"68 conv2d_4_scale_0" [id=68, type=get_attr]; +"69 conv2d_4_zero_point_0" [id=69, type=get_attr]; +"70 _frozen_param4" [id=70, type=get_attr]; +"71 dequantize_per_channel_default_4" [id=71, type=dequantize_per_channel]; +"72 conv2d_4" [id=72, type=conv2d]; +"73 relu_4" [id=73, type=relu]; +"74 quantize_per_tensor_default_7" [id=74, type=quantize_per_tensor]; +"75 dequantize_per_tensor_default_7" [id=75, type=dequantize_per_tensor]; +"76 conv2d_5_scale_0" [id=76, type=get_attr]; +"77 conv2d_5_zero_point_0" [id=77, type=get_attr]; +"78 _frozen_param5" [id=78, type=get_attr]; +"79 dequantize_per_channel_default_5" [id=79, type=dequantize_per_channel]; +"80 conv2d_5" [id=80, type=conv2d]; +"81 relu_5" [id=81, type=relu]; +"82 quantize_per_tensor_default_8" [id=82, type=quantize_per_tensor]; +"83 dequantize_per_tensor_default_8" [id=83, type=dequantize_per_tensor]; +"84 max_pool2d_2" [id=84, type=max_pool2d]; +"85 quantize_per_tensor_default_9" [id=85, type=quantize_per_tensor]; +"86 dequantize_per_tensor_default_9" [id=86, type=dequantize_per_tensor]; +"87 conv2d_6_scale_0" [id=87, type=get_attr]; +"88 conv2d_6_zero_point_0" [id=88, type=get_attr]; +"89 _frozen_param6" [id=89, type=get_attr]; +"90 dequantize_per_channel_default_6" [id=90, type=dequantize_per_channel]; +"91 conv2d_6" [id=91, type=conv2d]; +"92 relu_6" [id=92, type=relu]; +"93 quantize_per_tensor_default_10" [id=93, type=quantize_per_tensor]; +"94 dequantize_per_tensor_default_10" [id=94, type=dequantize_per_tensor]; +"95 conv2d_7_scale_0" [id=95, type=get_attr]; +"96 conv2d_7_zero_point_0" [id=96, type=get_attr]; +"97 _frozen_param7" [id=97, type=get_attr]; +"98 dequantize_per_channel_default_7" [id=98, type=dequantize_per_channel]; +"99 conv2d_7" [id=99, type=conv2d]; +"100 relu_7" [id=100, type=relu]; +"101 quantize_per_tensor_default_11" [id=101, type=quantize_per_tensor]; +"102 dequantize_per_tensor_default_11" [id=102, type=dequantize_per_tensor]; +"103 max_pool2d_3" [id=103, type=max_pool2d]; +"104 quantize_per_tensor_default_12" [id=104, type=quantize_per_tensor]; +"105 dequantize_per_tensor_default_12" [id=105, type=dequantize_per_tensor]; +"106 conv2d_8_scale_0" [id=106, type=get_attr]; +"107 conv2d_8_zero_point_0" [id=107, type=get_attr]; +"108 _frozen_param8" [id=108, type=get_attr]; +"109 dequantize_per_channel_default_8" [id=109, type=dequantize_per_channel]; +"110 conv2d_8" [id=110, type=conv2d]; +"111 relu_8" [id=111, type=relu]; +"112 quantize_per_tensor_default_13" [id=112, type=quantize_per_tensor]; +"113 dequantize_per_tensor_default_13" [id=113, type=dequantize_per_tensor]; +"114 conv2d_9_scale_0" [id=114, type=get_attr]; +"115 conv2d_9_zero_point_0" [id=115, type=get_attr]; +"116 _frozen_param9" [id=116, type=get_attr]; +"117 dequantize_per_channel_default_9" [id=117, type=dequantize_per_channel]; +"118 conv2d_9" [id=118, type=conv2d]; +"119 relu_9" [id=119, type=relu]; +"120 conv_transpose2d" [id=120, type=conv_transpose2d]; +"121 slice_1" [id=121, type=slice]; +"122 slice_2" [id=122, type=slice]; +"123 slice_3" [id=123, type=slice]; +"124 slice_4" [id=124, type=slice]; +"125 cat" [id=125, type=cat]; +"126 quantize_per_tensor_default_14" [id=126, type=quantize_per_tensor]; +"127 dequantize_per_tensor_default_14" [id=127, type=dequantize_per_tensor]; +"128 conv2d_10_scale_0" [id=128, type=get_attr]; +"129 conv2d_10_zero_point_0" [id=129, type=get_attr]; +"130 _frozen_param10" [id=130, type=get_attr]; +"131 dequantize_per_channel_default_10" [id=131, type=dequantize_per_channel]; +"132 conv2d_10" [id=132, type=conv2d]; +"133 relu_10" [id=133, type=relu]; +"134 quantize_per_tensor_default_15" [id=134, type=quantize_per_tensor]; +"135 dequantize_per_tensor_default_15" [id=135, type=dequantize_per_tensor]; +"136 conv2d_11_scale_0" [id=136, type=get_attr]; +"137 conv2d_11_zero_point_0" [id=137, type=get_attr]; +"138 _frozen_param11" [id=138, type=get_attr]; +"139 dequantize_per_channel_default_11" [id=139, type=dequantize_per_channel]; +"140 conv2d_11" [id=140, type=conv2d]; +"141 relu_11" [id=141, type=relu]; +"142 conv_transpose2d_1" [id=142, type=conv_transpose2d]; +"143 slice_5" [id=143, type=slice]; +"144 slice_6" [id=144, type=slice]; +"145 slice_7" [id=145, type=slice]; +"146 slice_8" [id=146, type=slice]; +"147 cat_1" [id=147, type=cat]; +"148 quantize_per_tensor_default_16" [id=148, type=quantize_per_tensor]; +"149 dequantize_per_tensor_default_16" [id=149, type=dequantize_per_tensor]; +"150 conv2d_12_scale_0" [id=150, type=get_attr]; +"151 conv2d_12_zero_point_0" [id=151, type=get_attr]; +"152 _frozen_param12" [id=152, type=get_attr]; +"153 dequantize_per_channel_default_12" [id=153, type=dequantize_per_channel]; +"154 conv2d_12" [id=154, type=conv2d]; +"155 relu_12" [id=155, type=relu]; +"156 quantize_per_tensor_default_17" [id=156, type=quantize_per_tensor]; +"157 dequantize_per_tensor_default_17" [id=157, type=dequantize_per_tensor]; +"158 conv2d_13_scale_0" [id=158, type=get_attr]; +"159 conv2d_13_zero_point_0" [id=159, type=get_attr]; +"160 _frozen_param13" [id=160, type=get_attr]; +"161 dequantize_per_channel_default_13" [id=161, type=dequantize_per_channel]; +"162 conv2d_13" [id=162, type=conv2d]; +"163 relu_13" [id=163, type=relu]; +"164 conv_transpose2d_2" [id=164, type=conv_transpose2d]; +"165 slice_9" [id=165, type=slice]; +"166 slice_10" [id=166, type=slice]; +"167 slice_11" [id=167, type=slice]; +"168 slice_12" [id=168, type=slice]; +"169 cat_2" [id=169, type=cat]; +"170 quantize_per_tensor_default_18" [id=170, type=quantize_per_tensor]; +"171 dequantize_per_tensor_default_18" [id=171, type=dequantize_per_tensor]; +"172 conv2d_14_scale_0" [id=172, type=get_attr]; +"173 conv2d_14_zero_point_0" [id=173, type=get_attr]; +"174 _frozen_param14" [id=174, type=get_attr]; +"175 dequantize_per_channel_default_14" [id=175, type=dequantize_per_channel]; +"176 conv2d_14" [id=176, type=conv2d]; +"177 relu_14" [id=177, type=relu]; +"178 quantize_per_tensor_default_19" [id=178, type=quantize_per_tensor]; +"179 dequantize_per_tensor_default_19" [id=179, type=dequantize_per_tensor]; +"180 conv2d_15_scale_0" [id=180, type=get_attr]; +"181 conv2d_15_zero_point_0" [id=181, type=get_attr]; +"182 _frozen_param15" [id=182, type=get_attr]; +"183 dequantize_per_channel_default_15" [id=183, type=dequantize_per_channel]; +"184 conv2d_15" [id=184, type=conv2d]; +"185 relu_15" [id=185, type=relu]; +"186 conv_transpose2d_3" [id=186, type=conv_transpose2d]; +"187 slice_13" [id=187, type=slice]; +"188 slice_14" [id=188, type=slice]; +"189 slice_15" [id=189, type=slice]; +"190 slice_16" [id=190, type=slice]; +"191 cat_3" [id=191, type=cat]; +"192 quantize_per_tensor_default_20" [id=192, type=quantize_per_tensor]; +"193 dequantize_per_tensor_default_20" [id=193, type=dequantize_per_tensor]; +"194 conv2d_16_scale_0" [id=194, type=get_attr]; +"195 conv2d_16_zero_point_0" [id=195, type=get_attr]; +"196 _frozen_param16" [id=196, type=get_attr]; +"197 dequantize_per_channel_default_16" [id=197, type=dequantize_per_channel]; +"198 conv2d_16" [id=198, type=conv2d]; +"199 relu_16" [id=199, type=relu]; +"200 quantize_per_tensor_default_21" [id=200, type=quantize_per_tensor]; +"201 dequantize_per_tensor_default_21" [id=201, type=dequantize_per_tensor]; +"202 conv2d_17_scale_0" [id=202, type=get_attr]; +"203 conv2d_17_zero_point_0" [id=203, type=get_attr]; +"204 _frozen_param17" [id=204, type=get_attr]; +"205 dequantize_per_channel_default_17" [id=205, type=dequantize_per_channel]; +"206 conv2d_17" [id=206, type=conv2d]; +"207 relu_17" [id=207, type=relu]; +"208 quantize_per_tensor_default_22" [id=208, type=quantize_per_tensor]; +"209 dequantize_per_tensor_default_22" [id=209, type=dequantize_per_tensor]; +"210 conv2d_18_scale_0" [id=210, type=get_attr]; +"211 conv2d_18_zero_point_0" [id=211, type=get_attr]; +"212 _frozen_param18" [id=212, type=get_attr]; +"213 dequantize_per_channel_default_18" [id=213, type=dequantize_per_channel]; +"214 conv2d_18" [id=214, type=conv2d]; +"215 output" [id=215, type=output]; +"0 down_path_0_block_0_bias" -> "34 conv2d" [label="(64,)", style=solid]; +"1 down_path_0_block_3_bias" -> "42 conv2d_1" [label="(64,)", style=solid]; +"2 down_path_1_block_0_bias" -> "53 conv2d_2" [label="(128,)", style=solid]; +"3 down_path_1_block_3_bias" -> "61 conv2d_3" [label="(128,)", style=solid]; +"4 down_path_2_block_0_bias" -> "72 conv2d_4" [label="(256,)", style=solid]; +"5 down_path_2_block_3_bias" -> "80 conv2d_5" [label="(256,)", style=solid]; +"6 down_path_3_block_0_bias" -> "91 conv2d_6" [label="(512,)", style=solid]; +"7 down_path_3_block_3_bias" -> "99 conv2d_7" [label="(512,)", style=solid]; +"8 down_path_4_block_0_bias" -> "110 conv2d_8" [label="(1024,)", style=solid]; +"9 down_path_4_block_3_bias" -> "118 conv2d_9" [label="(1024,)", style=solid]; +"10 up_path_0_up_weight" -> "120 conv_transpose2d" [label="(1024, 512, 2, 2)", style=solid]; +"11 up_path_0_up_bias" -> "120 conv_transpose2d" [label="(512,)", style=solid]; +"12 up_path_0_conv_block_block_0_bias" -> "132 conv2d_10" [label="(512,)", style=solid]; +"13 up_path_0_conv_block_block_3_bias" -> "140 conv2d_11" [label="(512,)", style=solid]; +"14 up_path_1_up_weight" -> "142 conv_transpose2d_1" [label="(512, 256, 2, 2)", style=solid]; +"15 up_path_1_up_bias" -> "142 conv_transpose2d_1" [label="(256,)", style=solid]; +"16 up_path_1_conv_block_block_0_bias" -> "154 conv2d_12" [label="(256,)", style=solid]; +"17 up_path_1_conv_block_block_3_bias" -> "162 conv2d_13" [label="(256,)", style=solid]; +"18 up_path_2_up_weight" -> "164 conv_transpose2d_2" [label="(256, 128, 2, 2)", style=solid]; +"19 up_path_2_up_bias" -> "164 conv_transpose2d_2" [label="(128,)", style=solid]; +"20 up_path_2_conv_block_block_0_bias" -> "176 conv2d_14" [label="(128,)", style=solid]; +"21 up_path_2_conv_block_block_3_bias" -> "184 conv2d_15" [label="(128,)", style=solid]; +"22 up_path_3_up_weight" -> "186 conv_transpose2d_3" [label="(128, 64, 2, 2)", style=solid]; +"23 up_path_3_up_bias" -> "186 conv_transpose2d_3" [label="(64,)", style=solid]; +"24 up_path_3_conv_block_block_0_bias" -> "198 conv2d_16" [label="(64,)", style=solid]; +"25 up_path_3_conv_block_block_3_bias" -> "206 conv2d_17" [label="(64,)", style=solid]; +"26 last_bias" -> "214 conv2d_18" [label="(12,)", style=solid]; +"27 x" -> "28 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"28 quantize_per_tensor_default" -> "29 dequantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"29 dequantize_per_tensor_default" -> "34 conv2d" [label="(1, 3, 224, 224)", style=solid]; +"30 conv2d_scale_0" -> "33 dequantize_per_channel_default" [label="(64,)", style=solid]; +"31 conv2d_zero_point_0" -> "33 dequantize_per_channel_default" [label="(64,)", style=solid]; +"32 _frozen_param0" -> "33 dequantize_per_channel_default" [label="(64, 3, 3, 3)", style=solid]; +"33 dequantize_per_channel_default" -> "34 conv2d" [label="(64, 3, 3, 3)", style=solid]; +"34 conv2d" -> "35 relu" [label="(1, 64, 222, 222)", style=solid]; +"35 relu" -> "36 quantize_per_tensor_default_1" [label="(1, 64, 222, 222)", style=solid]; +"36 quantize_per_tensor_default_1" -> "37 dequantize_per_tensor_default_1" [label="(1, 64, 222, 222)", style=solid]; +"37 dequantize_per_tensor_default_1" -> "42 conv2d_1" [label="(1, 64, 222, 222)", style=solid]; +"38 conv2d_1_scale_0" -> "41 dequantize_per_channel_default_1" [label="(64,)", style=solid]; +"39 conv2d_1_zero_point_0" -> "41 dequantize_per_channel_default_1" [label="(64,)", style=solid]; +"40 _frozen_param1" -> "41 dequantize_per_channel_default_1" [label="(64, 64, 3, 3)", style=solid]; +"41 dequantize_per_channel_default_1" -> "42 conv2d_1" [label="(64, 64, 3, 3)", style=solid]; +"42 conv2d_1" -> "43 relu_1" [label="(1, 64, 220, 220)", style=solid]; +"43 relu_1" -> "44 quantize_per_tensor_default_2" [label="(1, 64, 220, 220)", style=solid]; +"43 relu_1" -> "187 slice_13" [label="(1, 64, 220, 220)", style=solid]; +"44 quantize_per_tensor_default_2" -> "45 dequantize_per_tensor_default_2" [label="(1, 64, 220, 220)", style=solid]; +"45 dequantize_per_tensor_default_2" -> "46 max_pool2d" [label="(1, 64, 220, 220)", style=solid]; +"46 max_pool2d" -> "47 quantize_per_tensor_default_3" [label="(1, 64, 110, 110)", style=solid]; +"47 quantize_per_tensor_default_3" -> "48 dequantize_per_tensor_default_3" [label="(1, 64, 110, 110)", style=solid]; +"48 dequantize_per_tensor_default_3" -> "53 conv2d_2" [label="(1, 64, 110, 110)", style=solid]; +"49 conv2d_2_scale_0" -> "52 dequantize_per_channel_default_2" [label="(128,)", style=solid]; +"50 conv2d_2_zero_point_0" -> "52 dequantize_per_channel_default_2" [label="(128,)", style=solid]; +"51 _frozen_param2" -> "52 dequantize_per_channel_default_2" [label="(128, 64, 3, 3)", style=solid]; +"52 dequantize_per_channel_default_2" -> "53 conv2d_2" [label="(128, 64, 3, 3)", style=solid]; +"53 conv2d_2" -> "54 relu_2" [label="(1, 128, 108, 108)", style=solid]; +"54 relu_2" -> "55 quantize_per_tensor_default_4" [label="(1, 128, 108, 108)", style=solid]; +"55 quantize_per_tensor_default_4" -> "56 dequantize_per_tensor_default_4" [label="(1, 128, 108, 108)", style=solid]; +"56 dequantize_per_tensor_default_4" -> "61 conv2d_3" [label="(1, 128, 108, 108)", style=solid]; +"57 conv2d_3_scale_0" -> "60 dequantize_per_channel_default_3" [label="(128,)", style=solid]; +"58 conv2d_3_zero_point_0" -> "60 dequantize_per_channel_default_3" [label="(128,)", style=solid]; +"59 _frozen_param3" -> "60 dequantize_per_channel_default_3" [label="(128, 128, 3, 3)", style=solid]; +"60 dequantize_per_channel_default_3" -> "61 conv2d_3" [label="(128, 128, 3, 3)", style=solid]; +"61 conv2d_3" -> "62 relu_3" [label="(1, 128, 106, 106)", style=solid]; +"62 relu_3" -> "63 quantize_per_tensor_default_5" [label="(1, 128, 106, 106)", style=solid]; +"62 relu_3" -> "165 slice_9" [label="(1, 128, 106, 106)", style=solid]; +"63 quantize_per_tensor_default_5" -> "64 dequantize_per_tensor_default_5" [label="(1, 128, 106, 106)", style=solid]; +"64 dequantize_per_tensor_default_5" -> "65 max_pool2d_1" [label="(1, 128, 106, 106)", style=solid]; +"65 max_pool2d_1" -> "66 quantize_per_tensor_default_6" [label="(1, 128, 53, 53)", style=solid]; +"66 quantize_per_tensor_default_6" -> "67 dequantize_per_tensor_default_6" [label="(1, 128, 53, 53)", style=solid]; +"67 dequantize_per_tensor_default_6" -> "72 conv2d_4" [label="(1, 128, 53, 53)", style=solid]; +"68 conv2d_4_scale_0" -> "71 dequantize_per_channel_default_4" [label="(256,)", style=solid]; +"69 conv2d_4_zero_point_0" -> "71 dequantize_per_channel_default_4" [label="(256,)", style=solid]; +"70 _frozen_param4" -> "71 dequantize_per_channel_default_4" [label="(256, 128, 3, 3)", style=solid]; +"71 dequantize_per_channel_default_4" -> "72 conv2d_4" [label="(256, 128, 3, 3)", style=solid]; +"72 conv2d_4" -> "73 relu_4" [label="(1, 256, 51, 51)", style=solid]; +"73 relu_4" -> "74 quantize_per_tensor_default_7" [label="(1, 256, 51, 51)", style=solid]; +"74 quantize_per_tensor_default_7" -> "75 dequantize_per_tensor_default_7" [label="(1, 256, 51, 51)", style=solid]; +"75 dequantize_per_tensor_default_7" -> "80 conv2d_5" [label="(1, 256, 51, 51)", style=solid]; +"76 conv2d_5_scale_0" -> "79 dequantize_per_channel_default_5" [label="(256,)", style=solid]; +"77 conv2d_5_zero_point_0" -> "79 dequantize_per_channel_default_5" [label="(256,)", style=solid]; +"78 _frozen_param5" -> "79 dequantize_per_channel_default_5" [label="(256, 256, 3, 3)", style=solid]; +"79 dequantize_per_channel_default_5" -> "80 conv2d_5" [label="(256, 256, 3, 3)", style=solid]; +"80 conv2d_5" -> "81 relu_5" [label="(1, 256, 49, 49)", style=solid]; +"81 relu_5" -> "82 quantize_per_tensor_default_8" [label="(1, 256, 49, 49)", style=solid]; +"81 relu_5" -> "143 slice_5" [label="(1, 256, 49, 49)", style=solid]; +"82 quantize_per_tensor_default_8" -> "83 dequantize_per_tensor_default_8" [label="(1, 256, 49, 49)", style=solid]; +"83 dequantize_per_tensor_default_8" -> "84 max_pool2d_2" [label="(1, 256, 49, 49)", style=solid]; +"84 max_pool2d_2" -> "85 quantize_per_tensor_default_9" [label="(1, 256, 24, 24)", style=solid]; +"85 quantize_per_tensor_default_9" -> "86 dequantize_per_tensor_default_9" [label="(1, 256, 24, 24)", style=solid]; +"86 dequantize_per_tensor_default_9" -> "91 conv2d_6" [label="(1, 256, 24, 24)", style=solid]; +"87 conv2d_6_scale_0" -> "90 dequantize_per_channel_default_6" [label="(512,)", style=solid]; +"88 conv2d_6_zero_point_0" -> "90 dequantize_per_channel_default_6" [label="(512,)", style=solid]; +"89 _frozen_param6" -> "90 dequantize_per_channel_default_6" [label="(512, 256, 3, 3)", style=solid]; +"90 dequantize_per_channel_default_6" -> "91 conv2d_6" [label="(512, 256, 3, 3)", style=solid]; +"91 conv2d_6" -> "92 relu_6" [label="(1, 512, 22, 22)", style=solid]; +"92 relu_6" -> "93 quantize_per_tensor_default_10" [label="(1, 512, 22, 22)", style=solid]; +"93 quantize_per_tensor_default_10" -> "94 dequantize_per_tensor_default_10" [label="(1, 512, 22, 22)", style=solid]; +"94 dequantize_per_tensor_default_10" -> "99 conv2d_7" [label="(1, 512, 22, 22)", style=solid]; +"95 conv2d_7_scale_0" -> "98 dequantize_per_channel_default_7" [label="(512,)", style=solid]; +"96 conv2d_7_zero_point_0" -> "98 dequantize_per_channel_default_7" [label="(512,)", style=solid]; +"97 _frozen_param7" -> "98 dequantize_per_channel_default_7" [label="(512, 512, 3, 3)", style=solid]; +"98 dequantize_per_channel_default_7" -> "99 conv2d_7" [label="(512, 512, 3, 3)", style=solid]; +"99 conv2d_7" -> "100 relu_7" [label="(1, 512, 20, 20)", style=solid]; +"100 relu_7" -> "101 quantize_per_tensor_default_11" [label="(1, 512, 20, 20)", style=solid]; +"100 relu_7" -> "121 slice_1" [label="(1, 512, 20, 20)", style=solid]; +"101 quantize_per_tensor_default_11" -> "102 dequantize_per_tensor_default_11" [label="(1, 512, 20, 20)", style=solid]; +"102 dequantize_per_tensor_default_11" -> "103 max_pool2d_3" [label="(1, 512, 20, 20)", style=solid]; +"103 max_pool2d_3" -> "104 quantize_per_tensor_default_12" [label="(1, 512, 10, 10)", style=solid]; +"104 quantize_per_tensor_default_12" -> "105 dequantize_per_tensor_default_12" [label="(1, 512, 10, 10)", style=solid]; +"105 dequantize_per_tensor_default_12" -> "110 conv2d_8" [label="(1, 512, 10, 10)", style=solid]; +"106 conv2d_8_scale_0" -> "109 dequantize_per_channel_default_8" [label="(1024,)", style=solid]; +"107 conv2d_8_zero_point_0" -> "109 dequantize_per_channel_default_8" [label="(1024,)", style=solid]; +"108 _frozen_param8" -> "109 dequantize_per_channel_default_8" [label="(1024, 512, 3, 3)", style=solid]; +"109 dequantize_per_channel_default_8" -> "110 conv2d_8" [label="(1024, 512, 3, 3)", style=solid]; +"110 conv2d_8" -> "111 relu_8" [label="(1, 1024, 8, 8)", style=solid]; +"111 relu_8" -> "112 quantize_per_tensor_default_13" [label="(1, 1024, 8, 8)", style=solid]; +"112 quantize_per_tensor_default_13" -> "113 dequantize_per_tensor_default_13" [label="(1, 1024, 8, 8)", style=solid]; +"113 dequantize_per_tensor_default_13" -> "118 conv2d_9" [label="(1, 1024, 8, 8)", style=solid]; +"114 conv2d_9_scale_0" -> "117 dequantize_per_channel_default_9" [label="(1024,)", style=solid]; +"115 conv2d_9_zero_point_0" -> "117 dequantize_per_channel_default_9" [label="(1024,)", style=solid]; +"116 _frozen_param9" -> "117 dequantize_per_channel_default_9" [label="(1024, 1024, 3, 3)", style=solid]; +"117 dequantize_per_channel_default_9" -> "118 conv2d_9" [label="(1024, 1024, 3, 3)", style=solid]; +"118 conv2d_9" -> "119 relu_9" [label="(1, 1024, 6, 6)", style=solid]; +"119 relu_9" -> "120 conv_transpose2d" [label="(1, 1024, 6, 6)", style=solid]; +"120 conv_transpose2d" -> "125 cat" [label="(1, 512, 12, 12)", style=solid]; +"121 slice_1" -> "122 slice_2" [label="(1, 512, 20, 20)", style=solid]; +"122 slice_2" -> "123 slice_3" [label="(1, 512, 20, 20)", style=solid]; +"123 slice_3" -> "124 slice_4" [label="(1, 512, 12, 20)", style=solid]; +"124 slice_4" -> "125 cat" [label="(1, 512, 12, 12)", style=solid]; +"125 cat" -> "126 quantize_per_tensor_default_14" [label="(1, 1024, 12, 12)", style=solid]; +"126 quantize_per_tensor_default_14" -> "127 dequantize_per_tensor_default_14" [label="(1, 1024, 12, 12)", style=solid]; +"127 dequantize_per_tensor_default_14" -> "132 conv2d_10" [label="(1, 1024, 12, 12)", style=solid]; +"128 conv2d_10_scale_0" -> "131 dequantize_per_channel_default_10" [label="(512,)", style=solid]; +"129 conv2d_10_zero_point_0" -> "131 dequantize_per_channel_default_10" [label="(512,)", style=solid]; +"130 _frozen_param10" -> "131 dequantize_per_channel_default_10" [label="(512, 1024, 3, 3)", style=solid]; +"131 dequantize_per_channel_default_10" -> "132 conv2d_10" [label="(512, 1024, 3, 3)", style=solid]; +"132 conv2d_10" -> "133 relu_10" [label="(1, 512, 10, 10)", style=solid]; +"133 relu_10" -> "134 quantize_per_tensor_default_15" [label="(1, 512, 10, 10)", style=solid]; +"134 quantize_per_tensor_default_15" -> "135 dequantize_per_tensor_default_15" [label="(1, 512, 10, 10)", style=solid]; +"135 dequantize_per_tensor_default_15" -> "140 conv2d_11" [label="(1, 512, 10, 10)", style=solid]; +"136 conv2d_11_scale_0" -> "139 dequantize_per_channel_default_11" [label="(512,)", style=solid]; +"137 conv2d_11_zero_point_0" -> "139 dequantize_per_channel_default_11" [label="(512,)", style=solid]; +"138 _frozen_param11" -> "139 dequantize_per_channel_default_11" [label="(512, 512, 3, 3)", style=solid]; +"139 dequantize_per_channel_default_11" -> "140 conv2d_11" [label="(512, 512, 3, 3)", style=solid]; +"140 conv2d_11" -> "141 relu_11" [label="(1, 512, 8, 8)", style=solid]; +"141 relu_11" -> "142 conv_transpose2d_1" [label="(1, 512, 8, 8)", style=solid]; +"142 conv_transpose2d_1" -> "147 cat_1" [label="(1, 256, 16, 16)", style=solid]; +"143 slice_5" -> "144 slice_6" [label="(1, 256, 49, 49)", style=solid]; +"144 slice_6" -> "145 slice_7" [label="(1, 256, 49, 49)", style=solid]; +"145 slice_7" -> "146 slice_8" [label="(1, 256, 16, 49)", style=solid]; +"146 slice_8" -> "147 cat_1" [label="(1, 256, 16, 16)", style=solid]; +"147 cat_1" -> "148 quantize_per_tensor_default_16" [label="(1, 512, 16, 16)", style=solid]; +"148 quantize_per_tensor_default_16" -> "149 dequantize_per_tensor_default_16" [label="(1, 512, 16, 16)", style=solid]; +"149 dequantize_per_tensor_default_16" -> "154 conv2d_12" [label="(1, 512, 16, 16)", style=solid]; +"150 conv2d_12_scale_0" -> "153 dequantize_per_channel_default_12" [label="(256,)", style=solid]; +"151 conv2d_12_zero_point_0" -> "153 dequantize_per_channel_default_12" [label="(256,)", style=solid]; +"152 _frozen_param12" -> "153 dequantize_per_channel_default_12" [label="(256, 512, 3, 3)", style=solid]; +"153 dequantize_per_channel_default_12" -> "154 conv2d_12" [label="(256, 512, 3, 3)", style=solid]; +"154 conv2d_12" -> "155 relu_12" [label="(1, 256, 14, 14)", style=solid]; +"155 relu_12" -> "156 quantize_per_tensor_default_17" [label="(1, 256, 14, 14)", style=solid]; +"156 quantize_per_tensor_default_17" -> "157 dequantize_per_tensor_default_17" [label="(1, 256, 14, 14)", style=solid]; +"157 dequantize_per_tensor_default_17" -> "162 conv2d_13" [label="(1, 256, 14, 14)", style=solid]; +"158 conv2d_13_scale_0" -> "161 dequantize_per_channel_default_13" [label="(256,)", style=solid]; +"159 conv2d_13_zero_point_0" -> "161 dequantize_per_channel_default_13" [label="(256,)", style=solid]; +"160 _frozen_param13" -> "161 dequantize_per_channel_default_13" [label="(256, 256, 3, 3)", style=solid]; +"161 dequantize_per_channel_default_13" -> "162 conv2d_13" [label="(256, 256, 3, 3)", style=solid]; +"162 conv2d_13" -> "163 relu_13" [label="(1, 256, 12, 12)", style=solid]; +"163 relu_13" -> "164 conv_transpose2d_2" [label="(1, 256, 12, 12)", style=solid]; +"164 conv_transpose2d_2" -> "169 cat_2" [label="(1, 128, 24, 24)", style=solid]; +"165 slice_9" -> "166 slice_10" [label="(1, 128, 106, 106)", style=solid]; +"166 slice_10" -> "167 slice_11" [label="(1, 128, 106, 106)", style=solid]; +"167 slice_11" -> "168 slice_12" [label="(1, 128, 24, 106)", style=solid]; +"168 slice_12" -> "169 cat_2" [label="(1, 128, 24, 24)", style=solid]; +"169 cat_2" -> "170 quantize_per_tensor_default_18" [label="(1, 256, 24, 24)", style=solid]; +"170 quantize_per_tensor_default_18" -> "171 dequantize_per_tensor_default_18" [label="(1, 256, 24, 24)", style=solid]; +"171 dequantize_per_tensor_default_18" -> "176 conv2d_14" [label="(1, 256, 24, 24)", style=solid]; +"172 conv2d_14_scale_0" -> "175 dequantize_per_channel_default_14" [label="(128,)", style=solid]; +"173 conv2d_14_zero_point_0" -> "175 dequantize_per_channel_default_14" [label="(128,)", style=solid]; +"174 _frozen_param14" -> "175 dequantize_per_channel_default_14" [label="(128, 256, 3, 3)", style=solid]; +"175 dequantize_per_channel_default_14" -> "176 conv2d_14" [label="(128, 256, 3, 3)", style=solid]; +"176 conv2d_14" -> "177 relu_14" [label="(1, 128, 22, 22)", style=solid]; +"177 relu_14" -> "178 quantize_per_tensor_default_19" [label="(1, 128, 22, 22)", style=solid]; +"178 quantize_per_tensor_default_19" -> "179 dequantize_per_tensor_default_19" [label="(1, 128, 22, 22)", style=solid]; +"179 dequantize_per_tensor_default_19" -> "184 conv2d_15" [label="(1, 128, 22, 22)", style=solid]; +"180 conv2d_15_scale_0" -> "183 dequantize_per_channel_default_15" [label="(128,)", style=solid]; +"181 conv2d_15_zero_point_0" -> "183 dequantize_per_channel_default_15" [label="(128,)", style=solid]; +"182 _frozen_param15" -> "183 dequantize_per_channel_default_15" [label="(128, 128, 3, 3)", style=solid]; +"183 dequantize_per_channel_default_15" -> "184 conv2d_15" [label="(128, 128, 3, 3)", style=solid]; +"184 conv2d_15" -> "185 relu_15" [label="(1, 128, 20, 20)", style=solid]; +"185 relu_15" -> "186 conv_transpose2d_3" [label="(1, 128, 20, 20)", style=solid]; +"186 conv_transpose2d_3" -> "191 cat_3" [label="(1, 64, 40, 40)", style=solid]; +"187 slice_13" -> "188 slice_14" [label="(1, 64, 220, 220)", style=solid]; +"188 slice_14" -> "189 slice_15" [label="(1, 64, 220, 220)", style=solid]; +"189 slice_15" -> "190 slice_16" [label="(1, 64, 40, 220)", style=solid]; +"190 slice_16" -> "191 cat_3" [label="(1, 64, 40, 40)", style=solid]; +"191 cat_3" -> "192 quantize_per_tensor_default_20" [label="(1, 128, 40, 40)", style=solid]; +"192 quantize_per_tensor_default_20" -> "193 dequantize_per_tensor_default_20" [label="(1, 128, 40, 40)", style=solid]; +"193 dequantize_per_tensor_default_20" -> "198 conv2d_16" [label="(1, 128, 40, 40)", style=solid]; +"194 conv2d_16_scale_0" -> "197 dequantize_per_channel_default_16" [label="(64,)", style=solid]; +"195 conv2d_16_zero_point_0" -> "197 dequantize_per_channel_default_16" [label="(64,)", style=solid]; +"196 _frozen_param16" -> "197 dequantize_per_channel_default_16" [label="(64, 128, 3, 3)", style=solid]; +"197 dequantize_per_channel_default_16" -> "198 conv2d_16" [label="(64, 128, 3, 3)", style=solid]; +"198 conv2d_16" -> "199 relu_16" [label="(1, 64, 38, 38)", style=solid]; +"199 relu_16" -> "200 quantize_per_tensor_default_21" [label="(1, 64, 38, 38)", style=solid]; +"200 quantize_per_tensor_default_21" -> "201 dequantize_per_tensor_default_21" [label="(1, 64, 38, 38)", style=solid]; +"201 dequantize_per_tensor_default_21" -> "206 conv2d_17" [label="(1, 64, 38, 38)", style=solid]; +"202 conv2d_17_scale_0" -> "205 dequantize_per_channel_default_17" [label="(64,)", style=solid]; +"203 conv2d_17_zero_point_0" -> "205 dequantize_per_channel_default_17" [label="(64,)", style=solid]; +"204 _frozen_param17" -> "205 dequantize_per_channel_default_17" [label="(64, 64, 3, 3)", style=solid]; +"205 dequantize_per_channel_default_17" -> "206 conv2d_17" [label="(64, 64, 3, 3)", style=solid]; +"206 conv2d_17" -> "207 relu_17" [label="(1, 64, 36, 36)", style=solid]; +"207 relu_17" -> "208 quantize_per_tensor_default_22" [label="(1, 64, 36, 36)", style=solid]; +"208 quantize_per_tensor_default_22" -> "209 dequantize_per_tensor_default_22" [label="(1, 64, 36, 36)", style=solid]; +"209 dequantize_per_tensor_default_22" -> "214 conv2d_18" [label="(1, 64, 36, 36)", style=solid]; +"210 conv2d_18_scale_0" -> "213 dequantize_per_channel_default_18" [label="(12,)", style=solid]; +"211 conv2d_18_zero_point_0" -> "213 dequantize_per_channel_default_18" [label="(12,)", style=solid]; +"212 _frozen_param18" -> "213 dequantize_per_channel_default_18" [label="(12, 64, 1, 1)", style=solid]; +"213 dequantize_per_channel_default_18" -> "214 conv2d_18" [label="(12, 64, 1, 1)", style=solid]; +"214 conv2d_18" -> "215 output" [label="(1, 12, 36, 36)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/vit_b_16.dot b/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/vit_b_16.dot new file mode 100644 index 00000000000..ef109b4e373 --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/vit_b_16.dot @@ -0,0 +1,1577 @@ +strict digraph { +"0 class_token" [id=0, type=get_attr]; +"1 encoder_pos_embedding" [id=1, type=get_attr]; +"2 conv_proj_bias" [id=2, type=get_attr]; +"3 encoder_layers_encoder_layer_0_ln_1_weight" [id=3, type=get_attr]; +"4 encoder_layers_encoder_layer_0_ln_1_bias" [id=4, type=get_attr]; +"5 encoder_layers_encoder_layer_0_self_attention_in_proj_bias" [id=5, type=get_attr]; +"6 encoder_layers_encoder_layer_0_self_attention_out_proj_bias" [id=6, type=get_attr]; +"7 encoder_layers_encoder_layer_0_ln_2_weight" [id=7, type=get_attr]; +"8 encoder_layers_encoder_layer_0_ln_2_bias" [id=8, type=get_attr]; +"9 encoder_layers_encoder_layer_0_mlp_0_bias" [id=9, type=get_attr]; +"10 encoder_layers_encoder_layer_0_mlp_3_bias" [id=10, type=get_attr]; +"11 encoder_layers_encoder_layer_1_ln_1_weight" [id=11, type=get_attr]; +"12 encoder_layers_encoder_layer_1_ln_1_bias" [id=12, type=get_attr]; +"13 encoder_layers_encoder_layer_1_self_attention_in_proj_bias" [id=13, type=get_attr]; +"14 encoder_layers_encoder_layer_1_self_attention_out_proj_bias" [id=14, type=get_attr]; +"15 encoder_layers_encoder_layer_1_ln_2_weight" [id=15, type=get_attr]; +"16 encoder_layers_encoder_layer_1_ln_2_bias" [id=16, type=get_attr]; +"17 encoder_layers_encoder_layer_1_mlp_0_bias" [id=17, type=get_attr]; +"18 encoder_layers_encoder_layer_1_mlp_3_bias" [id=18, type=get_attr]; +"19 encoder_layers_encoder_layer_2_ln_1_weight" [id=19, type=get_attr]; +"20 encoder_layers_encoder_layer_2_ln_1_bias" [id=20, type=get_attr]; +"21 encoder_layers_encoder_layer_2_self_attention_in_proj_bias" [id=21, type=get_attr]; +"22 encoder_layers_encoder_layer_2_self_attention_out_proj_bias" [id=22, type=get_attr]; +"23 encoder_layers_encoder_layer_2_ln_2_weight" [id=23, type=get_attr]; +"24 encoder_layers_encoder_layer_2_ln_2_bias" [id=24, type=get_attr]; +"25 encoder_layers_encoder_layer_2_mlp_0_bias" [id=25, type=get_attr]; +"26 encoder_layers_encoder_layer_2_mlp_3_bias" [id=26, type=get_attr]; +"27 encoder_layers_encoder_layer_3_ln_1_weight" [id=27, type=get_attr]; +"28 encoder_layers_encoder_layer_3_ln_1_bias" [id=28, type=get_attr]; +"29 encoder_layers_encoder_layer_3_self_attention_in_proj_bias" [id=29, type=get_attr]; +"30 encoder_layers_encoder_layer_3_self_attention_out_proj_bias" [id=30, type=get_attr]; +"31 encoder_layers_encoder_layer_3_ln_2_weight" [id=31, type=get_attr]; +"32 encoder_layers_encoder_layer_3_ln_2_bias" [id=32, type=get_attr]; +"33 encoder_layers_encoder_layer_3_mlp_0_bias" [id=33, type=get_attr]; +"34 encoder_layers_encoder_layer_3_mlp_3_bias" [id=34, type=get_attr]; +"35 encoder_layers_encoder_layer_4_ln_1_weight" [id=35, type=get_attr]; +"36 encoder_layers_encoder_layer_4_ln_1_bias" [id=36, type=get_attr]; +"37 encoder_layers_encoder_layer_4_self_attention_in_proj_bias" [id=37, type=get_attr]; +"38 encoder_layers_encoder_layer_4_self_attention_out_proj_bias" [id=38, type=get_attr]; +"39 encoder_layers_encoder_layer_4_ln_2_weight" [id=39, type=get_attr]; +"40 encoder_layers_encoder_layer_4_ln_2_bias" [id=40, type=get_attr]; +"41 encoder_layers_encoder_layer_4_mlp_0_bias" [id=41, type=get_attr]; +"42 encoder_layers_encoder_layer_4_mlp_3_bias" [id=42, type=get_attr]; +"43 encoder_layers_encoder_layer_5_ln_1_weight" [id=43, type=get_attr]; +"44 encoder_layers_encoder_layer_5_ln_1_bias" [id=44, type=get_attr]; +"45 encoder_layers_encoder_layer_5_self_attention_in_proj_bias" [id=45, type=get_attr]; +"46 encoder_layers_encoder_layer_5_self_attention_out_proj_bias" [id=46, type=get_attr]; +"47 encoder_layers_encoder_layer_5_ln_2_weight" [id=47, type=get_attr]; +"48 encoder_layers_encoder_layer_5_ln_2_bias" [id=48, type=get_attr]; +"49 encoder_layers_encoder_layer_5_mlp_0_bias" [id=49, type=get_attr]; +"50 encoder_layers_encoder_layer_5_mlp_3_bias" [id=50, type=get_attr]; +"51 encoder_layers_encoder_layer_6_ln_1_weight" [id=51, type=get_attr]; +"52 encoder_layers_encoder_layer_6_ln_1_bias" [id=52, type=get_attr]; +"53 encoder_layers_encoder_layer_6_self_attention_in_proj_bias" [id=53, type=get_attr]; +"54 encoder_layers_encoder_layer_6_self_attention_out_proj_bias" [id=54, type=get_attr]; +"55 encoder_layers_encoder_layer_6_ln_2_weight" [id=55, type=get_attr]; +"56 encoder_layers_encoder_layer_6_ln_2_bias" [id=56, type=get_attr]; +"57 encoder_layers_encoder_layer_6_mlp_0_bias" [id=57, type=get_attr]; +"58 encoder_layers_encoder_layer_6_mlp_3_bias" [id=58, type=get_attr]; +"59 encoder_layers_encoder_layer_7_ln_1_weight" [id=59, type=get_attr]; +"60 encoder_layers_encoder_layer_7_ln_1_bias" [id=60, type=get_attr]; +"61 encoder_layers_encoder_layer_7_self_attention_in_proj_bias" [id=61, type=get_attr]; +"62 encoder_layers_encoder_layer_7_self_attention_out_proj_bias" [id=62, type=get_attr]; +"63 encoder_layers_encoder_layer_7_ln_2_weight" [id=63, type=get_attr]; +"64 encoder_layers_encoder_layer_7_ln_2_bias" [id=64, type=get_attr]; +"65 encoder_layers_encoder_layer_7_mlp_0_bias" [id=65, type=get_attr]; +"66 encoder_layers_encoder_layer_7_mlp_3_bias" [id=66, type=get_attr]; +"67 encoder_layers_encoder_layer_8_ln_1_weight" [id=67, type=get_attr]; +"68 encoder_layers_encoder_layer_8_ln_1_bias" [id=68, type=get_attr]; +"69 encoder_layers_encoder_layer_8_self_attention_in_proj_bias" [id=69, type=get_attr]; +"70 encoder_layers_encoder_layer_8_self_attention_out_proj_bias" [id=70, type=get_attr]; +"71 encoder_layers_encoder_layer_8_ln_2_weight" [id=71, type=get_attr]; +"72 encoder_layers_encoder_layer_8_ln_2_bias" [id=72, type=get_attr]; +"73 encoder_layers_encoder_layer_8_mlp_0_bias" [id=73, type=get_attr]; +"74 encoder_layers_encoder_layer_8_mlp_3_bias" [id=74, type=get_attr]; +"75 encoder_layers_encoder_layer_9_ln_1_weight" [id=75, type=get_attr]; +"76 encoder_layers_encoder_layer_9_ln_1_bias" [id=76, type=get_attr]; +"77 encoder_layers_encoder_layer_9_self_attention_in_proj_bias" [id=77, type=get_attr]; +"78 encoder_layers_encoder_layer_9_self_attention_out_proj_bias" [id=78, type=get_attr]; +"79 encoder_layers_encoder_layer_9_ln_2_weight" [id=79, type=get_attr]; +"80 encoder_layers_encoder_layer_9_ln_2_bias" [id=80, type=get_attr]; +"81 encoder_layers_encoder_layer_9_mlp_0_bias" [id=81, type=get_attr]; +"82 encoder_layers_encoder_layer_9_mlp_3_bias" [id=82, type=get_attr]; +"83 encoder_layers_encoder_layer_10_ln_1_weight" [id=83, type=get_attr]; +"84 encoder_layers_encoder_layer_10_ln_1_bias" [id=84, type=get_attr]; +"85 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transpose_35" [id=410, type=transpose]; +"411 dropout_16" [id=411, type=dropout]; +"412 add_11" [id=412, type=add]; +"413 layer_norm_11" [id=413, type=layer_norm]; +"414 layer_norm_11_0_0_nncf_smooth_quant_0" [id=414, type=call_module]; +"415 quantize_per_tensor_default_11" [id=415, type=quantize_per_tensor]; +"416 dequantize_per_tensor_default_11" [id=416, type=dequantize_per_tensor]; +"417 linear_22_scale_0" [id=417, type=get_attr]; +"418 linear_22_zero_point_0" [id=418, type=get_attr]; +"419 _frozen_param11" [id=419, type=get_attr]; +"420 dequantize_per_channel_default_11" [id=420, type=dequantize_per_channel]; +"421 linear_22" [id=421, type=linear]; +"422 gelu_5" [id=422, type=gelu]; +"423 dropout_17" [id=423, type=dropout]; +"424 dropout_17_0_0_nncf_smooth_quant_0" [id=424, type=call_module]; +"425 quantize_per_tensor_default_12" [id=425, type=quantize_per_tensor]; +"426 dequantize_per_tensor_default_12" [id=426, type=dequantize_per_tensor]; +"427 linear_23_scale_0" [id=427, type=get_attr]; +"428 linear_23_zero_point_0" [id=428, type=get_attr]; +"429 _frozen_param12" [id=429, type=get_attr]; +"430 dequantize_per_channel_default_12" [id=430, type=dequantize_per_channel]; +"431 linear_23" [id=431, type=linear]; +"432 dropout_18" [id=432, type=dropout]; +"433 add_12" [id=433, type=add]; +"434 layer_norm_12" [id=434, type=layer_norm]; +"435 transpose_36" [id=435, type=transpose]; +"436 encoder_layers_encoder_layer_6_self_attention_in_proj_weight_updated_constant0" [id=436, type=get_attr]; +"437 transpose_36_0_0_nncf_smooth_quant_0" [id=437, type=call_module]; +"438 linear_24" [id=438, type=linear]; +"439 unflatten_6" [id=439, type=unflatten]; +"440 unsqueeze_6" [id=440, type=unsqueeze]; +"441 transpose_37" [id=441, type=transpose]; +"442 squeeze_6" [id=442, type=squeeze]; +"443 contiguous_6" [id=443, type=contiguous]; +"444 select_18" [id=444, type=select]; +"445 select_19" [id=445, type=select]; +"446 select_20" [id=446, type=select]; +"447 view_48" [id=447, type=view]; +"448 transpose_38" [id=448, type=transpose]; +"449 view_49" [id=449, type=view]; +"450 transpose_39" [id=450, type=transpose]; +"451 view_50" [id=451, type=view]; +"452 transpose_40" [id=452, type=transpose]; +"453 view_51" [id=453, type=view]; +"454 view_52" [id=454, type=view]; +"455 view_53" [id=455, type=view]; +"456 scaled_dot_product_attention_6" [id=456, type=scaled_dot_product_attention]; +"457 permute_7" [id=457, type=permute]; +"458 view_54" [id=458, type=view]; +"459 encoder_layers_encoder_layer_6_self_attention_out_proj_weight_updated_constant0" [id=459, type=get_attr]; +"460 view_54_0_0_nncf_smooth_quant_0" [id=460, type=call_module]; +"461 linear_25" [id=461, type=linear]; +"462 view_55" [id=462, type=view]; +"463 transpose_41" [id=463, type=transpose]; +"464 dropout_19" [id=464, type=dropout]; +"465 add_13" [id=465, type=add]; +"466 layer_norm_13" [id=466, type=layer_norm]; +"467 layer_norm_13_0_0_nncf_smooth_quant_0" [id=467, type=call_module]; +"468 quantize_per_tensor_default_13" [id=468, type=quantize_per_tensor]; +"469 dequantize_per_tensor_default_13" [id=469, type=dequantize_per_tensor]; +"470 linear_26_scale_0" [id=470, type=get_attr]; +"471 linear_26_zero_point_0" [id=471, type=get_attr]; +"472 _frozen_param13" [id=472, type=get_attr]; +"473 dequantize_per_channel_default_13" [id=473, type=dequantize_per_channel]; +"474 linear_26" [id=474, type=linear]; +"475 gelu_6" [id=475, type=gelu]; +"476 dropout_20" [id=476, type=dropout]; +"477 dropout_20_0_0_nncf_smooth_quant_0" [id=477, type=call_module]; +"478 quantize_per_tensor_default_14" [id=478, type=quantize_per_tensor]; +"479 dequantize_per_tensor_default_14" [id=479, type=dequantize_per_tensor]; +"480 linear_27_scale_0" [id=480, type=get_attr]; +"481 linear_27_zero_point_0" [id=481, type=get_attr]; +"482 _frozen_param14" [id=482, type=get_attr]; +"483 dequantize_per_channel_default_14" [id=483, type=dequantize_per_channel]; +"484 linear_27" [id=484, type=linear]; +"485 dropout_21" [id=485, type=dropout]; +"486 add_14" [id=486, type=add]; +"487 layer_norm_14" [id=487, type=layer_norm]; +"488 transpose_42" [id=488, type=transpose]; +"489 encoder_layers_encoder_layer_7_self_attention_in_proj_weight_updated_constant0" [id=489, type=get_attr]; +"490 transpose_42_0_0_nncf_smooth_quant_0" [id=490, type=call_module]; +"491 linear_28" [id=491, type=linear]; +"492 unflatten_7" [id=492, type=unflatten]; +"493 unsqueeze_7" [id=493, type=unsqueeze]; +"494 transpose_43" [id=494, type=transpose]; +"495 squeeze_7" [id=495, type=squeeze]; +"496 contiguous_7" [id=496, type=contiguous]; +"497 select_21" [id=497, type=select]; +"498 select_22" [id=498, type=select]; +"499 select_23" [id=499, type=select]; +"500 view_56" [id=500, type=view]; +"501 transpose_44" [id=501, type=transpose]; +"502 view_57" [id=502, type=view]; +"503 transpose_45" [id=503, type=transpose]; +"504 view_58" [id=504, type=view]; +"505 transpose_46" [id=505, type=transpose]; +"506 view_59" [id=506, type=view]; +"507 view_60" [id=507, type=view]; +"508 view_61" [id=508, type=view]; +"509 scaled_dot_product_attention_7" [id=509, type=scaled_dot_product_attention]; +"510 permute_8" [id=510, type=permute]; +"511 view_62" [id=511, type=view]; +"512 encoder_layers_encoder_layer_7_self_attention_out_proj_weight_updated_constant0" [id=512, type=get_attr]; +"513 view_62_0_0_nncf_smooth_quant_0" [id=513, type=call_module]; +"514 linear_29" [id=514, type=linear]; +"515 view_63" [id=515, type=view]; +"516 transpose_47" [id=516, type=transpose]; +"517 dropout_22" [id=517, type=dropout]; +"518 add_15" [id=518, type=add]; +"519 layer_norm_15" [id=519, type=layer_norm]; +"520 layer_norm_15_0_0_nncf_smooth_quant_0" [id=520, type=call_module]; +"521 quantize_per_tensor_default_15" [id=521, type=quantize_per_tensor]; +"522 dequantize_per_tensor_default_15" [id=522, type=dequantize_per_tensor]; +"523 linear_30_scale_0" [id=523, type=get_attr]; +"524 linear_30_zero_point_0" [id=524, type=get_attr]; +"525 _frozen_param15" [id=525, type=get_attr]; +"526 dequantize_per_channel_default_15" [id=526, type=dequantize_per_channel]; +"527 linear_30" [id=527, type=linear]; +"528 gelu_7" [id=528, type=gelu]; +"529 dropout_23" [id=529, type=dropout]; +"530 dropout_23_0_0_nncf_smooth_quant_0" [id=530, type=call_module]; +"531 quantize_per_tensor_default_16" [id=531, type=quantize_per_tensor]; +"532 dequantize_per_tensor_default_16" [id=532, type=dequantize_per_tensor]; +"533 linear_31_scale_0" [id=533, type=get_attr]; +"534 linear_31_zero_point_0" [id=534, type=get_attr]; +"535 _frozen_param16" [id=535, type=get_attr]; +"536 dequantize_per_channel_default_16" [id=536, type=dequantize_per_channel]; +"537 linear_31" [id=537, type=linear]; +"538 dropout_24" [id=538, type=dropout]; +"539 add_16" [id=539, type=add]; +"540 layer_norm_16" [id=540, type=layer_norm]; +"541 transpose_48" [id=541, type=transpose]; +"542 encoder_layers_encoder_layer_8_self_attention_in_proj_weight_updated_constant0" [id=542, type=get_attr]; +"543 transpose_48_0_0_nncf_smooth_quant_0" [id=543, type=call_module]; +"544 linear_32" [id=544, type=linear]; +"545 unflatten_8" [id=545, type=unflatten]; +"546 unsqueeze_8" [id=546, type=unsqueeze]; +"547 transpose_49" [id=547, type=transpose]; +"548 squeeze_8" [id=548, type=squeeze]; +"549 contiguous_8" [id=549, type=contiguous]; +"550 select_24" [id=550, type=select]; +"551 select_25" [id=551, type=select]; +"552 select_26" [id=552, type=select]; +"553 view_64" [id=553, type=view]; +"554 transpose_50" [id=554, type=transpose]; +"555 view_65" [id=555, type=view]; +"556 transpose_51" [id=556, type=transpose]; +"557 view_66" [id=557, type=view]; +"558 transpose_52" [id=558, type=transpose]; +"559 view_67" [id=559, type=view]; +"560 view_68" [id=560, type=view]; +"561 view_69" [id=561, type=view]; +"562 scaled_dot_product_attention_8" [id=562, type=scaled_dot_product_attention]; +"563 permute_9" [id=563, type=permute]; +"564 view_70" [id=564, type=view]; +"565 encoder_layers_encoder_layer_8_self_attention_out_proj_weight_updated_constant0" [id=565, type=get_attr]; +"566 view_70_0_0_nncf_smooth_quant_0" [id=566, type=call_module]; +"567 linear_33" [id=567, type=linear]; +"568 view_71" [id=568, type=view]; +"569 transpose_53" [id=569, type=transpose]; +"570 dropout_25" [id=570, type=dropout]; +"571 add_17" [id=571, type=add]; +"572 layer_norm_17" [id=572, type=layer_norm]; +"573 layer_norm_17_0_0_nncf_smooth_quant_0" [id=573, type=call_module]; +"574 quantize_per_tensor_default_17" [id=574, type=quantize_per_tensor]; +"575 dequantize_per_tensor_default_17" [id=575, type=dequantize_per_tensor]; +"576 linear_34_scale_0" [id=576, type=get_attr]; +"577 linear_34_zero_point_0" [id=577, type=get_attr]; +"578 _frozen_param17" [id=578, type=get_attr]; +"579 dequantize_per_channel_default_17" [id=579, type=dequantize_per_channel]; +"580 linear_34" [id=580, type=linear]; +"581 gelu_8" [id=581, type=gelu]; +"582 dropout_26" [id=582, type=dropout]; +"583 dropout_26_0_0_nncf_smooth_quant_0" [id=583, type=call_module]; +"584 quantize_per_tensor_default_18" [id=584, type=quantize_per_tensor]; +"585 dequantize_per_tensor_default_18" [id=585, type=dequantize_per_tensor]; +"586 linear_35_scale_0" [id=586, type=get_attr]; +"587 linear_35_zero_point_0" [id=587, type=get_attr]; +"588 _frozen_param18" [id=588, type=get_attr]; +"589 dequantize_per_channel_default_18" [id=589, type=dequantize_per_channel]; +"590 linear_35" [id=590, type=linear]; +"591 dropout_27" [id=591, type=dropout]; +"592 add_18" [id=592, type=add]; +"593 layer_norm_18" [id=593, type=layer_norm]; +"594 transpose_54" [id=594, type=transpose]; +"595 encoder_layers_encoder_layer_9_self_attention_in_proj_weight_updated_constant0" [id=595, type=get_attr]; +"596 transpose_54_0_0_nncf_smooth_quant_0" [id=596, type=call_module]; +"597 linear_36" [id=597, type=linear]; +"598 unflatten_9" [id=598, type=unflatten]; +"599 unsqueeze_9" [id=599, type=unsqueeze]; +"600 transpose_55" [id=600, type=transpose]; +"601 squeeze_9" [id=601, type=squeeze]; +"602 contiguous_9" [id=602, type=contiguous]; +"603 select_27" [id=603, type=select]; +"604 select_28" [id=604, type=select]; +"605 select_29" [id=605, type=select]; +"606 view_72" [id=606, type=view]; +"607 transpose_56" [id=607, type=transpose]; +"608 view_73" [id=608, type=view]; +"609 transpose_57" [id=609, type=transpose]; +"610 view_74" [id=610, type=view]; +"611 transpose_58" [id=611, type=transpose]; +"612 view_75" [id=612, type=view]; +"613 view_76" [id=613, type=view]; +"614 view_77" [id=614, type=view]; +"615 scaled_dot_product_attention_9" [id=615, type=scaled_dot_product_attention]; +"616 permute_10" [id=616, type=permute]; +"617 view_78" [id=617, type=view]; +"618 encoder_layers_encoder_layer_9_self_attention_out_proj_weight_updated_constant0" [id=618, type=get_attr]; +"619 view_78_0_0_nncf_smooth_quant_0" [id=619, type=call_module]; +"620 linear_37" [id=620, type=linear]; +"621 view_79" [id=621, type=view]; +"622 transpose_59" [id=622, type=transpose]; +"623 dropout_28" [id=623, type=dropout]; +"624 add_19" [id=624, type=add]; +"625 layer_norm_19" [id=625, type=layer_norm]; +"626 layer_norm_19_0_0_nncf_smooth_quant_0" [id=626, type=call_module]; +"627 quantize_per_tensor_default_19" [id=627, type=quantize_per_tensor]; +"628 dequantize_per_tensor_default_19" [id=628, type=dequantize_per_tensor]; +"629 linear_38_scale_0" [id=629, type=get_attr]; +"630 linear_38_zero_point_0" [id=630, type=get_attr]; +"631 _frozen_param19" [id=631, type=get_attr]; +"632 dequantize_per_channel_default_19" [id=632, type=dequantize_per_channel]; +"633 linear_38" [id=633, type=linear]; +"634 gelu_9" [id=634, type=gelu]; +"635 dropout_29" [id=635, type=dropout]; +"636 dropout_29_0_0_nncf_smooth_quant_0" [id=636, type=call_module]; +"637 quantize_per_tensor_default_20" [id=637, type=quantize_per_tensor]; +"638 dequantize_per_tensor_default_20" [id=638, type=dequantize_per_tensor]; +"639 linear_39_scale_0" [id=639, type=get_attr]; +"640 linear_39_zero_point_0" [id=640, type=get_attr]; +"641 _frozen_param20" [id=641, type=get_attr]; +"642 dequantize_per_channel_default_20" [id=642, type=dequantize_per_channel]; +"643 linear_39" [id=643, type=linear]; +"644 dropout_30" [id=644, type=dropout]; +"645 add_20" [id=645, type=add]; +"646 layer_norm_20" [id=646, type=layer_norm]; +"647 transpose_60" [id=647, type=transpose]; +"648 encoder_layers_encoder_layer_10_self_attention_in_proj_weight_updated_constant0" [id=648, type=get_attr]; +"649 transpose_60_0_0_nncf_smooth_quant_0" [id=649, type=call_module]; +"650 linear_40" [id=650, type=linear]; +"651 unflatten_10" [id=651, type=unflatten]; +"652 unsqueeze_10" [id=652, type=unsqueeze]; +"653 transpose_61" [id=653, type=transpose]; +"654 squeeze_10" [id=654, type=squeeze]; +"655 contiguous_10" [id=655, type=contiguous]; +"656 select_30" [id=656, type=select]; +"657 select_31" [id=657, type=select]; +"658 select_32" [id=658, type=select]; +"659 view_80" [id=659, type=view]; +"660 transpose_62" [id=660, type=transpose]; +"661 view_81" [id=661, type=view]; +"662 transpose_63" [id=662, type=transpose]; +"663 view_82" [id=663, type=view]; +"664 transpose_64" [id=664, type=transpose]; +"665 view_83" [id=665, type=view]; +"666 view_84" [id=666, type=view]; +"667 view_85" [id=667, type=view]; +"668 scaled_dot_product_attention_10" [id=668, type=scaled_dot_product_attention]; +"669 permute_11" [id=669, type=permute]; +"670 view_86" [id=670, type=view]; +"671 encoder_layers_encoder_layer_10_self_attention_out_proj_weight_updated_constant0" [id=671, type=get_attr]; +"672 view_86_0_0_nncf_smooth_quant_0" [id=672, type=call_module]; +"673 linear_41" [id=673, type=linear]; +"674 view_87" [id=674, type=view]; +"675 transpose_65" [id=675, type=transpose]; +"676 dropout_31" [id=676, type=dropout]; +"677 add_21" [id=677, type=add]; +"678 layer_norm_21" [id=678, type=layer_norm]; +"679 layer_norm_21_0_0_nncf_smooth_quant_0" [id=679, type=call_module]; +"680 quantize_per_tensor_default_21" [id=680, type=quantize_per_tensor]; +"681 dequantize_per_tensor_default_21" [id=681, type=dequantize_per_tensor]; +"682 linear_42_scale_0" [id=682, type=get_attr]; +"683 linear_42_zero_point_0" [id=683, type=get_attr]; +"684 _frozen_param21" [id=684, type=get_attr]; +"685 dequantize_per_channel_default_21" [id=685, type=dequantize_per_channel]; +"686 linear_42" [id=686, type=linear]; +"687 gelu_10" [id=687, type=gelu]; +"688 dropout_32" [id=688, type=dropout]; +"689 dropout_32_0_0_nncf_smooth_quant_0" [id=689, type=call_module]; +"690 quantize_per_tensor_default_22" [id=690, type=quantize_per_tensor]; +"691 dequantize_per_tensor_default_22" [id=691, type=dequantize_per_tensor]; +"692 linear_43_scale_0" [id=692, type=get_attr]; +"693 linear_43_zero_point_0" [id=693, type=get_attr]; +"694 _frozen_param22" [id=694, type=get_attr]; +"695 dequantize_per_channel_default_22" [id=695, type=dequantize_per_channel]; +"696 linear_43" [id=696, type=linear]; +"697 dropout_33" [id=697, type=dropout]; +"698 add_22" [id=698, type=add]; +"699 layer_norm_22" [id=699, type=layer_norm]; +"700 transpose_66" [id=700, type=transpose]; +"701 encoder_layers_encoder_layer_11_self_attention_in_proj_weight_updated_constant0" [id=701, type=get_attr]; +"702 transpose_66_0_0_nncf_smooth_quant_0" [id=702, type=call_module]; +"703 linear_44" [id=703, type=linear]; +"704 unflatten_11" [id=704, type=unflatten]; +"705 unsqueeze_11" [id=705, type=unsqueeze]; +"706 transpose_67" [id=706, type=transpose]; +"707 squeeze_11" [id=707, type=squeeze]; +"708 contiguous_11" [id=708, type=contiguous]; +"709 select_33" [id=709, type=select]; +"710 select_34" [id=710, type=select]; +"711 select_35" [id=711, type=select]; +"712 view_88" [id=712, type=view]; +"713 transpose_68" [id=713, type=transpose]; +"714 view_89" [id=714, type=view]; +"715 transpose_69" [id=715, type=transpose]; +"716 view_90" [id=716, type=view]; +"717 transpose_70" [id=717, type=transpose]; +"718 view_91" [id=718, type=view]; +"719 view_92" [id=719, type=view]; +"720 view_93" [id=720, type=view]; +"721 scaled_dot_product_attention_11" [id=721, type=scaled_dot_product_attention]; +"722 permute_12" [id=722, type=permute]; +"723 view_94" [id=723, type=view]; +"724 encoder_layers_encoder_layer_11_self_attention_out_proj_weight_updated_constant0" [id=724, type=get_attr]; +"725 view_94_0_0_nncf_smooth_quant_0" [id=725, type=call_module]; +"726 linear_45" [id=726, type=linear]; +"727 view_95" [id=727, type=view]; +"728 transpose_71" [id=728, type=transpose]; +"729 dropout_34" [id=729, type=dropout]; +"730 add_23" [id=730, type=add]; +"731 layer_norm_23" [id=731, type=layer_norm]; +"732 layer_norm_23_0_0_nncf_smooth_quant_0" [id=732, type=call_module]; +"733 quantize_per_tensor_default_23" [id=733, type=quantize_per_tensor]; +"734 dequantize_per_tensor_default_23" [id=734, type=dequantize_per_tensor]; +"735 linear_46_scale_0" [id=735, type=get_attr]; +"736 linear_46_zero_point_0" [id=736, type=get_attr]; +"737 _frozen_param23" [id=737, type=get_attr]; +"738 dequantize_per_channel_default_23" [id=738, type=dequantize_per_channel]; +"739 linear_46" [id=739, type=linear]; +"740 gelu_11" [id=740, type=gelu]; +"741 dropout_35" [id=741, type=dropout]; +"742 dropout_35_0_0_nncf_smooth_quant_0" [id=742, type=call_module]; +"743 quantize_per_tensor_default_24" [id=743, type=quantize_per_tensor]; +"744 dequantize_per_tensor_default_24" [id=744, type=dequantize_per_tensor]; +"745 linear_47_scale_0" [id=745, type=get_attr]; +"746 linear_47_zero_point_0" [id=746, type=get_attr]; +"747 _frozen_param24" [id=747, type=get_attr]; +"748 dequantize_per_channel_default_24" [id=748, type=dequantize_per_channel]; +"749 linear_47" [id=749, type=linear]; +"750 dropout_36" [id=750, type=dropout]; +"751 add_24" [id=751, type=add]; +"752 layer_norm_24" [id=752, type=layer_norm]; +"753 slice_1" [id=753, type=slice]; +"754 select_36" [id=754, type=select]; +"755 select_36_0_0_nncf_smooth_quant_0" [id=755, type=call_module]; +"756 quantize_per_tensor_default_25" [id=756, type=quantize_per_tensor]; +"757 dequantize_per_tensor_default_25" [id=757, type=dequantize_per_tensor]; +"758 linear_48_scale_0" [id=758, type=get_attr]; +"759 linear_48_zero_point_0" [id=759, type=get_attr]; +"760 _frozen_param25" [id=760, type=get_attr]; +"761 dequantize_per_channel_default_25" [id=761, type=dequantize_per_channel]; +"762 linear_48" [id=762, type=linear]; +"763 output" [id=763, type=output]; +"0 class_token" -> "112 expand" [label="(1, 1, 768)", style=solid]; +"1 encoder_pos_embedding" -> "114 add" [label="(1, 197, 768)", style=solid]; +"2 conv_proj_bias" -> "109 conv2d" [label="(768,)", style=solid]; +"3 encoder_layers_encoder_layer_0_ln_1_weight" -> "116 layer_norm" [label="(768,)", style=solid]; +"4 encoder_layers_encoder_layer_0_ln_1_bias" -> "116 layer_norm" [label="(768,)", style=solid]; +"5 encoder_layers_encoder_layer_0_self_attention_in_proj_bias" -> "120 linear" [label="(2304,)", style=solid]; +"6 encoder_layers_encoder_layer_0_self_attention_out_proj_bias" -> "143 linear_1" [label="(768,)", style=solid]; +"7 encoder_layers_encoder_layer_0_ln_2_weight" -> "148 layer_norm_1" [label="(768,)", style=solid]; +"8 encoder_layers_encoder_layer_0_ln_2_bias" -> "148 layer_norm_1" [label="(768,)", style=solid]; +"9 encoder_layers_encoder_layer_0_mlp_0_bias" -> "156 linear_2" [label="(3072,)", style=solid]; +"10 encoder_layers_encoder_layer_0_mlp_3_bias" -> "166 linear_3" [label="(768,)", style=solid]; +"11 encoder_layers_encoder_layer_1_ln_1_weight" -> "169 layer_norm_2" [label="(768,)", style=solid]; +"12 encoder_layers_encoder_layer_1_ln_1_bias" -> "169 layer_norm_2" [label="(768,)", style=solid]; +"13 encoder_layers_encoder_layer_1_self_attention_in_proj_bias" -> "173 linear_4" [label="(2304,)", style=solid]; +"14 encoder_layers_encoder_layer_1_self_attention_out_proj_bias" -> "196 linear_5" [label="(768,)", style=solid]; +"15 encoder_layers_encoder_layer_1_ln_2_weight" -> "201 layer_norm_3" [label="(768,)", style=solid]; +"16 encoder_layers_encoder_layer_1_ln_2_bias" -> "201 layer_norm_3" [label="(768,)", style=solid]; +"17 encoder_layers_encoder_layer_1_mlp_0_bias" -> "209 linear_6" [label="(3072,)", style=solid]; +"18 encoder_layers_encoder_layer_1_mlp_3_bias" -> "219 linear_7" [label="(768,)", style=solid]; +"19 encoder_layers_encoder_layer_2_ln_1_weight" -> "222 layer_norm_4" [label="(768,)", style=solid]; +"20 encoder_layers_encoder_layer_2_ln_1_bias" -> "222 layer_norm_4" [label="(768,)", style=solid]; +"21 encoder_layers_encoder_layer_2_self_attention_in_proj_bias" -> "226 linear_8" [label="(2304,)", style=solid]; +"22 encoder_layers_encoder_layer_2_self_attention_out_proj_bias" -> "249 linear_9" [label="(768,)", style=solid]; +"23 encoder_layers_encoder_layer_2_ln_2_weight" -> "254 layer_norm_5" [label="(768,)", style=solid]; +"24 encoder_layers_encoder_layer_2_ln_2_bias" -> "254 layer_norm_5" [label="(768,)", style=solid]; +"25 encoder_layers_encoder_layer_2_mlp_0_bias" -> "262 linear_10" [label="(3072,)", style=solid]; +"26 encoder_layers_encoder_layer_2_mlp_3_bias" -> "272 linear_11" [label="(768,)", style=solid]; +"27 encoder_layers_encoder_layer_3_ln_1_weight" -> "275 layer_norm_6" [label="(768,)", style=solid]; +"28 encoder_layers_encoder_layer_3_ln_1_bias" -> "275 layer_norm_6" [label="(768,)", style=solid]; +"29 encoder_layers_encoder_layer_3_self_attention_in_proj_bias" -> "279 linear_12" [label="(2304,)", style=solid]; +"30 encoder_layers_encoder_layer_3_self_attention_out_proj_bias" -> "302 linear_13" [label="(768,)", style=solid]; +"31 encoder_layers_encoder_layer_3_ln_2_weight" -> "307 layer_norm_7" [label="(768,)", style=solid]; +"32 encoder_layers_encoder_layer_3_ln_2_bias" -> "307 layer_norm_7" [label="(768,)", style=solid]; +"33 encoder_layers_encoder_layer_3_mlp_0_bias" -> "315 linear_14" [label="(3072,)", style=solid]; +"34 encoder_layers_encoder_layer_3_mlp_3_bias" -> "325 linear_15" [label="(768,)", style=solid]; +"35 encoder_layers_encoder_layer_4_ln_1_weight" -> "328 layer_norm_8" [label="(768,)", style=solid]; +"36 encoder_layers_encoder_layer_4_ln_1_bias" -> "328 layer_norm_8" [label="(768,)", style=solid]; +"37 encoder_layers_encoder_layer_4_self_attention_in_proj_bias" -> "332 linear_16" [label="(2304,)", style=solid]; +"38 encoder_layers_encoder_layer_4_self_attention_out_proj_bias" -> "355 linear_17" [label="(768,)", style=solid]; +"39 encoder_layers_encoder_layer_4_ln_2_weight" -> "360 layer_norm_9" [label="(768,)", style=solid]; +"40 encoder_layers_encoder_layer_4_ln_2_bias" -> "360 layer_norm_9" [label="(768,)", style=solid]; +"41 encoder_layers_encoder_layer_4_mlp_0_bias" -> "368 linear_18" [label="(3072,)", style=solid]; +"42 encoder_layers_encoder_layer_4_mlp_3_bias" -> "378 linear_19" [label="(768,)", style=solid]; +"43 encoder_layers_encoder_layer_5_ln_1_weight" -> "381 layer_norm_10" [label="(768,)", style=solid]; +"44 encoder_layers_encoder_layer_5_ln_1_bias" -> "381 layer_norm_10" [label="(768,)", style=solid]; +"45 encoder_layers_encoder_layer_5_self_attention_in_proj_bias" -> "385 linear_20" [label="(2304,)", style=solid]; +"46 encoder_layers_encoder_layer_5_self_attention_out_proj_bias" -> "408 linear_21" [label="(768,)", style=solid]; +"47 encoder_layers_encoder_layer_5_ln_2_weight" -> "413 layer_norm_11" [label="(768,)", style=solid]; +"48 encoder_layers_encoder_layer_5_ln_2_bias" -> "413 layer_norm_11" [label="(768,)", style=solid]; +"49 encoder_layers_encoder_layer_5_mlp_0_bias" -> "421 linear_22" [label="(3072,)", style=solid]; +"50 encoder_layers_encoder_layer_5_mlp_3_bias" -> "431 linear_23" [label="(768,)", style=solid]; +"51 encoder_layers_encoder_layer_6_ln_1_weight" -> "434 layer_norm_12" [label="(768,)", style=solid]; +"52 encoder_layers_encoder_layer_6_ln_1_bias" -> "434 layer_norm_12" [label="(768,)", style=solid]; +"53 encoder_layers_encoder_layer_6_self_attention_in_proj_bias" -> "438 linear_24" [label="(2304,)", style=solid]; +"54 encoder_layers_encoder_layer_6_self_attention_out_proj_bias" -> "461 linear_25" [label="(768,)", style=solid]; +"55 encoder_layers_encoder_layer_6_ln_2_weight" -> "466 layer_norm_13" [label="(768,)", style=solid]; +"56 encoder_layers_encoder_layer_6_ln_2_bias" -> "466 layer_norm_13" [label="(768,)", style=solid]; +"57 encoder_layers_encoder_layer_6_mlp_0_bias" -> "474 linear_26" [label="(3072,)", style=solid]; +"58 encoder_layers_encoder_layer_6_mlp_3_bias" -> "484 linear_27" [label="(768,)", style=solid]; +"59 encoder_layers_encoder_layer_7_ln_1_weight" -> "487 layer_norm_14" [label="(768,)", style=solid]; +"60 encoder_layers_encoder_layer_7_ln_1_bias" -> "487 layer_norm_14" [label="(768,)", style=solid]; +"61 encoder_layers_encoder_layer_7_self_attention_in_proj_bias" -> "491 linear_28" [label="(2304,)", style=solid]; +"62 encoder_layers_encoder_layer_7_self_attention_out_proj_bias" -> "514 linear_29" [label="(768,)", style=solid]; +"63 encoder_layers_encoder_layer_7_ln_2_weight" -> "519 layer_norm_15" [label="(768,)", style=solid]; +"64 encoder_layers_encoder_layer_7_ln_2_bias" -> "519 layer_norm_15" [label="(768,)", style=solid]; +"65 encoder_layers_encoder_layer_7_mlp_0_bias" -> "527 linear_30" [label="(3072,)", style=solid]; +"66 encoder_layers_encoder_layer_7_mlp_3_bias" -> "537 linear_31" [label="(768,)", style=solid]; +"67 encoder_layers_encoder_layer_8_ln_1_weight" -> "540 layer_norm_16" [label="(768,)", style=solid]; +"68 encoder_layers_encoder_layer_8_ln_1_bias" -> "540 layer_norm_16" [label="(768,)", style=solid]; +"69 encoder_layers_encoder_layer_8_self_attention_in_proj_bias" -> "544 linear_32" [label="(2304,)", style=solid]; +"70 encoder_layers_encoder_layer_8_self_attention_out_proj_bias" -> "567 linear_33" [label="(768,)", style=solid]; +"71 encoder_layers_encoder_layer_8_ln_2_weight" -> "572 layer_norm_17" [label="(768,)", style=solid]; +"72 encoder_layers_encoder_layer_8_ln_2_bias" -> "572 layer_norm_17" [label="(768,)", style=solid]; +"73 encoder_layers_encoder_layer_8_mlp_0_bias" -> "580 linear_34" [label="(3072,)", style=solid]; +"74 encoder_layers_encoder_layer_8_mlp_3_bias" -> "590 linear_35" [label="(768,)", style=solid]; +"75 encoder_layers_encoder_layer_9_ln_1_weight" -> "593 layer_norm_18" [label="(768,)", style=solid]; +"76 encoder_layers_encoder_layer_9_ln_1_bias" -> "593 layer_norm_18" [label="(768,)", style=solid]; +"77 encoder_layers_encoder_layer_9_self_attention_in_proj_bias" -> "597 linear_36" [label="(2304,)", style=solid]; +"78 encoder_layers_encoder_layer_9_self_attention_out_proj_bias" -> "620 linear_37" [label="(768,)", style=solid]; +"79 encoder_layers_encoder_layer_9_ln_2_weight" -> "625 layer_norm_19" [label="(768,)", style=solid]; +"80 encoder_layers_encoder_layer_9_ln_2_bias" -> "625 layer_norm_19" [label="(768,)", style=solid]; +"81 encoder_layers_encoder_layer_9_mlp_0_bias" -> "633 linear_38" [label="(3072,)", style=solid]; +"82 encoder_layers_encoder_layer_9_mlp_3_bias" -> "643 linear_39" [label="(768,)", style=solid]; +"83 encoder_layers_encoder_layer_10_ln_1_weight" -> "646 layer_norm_20" [label="(768,)", style=solid]; +"84 encoder_layers_encoder_layer_10_ln_1_bias" -> "646 layer_norm_20" [label="(768,)", style=solid]; +"85 encoder_layers_encoder_layer_10_self_attention_in_proj_bias" -> "650 linear_40" [label="(2304,)", style=solid]; +"86 encoder_layers_encoder_layer_10_self_attention_out_proj_bias" -> "673 linear_41" [label="(768,)", style=solid]; +"87 encoder_layers_encoder_layer_10_ln_2_weight" -> "678 layer_norm_21" [label="(768,)", style=solid]; +"88 encoder_layers_encoder_layer_10_ln_2_bias" -> "678 layer_norm_21" [label="(768,)", style=solid]; +"89 encoder_layers_encoder_layer_10_mlp_0_bias" -> "686 linear_42" [label="(3072,)", style=solid]; +"90 encoder_layers_encoder_layer_10_mlp_3_bias" -> "696 linear_43" [label="(768,)", style=solid]; +"91 encoder_layers_encoder_layer_11_ln_1_weight" -> "699 layer_norm_22" [label="(768,)", style=solid]; +"92 encoder_layers_encoder_layer_11_ln_1_bias" -> "699 layer_norm_22" [label="(768,)", style=solid]; +"93 encoder_layers_encoder_layer_11_self_attention_in_proj_bias" -> "703 linear_44" [label="(2304,)", style=solid]; +"94 encoder_layers_encoder_layer_11_self_attention_out_proj_bias" -> "726 linear_45" [label="(768,)", style=solid]; +"95 encoder_layers_encoder_layer_11_ln_2_weight" -> "731 layer_norm_23" [label="(768,)", style=solid]; +"96 encoder_layers_encoder_layer_11_ln_2_bias" -> "731 layer_norm_23" [label="(768,)", style=solid]; +"97 encoder_layers_encoder_layer_11_mlp_0_bias" -> "739 linear_46" [label="(3072,)", style=solid]; +"98 encoder_layers_encoder_layer_11_mlp_3_bias" -> "749 linear_47" [label="(768,)", style=solid]; +"99 encoder_ln_weight" -> "752 layer_norm_24" [label="(768,)", style=solid]; +"100 encoder_ln_bias" -> "752 layer_norm_24" [label="(768,)", style=solid]; +"101 heads_head_bias" -> "762 linear_48" [label="(1000,)", style=solid]; +"102 x" -> "103 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"103 quantize_per_tensor_default" -> "104 dequantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"104 dequantize_per_tensor_default" -> "109 conv2d" [label="(1, 3, 224, 224)", style=solid]; +"105 conv2d_scale_0" -> "108 dequantize_per_channel_default" [label="(768,)", style=solid]; +"106 conv2d_zero_point_0" -> "108 dequantize_per_channel_default" [label="(768,)", style=solid]; +"107 _frozen_param0" -> "108 dequantize_per_channel_default" [label="(768, 3, 16, 16)", style=solid]; +"108 dequantize_per_channel_default" -> "109 conv2d" [label="(768, 3, 16, 16)", style=solid]; +"109 conv2d" -> "110 reshape" [label="(1, 768, 14, 14)", style=solid]; +"110 reshape" -> "111 permute" [label="(1, 768, 196)", style=solid]; +"111 permute" -> "113 cat" [label="(1, 196, 768)", style=solid]; +"112 expand" -> "113 cat" [label="(1, 1, 768)", style=solid]; +"113 cat" -> "114 add" [label="(1, 197, 768)", style=solid]; +"114 add" -> "115 dropout" [label="(1, 197, 768)", style=solid]; +"115 dropout" -> "116 layer_norm" [label="(1, 197, 768)", style=solid]; +"115 dropout" -> "147 add_1" [label="(1, 197, 768)", style=solid]; +"116 layer_norm" -> "117 transpose" [label="(1, 197, 768)", style=solid]; +"117 transpose" -> "119 transpose_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"118 encoder_layers_encoder_layer_0_self_attention_in_proj_weight_updated_constant0" -> "120 linear" [label="(2304, 768)", style=solid]; +"119 transpose_0_0_nncf_smooth_quant_0" -> "120 linear" [label="(197, 1, 768)", style=solid]; +"120 linear" -> "121 unflatten" [label="(197, 1, 2304)", style=solid]; +"121 unflatten" -> "122 unsqueeze" [label="(197, 1, 3, 768)", style=solid]; +"122 unsqueeze" -> "123 transpose_1" [label="(1, 197, 1, 3, 768)", style=solid]; +"123 transpose_1" -> "124 squeeze" [label="(3, 197, 1, 1, 768)", style=solid]; +"124 squeeze" -> "125 contiguous" [label="(3, 197, 1, 768)", style=solid]; +"125 contiguous" -> "126 select" [label="(3, 197, 1, 768)", style=solid]; +"125 contiguous" -> "127 select_1" [label="(3, 197, 1, 768)", style=solid]; +"125 contiguous" -> "128 select_2" [label="(3, 197, 1, 768)", style=solid]; +"126 select" -> "129 view" [label="(197, 1, 768)", style=solid]; +"127 select_1" -> "131 view_1" [label="(197, 1, 768)", style=solid]; +"128 select_2" -> "133 view_2" [label="(197, 1, 768)", style=solid]; +"129 view" -> "130 transpose_2" [label="(197, 12, 64)", style=solid]; +"130 transpose_2" -> "135 view_3" [label="(12, 197, 64)", style=solid]; +"131 view_1" -> "132 transpose_3" [label="(197, 12, 64)", style=solid]; +"132 transpose_3" -> "136 view_4" [label="(12, 197, 64)", style=solid]; +"133 view_2" -> "134 transpose_4" [label="(197, 12, 64)", style=solid]; +"134 transpose_4" -> "137 view_5" [label="(12, 197, 64)", style=solid]; +"135 view_3" -> "138 scaled_dot_product_attention" [label="(1, 12, 197, 64)", style=solid]; +"136 view_4" -> "138 scaled_dot_product_attention" [label="(1, 12, 197, 64)", style=solid]; +"137 view_5" -> "138 scaled_dot_product_attention" [label="(1, 12, 197, 64)", style=solid]; +"138 scaled_dot_product_attention" -> "139 permute_1" [label="(1, 12, 197, 64)", style=solid]; +"139 permute_1" -> "140 view_6" [label="(197, 1, 12, 64)", style=solid]; +"140 view_6" -> "142 view_6_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"141 encoder_layers_encoder_layer_0_self_attention_out_proj_weight_updated_constant0" -> "143 linear_1" [label="(768, 768)", style=solid]; +"142 view_6_0_0_nncf_smooth_quant_0" -> "143 linear_1" [label="(197, 768)", style=solid]; +"143 linear_1" -> "144 view_7" [label="(197, 768)", style=solid]; +"144 view_7" -> "145 transpose_5" [label="(197, 1, 768)", style=solid]; +"145 transpose_5" -> "146 dropout_1" [label="(1, 197, 768)", style=solid]; +"146 dropout_1" -> "147 add_1" [label="(1, 197, 768)", style=solid]; +"147 add_1" -> "148 layer_norm_1" [label="(1, 197, 768)", style=solid]; +"147 add_1" -> "168 add_2" [label="(1, 197, 768)", style=solid]; +"148 layer_norm_1" -> "149 layer_norm_1_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"149 layer_norm_1_0_0_nncf_smooth_quant_0" -> "150 quantize_per_tensor_default_1" [label="(1, 197, 768)", style=solid]; +"150 quantize_per_tensor_default_1" -> "151 dequantize_per_tensor_default_1" [label="(1, 197, 768)", style=solid]; +"151 dequantize_per_tensor_default_1" -> "156 linear_2" [label="(1, 197, 768)", style=solid]; +"152 linear_2_scale_0" -> "155 dequantize_per_channel_default_1" [label="(3072,)", style=solid]; +"153 linear_2_zero_point_0" -> "155 dequantize_per_channel_default_1" [label="(3072,)", style=solid]; +"154 _frozen_param1" -> "155 dequantize_per_channel_default_1" [label="(3072, 768)", style=solid]; +"155 dequantize_per_channel_default_1" -> "156 linear_2" [label="(3072, 768)", style=solid]; +"156 linear_2" -> "157 gelu" [label="(1, 197, 3072)", style=solid]; +"157 gelu" -> "158 dropout_2" [label="(1, 197, 3072)", style=solid]; +"158 dropout_2" -> "159 dropout_2_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"159 dropout_2_0_0_nncf_smooth_quant_0" -> "160 quantize_per_tensor_default_2" [label="(1, 197, 3072)", style=solid]; +"160 quantize_per_tensor_default_2" -> "161 dequantize_per_tensor_default_2" [label="(1, 197, 3072)", style=solid]; +"161 dequantize_per_tensor_default_2" -> "166 linear_3" [label="(1, 197, 3072)", style=solid]; +"162 linear_3_scale_0" -> "165 dequantize_per_channel_default_2" [label="(768,)", style=solid]; +"163 linear_3_zero_point_0" -> "165 dequantize_per_channel_default_2" [label="(768,)", style=solid]; +"164 _frozen_param2" -> "165 dequantize_per_channel_default_2" [label="(768, 3072)", style=solid]; +"165 dequantize_per_channel_default_2" -> "166 linear_3" [label="(768, 3072)", style=solid]; +"166 linear_3" -> "167 dropout_3" [label="(1, 197, 768)", style=solid]; +"167 dropout_3" -> "168 add_2" [label="(1, 197, 768)", style=solid]; +"168 add_2" -> "169 layer_norm_2" [label="(1, 197, 768)", style=solid]; +"168 add_2" -> "200 add_3" [label="(1, 197, 768)", style=solid]; +"169 layer_norm_2" -> "170 transpose_6" [label="(1, 197, 768)", style=solid]; +"170 transpose_6" -> "172 transpose_6_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"171 encoder_layers_encoder_layer_1_self_attention_in_proj_weight_updated_constant0" -> "173 linear_4" [label="(2304, 768)", style=solid]; +"172 transpose_6_0_0_nncf_smooth_quant_0" -> "173 linear_4" [label="(197, 1, 768)", style=solid]; +"173 linear_4" -> "174 unflatten_1" [label="(197, 1, 2304)", style=solid]; +"174 unflatten_1" -> "175 unsqueeze_1" [label="(197, 1, 3, 768)", style=solid]; +"175 unsqueeze_1" -> "176 transpose_7" [label="(1, 197, 1, 3, 768)", style=solid]; +"176 transpose_7" -> "177 squeeze_1" [label="(3, 197, 1, 1, 768)", style=solid]; +"177 squeeze_1" -> "178 contiguous_1" [label="(3, 197, 1, 768)", style=solid]; +"178 contiguous_1" -> "179 select_3" [label="(3, 197, 1, 768)", style=solid]; +"178 contiguous_1" -> "180 select_4" [label="(3, 197, 1, 768)", style=solid]; +"178 contiguous_1" -> "181 select_5" [label="(3, 197, 1, 768)", style=solid]; +"179 select_3" -> "182 view_8" [label="(197, 1, 768)", style=solid]; +"180 select_4" -> "184 view_9" [label="(197, 1, 768)", style=solid]; +"181 select_5" -> "186 view_10" [label="(197, 1, 768)", style=solid]; +"182 view_8" -> "183 transpose_8" [label="(197, 12, 64)", style=solid]; +"183 transpose_8" -> "188 view_11" [label="(12, 197, 64)", style=solid]; +"184 view_9" -> "185 transpose_9" [label="(197, 12, 64)", style=solid]; +"185 transpose_9" -> "189 view_12" [label="(12, 197, 64)", style=solid]; +"186 view_10" -> "187 transpose_10" [label="(197, 12, 64)", style=solid]; +"187 transpose_10" -> "190 view_13" [label="(12, 197, 64)", style=solid]; +"188 view_11" -> "191 scaled_dot_product_attention_1" [label="(1, 12, 197, 64)", style=solid]; +"189 view_12" -> "191 scaled_dot_product_attention_1" [label="(1, 12, 197, 64)", style=solid]; +"190 view_13" -> "191 scaled_dot_product_attention_1" [label="(1, 12, 197, 64)", style=solid]; +"191 scaled_dot_product_attention_1" -> "192 permute_2" [label="(1, 12, 197, 64)", style=solid]; +"192 permute_2" -> "193 view_14" [label="(197, 1, 12, 64)", style=solid]; +"193 view_14" -> "195 view_14_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"194 encoder_layers_encoder_layer_1_self_attention_out_proj_weight_updated_constant0" -> "196 linear_5" [label="(768, 768)", style=solid]; +"195 view_14_0_0_nncf_smooth_quant_0" -> "196 linear_5" [label="(197, 768)", style=solid]; +"196 linear_5" -> "197 view_15" [label="(197, 768)", style=solid]; +"197 view_15" -> "198 transpose_11" [label="(197, 1, 768)", style=solid]; +"198 transpose_11" -> "199 dropout_4" [label="(1, 197, 768)", style=solid]; +"199 dropout_4" -> "200 add_3" [label="(1, 197, 768)", style=solid]; +"200 add_3" -> "201 layer_norm_3" [label="(1, 197, 768)", style=solid]; +"200 add_3" -> "221 add_4" [label="(1, 197, 768)", style=solid]; +"201 layer_norm_3" -> "202 layer_norm_3_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"202 layer_norm_3_0_0_nncf_smooth_quant_0" -> "203 quantize_per_tensor_default_3" [label="(1, 197, 768)", style=solid]; +"203 quantize_per_tensor_default_3" -> "204 dequantize_per_tensor_default_3" [label="(1, 197, 768)", style=solid]; +"204 dequantize_per_tensor_default_3" -> "209 linear_6" [label="(1, 197, 768)", style=solid]; +"205 linear_6_scale_0" -> "208 dequantize_per_channel_default_3" [label="(3072,)", style=solid]; +"206 linear_6_zero_point_0" -> "208 dequantize_per_channel_default_3" [label="(3072,)", style=solid]; +"207 _frozen_param3" -> "208 dequantize_per_channel_default_3" [label="(3072, 768)", style=solid]; +"208 dequantize_per_channel_default_3" -> "209 linear_6" [label="(3072, 768)", style=solid]; +"209 linear_6" -> "210 gelu_1" [label="(1, 197, 3072)", style=solid]; +"210 gelu_1" -> "211 dropout_5" [label="(1, 197, 3072)", style=solid]; +"211 dropout_5" -> "212 dropout_5_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"212 dropout_5_0_0_nncf_smooth_quant_0" -> "213 quantize_per_tensor_default_4" [label="(1, 197, 3072)", style=solid]; +"213 quantize_per_tensor_default_4" -> "214 dequantize_per_tensor_default_4" [label="(1, 197, 3072)", style=solid]; +"214 dequantize_per_tensor_default_4" -> "219 linear_7" [label="(1, 197, 3072)", style=solid]; +"215 linear_7_scale_0" -> "218 dequantize_per_channel_default_4" [label="(768,)", style=solid]; +"216 linear_7_zero_point_0" -> "218 dequantize_per_channel_default_4" [label="(768,)", style=solid]; +"217 _frozen_param4" -> "218 dequantize_per_channel_default_4" [label="(768, 3072)", style=solid]; +"218 dequantize_per_channel_default_4" -> "219 linear_7" [label="(768, 3072)", style=solid]; +"219 linear_7" -> "220 dropout_6" [label="(1, 197, 768)", style=solid]; +"220 dropout_6" -> "221 add_4" [label="(1, 197, 768)", style=solid]; +"221 add_4" -> "222 layer_norm_4" [label="(1, 197, 768)", style=solid]; +"221 add_4" -> "253 add_5" [label="(1, 197, 768)", style=solid]; +"222 layer_norm_4" -> "223 transpose_12" [label="(1, 197, 768)", style=solid]; +"223 transpose_12" -> "225 transpose_12_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"224 encoder_layers_encoder_layer_2_self_attention_in_proj_weight_updated_constant0" -> "226 linear_8" [label="(2304, 768)", style=solid]; +"225 transpose_12_0_0_nncf_smooth_quant_0" -> "226 linear_8" [label="(197, 1, 768)", style=solid]; +"226 linear_8" -> "227 unflatten_2" [label="(197, 1, 2304)", style=solid]; +"227 unflatten_2" -> "228 unsqueeze_2" [label="(197, 1, 3, 768)", style=solid]; +"228 unsqueeze_2" -> "229 transpose_13" [label="(1, 197, 1, 3, 768)", style=solid]; +"229 transpose_13" -> "230 squeeze_2" [label="(3, 197, 1, 1, 768)", style=solid]; +"230 squeeze_2" -> "231 contiguous_2" [label="(3, 197, 1, 768)", style=solid]; +"231 contiguous_2" -> "232 select_6" [label="(3, 197, 1, 768)", style=solid]; +"231 contiguous_2" -> "233 select_7" [label="(3, 197, 1, 768)", style=solid]; +"231 contiguous_2" -> "234 select_8" [label="(3, 197, 1, 768)", style=solid]; +"232 select_6" -> "235 view_16" [label="(197, 1, 768)", style=solid]; +"233 select_7" -> "237 view_17" [label="(197, 1, 768)", style=solid]; +"234 select_8" -> "239 view_18" [label="(197, 1, 768)", style=solid]; +"235 view_16" -> "236 transpose_14" [label="(197, 12, 64)", style=solid]; +"236 transpose_14" -> "241 view_19" [label="(12, 197, 64)", style=solid]; +"237 view_17" -> "238 transpose_15" [label="(197, 12, 64)", style=solid]; +"238 transpose_15" -> "242 view_20" [label="(12, 197, 64)", style=solid]; +"239 view_18" -> "240 transpose_16" [label="(197, 12, 64)", style=solid]; +"240 transpose_16" -> "243 view_21" [label="(12, 197, 64)", style=solid]; +"241 view_19" -> "244 scaled_dot_product_attention_2" [label="(1, 12, 197, 64)", style=solid]; +"242 view_20" -> "244 scaled_dot_product_attention_2" [label="(1, 12, 197, 64)", style=solid]; +"243 view_21" -> "244 scaled_dot_product_attention_2" [label="(1, 12, 197, 64)", style=solid]; +"244 scaled_dot_product_attention_2" -> "245 permute_3" [label="(1, 12, 197, 64)", style=solid]; +"245 permute_3" -> "246 view_22" [label="(197, 1, 12, 64)", style=solid]; +"246 view_22" -> "248 view_22_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"247 encoder_layers_encoder_layer_2_self_attention_out_proj_weight_updated_constant0" -> "249 linear_9" [label="(768, 768)", style=solid]; +"248 view_22_0_0_nncf_smooth_quant_0" -> "249 linear_9" [label="(197, 768)", style=solid]; +"249 linear_9" -> "250 view_23" [label="(197, 768)", style=solid]; +"250 view_23" -> "251 transpose_17" [label="(197, 1, 768)", style=solid]; +"251 transpose_17" -> "252 dropout_7" [label="(1, 197, 768)", style=solid]; +"252 dropout_7" -> "253 add_5" [label="(1, 197, 768)", style=solid]; +"253 add_5" -> "254 layer_norm_5" [label="(1, 197, 768)", style=solid]; +"253 add_5" -> "274 add_6" [label="(1, 197, 768)", style=solid]; +"254 layer_norm_5" -> "255 layer_norm_5_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"255 layer_norm_5_0_0_nncf_smooth_quant_0" -> "256 quantize_per_tensor_default_5" [label="(1, 197, 768)", style=solid]; +"256 quantize_per_tensor_default_5" -> "257 dequantize_per_tensor_default_5" [label="(1, 197, 768)", style=solid]; +"257 dequantize_per_tensor_default_5" -> "262 linear_10" [label="(1, 197, 768)", style=solid]; +"258 linear_10_scale_0" -> "261 dequantize_per_channel_default_5" [label="(3072,)", style=solid]; +"259 linear_10_zero_point_0" -> "261 dequantize_per_channel_default_5" [label="(3072,)", style=solid]; +"260 _frozen_param5" -> "261 dequantize_per_channel_default_5" [label="(3072, 768)", style=solid]; +"261 dequantize_per_channel_default_5" -> "262 linear_10" [label="(3072, 768)", style=solid]; +"262 linear_10" -> "263 gelu_2" [label="(1, 197, 3072)", style=solid]; +"263 gelu_2" -> "264 dropout_8" [label="(1, 197, 3072)", style=solid]; +"264 dropout_8" -> "265 dropout_8_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"265 dropout_8_0_0_nncf_smooth_quant_0" -> "266 quantize_per_tensor_default_6" [label="(1, 197, 3072)", style=solid]; +"266 quantize_per_tensor_default_6" -> "267 dequantize_per_tensor_default_6" [label="(1, 197, 3072)", style=solid]; +"267 dequantize_per_tensor_default_6" -> "272 linear_11" [label="(1, 197, 3072)", style=solid]; +"268 linear_11_scale_0" -> "271 dequantize_per_channel_default_6" [label="(768,)", style=solid]; +"269 linear_11_zero_point_0" -> "271 dequantize_per_channel_default_6" [label="(768,)", style=solid]; +"270 _frozen_param6" -> "271 dequantize_per_channel_default_6" [label="(768, 3072)", style=solid]; +"271 dequantize_per_channel_default_6" -> "272 linear_11" [label="(768, 3072)", style=solid]; +"272 linear_11" -> "273 dropout_9" [label="(1, 197, 768)", style=solid]; +"273 dropout_9" -> "274 add_6" [label="(1, 197, 768)", style=solid]; +"274 add_6" -> "275 layer_norm_6" [label="(1, 197, 768)", style=solid]; +"274 add_6" -> "306 add_7" [label="(1, 197, 768)", style=solid]; +"275 layer_norm_6" -> "276 transpose_18" [label="(1, 197, 768)", style=solid]; +"276 transpose_18" -> "278 transpose_18_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"277 encoder_layers_encoder_layer_3_self_attention_in_proj_weight_updated_constant0" -> "279 linear_12" [label="(2304, 768)", style=solid]; +"278 transpose_18_0_0_nncf_smooth_quant_0" -> "279 linear_12" [label="(197, 1, 768)", style=solid]; +"279 linear_12" -> "280 unflatten_3" [label="(197, 1, 2304)", style=solid]; +"280 unflatten_3" -> "281 unsqueeze_3" [label="(197, 1, 3, 768)", style=solid]; +"281 unsqueeze_3" -> "282 transpose_19" [label="(1, 197, 1, 3, 768)", style=solid]; +"282 transpose_19" -> "283 squeeze_3" [label="(3, 197, 1, 1, 768)", style=solid]; +"283 squeeze_3" -> "284 contiguous_3" [label="(3, 197, 1, 768)", style=solid]; +"284 contiguous_3" -> "285 select_9" [label="(3, 197, 1, 768)", style=solid]; +"284 contiguous_3" -> "286 select_10" [label="(3, 197, 1, 768)", style=solid]; +"284 contiguous_3" -> "287 select_11" [label="(3, 197, 1, 768)", style=solid]; +"285 select_9" -> "288 view_24" [label="(197, 1, 768)", style=solid]; +"286 select_10" -> "290 view_25" [label="(197, 1, 768)", style=solid]; +"287 select_11" -> "292 view_26" [label="(197, 1, 768)", style=solid]; +"288 view_24" -> "289 transpose_20" [label="(197, 12, 64)", style=solid]; +"289 transpose_20" -> "294 view_27" [label="(12, 197, 64)", style=solid]; +"290 view_25" -> "291 transpose_21" [label="(197, 12, 64)", style=solid]; +"291 transpose_21" -> "295 view_28" [label="(12, 197, 64)", style=solid]; +"292 view_26" -> "293 transpose_22" [label="(197, 12, 64)", style=solid]; +"293 transpose_22" -> "296 view_29" [label="(12, 197, 64)", style=solid]; +"294 view_27" -> "297 scaled_dot_product_attention_3" [label="(1, 12, 197, 64)", style=solid]; +"295 view_28" -> "297 scaled_dot_product_attention_3" [label="(1, 12, 197, 64)", style=solid]; +"296 view_29" -> "297 scaled_dot_product_attention_3" [label="(1, 12, 197, 64)", style=solid]; +"297 scaled_dot_product_attention_3" -> "298 permute_4" [label="(1, 12, 197, 64)", style=solid]; +"298 permute_4" -> "299 view_30" [label="(197, 1, 12, 64)", style=solid]; +"299 view_30" -> "301 view_30_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"300 encoder_layers_encoder_layer_3_self_attention_out_proj_weight_updated_constant0" -> "302 linear_13" [label="(768, 768)", style=solid]; +"301 view_30_0_0_nncf_smooth_quant_0" -> "302 linear_13" [label="(197, 768)", style=solid]; +"302 linear_13" -> "303 view_31" [label="(197, 768)", style=solid]; +"303 view_31" -> "304 transpose_23" [label="(197, 1, 768)", style=solid]; +"304 transpose_23" -> "305 dropout_10" [label="(1, 197, 768)", style=solid]; +"305 dropout_10" -> "306 add_7" [label="(1, 197, 768)", style=solid]; +"306 add_7" -> "307 layer_norm_7" [label="(1, 197, 768)", style=solid]; +"306 add_7" -> "327 add_8" [label="(1, 197, 768)", style=solid]; +"307 layer_norm_7" -> "308 layer_norm_7_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"308 layer_norm_7_0_0_nncf_smooth_quant_0" -> "309 quantize_per_tensor_default_7" [label="(1, 197, 768)", style=solid]; +"309 quantize_per_tensor_default_7" -> "310 dequantize_per_tensor_default_7" [label="(1, 197, 768)", style=solid]; +"310 dequantize_per_tensor_default_7" -> "315 linear_14" [label="(1, 197, 768)", style=solid]; +"311 linear_14_scale_0" -> "314 dequantize_per_channel_default_7" [label="(3072,)", style=solid]; +"312 linear_14_zero_point_0" -> "314 dequantize_per_channel_default_7" [label="(3072,)", style=solid]; +"313 _frozen_param7" -> "314 dequantize_per_channel_default_7" [label="(3072, 768)", style=solid]; +"314 dequantize_per_channel_default_7" -> "315 linear_14" [label="(3072, 768)", style=solid]; +"315 linear_14" -> "316 gelu_3" [label="(1, 197, 3072)", style=solid]; +"316 gelu_3" -> "317 dropout_11" [label="(1, 197, 3072)", style=solid]; +"317 dropout_11" -> "318 dropout_11_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"318 dropout_11_0_0_nncf_smooth_quant_0" -> "319 quantize_per_tensor_default_8" [label="(1, 197, 3072)", style=solid]; +"319 quantize_per_tensor_default_8" -> "320 dequantize_per_tensor_default_8" [label="(1, 197, 3072)", style=solid]; +"320 dequantize_per_tensor_default_8" -> "325 linear_15" [label="(1, 197, 3072)", style=solid]; +"321 linear_15_scale_0" -> "324 dequantize_per_channel_default_8" [label="(768,)", style=solid]; +"322 linear_15_zero_point_0" -> "324 dequantize_per_channel_default_8" [label="(768,)", style=solid]; +"323 _frozen_param8" -> "324 dequantize_per_channel_default_8" [label="(768, 3072)", style=solid]; +"324 dequantize_per_channel_default_8" -> "325 linear_15" [label="(768, 3072)", style=solid]; +"325 linear_15" -> "326 dropout_12" [label="(1, 197, 768)", style=solid]; +"326 dropout_12" -> "327 add_8" [label="(1, 197, 768)", style=solid]; +"327 add_8" -> "328 layer_norm_8" [label="(1, 197, 768)", style=solid]; +"327 add_8" -> "359 add_9" [label="(1, 197, 768)", style=solid]; +"328 layer_norm_8" -> "329 transpose_24" [label="(1, 197, 768)", style=solid]; +"329 transpose_24" -> "331 transpose_24_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"330 encoder_layers_encoder_layer_4_self_attention_in_proj_weight_updated_constant0" -> "332 linear_16" [label="(2304, 768)", style=solid]; +"331 transpose_24_0_0_nncf_smooth_quant_0" -> "332 linear_16" [label="(197, 1, 768)", style=solid]; +"332 linear_16" -> "333 unflatten_4" [label="(197, 1, 2304)", style=solid]; +"333 unflatten_4" -> "334 unsqueeze_4" [label="(197, 1, 3, 768)", style=solid]; +"334 unsqueeze_4" -> "335 transpose_25" [label="(1, 197, 1, 3, 768)", style=solid]; +"335 transpose_25" -> "336 squeeze_4" [label="(3, 197, 1, 1, 768)", style=solid]; +"336 squeeze_4" -> "337 contiguous_4" [label="(3, 197, 1, 768)", style=solid]; +"337 contiguous_4" -> "338 select_12" [label="(3, 197, 1, 768)", style=solid]; +"337 contiguous_4" -> "339 select_13" [label="(3, 197, 1, 768)", style=solid]; +"337 contiguous_4" -> "340 select_14" [label="(3, 197, 1, 768)", style=solid]; +"338 select_12" -> "341 view_32" [label="(197, 1, 768)", style=solid]; +"339 select_13" -> "343 view_33" [label="(197, 1, 768)", style=solid]; +"340 select_14" -> "345 view_34" [label="(197, 1, 768)", style=solid]; +"341 view_32" -> "342 transpose_26" [label="(197, 12, 64)", style=solid]; +"342 transpose_26" -> "347 view_35" [label="(12, 197, 64)", style=solid]; +"343 view_33" -> "344 transpose_27" [label="(197, 12, 64)", style=solid]; +"344 transpose_27" -> "348 view_36" [label="(12, 197, 64)", style=solid]; +"345 view_34" -> "346 transpose_28" [label="(197, 12, 64)", style=solid]; +"346 transpose_28" -> "349 view_37" [label="(12, 197, 64)", style=solid]; +"347 view_35" -> "350 scaled_dot_product_attention_4" [label="(1, 12, 197, 64)", style=solid]; +"348 view_36" -> "350 scaled_dot_product_attention_4" [label="(1, 12, 197, 64)", style=solid]; +"349 view_37" -> "350 scaled_dot_product_attention_4" [label="(1, 12, 197, 64)", style=solid]; +"350 scaled_dot_product_attention_4" -> "351 permute_5" [label="(1, 12, 197, 64)", style=solid]; +"351 permute_5" -> "352 view_38" [label="(197, 1, 12, 64)", style=solid]; +"352 view_38" -> "354 view_38_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"353 encoder_layers_encoder_layer_4_self_attention_out_proj_weight_updated_constant0" -> "355 linear_17" [label="(768, 768)", style=solid]; +"354 view_38_0_0_nncf_smooth_quant_0" -> "355 linear_17" [label="(197, 768)", style=solid]; +"355 linear_17" -> "356 view_39" [label="(197, 768)", style=solid]; +"356 view_39" -> "357 transpose_29" [label="(197, 1, 768)", style=solid]; +"357 transpose_29" -> "358 dropout_13" [label="(1, 197, 768)", style=solid]; +"358 dropout_13" -> "359 add_9" [label="(1, 197, 768)", style=solid]; +"359 add_9" -> "360 layer_norm_9" [label="(1, 197, 768)", style=solid]; +"359 add_9" -> "380 add_10" [label="(1, 197, 768)", style=solid]; +"360 layer_norm_9" -> "361 layer_norm_9_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"361 layer_norm_9_0_0_nncf_smooth_quant_0" -> "362 quantize_per_tensor_default_9" [label="(1, 197, 768)", style=solid]; +"362 quantize_per_tensor_default_9" -> "363 dequantize_per_tensor_default_9" [label="(1, 197, 768)", style=solid]; +"363 dequantize_per_tensor_default_9" -> "368 linear_18" [label="(1, 197, 768)", style=solid]; +"364 linear_18_scale_0" -> "367 dequantize_per_channel_default_9" [label="(3072,)", style=solid]; +"365 linear_18_zero_point_0" -> "367 dequantize_per_channel_default_9" [label="(3072,)", style=solid]; +"366 _frozen_param9" -> "367 dequantize_per_channel_default_9" [label="(3072, 768)", style=solid]; +"367 dequantize_per_channel_default_9" -> "368 linear_18" [label="(3072, 768)", style=solid]; +"368 linear_18" -> "369 gelu_4" [label="(1, 197, 3072)", style=solid]; +"369 gelu_4" -> "370 dropout_14" [label="(1, 197, 3072)", style=solid]; +"370 dropout_14" -> "371 dropout_14_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"371 dropout_14_0_0_nncf_smooth_quant_0" -> "372 quantize_per_tensor_default_10" [label="(1, 197, 3072)", style=solid]; +"372 quantize_per_tensor_default_10" -> "373 dequantize_per_tensor_default_10" [label="(1, 197, 3072)", style=solid]; +"373 dequantize_per_tensor_default_10" -> "378 linear_19" [label="(1, 197, 3072)", style=solid]; +"374 linear_19_scale_0" -> "377 dequantize_per_channel_default_10" [label="(768,)", style=solid]; +"375 linear_19_zero_point_0" -> "377 dequantize_per_channel_default_10" [label="(768,)", style=solid]; +"376 _frozen_param10" -> "377 dequantize_per_channel_default_10" [label="(768, 3072)", style=solid]; +"377 dequantize_per_channel_default_10" -> "378 linear_19" [label="(768, 3072)", style=solid]; +"378 linear_19" -> "379 dropout_15" [label="(1, 197, 768)", style=solid]; +"379 dropout_15" -> "380 add_10" [label="(1, 197, 768)", style=solid]; +"380 add_10" -> "381 layer_norm_10" [label="(1, 197, 768)", style=solid]; +"380 add_10" -> "412 add_11" [label="(1, 197, 768)", style=solid]; +"381 layer_norm_10" -> "382 transpose_30" [label="(1, 197, 768)", style=solid]; +"382 transpose_30" -> "384 transpose_30_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"383 encoder_layers_encoder_layer_5_self_attention_in_proj_weight_updated_constant0" -> "385 linear_20" [label="(2304, 768)", style=solid]; +"384 transpose_30_0_0_nncf_smooth_quant_0" -> "385 linear_20" [label="(197, 1, 768)", style=solid]; +"385 linear_20" -> "386 unflatten_5" [label="(197, 1, 2304)", style=solid]; +"386 unflatten_5" -> "387 unsqueeze_5" [label="(197, 1, 3, 768)", style=solid]; +"387 unsqueeze_5" -> "388 transpose_31" [label="(1, 197, 1, 3, 768)", style=solid]; +"388 transpose_31" -> "389 squeeze_5" [label="(3, 197, 1, 1, 768)", style=solid]; +"389 squeeze_5" -> "390 contiguous_5" [label="(3, 197, 1, 768)", style=solid]; +"390 contiguous_5" -> "391 select_15" [label="(3, 197, 1, 768)", style=solid]; +"390 contiguous_5" -> "392 select_16" [label="(3, 197, 1, 768)", style=solid]; +"390 contiguous_5" -> "393 select_17" [label="(3, 197, 1, 768)", style=solid]; +"391 select_15" -> "394 view_40" [label="(197, 1, 768)", style=solid]; +"392 select_16" -> "396 view_41" [label="(197, 1, 768)", style=solid]; +"393 select_17" -> "398 view_42" [label="(197, 1, 768)", style=solid]; +"394 view_40" -> "395 transpose_32" [label="(197, 12, 64)", style=solid]; +"395 transpose_32" -> "400 view_43" [label="(12, 197, 64)", style=solid]; +"396 view_41" -> "397 transpose_33" [label="(197, 12, 64)", style=solid]; +"397 transpose_33" -> "401 view_44" [label="(12, 197, 64)", style=solid]; +"398 view_42" -> "399 transpose_34" [label="(197, 12, 64)", style=solid]; +"399 transpose_34" -> "402 view_45" [label="(12, 197, 64)", style=solid]; +"400 view_43" -> "403 scaled_dot_product_attention_5" [label="(1, 12, 197, 64)", style=solid]; +"401 view_44" -> "403 scaled_dot_product_attention_5" [label="(1, 12, 197, 64)", style=solid]; +"402 view_45" -> "403 scaled_dot_product_attention_5" [label="(1, 12, 197, 64)", style=solid]; +"403 scaled_dot_product_attention_5" -> "404 permute_6" [label="(1, 12, 197, 64)", style=solid]; +"404 permute_6" -> "405 view_46" [label="(197, 1, 12, 64)", style=solid]; +"405 view_46" -> "407 view_46_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"406 encoder_layers_encoder_layer_5_self_attention_out_proj_weight_updated_constant0" -> "408 linear_21" [label="(768, 768)", style=solid]; +"407 view_46_0_0_nncf_smooth_quant_0" -> "408 linear_21" [label="(197, 768)", style=solid]; +"408 linear_21" -> "409 view_47" [label="(197, 768)", style=solid]; +"409 view_47" -> "410 transpose_35" [label="(197, 1, 768)", style=solid]; +"410 transpose_35" -> "411 dropout_16" [label="(1, 197, 768)", style=solid]; +"411 dropout_16" -> "412 add_11" [label="(1, 197, 768)", style=solid]; +"412 add_11" -> "413 layer_norm_11" [label="(1, 197, 768)", style=solid]; +"412 add_11" -> "433 add_12" [label="(1, 197, 768)", style=solid]; +"413 layer_norm_11" -> "414 layer_norm_11_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"414 layer_norm_11_0_0_nncf_smooth_quant_0" -> "415 quantize_per_tensor_default_11" [label="(1, 197, 768)", style=solid]; +"415 quantize_per_tensor_default_11" -> "416 dequantize_per_tensor_default_11" [label="(1, 197, 768)", style=solid]; +"416 dequantize_per_tensor_default_11" -> "421 linear_22" [label="(1, 197, 768)", style=solid]; +"417 linear_22_scale_0" -> "420 dequantize_per_channel_default_11" [label="(3072,)", style=solid]; +"418 linear_22_zero_point_0" -> "420 dequantize_per_channel_default_11" [label="(3072,)", style=solid]; +"419 _frozen_param11" -> "420 dequantize_per_channel_default_11" [label="(3072, 768)", style=solid]; +"420 dequantize_per_channel_default_11" -> "421 linear_22" [label="(3072, 768)", style=solid]; +"421 linear_22" -> "422 gelu_5" [label="(1, 197, 3072)", style=solid]; +"422 gelu_5" -> "423 dropout_17" [label="(1, 197, 3072)", style=solid]; +"423 dropout_17" -> "424 dropout_17_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"424 dropout_17_0_0_nncf_smooth_quant_0" -> "425 quantize_per_tensor_default_12" [label="(1, 197, 3072)", style=solid]; +"425 quantize_per_tensor_default_12" -> "426 dequantize_per_tensor_default_12" [label="(1, 197, 3072)", style=solid]; +"426 dequantize_per_tensor_default_12" -> "431 linear_23" [label="(1, 197, 3072)", style=solid]; +"427 linear_23_scale_0" -> "430 dequantize_per_channel_default_12" [label="(768,)", style=solid]; +"428 linear_23_zero_point_0" -> "430 dequantize_per_channel_default_12" [label="(768,)", style=solid]; +"429 _frozen_param12" -> "430 dequantize_per_channel_default_12" [label="(768, 3072)", style=solid]; +"430 dequantize_per_channel_default_12" -> "431 linear_23" [label="(768, 3072)", style=solid]; +"431 linear_23" -> "432 dropout_18" [label="(1, 197, 768)", style=solid]; +"432 dropout_18" -> "433 add_12" [label="(1, 197, 768)", style=solid]; +"433 add_12" -> "434 layer_norm_12" [label="(1, 197, 768)", style=solid]; +"433 add_12" -> "465 add_13" [label="(1, 197, 768)", style=solid]; +"434 layer_norm_12" -> "435 transpose_36" [label="(1, 197, 768)", style=solid]; +"435 transpose_36" -> "437 transpose_36_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"436 encoder_layers_encoder_layer_6_self_attention_in_proj_weight_updated_constant0" -> "438 linear_24" [label="(2304, 768)", style=solid]; +"437 transpose_36_0_0_nncf_smooth_quant_0" -> "438 linear_24" [label="(197, 1, 768)", style=solid]; +"438 linear_24" -> "439 unflatten_6" [label="(197, 1, 2304)", style=solid]; +"439 unflatten_6" -> "440 unsqueeze_6" [label="(197, 1, 3, 768)", style=solid]; +"440 unsqueeze_6" -> "441 transpose_37" [label="(1, 197, 1, 3, 768)", style=solid]; +"441 transpose_37" -> "442 squeeze_6" [label="(3, 197, 1, 1, 768)", style=solid]; +"442 squeeze_6" -> "443 contiguous_6" [label="(3, 197, 1, 768)", style=solid]; +"443 contiguous_6" -> "444 select_18" [label="(3, 197, 1, 768)", style=solid]; +"443 contiguous_6" -> "445 select_19" [label="(3, 197, 1, 768)", style=solid]; +"443 contiguous_6" -> "446 select_20" [label="(3, 197, 1, 768)", style=solid]; +"444 select_18" -> "447 view_48" [label="(197, 1, 768)", style=solid]; +"445 select_19" -> "449 view_49" [label="(197, 1, 768)", style=solid]; +"446 select_20" -> "451 view_50" [label="(197, 1, 768)", style=solid]; +"447 view_48" -> "448 transpose_38" [label="(197, 12, 64)", style=solid]; +"448 transpose_38" -> "453 view_51" [label="(12, 197, 64)", style=solid]; +"449 view_49" -> "450 transpose_39" [label="(197, 12, 64)", style=solid]; +"450 transpose_39" -> "454 view_52" [label="(12, 197, 64)", style=solid]; +"451 view_50" -> "452 transpose_40" [label="(197, 12, 64)", style=solid]; +"452 transpose_40" -> "455 view_53" [label="(12, 197, 64)", style=solid]; +"453 view_51" -> "456 scaled_dot_product_attention_6" [label="(1, 12, 197, 64)", style=solid]; +"454 view_52" -> "456 scaled_dot_product_attention_6" [label="(1, 12, 197, 64)", style=solid]; +"455 view_53" -> "456 scaled_dot_product_attention_6" [label="(1, 12, 197, 64)", style=solid]; +"456 scaled_dot_product_attention_6" -> "457 permute_7" [label="(1, 12, 197, 64)", style=solid]; +"457 permute_7" -> "458 view_54" [label="(197, 1, 12, 64)", style=solid]; +"458 view_54" -> "460 view_54_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"459 encoder_layers_encoder_layer_6_self_attention_out_proj_weight_updated_constant0" -> "461 linear_25" [label="(768, 768)", style=solid]; +"460 view_54_0_0_nncf_smooth_quant_0" -> "461 linear_25" [label="(197, 768)", style=solid]; +"461 linear_25" -> "462 view_55" [label="(197, 768)", style=solid]; +"462 view_55" -> "463 transpose_41" [label="(197, 1, 768)", style=solid]; +"463 transpose_41" -> "464 dropout_19" [label="(1, 197, 768)", style=solid]; +"464 dropout_19" -> "465 add_13" [label="(1, 197, 768)", style=solid]; +"465 add_13" -> "466 layer_norm_13" [label="(1, 197, 768)", style=solid]; +"465 add_13" -> "486 add_14" [label="(1, 197, 768)", style=solid]; +"466 layer_norm_13" -> "467 layer_norm_13_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"467 layer_norm_13_0_0_nncf_smooth_quant_0" -> "468 quantize_per_tensor_default_13" [label="(1, 197, 768)", style=solid]; +"468 quantize_per_tensor_default_13" -> "469 dequantize_per_tensor_default_13" [label="(1, 197, 768)", style=solid]; +"469 dequantize_per_tensor_default_13" -> "474 linear_26" [label="(1, 197, 768)", style=solid]; +"470 linear_26_scale_0" -> "473 dequantize_per_channel_default_13" [label="(3072,)", style=solid]; +"471 linear_26_zero_point_0" -> "473 dequantize_per_channel_default_13" [label="(3072,)", style=solid]; +"472 _frozen_param13" -> "473 dequantize_per_channel_default_13" [label="(3072, 768)", style=solid]; +"473 dequantize_per_channel_default_13" -> "474 linear_26" [label="(3072, 768)", style=solid]; +"474 linear_26" -> "475 gelu_6" [label="(1, 197, 3072)", style=solid]; +"475 gelu_6" -> "476 dropout_20" [label="(1, 197, 3072)", style=solid]; +"476 dropout_20" -> "477 dropout_20_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"477 dropout_20_0_0_nncf_smooth_quant_0" -> "478 quantize_per_tensor_default_14" [label="(1, 197, 3072)", style=solid]; +"478 quantize_per_tensor_default_14" -> "479 dequantize_per_tensor_default_14" [label="(1, 197, 3072)", style=solid]; +"479 dequantize_per_tensor_default_14" -> "484 linear_27" [label="(1, 197, 3072)", style=solid]; +"480 linear_27_scale_0" -> "483 dequantize_per_channel_default_14" [label="(768,)", style=solid]; +"481 linear_27_zero_point_0" -> "483 dequantize_per_channel_default_14" [label="(768,)", style=solid]; +"482 _frozen_param14" -> "483 dequantize_per_channel_default_14" [label="(768, 3072)", style=solid]; +"483 dequantize_per_channel_default_14" -> "484 linear_27" [label="(768, 3072)", style=solid]; +"484 linear_27" -> "485 dropout_21" [label="(1, 197, 768)", style=solid]; +"485 dropout_21" -> "486 add_14" [label="(1, 197, 768)", style=solid]; +"486 add_14" -> "487 layer_norm_14" [label="(1, 197, 768)", style=solid]; +"486 add_14" -> "518 add_15" [label="(1, 197, 768)", style=solid]; +"487 layer_norm_14" -> "488 transpose_42" [label="(1, 197, 768)", style=solid]; +"488 transpose_42" -> "490 transpose_42_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"489 encoder_layers_encoder_layer_7_self_attention_in_proj_weight_updated_constant0" -> "491 linear_28" [label="(2304, 768)", style=solid]; +"490 transpose_42_0_0_nncf_smooth_quant_0" -> "491 linear_28" [label="(197, 1, 768)", style=solid]; +"491 linear_28" -> "492 unflatten_7" [label="(197, 1, 2304)", style=solid]; +"492 unflatten_7" -> "493 unsqueeze_7" [label="(197, 1, 3, 768)", style=solid]; +"493 unsqueeze_7" -> "494 transpose_43" [label="(1, 197, 1, 3, 768)", style=solid]; +"494 transpose_43" -> "495 squeeze_7" [label="(3, 197, 1, 1, 768)", style=solid]; +"495 squeeze_7" -> "496 contiguous_7" [label="(3, 197, 1, 768)", style=solid]; +"496 contiguous_7" -> "497 select_21" [label="(3, 197, 1, 768)", style=solid]; +"496 contiguous_7" -> "498 select_22" [label="(3, 197, 1, 768)", style=solid]; +"496 contiguous_7" -> "499 select_23" [label="(3, 197, 1, 768)", style=solid]; +"497 select_21" -> "500 view_56" [label="(197, 1, 768)", style=solid]; +"498 select_22" -> "502 view_57" [label="(197, 1, 768)", style=solid]; +"499 select_23" -> "504 view_58" [label="(197, 1, 768)", style=solid]; +"500 view_56" -> "501 transpose_44" [label="(197, 12, 64)", style=solid]; +"501 transpose_44" -> "506 view_59" [label="(12, 197, 64)", style=solid]; +"502 view_57" -> "503 transpose_45" [label="(197, 12, 64)", style=solid]; +"503 transpose_45" -> "507 view_60" [label="(12, 197, 64)", style=solid]; +"504 view_58" -> "505 transpose_46" [label="(197, 12, 64)", style=solid]; +"505 transpose_46" -> "508 view_61" [label="(12, 197, 64)", style=solid]; +"506 view_59" -> "509 scaled_dot_product_attention_7" [label="(1, 12, 197, 64)", style=solid]; +"507 view_60" -> "509 scaled_dot_product_attention_7" [label="(1, 12, 197, 64)", style=solid]; +"508 view_61" -> "509 scaled_dot_product_attention_7" [label="(1, 12, 197, 64)", style=solid]; +"509 scaled_dot_product_attention_7" -> "510 permute_8" [label="(1, 12, 197, 64)", style=solid]; +"510 permute_8" -> "511 view_62" [label="(197, 1, 12, 64)", style=solid]; +"511 view_62" -> "513 view_62_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"512 encoder_layers_encoder_layer_7_self_attention_out_proj_weight_updated_constant0" -> "514 linear_29" [label="(768, 768)", style=solid]; +"513 view_62_0_0_nncf_smooth_quant_0" -> "514 linear_29" [label="(197, 768)", style=solid]; +"514 linear_29" -> "515 view_63" [label="(197, 768)", style=solid]; +"515 view_63" -> "516 transpose_47" [label="(197, 1, 768)", style=solid]; +"516 transpose_47" -> "517 dropout_22" [label="(1, 197, 768)", style=solid]; +"517 dropout_22" -> "518 add_15" [label="(1, 197, 768)", style=solid]; +"518 add_15" -> "519 layer_norm_15" [label="(1, 197, 768)", style=solid]; +"518 add_15" -> "539 add_16" [label="(1, 197, 768)", style=solid]; +"519 layer_norm_15" -> "520 layer_norm_15_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"520 layer_norm_15_0_0_nncf_smooth_quant_0" -> "521 quantize_per_tensor_default_15" [label="(1, 197, 768)", style=solid]; +"521 quantize_per_tensor_default_15" -> "522 dequantize_per_tensor_default_15" [label="(1, 197, 768)", style=solid]; +"522 dequantize_per_tensor_default_15" -> "527 linear_30" [label="(1, 197, 768)", style=solid]; +"523 linear_30_scale_0" -> "526 dequantize_per_channel_default_15" [label="(3072,)", style=solid]; +"524 linear_30_zero_point_0" -> "526 dequantize_per_channel_default_15" [label="(3072,)", style=solid]; +"525 _frozen_param15" -> "526 dequantize_per_channel_default_15" [label="(3072, 768)", style=solid]; +"526 dequantize_per_channel_default_15" -> "527 linear_30" [label="(3072, 768)", style=solid]; +"527 linear_30" -> "528 gelu_7" [label="(1, 197, 3072)", style=solid]; +"528 gelu_7" -> "529 dropout_23" [label="(1, 197, 3072)", style=solid]; +"529 dropout_23" -> "530 dropout_23_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"530 dropout_23_0_0_nncf_smooth_quant_0" -> "531 quantize_per_tensor_default_16" [label="(1, 197, 3072)", style=solid]; +"531 quantize_per_tensor_default_16" -> "532 dequantize_per_tensor_default_16" [label="(1, 197, 3072)", style=solid]; +"532 dequantize_per_tensor_default_16" -> "537 linear_31" [label="(1, 197, 3072)", style=solid]; +"533 linear_31_scale_0" -> "536 dequantize_per_channel_default_16" [label="(768,)", style=solid]; +"534 linear_31_zero_point_0" -> "536 dequantize_per_channel_default_16" [label="(768,)", style=solid]; +"535 _frozen_param16" -> "536 dequantize_per_channel_default_16" [label="(768, 3072)", style=solid]; +"536 dequantize_per_channel_default_16" -> "537 linear_31" [label="(768, 3072)", style=solid]; +"537 linear_31" -> "538 dropout_24" [label="(1, 197, 768)", style=solid]; +"538 dropout_24" -> "539 add_16" [label="(1, 197, 768)", style=solid]; +"539 add_16" -> "540 layer_norm_16" [label="(1, 197, 768)", style=solid]; +"539 add_16" -> "571 add_17" [label="(1, 197, 768)", style=solid]; +"540 layer_norm_16" -> "541 transpose_48" [label="(1, 197, 768)", style=solid]; +"541 transpose_48" -> "543 transpose_48_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"542 encoder_layers_encoder_layer_8_self_attention_in_proj_weight_updated_constant0" -> "544 linear_32" [label="(2304, 768)", style=solid]; +"543 transpose_48_0_0_nncf_smooth_quant_0" -> "544 linear_32" [label="(197, 1, 768)", style=solid]; +"544 linear_32" -> "545 unflatten_8" [label="(197, 1, 2304)", style=solid]; +"545 unflatten_8" -> "546 unsqueeze_8" [label="(197, 1, 3, 768)", style=solid]; +"546 unsqueeze_8" -> "547 transpose_49" [label="(1, 197, 1, 3, 768)", style=solid]; +"547 transpose_49" -> "548 squeeze_8" [label="(3, 197, 1, 1, 768)", style=solid]; +"548 squeeze_8" -> "549 contiguous_8" [label="(3, 197, 1, 768)", style=solid]; +"549 contiguous_8" -> "550 select_24" [label="(3, 197, 1, 768)", style=solid]; +"549 contiguous_8" -> "551 select_25" [label="(3, 197, 1, 768)", style=solid]; +"549 contiguous_8" -> "552 select_26" [label="(3, 197, 1, 768)", style=solid]; +"550 select_24" -> "553 view_64" [label="(197, 1, 768)", style=solid]; +"551 select_25" -> "555 view_65" [label="(197, 1, 768)", style=solid]; +"552 select_26" -> "557 view_66" [label="(197, 1, 768)", style=solid]; +"553 view_64" -> "554 transpose_50" [label="(197, 12, 64)", style=solid]; +"554 transpose_50" -> "559 view_67" [label="(12, 197, 64)", style=solid]; +"555 view_65" -> "556 transpose_51" [label="(197, 12, 64)", style=solid]; +"556 transpose_51" -> "560 view_68" [label="(12, 197, 64)", style=solid]; +"557 view_66" -> "558 transpose_52" [label="(197, 12, 64)", style=solid]; +"558 transpose_52" -> "561 view_69" [label="(12, 197, 64)", style=solid]; +"559 view_67" -> "562 scaled_dot_product_attention_8" [label="(1, 12, 197, 64)", style=solid]; +"560 view_68" -> "562 scaled_dot_product_attention_8" [label="(1, 12, 197, 64)", style=solid]; +"561 view_69" -> "562 scaled_dot_product_attention_8" [label="(1, 12, 197, 64)", style=solid]; +"562 scaled_dot_product_attention_8" -> "563 permute_9" [label="(1, 12, 197, 64)", style=solid]; +"563 permute_9" -> "564 view_70" [label="(197, 1, 12, 64)", style=solid]; +"564 view_70" -> "566 view_70_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"565 encoder_layers_encoder_layer_8_self_attention_out_proj_weight_updated_constant0" -> "567 linear_33" [label="(768, 768)", style=solid]; +"566 view_70_0_0_nncf_smooth_quant_0" -> "567 linear_33" [label="(197, 768)", style=solid]; +"567 linear_33" -> "568 view_71" [label="(197, 768)", style=solid]; +"568 view_71" -> "569 transpose_53" [label="(197, 1, 768)", style=solid]; +"569 transpose_53" -> "570 dropout_25" [label="(1, 197, 768)", style=solid]; +"570 dropout_25" -> "571 add_17" [label="(1, 197, 768)", style=solid]; +"571 add_17" -> "572 layer_norm_17" [label="(1, 197, 768)", style=solid]; +"571 add_17" -> "592 add_18" [label="(1, 197, 768)", style=solid]; +"572 layer_norm_17" -> "573 layer_norm_17_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"573 layer_norm_17_0_0_nncf_smooth_quant_0" -> "574 quantize_per_tensor_default_17" [label="(1, 197, 768)", style=solid]; +"574 quantize_per_tensor_default_17" -> "575 dequantize_per_tensor_default_17" [label="(1, 197, 768)", style=solid]; +"575 dequantize_per_tensor_default_17" -> "580 linear_34" [label="(1, 197, 768)", style=solid]; +"576 linear_34_scale_0" -> "579 dequantize_per_channel_default_17" [label="(3072,)", style=solid]; +"577 linear_34_zero_point_0" -> "579 dequantize_per_channel_default_17" [label="(3072,)", style=solid]; +"578 _frozen_param17" -> "579 dequantize_per_channel_default_17" [label="(3072, 768)", style=solid]; +"579 dequantize_per_channel_default_17" -> "580 linear_34" [label="(3072, 768)", style=solid]; +"580 linear_34" -> "581 gelu_8" [label="(1, 197, 3072)", style=solid]; +"581 gelu_8" -> "582 dropout_26" [label="(1, 197, 3072)", style=solid]; +"582 dropout_26" -> "583 dropout_26_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"583 dropout_26_0_0_nncf_smooth_quant_0" -> "584 quantize_per_tensor_default_18" [label="(1, 197, 3072)", style=solid]; +"584 quantize_per_tensor_default_18" -> "585 dequantize_per_tensor_default_18" [label="(1, 197, 3072)", style=solid]; +"585 dequantize_per_tensor_default_18" -> "590 linear_35" [label="(1, 197, 3072)", style=solid]; +"586 linear_35_scale_0" -> "589 dequantize_per_channel_default_18" [label="(768,)", style=solid]; +"587 linear_35_zero_point_0" -> "589 dequantize_per_channel_default_18" [label="(768,)", style=solid]; +"588 _frozen_param18" -> "589 dequantize_per_channel_default_18" [label="(768, 3072)", style=solid]; +"589 dequantize_per_channel_default_18" -> "590 linear_35" [label="(768, 3072)", style=solid]; +"590 linear_35" -> "591 dropout_27" [label="(1, 197, 768)", style=solid]; +"591 dropout_27" -> "592 add_18" [label="(1, 197, 768)", style=solid]; +"592 add_18" -> "593 layer_norm_18" [label="(1, 197, 768)", style=solid]; +"592 add_18" -> "624 add_19" [label="(1, 197, 768)", style=solid]; +"593 layer_norm_18" -> "594 transpose_54" [label="(1, 197, 768)", style=solid]; +"594 transpose_54" -> "596 transpose_54_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"595 encoder_layers_encoder_layer_9_self_attention_in_proj_weight_updated_constant0" -> "597 linear_36" [label="(2304, 768)", style=solid]; +"596 transpose_54_0_0_nncf_smooth_quant_0" -> "597 linear_36" [label="(197, 1, 768)", style=solid]; +"597 linear_36" -> "598 unflatten_9" [label="(197, 1, 2304)", style=solid]; +"598 unflatten_9" -> "599 unsqueeze_9" [label="(197, 1, 3, 768)", style=solid]; +"599 unsqueeze_9" -> "600 transpose_55" [label="(1, 197, 1, 3, 768)", style=solid]; +"600 transpose_55" -> "601 squeeze_9" [label="(3, 197, 1, 1, 768)", style=solid]; +"601 squeeze_9" -> "602 contiguous_9" [label="(3, 197, 1, 768)", style=solid]; +"602 contiguous_9" -> "603 select_27" [label="(3, 197, 1, 768)", style=solid]; +"602 contiguous_9" -> "604 select_28" [label="(3, 197, 1, 768)", style=solid]; +"602 contiguous_9" -> "605 select_29" [label="(3, 197, 1, 768)", style=solid]; +"603 select_27" -> "606 view_72" [label="(197, 1, 768)", style=solid]; +"604 select_28" -> "608 view_73" [label="(197, 1, 768)", style=solid]; +"605 select_29" -> "610 view_74" [label="(197, 1, 768)", style=solid]; +"606 view_72" -> "607 transpose_56" [label="(197, 12, 64)", style=solid]; +"607 transpose_56" -> "612 view_75" [label="(12, 197, 64)", style=solid]; +"608 view_73" -> "609 transpose_57" [label="(197, 12, 64)", style=solid]; +"609 transpose_57" -> "613 view_76" [label="(12, 197, 64)", style=solid]; +"610 view_74" -> "611 transpose_58" [label="(197, 12, 64)", style=solid]; +"611 transpose_58" -> "614 view_77" [label="(12, 197, 64)", style=solid]; +"612 view_75" -> "615 scaled_dot_product_attention_9" [label="(1, 12, 197, 64)", style=solid]; +"613 view_76" -> "615 scaled_dot_product_attention_9" [label="(1, 12, 197, 64)", style=solid]; +"614 view_77" -> "615 scaled_dot_product_attention_9" [label="(1, 12, 197, 64)", style=solid]; +"615 scaled_dot_product_attention_9" -> "616 permute_10" [label="(1, 12, 197, 64)", style=solid]; +"616 permute_10" -> "617 view_78" [label="(197, 1, 12, 64)", style=solid]; +"617 view_78" -> "619 view_78_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"618 encoder_layers_encoder_layer_9_self_attention_out_proj_weight_updated_constant0" -> "620 linear_37" [label="(768, 768)", style=solid]; +"619 view_78_0_0_nncf_smooth_quant_0" -> "620 linear_37" [label="(197, 768)", style=solid]; +"620 linear_37" -> "621 view_79" [label="(197, 768)", style=solid]; +"621 view_79" -> "622 transpose_59" [label="(197, 1, 768)", style=solid]; +"622 transpose_59" -> "623 dropout_28" [label="(1, 197, 768)", style=solid]; +"623 dropout_28" -> "624 add_19" [label="(1, 197, 768)", style=solid]; +"624 add_19" -> "625 layer_norm_19" [label="(1, 197, 768)", style=solid]; +"624 add_19" -> "645 add_20" [label="(1, 197, 768)", style=solid]; +"625 layer_norm_19" -> "626 layer_norm_19_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"626 layer_norm_19_0_0_nncf_smooth_quant_0" -> "627 quantize_per_tensor_default_19" [label="(1, 197, 768)", style=solid]; +"627 quantize_per_tensor_default_19" -> "628 dequantize_per_tensor_default_19" [label="(1, 197, 768)", style=solid]; +"628 dequantize_per_tensor_default_19" -> "633 linear_38" [label="(1, 197, 768)", style=solid]; +"629 linear_38_scale_0" -> "632 dequantize_per_channel_default_19" [label="(3072,)", style=solid]; +"630 linear_38_zero_point_0" -> "632 dequantize_per_channel_default_19" [label="(3072,)", style=solid]; +"631 _frozen_param19" -> "632 dequantize_per_channel_default_19" [label="(3072, 768)", style=solid]; +"632 dequantize_per_channel_default_19" -> "633 linear_38" [label="(3072, 768)", style=solid]; +"633 linear_38" -> "634 gelu_9" [label="(1, 197, 3072)", style=solid]; +"634 gelu_9" -> "635 dropout_29" [label="(1, 197, 3072)", style=solid]; +"635 dropout_29" -> "636 dropout_29_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"636 dropout_29_0_0_nncf_smooth_quant_0" -> "637 quantize_per_tensor_default_20" [label="(1, 197, 3072)", style=solid]; +"637 quantize_per_tensor_default_20" -> "638 dequantize_per_tensor_default_20" [label="(1, 197, 3072)", style=solid]; +"638 dequantize_per_tensor_default_20" -> "643 linear_39" [label="(1, 197, 3072)", style=solid]; +"639 linear_39_scale_0" -> "642 dequantize_per_channel_default_20" [label="(768,)", style=solid]; +"640 linear_39_zero_point_0" -> "642 dequantize_per_channel_default_20" [label="(768,)", style=solid]; +"641 _frozen_param20" -> "642 dequantize_per_channel_default_20" [label="(768, 3072)", style=solid]; +"642 dequantize_per_channel_default_20" -> "643 linear_39" [label="(768, 3072)", style=solid]; +"643 linear_39" -> "644 dropout_30" [label="(1, 197, 768)", style=solid]; +"644 dropout_30" -> "645 add_20" [label="(1, 197, 768)", style=solid]; +"645 add_20" -> "646 layer_norm_20" [label="(1, 197, 768)", style=solid]; +"645 add_20" -> "677 add_21" [label="(1, 197, 768)", style=solid]; +"646 layer_norm_20" -> "647 transpose_60" [label="(1, 197, 768)", style=solid]; +"647 transpose_60" -> "649 transpose_60_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"648 encoder_layers_encoder_layer_10_self_attention_in_proj_weight_updated_constant0" -> "650 linear_40" [label="(2304, 768)", style=solid]; +"649 transpose_60_0_0_nncf_smooth_quant_0" -> "650 linear_40" [label="(197, 1, 768)", style=solid]; +"650 linear_40" -> "651 unflatten_10" [label="(197, 1, 2304)", style=solid]; +"651 unflatten_10" -> "652 unsqueeze_10" [label="(197, 1, 3, 768)", style=solid]; +"652 unsqueeze_10" -> "653 transpose_61" [label="(1, 197, 1, 3, 768)", style=solid]; +"653 transpose_61" -> "654 squeeze_10" [label="(3, 197, 1, 1, 768)", style=solid]; +"654 squeeze_10" -> "655 contiguous_10" [label="(3, 197, 1, 768)", style=solid]; +"655 contiguous_10" -> "656 select_30" [label="(3, 197, 1, 768)", style=solid]; +"655 contiguous_10" -> "657 select_31" [label="(3, 197, 1, 768)", style=solid]; +"655 contiguous_10" -> "658 select_32" [label="(3, 197, 1, 768)", style=solid]; +"656 select_30" -> "659 view_80" [label="(197, 1, 768)", style=solid]; +"657 select_31" -> "661 view_81" [label="(197, 1, 768)", style=solid]; +"658 select_32" -> "663 view_82" [label="(197, 1, 768)", style=solid]; +"659 view_80" -> "660 transpose_62" [label="(197, 12, 64)", style=solid]; +"660 transpose_62" -> "665 view_83" [label="(12, 197, 64)", style=solid]; +"661 view_81" -> "662 transpose_63" [label="(197, 12, 64)", style=solid]; +"662 transpose_63" -> "666 view_84" [label="(12, 197, 64)", style=solid]; +"663 view_82" -> "664 transpose_64" [label="(197, 12, 64)", style=solid]; +"664 transpose_64" -> "667 view_85" [label="(12, 197, 64)", style=solid]; +"665 view_83" -> "668 scaled_dot_product_attention_10" [label="(1, 12, 197, 64)", style=solid]; +"666 view_84" -> "668 scaled_dot_product_attention_10" [label="(1, 12, 197, 64)", style=solid]; +"667 view_85" -> "668 scaled_dot_product_attention_10" [label="(1, 12, 197, 64)", style=solid]; +"668 scaled_dot_product_attention_10" -> "669 permute_11" [label="(1, 12, 197, 64)", style=solid]; +"669 permute_11" -> "670 view_86" [label="(197, 1, 12, 64)", style=solid]; +"670 view_86" -> "672 view_86_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"671 encoder_layers_encoder_layer_10_self_attention_out_proj_weight_updated_constant0" -> "673 linear_41" [label="(768, 768)", style=solid]; +"672 view_86_0_0_nncf_smooth_quant_0" -> "673 linear_41" [label="(197, 768)", style=solid]; +"673 linear_41" -> "674 view_87" [label="(197, 768)", style=solid]; +"674 view_87" -> "675 transpose_65" [label="(197, 1, 768)", style=solid]; +"675 transpose_65" -> "676 dropout_31" [label="(1, 197, 768)", style=solid]; +"676 dropout_31" -> "677 add_21" [label="(1, 197, 768)", style=solid]; +"677 add_21" -> "678 layer_norm_21" [label="(1, 197, 768)", style=solid]; +"677 add_21" -> "698 add_22" [label="(1, 197, 768)", style=solid]; +"678 layer_norm_21" -> "679 layer_norm_21_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"679 layer_norm_21_0_0_nncf_smooth_quant_0" -> "680 quantize_per_tensor_default_21" [label="(1, 197, 768)", style=solid]; +"680 quantize_per_tensor_default_21" -> "681 dequantize_per_tensor_default_21" [label="(1, 197, 768)", style=solid]; +"681 dequantize_per_tensor_default_21" -> "686 linear_42" [label="(1, 197, 768)", style=solid]; +"682 linear_42_scale_0" -> "685 dequantize_per_channel_default_21" [label="(3072,)", style=solid]; +"683 linear_42_zero_point_0" -> "685 dequantize_per_channel_default_21" [label="(3072,)", style=solid]; +"684 _frozen_param21" -> "685 dequantize_per_channel_default_21" [label="(3072, 768)", style=solid]; +"685 dequantize_per_channel_default_21" -> "686 linear_42" [label="(3072, 768)", style=solid]; +"686 linear_42" -> "687 gelu_10" [label="(1, 197, 3072)", style=solid]; +"687 gelu_10" -> "688 dropout_32" [label="(1, 197, 3072)", style=solid]; +"688 dropout_32" -> "689 dropout_32_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"689 dropout_32_0_0_nncf_smooth_quant_0" -> "690 quantize_per_tensor_default_22" [label="(1, 197, 3072)", style=solid]; +"690 quantize_per_tensor_default_22" -> "691 dequantize_per_tensor_default_22" [label="(1, 197, 3072)", style=solid]; +"691 dequantize_per_tensor_default_22" -> "696 linear_43" [label="(1, 197, 3072)", style=solid]; +"692 linear_43_scale_0" -> "695 dequantize_per_channel_default_22" [label="(768,)", style=solid]; +"693 linear_43_zero_point_0" -> "695 dequantize_per_channel_default_22" [label="(768,)", style=solid]; +"694 _frozen_param22" -> "695 dequantize_per_channel_default_22" [label="(768, 3072)", style=solid]; +"695 dequantize_per_channel_default_22" -> "696 linear_43" [label="(768, 3072)", style=solid]; +"696 linear_43" -> "697 dropout_33" [label="(1, 197, 768)", style=solid]; +"697 dropout_33" -> "698 add_22" [label="(1, 197, 768)", style=solid]; +"698 add_22" -> "699 layer_norm_22" [label="(1, 197, 768)", style=solid]; +"698 add_22" -> "730 add_23" [label="(1, 197, 768)", style=solid]; +"699 layer_norm_22" -> "700 transpose_66" [label="(1, 197, 768)", style=solid]; +"700 transpose_66" -> "702 transpose_66_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"701 encoder_layers_encoder_layer_11_self_attention_in_proj_weight_updated_constant0" -> "703 linear_44" [label="(2304, 768)", style=solid]; +"702 transpose_66_0_0_nncf_smooth_quant_0" -> "703 linear_44" [label="(197, 1, 768)", style=solid]; +"703 linear_44" -> "704 unflatten_11" [label="(197, 1, 2304)", style=solid]; +"704 unflatten_11" -> "705 unsqueeze_11" [label="(197, 1, 3, 768)", style=solid]; +"705 unsqueeze_11" -> "706 transpose_67" [label="(1, 197, 1, 3, 768)", style=solid]; +"706 transpose_67" -> "707 squeeze_11" [label="(3, 197, 1, 1, 768)", style=solid]; +"707 squeeze_11" -> "708 contiguous_11" [label="(3, 197, 1, 768)", style=solid]; +"708 contiguous_11" -> "709 select_33" [label="(3, 197, 1, 768)", style=solid]; +"708 contiguous_11" -> "710 select_34" [label="(3, 197, 1, 768)", style=solid]; +"708 contiguous_11" -> "711 select_35" [label="(3, 197, 1, 768)", style=solid]; +"709 select_33" -> "712 view_88" [label="(197, 1, 768)", style=solid]; +"710 select_34" -> "714 view_89" [label="(197, 1, 768)", style=solid]; +"711 select_35" -> "716 view_90" [label="(197, 1, 768)", style=solid]; +"712 view_88" -> "713 transpose_68" [label="(197, 12, 64)", style=solid]; +"713 transpose_68" -> "718 view_91" [label="(12, 197, 64)", style=solid]; +"714 view_89" -> "715 transpose_69" [label="(197, 12, 64)", style=solid]; +"715 transpose_69" -> "719 view_92" [label="(12, 197, 64)", style=solid]; +"716 view_90" -> "717 transpose_70" [label="(197, 12, 64)", style=solid]; +"717 transpose_70" -> "720 view_93" [label="(12, 197, 64)", style=solid]; +"718 view_91" -> "721 scaled_dot_product_attention_11" [label="(1, 12, 197, 64)", style=solid]; +"719 view_92" -> "721 scaled_dot_product_attention_11" [label="(1, 12, 197, 64)", style=solid]; +"720 view_93" -> "721 scaled_dot_product_attention_11" [label="(1, 12, 197, 64)", style=solid]; +"721 scaled_dot_product_attention_11" -> "722 permute_12" [label="(1, 12, 197, 64)", style=solid]; +"722 permute_12" -> "723 view_94" [label="(197, 1, 12, 64)", style=solid]; +"723 view_94" -> "725 view_94_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"724 encoder_layers_encoder_layer_11_self_attention_out_proj_weight_updated_constant0" -> "726 linear_45" [label="(768, 768)", style=solid]; +"725 view_94_0_0_nncf_smooth_quant_0" -> "726 linear_45" [label="(197, 768)", style=solid]; +"726 linear_45" -> "727 view_95" [label="(197, 768)", style=solid]; +"727 view_95" -> "728 transpose_71" [label="(197, 1, 768)", style=solid]; +"728 transpose_71" -> "729 dropout_34" [label="(1, 197, 768)", style=solid]; +"729 dropout_34" -> "730 add_23" [label="(1, 197, 768)", style=solid]; +"730 add_23" -> "731 layer_norm_23" [label="(1, 197, 768)", style=solid]; +"730 add_23" -> "751 add_24" [label="(1, 197, 768)", style=solid]; +"731 layer_norm_23" -> "732 layer_norm_23_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"732 layer_norm_23_0_0_nncf_smooth_quant_0" -> "733 quantize_per_tensor_default_23" [label="(1, 197, 768)", style=solid]; +"733 quantize_per_tensor_default_23" -> "734 dequantize_per_tensor_default_23" [label="(1, 197, 768)", style=solid]; +"734 dequantize_per_tensor_default_23" -> "739 linear_46" [label="(1, 197, 768)", style=solid]; +"735 linear_46_scale_0" -> "738 dequantize_per_channel_default_23" [label="(3072,)", style=solid]; +"736 linear_46_zero_point_0" -> "738 dequantize_per_channel_default_23" [label="(3072,)", style=solid]; +"737 _frozen_param23" -> "738 dequantize_per_channel_default_23" [label="(3072, 768)", style=solid]; +"738 dequantize_per_channel_default_23" -> "739 linear_46" [label="(3072, 768)", style=solid]; +"739 linear_46" -> "740 gelu_11" [label="(1, 197, 3072)", style=solid]; +"740 gelu_11" -> "741 dropout_35" [label="(1, 197, 3072)", style=solid]; +"741 dropout_35" -> "742 dropout_35_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"742 dropout_35_0_0_nncf_smooth_quant_0" -> "743 quantize_per_tensor_default_24" [label="(1, 197, 3072)", style=solid]; +"743 quantize_per_tensor_default_24" -> "744 dequantize_per_tensor_default_24" [label="(1, 197, 3072)", style=solid]; +"744 dequantize_per_tensor_default_24" -> "749 linear_47" [label="(1, 197, 3072)", style=solid]; +"745 linear_47_scale_0" -> "748 dequantize_per_channel_default_24" [label="(768,)", style=solid]; +"746 linear_47_zero_point_0" -> "748 dequantize_per_channel_default_24" [label="(768,)", style=solid]; +"747 _frozen_param24" -> "748 dequantize_per_channel_default_24" [label="(768, 3072)", style=solid]; +"748 dequantize_per_channel_default_24" -> "749 linear_47" [label="(768, 3072)", style=solid]; +"749 linear_47" -> "750 dropout_36" [label="(1, 197, 768)", style=solid]; +"750 dropout_36" -> "751 add_24" [label="(1, 197, 768)", style=solid]; +"751 add_24" -> "752 layer_norm_24" [label="(1, 197, 768)", style=solid]; +"752 layer_norm_24" -> "753 slice_1" [label="(1, 197, 768)", style=solid]; +"753 slice_1" -> "754 select_36" [label="(1, 197, 768)", style=solid]; +"754 select_36" -> "755 select_36_0_0_nncf_smooth_quant_0" [label="(1, 768)", style=solid]; +"755 select_36_0_0_nncf_smooth_quant_0" -> "756 quantize_per_tensor_default_25" [label="(1, 768)", style=solid]; +"756 quantize_per_tensor_default_25" -> "757 dequantize_per_tensor_default_25" [label="(1, 768)", style=solid]; +"757 dequantize_per_tensor_default_25" -> "762 linear_48" [label="(1, 768)", style=solid]; +"758 linear_48_scale_0" -> "761 dequantize_per_channel_default_25" [label="(1000,)", style=solid]; +"759 linear_48_zero_point_0" -> "761 dequantize_per_channel_default_25" [label="(1000,)", style=solid]; +"760 _frozen_param25" -> "761 dequantize_per_channel_default_25" [label="(1000, 768)", style=solid]; +"761 dequantize_per_channel_default_25" -> "762 linear_48" [label="(1000, 768)", style=solid]; +"762 linear_48" -> "763 output" [label="(1, 1000)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/yolo11n_sdpa_block.dot b/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/yolo11n_sdpa_block.dot new file mode 100644 index 00000000000..17951540020 --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/X86InductorQuantizer/yolo11n_sdpa_block.dot @@ -0,0 +1,53 @@ +strict digraph { +"0 x" [id=0, type=input]; +"1 x_0_0_nncf_smooth_quant_0" [id=1, type=call_module]; +"2 quantize_per_tensor_default" [id=2, type=quantize_per_tensor]; +"3 dequantize_per_tensor_default" [id=3, type=dequantize_per_tensor]; +"4 linear_scale_0" [id=4, type=get_attr]; +"5 linear_zero_point_0" [id=5, type=get_attr]; +"6 _frozen_param0" [id=6, type=get_attr]; +"7 dequantize_per_channel_default" [id=7, type=dequantize_per_channel]; +"8 linear" [id=8, type=linear]; +"9 slice_1" [id=9, type=slice]; +"10 slice_2" [id=10, type=slice]; +"11 slice_3" [id=11, type=slice]; +"12 slice_4" [id=12, type=slice]; +"13 slice_5" [id=13, type=slice]; +"14 slice_6" [id=14, type=slice]; +"15 slice_7" [id=15, type=slice]; +"16 slice_8" [id=16, type=slice]; +"17 slice_9" [id=17, type=slice]; +"18 transpose" [id=18, type=transpose]; +"19 matmul" [id=19, type=matmul]; +"20 div_" [id=20, type=div_]; +"21 softmax" [id=21, type=softmax]; +"22 transpose_1" [id=22, type=transpose]; +"23 matmul_1" [id=23, type=matmul]; +"24 output" [id=24, type=output]; +"0 x" -> "1 x_0_0_nncf_smooth_quant_0" [label="(1, 2, 4)", style=solid]; +"1 x_0_0_nncf_smooth_quant_0" -> "2 quantize_per_tensor_default" [label="(1, 2, 4)", style=solid]; +"2 quantize_per_tensor_default" -> "3 dequantize_per_tensor_default" [label="(1, 2, 4)", style=solid]; +"3 dequantize_per_tensor_default" -> "8 linear" [label="(1, 2, 4)", style=solid]; +"4 linear_scale_0" -> "7 dequantize_per_channel_default" [label="(12,)", style=solid]; +"5 linear_zero_point_0" -> "7 dequantize_per_channel_default" [label="(12,)", style=solid]; +"6 _frozen_param0" -> "7 dequantize_per_channel_default" [label="(12, 4)", style=solid]; +"7 dequantize_per_channel_default" -> "8 linear" [label="(12, 4)", style=solid]; +"8 linear" -> "9 slice_1" [label="(1, 2, 12)", style=solid]; +"8 linear" -> "12 slice_4" [label="(1, 2, 12)", style=solid]; +"8 linear" -> "15 slice_7" [label="(1, 2, 12)", style=solid]; +"9 slice_1" -> "10 slice_2" [label="(1, 2, 12)", style=solid]; +"10 slice_2" -> "11 slice_3" [label="(1, 2, 12)", style=solid]; +"11 slice_3" -> "19 matmul" [label="(1, 2, 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b/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/mobilenet_v3_small.dot new file mode 100644 index 00000000000..8ae7faa470d --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/mobilenet_v3_small.dot @@ -0,0 +1,1038 @@ +strict digraph { +"0 _scale_0" [id=0, type=get_attr]; +"1 _zero_point_0" [id=1, type=get_attr]; +"2 _frozen_param0" [id=2, type=get_attr]; +"3 dequantize_per_channel_default" [id=3, type=dequantize_per_channel]; +"4 _scale_1" [id=4, type=get_attr]; +"5 _zero_point_1" [id=5, type=get_attr]; +"6 _frozen_param1" [id=6, type=get_attr]; +"7 dequantize_per_channel_default_1" [id=7, type=dequantize_per_channel]; +"8 features_1_block_1_fc1_weight" [id=8, type=get_attr]; +"9 features_1_block_1_fc1_bias" [id=9, type=get_attr]; +"10 features_1_block_1_fc2_weight" [id=10, type=get_attr]; +"11 features_1_block_1_fc2_bias" [id=11, type=get_attr]; +"12 _scale_2" [id=12, type=get_attr]; +"13 _zero_point_2" [id=13, type=get_attr]; +"14 _frozen_param2" [id=14, type=get_attr]; +"15 dequantize_per_channel_default_2" [id=15, type=dequantize_per_channel]; +"16 _scale_3" [id=16, type=get_attr]; +"17 _zero_point_3" [id=17, type=get_attr]; +"18 _frozen_param3" [id=18, type=get_attr]; +"19 dequantize_per_channel_default_3" [id=19, type=dequantize_per_channel]; +"20 _scale_4" [id=20, type=get_attr]; +"21 _zero_point_4" [id=21, type=get_attr]; +"22 _frozen_param4" [id=22, type=get_attr]; +"23 dequantize_per_channel_default_4" [id=23, type=dequantize_per_channel]; +"24 _scale_5" [id=24, type=get_attr]; +"25 _zero_point_5" [id=25, type=get_attr]; +"26 _frozen_param5" [id=26, type=get_attr]; +"27 dequantize_per_channel_default_5" [id=27, type=dequantize_per_channel]; +"28 _scale_6" [id=28, type=get_attr]; +"29 _zero_point_6" [id=29, type=get_attr]; +"30 _frozen_param6" [id=30, type=get_attr]; +"31 dequantize_per_channel_default_6" [id=31, type=dequantize_per_channel]; +"32 _scale_7" [id=32, type=get_attr]; +"33 _zero_point_7" [id=33, type=get_attr]; +"34 _frozen_param7" [id=34, type=get_attr]; +"35 dequantize_per_channel_default_7" [id=35, type=dequantize_per_channel]; +"36 _scale_8" [id=36, type=get_attr]; +"37 _zero_point_8" [id=37, type=get_attr]; +"38 _frozen_param8" [id=38, type=get_attr]; +"39 dequantize_per_channel_default_8" [id=39, type=dequantize_per_channel]; +"40 _scale_9" [id=40, type=get_attr]; +"41 _zero_point_9" [id=41, type=get_attr]; +"42 _frozen_param9" [id=42, type=get_attr]; +"43 dequantize_per_channel_default_9" [id=43, type=dequantize_per_channel]; +"44 _scale_10" [id=44, type=get_attr]; +"45 _zero_point_10" [id=45, type=get_attr]; +"46 _frozen_param10" [id=46, type=get_attr]; +"47 dequantize_per_channel_default_10" [id=47, type=dequantize_per_channel]; +"48 features_4_block_2_fc1_weight" [id=48, type=get_attr]; +"49 features_4_block_2_fc1_bias" [id=49, type=get_attr]; +"50 features_4_block_2_fc2_weight" [id=50, type=get_attr]; +"51 features_4_block_2_fc2_bias" [id=51, type=get_attr]; +"52 _scale_11" [id=52, type=get_attr]; +"53 _zero_point_11" [id=53, type=get_attr]; +"54 _frozen_param11" [id=54, type=get_attr]; +"55 dequantize_per_channel_default_11" [id=55, type=dequantize_per_channel]; +"56 _scale_12" [id=56, type=get_attr]; +"57 _zero_point_12" [id=57, type=get_attr]; +"58 _frozen_param12" [id=58, type=get_attr]; +"59 dequantize_per_channel_default_12" [id=59, type=dequantize_per_channel]; +"60 _scale_13" [id=60, type=get_attr]; +"61 _zero_point_13" [id=61, type=get_attr]; +"62 _frozen_param13" [id=62, type=get_attr]; +"63 dequantize_per_channel_default_13" [id=63, type=dequantize_per_channel]; +"64 features_5_block_2_fc1_weight" [id=64, type=get_attr]; +"65 features_5_block_2_fc1_bias" [id=65, type=get_attr]; +"66 features_5_block_2_fc2_weight" [id=66, type=get_attr]; +"67 features_5_block_2_fc2_bias" [id=67, type=get_attr]; +"68 _scale_14" [id=68, type=get_attr]; +"69 _zero_point_14" [id=69, type=get_attr]; +"70 _frozen_param14" [id=70, type=get_attr]; +"71 dequantize_per_channel_default_14" [id=71, type=dequantize_per_channel]; +"72 _scale_15" [id=72, type=get_attr]; +"73 _zero_point_15" [id=73, type=get_attr]; +"74 _frozen_param15" [id=74, type=get_attr]; +"75 dequantize_per_channel_default_15" [id=75, type=dequantize_per_channel]; +"76 _scale_16" [id=76, type=get_attr]; +"77 _zero_point_16" [id=77, type=get_attr]; +"78 _frozen_param16" [id=78, type=get_attr]; +"79 dequantize_per_channel_default_16" [id=79, type=dequantize_per_channel]; +"80 features_6_block_2_fc1_weight" [id=80, type=get_attr]; +"81 features_6_block_2_fc1_bias" [id=81, type=get_attr]; +"82 features_6_block_2_fc2_weight" [id=82, type=get_attr]; +"83 features_6_block_2_fc2_bias" [id=83, type=get_attr]; +"84 _scale_17" [id=84, type=get_attr]; +"85 _zero_point_17" [id=85, type=get_attr]; +"86 _frozen_param17" [id=86, type=get_attr]; +"87 dequantize_per_channel_default_17" [id=87, type=dequantize_per_channel]; +"88 _scale_18" [id=88, type=get_attr]; +"89 _zero_point_18" [id=89, type=get_attr]; +"90 _frozen_param18" [id=90, type=get_attr]; +"91 dequantize_per_channel_default_18" [id=91, type=dequantize_per_channel]; +"92 _scale_19" [id=92, type=get_attr]; +"93 _zero_point_19" [id=93, type=get_attr]; +"94 _frozen_param19" [id=94, type=get_attr]; +"95 dequantize_per_channel_default_19" [id=95, type=dequantize_per_channel]; +"96 features_7_block_2_fc1_weight" [id=96, type=get_attr]; +"97 features_7_block_2_fc1_bias" [id=97, type=get_attr]; +"98 features_7_block_2_fc2_weight" [id=98, type=get_attr]; +"99 features_7_block_2_fc2_bias" [id=99, type=get_attr]; +"100 _scale_20" [id=100, type=get_attr]; +"101 _zero_point_20" [id=101, type=get_attr]; +"102 _frozen_param20" [id=102, type=get_attr]; +"103 dequantize_per_channel_default_20" [id=103, type=dequantize_per_channel]; +"104 _scale_21" [id=104, type=get_attr]; +"105 _zero_point_21" [id=105, type=get_attr]; +"106 _frozen_param21" [id=106, type=get_attr]; +"107 dequantize_per_channel_default_21" [id=107, type=dequantize_per_channel]; +"108 _scale_22" [id=108, type=get_attr]; +"109 _zero_point_22" [id=109, type=get_attr]; +"110 _frozen_param22" [id=110, type=get_attr]; +"111 dequantize_per_channel_default_22" [id=111, type=dequantize_per_channel]; +"112 features_8_block_2_fc1_weight" [id=112, type=get_attr]; +"113 features_8_block_2_fc1_bias" [id=113, type=get_attr]; +"114 features_8_block_2_fc2_weight" [id=114, type=get_attr]; +"115 features_8_block_2_fc2_bias" [id=115, type=get_attr]; +"116 _scale_23" [id=116, type=get_attr]; +"117 _zero_point_23" [id=117, type=get_attr]; +"118 _frozen_param23" [id=118, type=get_attr]; +"119 dequantize_per_channel_default_23" [id=119, type=dequantize_per_channel]; +"120 _scale_24" [id=120, type=get_attr]; +"121 _zero_point_24" [id=121, type=get_attr]; +"122 _frozen_param24" [id=122, type=get_attr]; +"123 dequantize_per_channel_default_24" [id=123, type=dequantize_per_channel]; +"124 _scale_25" [id=124, type=get_attr]; +"125 _zero_point_25" [id=125, type=get_attr]; +"126 _frozen_param25" [id=126, type=get_attr]; +"127 dequantize_per_channel_default_25" [id=127, type=dequantize_per_channel]; +"128 features_9_block_2_fc1_weight" [id=128, type=get_attr]; +"129 features_9_block_2_fc1_bias" [id=129, type=get_attr]; +"130 features_9_block_2_fc2_weight" [id=130, type=get_attr]; +"131 features_9_block_2_fc2_bias" [id=131, type=get_attr]; +"132 _scale_26" [id=132, type=get_attr]; +"133 _zero_point_26" [id=133, type=get_attr]; +"134 _frozen_param26" [id=134, type=get_attr]; +"135 dequantize_per_channel_default_26" [id=135, type=dequantize_per_channel]; +"136 _scale_27" [id=136, type=get_attr]; +"137 _zero_point_27" [id=137, type=get_attr]; +"138 _frozen_param27" [id=138, type=get_attr]; +"139 dequantize_per_channel_default_27" [id=139, type=dequantize_per_channel]; +"140 _scale_28" [id=140, type=get_attr]; +"141 _zero_point_28" [id=141, type=get_attr]; +"142 _frozen_param28" [id=142, type=get_attr]; +"143 dequantize_per_channel_default_28" [id=143, type=dequantize_per_channel]; +"144 features_10_block_2_fc1_weight" [id=144, type=get_attr]; +"145 features_10_block_2_fc1_bias" [id=145, type=get_attr]; +"146 features_10_block_2_fc2_weight" [id=146, type=get_attr]; +"147 features_10_block_2_fc2_bias" [id=147, type=get_attr]; +"148 _scale_29" [id=148, type=get_attr]; +"149 _zero_point_29" [id=149, type=get_attr]; +"150 _frozen_param29" [id=150, type=get_attr]; +"151 dequantize_per_channel_default_29" [id=151, type=dequantize_per_channel]; +"152 _scale_30" [id=152, type=get_attr]; +"153 _zero_point_30" [id=153, type=get_attr]; +"154 _frozen_param30" [id=154, type=get_attr]; +"155 dequantize_per_channel_default_30" [id=155, type=dequantize_per_channel]; +"156 _scale_31" [id=156, type=get_attr]; +"157 _zero_point_31" [id=157, type=get_attr]; +"158 _frozen_param31" [id=158, type=get_attr]; +"159 dequantize_per_channel_default_31" [id=159, type=dequantize_per_channel]; +"160 features_11_block_2_fc1_weight" [id=160, type=get_attr]; +"161 features_11_block_2_fc1_bias" [id=161, type=get_attr]; +"162 features_11_block_2_fc2_weight" [id=162, type=get_attr]; +"163 features_11_block_2_fc2_bias" [id=163, type=get_attr]; +"164 _scale_32" [id=164, type=get_attr]; +"165 _zero_point_32" [id=165, type=get_attr]; +"166 _frozen_param32" [id=166, type=get_attr]; +"167 dequantize_per_channel_default_32" [id=167, type=dequantize_per_channel]; +"168 _scale_33" [id=168, type=get_attr]; +"169 _zero_point_33" [id=169, type=get_attr]; +"170 _frozen_param33" [id=170, type=get_attr]; +"171 dequantize_per_channel_default_33" [id=171, type=dequantize_per_channel]; +"172 _scale_34" [id=172, type=get_attr]; +"173 _zero_point_34" [id=173, type=get_attr]; +"174 _frozen_param34" [id=174, type=get_attr]; +"175 dequantize_per_channel_default_34" [id=175, type=dequantize_per_channel]; +"176 classifier_0_bias" [id=176, type=get_attr]; +"177 _scale_35" [id=177, type=get_attr]; +"178 _zero_point_35" [id=178, type=get_attr]; +"179 _frozen_param35" [id=179, type=get_attr]; +"180 dequantize_per_channel_default_35" [id=180, type=dequantize_per_channel]; +"181 classifier_3_bias" [id=181, type=get_attr]; +"182 x" [id=182, type=input]; +"183 quantize_per_tensor_default" [id=183, type=quantize_per_tensor]; +"184 dequantize_per_tensor_default" [id=184, type=dequantize_per_tensor]; +"185 features_0_0_weight_bias" [id=185, type=get_attr]; +"186 conv2d" [id=186, type=conv2d]; +"187 hardswish_" [id=187, type=hardswish_]; +"188 _2_scale_0" [id=188, type=get_attr]; +"189 _2_zero_point_0" [id=189, type=get_attr]; +"190 quantize_per_channel_default_36" [id=190, type=quantize_per_channel]; +"191 dequantize_per_channel_default_36" [id=191, type=dequantize_per_channel]; +"192 features_1_block_0_0_weight_bias" [id=192, type=get_attr]; +"193 conv2d_1" [id=193, type=conv2d]; +"194 relu_" [id=194, type=relu_]; +"195 quantize_per_tensor_default_1" [id=195, type=quantize_per_tensor]; +"196 dequantize_per_tensor_default_1" [id=196, type=dequantize_per_tensor]; +"197 dequantize_per_tensor_default_50" [id=197, type=dequantize_per_tensor]; +"198 adaptive_avg_pool2d" [id=198, type=adaptive_avg_pool2d]; +"199 conv2d_2" [id=199, type=conv2d]; +"200 relu" [id=200, type=relu]; +"201 conv2d_3" [id=201, type=conv2d]; +"202 hardsigmoid" [id=202, type=hardsigmoid]; +"203 quantize_per_tensor_default_2" [id=203, type=quantize_per_tensor]; +"204 dequantize_per_tensor_default_2" [id=204, type=dequantize_per_tensor]; +"205 mul" [id=205, type=mul]; +"206 quantize_per_tensor_default_3" [id=206, type=quantize_per_tensor]; +"207 dequantize_per_tensor_default_3" [id=207, type=dequantize_per_tensor]; +"208 features_1_block_2_0_weight_bias" [id=208, type=get_attr]; +"209 conv2d_4" [id=209, type=conv2d]; +"210 quantize_per_tensor_default_4" [id=210, type=quantize_per_tensor]; +"211 dequantize_per_tensor_default_4" [id=211, type=dequantize_per_tensor]; +"212 features_2_block_0_0_weight_bias" [id=212, type=get_attr]; +"213 conv2d_5" [id=213, type=conv2d]; +"214 relu__1" [id=214, type=relu_]; +"215 _2_scale_1" [id=215, type=get_attr]; +"216 _2_zero_point_1" [id=216, type=get_attr]; +"217 quantize_per_channel_default_37" [id=217, type=quantize_per_channel]; +"218 dequantize_per_channel_default_37" [id=218, type=dequantize_per_channel]; +"219 features_2_block_1_0_weight_bias" [id=219, type=get_attr]; +"220 conv2d_6" [id=220, type=conv2d]; +"221 relu__2" [id=221, type=relu_]; +"222 quantize_per_tensor_default_5" [id=222, type=quantize_per_tensor]; +"223 dequantize_per_tensor_default_5" [id=223, type=dequantize_per_tensor]; +"224 features_2_block_2_0_weight_bias" [id=224, type=get_attr]; +"225 conv2d_7" [id=225, type=conv2d]; +"226 quantize_per_tensor_default_6" [id=226, type=quantize_per_tensor]; +"227 dequantize_per_tensor_default_52" [id=227, type=dequantize_per_tensor]; +"228 dequantize_per_tensor_default_51" [id=228, type=dequantize_per_tensor]; +"229 features_3_block_0_0_weight_bias" [id=229, type=get_attr]; +"230 conv2d_8" [id=230, type=conv2d]; +"231 relu__3" [id=231, type=relu_]; +"232 _2_scale_2" [id=232, type=get_attr]; +"233 _2_zero_point_2" [id=233, type=get_attr]; +"234 quantize_per_channel_default_38" [id=234, type=quantize_per_channel]; +"235 dequantize_per_channel_default_38" [id=235, type=dequantize_per_channel]; +"236 features_3_block_1_0_weight_bias" [id=236, type=get_attr]; +"237 conv2d_9" [id=237, type=conv2d]; +"238 relu__4" [id=238, type=relu_]; +"239 quantize_per_tensor_default_7" [id=239, type=quantize_per_tensor]; +"240 dequantize_per_tensor_default_7" [id=240, type=dequantize_per_tensor]; +"241 features_3_block_2_0_weight_bias" [id=241, type=get_attr]; +"242 conv2d_10" [id=242, type=conv2d]; +"243 quantize_per_tensor_default_8" [id=243, type=quantize_per_tensor]; +"244 dequantize_per_tensor_default_8" [id=244, type=dequantize_per_tensor]; +"245 add_" [id=245, type=add_]; +"246 quantize_per_tensor_default_9" [id=246, type=quantize_per_tensor]; +"247 dequantize_per_tensor_default_9" [id=247, type=dequantize_per_tensor]; +"248 features_4_block_0_0_weight_bias" [id=248, type=get_attr]; +"249 conv2d_11" [id=249, type=conv2d]; +"250 hardswish__1" [id=250, type=hardswish_]; +"251 _2_scale_3" [id=251, type=get_attr]; +"252 _2_zero_point_3" [id=252, type=get_attr]; +"253 quantize_per_channel_default_39" [id=253, type=quantize_per_channel]; +"254 dequantize_per_channel_default_39" [id=254, type=dequantize_per_channel]; +"255 features_4_block_1_0_weight_bias" [id=255, type=get_attr]; +"256 conv2d_12" [id=256, type=conv2d]; +"257 hardswish__2" [id=257, type=hardswish_]; +"258 quantize_per_tensor_default_10" [id=258, type=quantize_per_tensor]; +"259 dequantize_per_tensor_default_10" [id=259, type=dequantize_per_tensor]; +"260 dequantize_per_tensor_default_53" [id=260, type=dequantize_per_tensor]; +"261 adaptive_avg_pool2d_1" [id=261, type=adaptive_avg_pool2d]; +"262 conv2d_13" [id=262, type=conv2d]; +"263 relu_1" [id=263, type=relu]; +"264 conv2d_14" [id=264, type=conv2d]; +"265 hardsigmoid_1" [id=265, type=hardsigmoid]; +"266 quantize_per_tensor_default_11" [id=266, type=quantize_per_tensor]; +"267 dequantize_per_tensor_default_11" [id=267, type=dequantize_per_tensor]; +"268 mul_1" [id=268, type=mul]; +"269 quantize_per_tensor_default_12" [id=269, type=quantize_per_tensor]; +"270 dequantize_per_tensor_default_12" [id=270, type=dequantize_per_tensor]; +"271 features_4_block_3_0_weight_bias" [id=271, type=get_attr]; +"272 conv2d_15" [id=272, type=conv2d]; +"273 quantize_per_tensor_default_13" [id=273, type=quantize_per_tensor]; +"274 dequantize_per_tensor_default_55" [id=274, type=dequantize_per_tensor]; +"275 dequantize_per_tensor_default_54" [id=275, type=dequantize_per_tensor]; +"276 features_5_block_0_0_weight_bias" [id=276, type=get_attr]; +"277 conv2d_16" [id=277, type=conv2d]; +"278 hardswish__3" [id=278, type=hardswish_]; +"279 _2_scale_4" [id=279, type=get_attr]; +"280 _2_zero_point_4" [id=280, type=get_attr]; +"281 quantize_per_channel_default_40" [id=281, type=quantize_per_channel]; +"282 dequantize_per_channel_default_40" [id=282, type=dequantize_per_channel]; +"283 features_5_block_1_0_weight_bias" [id=283, type=get_attr]; +"284 conv2d_17" [id=284, type=conv2d]; +"285 hardswish__4" [id=285, type=hardswish_]; +"286 quantize_per_tensor_default_14" [id=286, type=quantize_per_tensor]; +"287 dequantize_per_tensor_default_14" [id=287, type=dequantize_per_tensor]; +"288 dequantize_per_tensor_default_56" [id=288, type=dequantize_per_tensor]; +"289 adaptive_avg_pool2d_2" [id=289, type=adaptive_avg_pool2d]; +"290 conv2d_18" [id=290, type=conv2d]; +"291 relu_2" [id=291, type=relu]; +"292 conv2d_19" [id=292, type=conv2d]; +"293 hardsigmoid_2" [id=293, type=hardsigmoid]; +"294 quantize_per_tensor_default_15" [id=294, type=quantize_per_tensor]; +"295 dequantize_per_tensor_default_15" [id=295, type=dequantize_per_tensor]; +"296 mul_2" [id=296, type=mul]; +"297 quantize_per_tensor_default_16" [id=297, type=quantize_per_tensor]; +"298 dequantize_per_tensor_default_16" [id=298, type=dequantize_per_tensor]; +"299 features_5_block_3_0_weight_bias" [id=299, type=get_attr]; +"300 conv2d_20" [id=300, type=conv2d]; +"301 quantize_per_tensor_default_17" [id=301, type=quantize_per_tensor]; +"302 dequantize_per_tensor_default_17" [id=302, type=dequantize_per_tensor]; +"303 add__1" [id=303, type=add_]; +"304 quantize_per_tensor_default_18" [id=304, type=quantize_per_tensor]; +"305 dequantize_per_tensor_default_58" [id=305, type=dequantize_per_tensor]; +"306 dequantize_per_tensor_default_57" [id=306, type=dequantize_per_tensor]; +"307 features_6_block_0_0_weight_bias" [id=307, type=get_attr]; +"308 conv2d_21" [id=308, type=conv2d]; +"309 hardswish__5" [id=309, type=hardswish_]; +"310 _2_scale_5" [id=310, type=get_attr]; +"311 _2_zero_point_5" [id=311, type=get_attr]; +"312 quantize_per_channel_default_41" [id=312, type=quantize_per_channel]; +"313 dequantize_per_channel_default_41" [id=313, type=dequantize_per_channel]; +"314 features_6_block_1_0_weight_bias" [id=314, type=get_attr]; +"315 conv2d_22" [id=315, type=conv2d]; +"316 hardswish__6" [id=316, type=hardswish_]; +"317 quantize_per_tensor_default_19" [id=317, type=quantize_per_tensor]; +"318 dequantize_per_tensor_default_19" [id=318, type=dequantize_per_tensor]; +"319 dequantize_per_tensor_default_59" [id=319, type=dequantize_per_tensor]; +"320 adaptive_avg_pool2d_3" [id=320, type=adaptive_avg_pool2d]; +"321 conv2d_23" [id=321, type=conv2d]; +"322 relu_3" [id=322, type=relu]; +"323 conv2d_24" [id=323, type=conv2d]; +"324 hardsigmoid_3" [id=324, type=hardsigmoid]; +"325 quantize_per_tensor_default_20" [id=325, type=quantize_per_tensor]; +"326 dequantize_per_tensor_default_20" [id=326, type=dequantize_per_tensor]; +"327 mul_3" [id=327, type=mul]; +"328 quantize_per_tensor_default_21" [id=328, type=quantize_per_tensor]; +"329 dequantize_per_tensor_default_21" [id=329, type=dequantize_per_tensor]; +"330 features_6_block_3_0_weight_bias" [id=330, type=get_attr]; +"331 conv2d_25" [id=331, type=conv2d]; +"332 quantize_per_tensor_default_22" [id=332, type=quantize_per_tensor]; +"333 dequantize_per_tensor_default_22" [id=333, type=dequantize_per_tensor]; +"334 add__2" [id=334, type=add_]; +"335 quantize_per_tensor_default_23" [id=335, type=quantize_per_tensor]; +"336 dequantize_per_tensor_default_23" [id=336, type=dequantize_per_tensor]; +"337 features_7_block_0_0_weight_bias" [id=337, type=get_attr]; +"338 conv2d_26" [id=338, type=conv2d]; +"339 hardswish__7" [id=339, type=hardswish_]; +"340 _2_scale_6" [id=340, type=get_attr]; +"341 _2_zero_point_6" [id=341, type=get_attr]; +"342 quantize_per_channel_default_42" [id=342, type=quantize_per_channel]; +"343 dequantize_per_channel_default_42" [id=343, type=dequantize_per_channel]; +"344 features_7_block_1_0_weight_bias" [id=344, type=get_attr]; +"345 conv2d_27" [id=345, type=conv2d]; +"346 hardswish__8" [id=346, type=hardswish_]; +"347 quantize_per_tensor_default_24" [id=347, type=quantize_per_tensor]; +"348 dequantize_per_tensor_default_24" [id=348, type=dequantize_per_tensor]; +"349 dequantize_per_tensor_default_60" [id=349, type=dequantize_per_tensor]; +"350 adaptive_avg_pool2d_4" [id=350, type=adaptive_avg_pool2d]; +"351 conv2d_28" [id=351, type=conv2d]; +"352 relu_4" [id=352, type=relu]; +"353 conv2d_29" [id=353, type=conv2d]; +"354 hardsigmoid_4" [id=354, type=hardsigmoid]; +"355 quantize_per_tensor_default_25" [id=355, type=quantize_per_tensor]; +"356 dequantize_per_tensor_default_25" [id=356, type=dequantize_per_tensor]; +"357 mul_4" [id=357, type=mul]; +"358 quantize_per_tensor_default_26" [id=358, type=quantize_per_tensor]; +"359 dequantize_per_tensor_default_26" [id=359, type=dequantize_per_tensor]; +"360 features_7_block_3_0_weight_bias" [id=360, type=get_attr]; +"361 conv2d_30" [id=361, type=conv2d]; +"362 quantize_per_tensor_default_27" [id=362, type=quantize_per_tensor]; +"363 dequantize_per_tensor_default_62" [id=363, type=dequantize_per_tensor]; +"364 dequantize_per_tensor_default_61" [id=364, type=dequantize_per_tensor]; +"365 features_8_block_0_0_weight_bias" [id=365, type=get_attr]; +"366 conv2d_31" [id=366, type=conv2d]; +"367 hardswish__9" [id=367, type=hardswish_]; +"368 _2_scale_7" [id=368, type=get_attr]; +"369 _2_zero_point_7" [id=369, type=get_attr]; +"370 quantize_per_channel_default_43" [id=370, type=quantize_per_channel]; +"371 dequantize_per_channel_default_43" [id=371, type=dequantize_per_channel]; +"372 features_8_block_1_0_weight_bias" [id=372, type=get_attr]; +"373 conv2d_32" [id=373, type=conv2d]; +"374 hardswish__10" [id=374, type=hardswish_]; +"375 quantize_per_tensor_default_28" [id=375, type=quantize_per_tensor]; +"376 dequantize_per_tensor_default_28" [id=376, type=dequantize_per_tensor]; +"377 dequantize_per_tensor_default_63" [id=377, type=dequantize_per_tensor]; +"378 adaptive_avg_pool2d_5" [id=378, type=adaptive_avg_pool2d]; +"379 conv2d_33" [id=379, type=conv2d]; +"380 relu_5" [id=380, type=relu]; +"381 conv2d_34" [id=381, type=conv2d]; +"382 hardsigmoid_5" [id=382, type=hardsigmoid]; +"383 quantize_per_tensor_default_29" [id=383, type=quantize_per_tensor]; +"384 dequantize_per_tensor_default_29" [id=384, type=dequantize_per_tensor]; +"385 mul_5" [id=385, type=mul]; +"386 quantize_per_tensor_default_30" [id=386, type=quantize_per_tensor]; +"387 dequantize_per_tensor_default_30" [id=387, type=dequantize_per_tensor]; +"388 features_8_block_3_0_weight_bias" [id=388, type=get_attr]; +"389 conv2d_35" [id=389, type=conv2d]; +"390 quantize_per_tensor_default_31" [id=390, type=quantize_per_tensor]; +"391 dequantize_per_tensor_default_31" [id=391, type=dequantize_per_tensor]; +"392 add__3" [id=392, type=add_]; +"393 quantize_per_tensor_default_32" [id=393, type=quantize_per_tensor]; +"394 dequantize_per_tensor_default_32" [id=394, type=dequantize_per_tensor]; +"395 features_9_block_0_0_weight_bias" [id=395, type=get_attr]; +"396 conv2d_36" [id=396, type=conv2d]; +"397 hardswish__11" [id=397, type=hardswish_]; +"398 _2_scale_8" [id=398, type=get_attr]; +"399 _2_zero_point_8" [id=399, type=get_attr]; +"400 quantize_per_channel_default_44" [id=400, type=quantize_per_channel]; +"401 dequantize_per_channel_default_44" [id=401, type=dequantize_per_channel]; +"402 features_9_block_1_0_weight_bias" [id=402, type=get_attr]; +"403 conv2d_37" [id=403, type=conv2d]; +"404 hardswish__12" [id=404, type=hardswish_]; +"405 quantize_per_tensor_default_33" [id=405, type=quantize_per_tensor]; +"406 dequantize_per_tensor_default_33" [id=406, type=dequantize_per_tensor]; +"407 dequantize_per_tensor_default_64" [id=407, type=dequantize_per_tensor]; +"408 adaptive_avg_pool2d_6" [id=408, type=adaptive_avg_pool2d]; +"409 conv2d_38" [id=409, type=conv2d]; +"410 relu_6" [id=410, type=relu]; +"411 conv2d_39" [id=411, type=conv2d]; +"412 hardsigmoid_6" [id=412, type=hardsigmoid]; +"413 quantize_per_tensor_default_34" [id=413, type=quantize_per_tensor]; +"414 dequantize_per_tensor_default_34" [id=414, type=dequantize_per_tensor]; +"415 mul_6" [id=415, type=mul]; +"416 quantize_per_tensor_default_35" [id=416, type=quantize_per_tensor]; +"417 dequantize_per_tensor_default_35" [id=417, type=dequantize_per_tensor]; +"418 features_9_block_3_0_weight_bias" [id=418, type=get_attr]; +"419 conv2d_40" [id=419, type=conv2d]; +"420 quantize_per_tensor_default_36" [id=420, type=quantize_per_tensor]; +"421 dequantize_per_tensor_default_66" [id=421, type=dequantize_per_tensor]; +"422 dequantize_per_tensor_default_65" [id=422, type=dequantize_per_tensor]; +"423 features_10_block_0_0_weight_bias" [id=423, type=get_attr]; +"424 conv2d_41" [id=424, type=conv2d]; +"425 hardswish__13" [id=425, type=hardswish_]; +"426 _2_scale_9" [id=426, type=get_attr]; +"427 _2_zero_point_9" [id=427, type=get_attr]; +"428 quantize_per_channel_default_45" [id=428, type=quantize_per_channel]; +"429 dequantize_per_channel_default_45" [id=429, type=dequantize_per_channel]; +"430 features_10_block_1_0_weight_bias" [id=430, type=get_attr]; +"431 conv2d_42" [id=431, type=conv2d]; +"432 hardswish__14" [id=432, type=hardswish_]; +"433 quantize_per_tensor_default_37" [id=433, type=quantize_per_tensor]; +"434 dequantize_per_tensor_default_37" [id=434, type=dequantize_per_tensor]; +"435 dequantize_per_tensor_default_67" [id=435, type=dequantize_per_tensor]; +"436 adaptive_avg_pool2d_7" [id=436, type=adaptive_avg_pool2d]; +"437 conv2d_43" [id=437, type=conv2d]; +"438 relu_7" [id=438, type=relu]; +"439 conv2d_44" [id=439, type=conv2d]; +"440 hardsigmoid_7" [id=440, type=hardsigmoid]; +"441 quantize_per_tensor_default_38" [id=441, type=quantize_per_tensor]; +"442 dequantize_per_tensor_default_38" [id=442, type=dequantize_per_tensor]; +"443 mul_7" [id=443, type=mul]; +"444 quantize_per_tensor_default_39" [id=444, type=quantize_per_tensor]; +"445 dequantize_per_tensor_default_39" [id=445, type=dequantize_per_tensor]; +"446 features_10_block_3_0_weight_bias" [id=446, type=get_attr]; +"447 conv2d_45" [id=447, type=conv2d]; +"448 quantize_per_tensor_default_40" [id=448, type=quantize_per_tensor]; +"449 dequantize_per_tensor_default_40" [id=449, type=dequantize_per_tensor]; +"450 add__4" [id=450, type=add_]; +"451 quantize_per_tensor_default_41" [id=451, type=quantize_per_tensor]; +"452 dequantize_per_tensor_default_69" [id=452, type=dequantize_per_tensor]; +"453 dequantize_per_tensor_default_68" [id=453, type=dequantize_per_tensor]; +"454 features_11_block_0_0_weight_bias" [id=454, type=get_attr]; +"455 conv2d_46" [id=455, type=conv2d]; +"456 hardswish__15" [id=456, type=hardswish_]; +"457 _2_scale_10" [id=457, type=get_attr]; +"458 _2_zero_point_10" [id=458, type=get_attr]; +"459 quantize_per_channel_default_46" [id=459, type=quantize_per_channel]; +"460 dequantize_per_channel_default_46" [id=460, type=dequantize_per_channel]; +"461 features_11_block_1_0_weight_bias" [id=461, type=get_attr]; +"462 conv2d_47" [id=462, type=conv2d]; +"463 hardswish__16" [id=463, type=hardswish_]; +"464 quantize_per_tensor_default_42" [id=464, type=quantize_per_tensor]; +"465 dequantize_per_tensor_default_42" [id=465, type=dequantize_per_tensor]; +"466 dequantize_per_tensor_default_70" [id=466, type=dequantize_per_tensor]; +"467 adaptive_avg_pool2d_8" [id=467, type=adaptive_avg_pool2d]; +"468 conv2d_48" [id=468, type=conv2d]; +"469 relu_8" [id=469, type=relu]; +"470 conv2d_49" [id=470, type=conv2d]; +"471 hardsigmoid_8" [id=471, type=hardsigmoid]; +"472 quantize_per_tensor_default_43" [id=472, type=quantize_per_tensor]; +"473 dequantize_per_tensor_default_43" [id=473, type=dequantize_per_tensor]; +"474 mul_8" [id=474, type=mul]; +"475 quantize_per_tensor_default_44" [id=475, type=quantize_per_tensor]; +"476 dequantize_per_tensor_default_44" [id=476, type=dequantize_per_tensor]; +"477 features_11_block_3_0_weight_bias" [id=477, type=get_attr]; +"478 conv2d_50" [id=478, type=conv2d]; +"479 quantize_per_tensor_default_45" [id=479, type=quantize_per_tensor]; +"480 dequantize_per_tensor_default_45" [id=480, type=dequantize_per_tensor]; +"481 add__5" [id=481, type=add_]; +"482 quantize_per_tensor_default_46" [id=482, type=quantize_per_tensor]; +"483 dequantize_per_tensor_default_46" [id=483, type=dequantize_per_tensor]; +"484 features_12_0_weight_bias" [id=484, type=get_attr]; +"485 conv2d_51" [id=485, type=conv2d]; +"486 hardswish__17" [id=486, type=hardswish_]; +"487 quantize_per_tensor_default_47" [id=487, type=quantize_per_tensor]; +"488 dequantize_per_tensor_default_47" [id=488, type=dequantize_per_tensor]; +"489 adaptive_avg_pool2d_9" [id=489, type=adaptive_avg_pool2d]; +"490 quantize_per_tensor_default_48" [id=490, type=quantize_per_tensor]; +"491 dequantize_per_tensor_default_48" [id=491, type=dequantize_per_tensor]; +"492 flatten" [id=492, type=flatten]; +"493 linear" [id=493, type=linear]; +"494 hardswish__18" [id=494, type=hardswish_]; +"495 quantize_per_tensor_default_49" [id=495, type=quantize_per_tensor]; +"496 dequantize_per_tensor_default_49" [id=496, type=dequantize_per_tensor]; +"497 dropout_" [id=497, type=dropout_]; +"498 linear_1" [id=498, type=linear]; +"499 output_1" [id=499, type=output]; +"0 _scale_0" -> "3 dequantize_per_channel_default" [label="(16,)", style=solid]; +"1 _zero_point_0" -> "3 dequantize_per_channel_default" [label="(16,)", style=solid]; +"2 _frozen_param0" -> "3 dequantize_per_channel_default" [label="(16, 3, 3, 3)", style=solid]; +"3 dequantize_per_channel_default" -> "186 conv2d" [label=None, style=solid]; +"4 _scale_1" -> "7 dequantize_per_channel_default_1" [label="(16,)", style=solid]; +"5 _zero_point_1" -> "7 dequantize_per_channel_default_1" [label="(16,)", style=solid]; +"6 _frozen_param1" -> "7 dequantize_per_channel_default_1" [label="(16, 1, 3, 3)", style=solid]; +"7 dequantize_per_channel_default_1" -> "193 conv2d_1" [label=None, style=solid]; +"8 features_1_block_1_fc1_weight" -> "199 conv2d_2" [label="(8, 16, 1, 1)", style=solid]; +"9 features_1_block_1_fc1_bias" -> "199 conv2d_2" [label="(8,)", style=solid]; +"10 features_1_block_1_fc2_weight" -> "201 conv2d_3" [label="(16, 8, 1, 1)", style=solid]; +"11 features_1_block_1_fc2_bias" -> "201 conv2d_3" [label="(16,)", style=solid]; +"12 _scale_2" -> "15 dequantize_per_channel_default_2" [label="(16,)", style=solid]; +"13 _zero_point_2" -> "15 dequantize_per_channel_default_2" [label="(16,)", style=solid]; +"14 _frozen_param2" -> "15 dequantize_per_channel_default_2" [label="(16, 16, 1, 1)", style=solid]; +"15 dequantize_per_channel_default_2" -> "209 conv2d_4" [label=None, style=solid]; +"16 _scale_3" -> "19 dequantize_per_channel_default_3" [label="(72,)", style=solid]; +"17 _zero_point_3" -> "19 dequantize_per_channel_default_3" [label="(72,)", style=solid]; +"18 _frozen_param3" -> "19 dequantize_per_channel_default_3" [label="(72, 16, 1, 1)", style=solid]; +"19 dequantize_per_channel_default_3" -> "213 conv2d_5" [label=None, style=solid]; +"20 _scale_4" -> "23 dequantize_per_channel_default_4" [label="(72,)", style=solid]; +"21 _zero_point_4" -> "23 dequantize_per_channel_default_4" [label="(72,)", style=solid]; +"22 _frozen_param4" -> "23 dequantize_per_channel_default_4" [label="(72, 1, 3, 3)", style=solid]; +"23 dequantize_per_channel_default_4" -> "220 conv2d_6" [label=None, style=solid]; +"24 _scale_5" -> "27 dequantize_per_channel_default_5" [label="(24,)", style=solid]; +"25 _zero_point_5" -> "27 dequantize_per_channel_default_5" [label="(24,)", style=solid]; +"26 _frozen_param5" -> "27 dequantize_per_channel_default_5" [label="(24, 72, 1, 1)", style=solid]; +"27 dequantize_per_channel_default_5" -> "225 conv2d_7" [label=None, style=solid]; +"28 _scale_6" -> "31 dequantize_per_channel_default_6" [label="(88,)", style=solid]; +"29 _zero_point_6" -> "31 dequantize_per_channel_default_6" [label="(88,)", style=solid]; +"30 _frozen_param6" -> "31 dequantize_per_channel_default_6" [label="(88, 24, 1, 1)", style=solid]; +"31 dequantize_per_channel_default_6" -> "230 conv2d_8" [label=None, style=solid]; +"32 _scale_7" -> "35 dequantize_per_channel_default_7" [label="(88,)", style=solid]; +"33 _zero_point_7" -> "35 dequantize_per_channel_default_7" [label="(88,)", style=solid]; +"34 _frozen_param7" -> "35 dequantize_per_channel_default_7" [label="(88, 1, 3, 3)", style=solid]; +"35 dequantize_per_channel_default_7" -> "237 conv2d_9" [label=None, style=solid]; +"36 _scale_8" -> "39 dequantize_per_channel_default_8" [label="(24,)", style=solid]; +"37 _zero_point_8" -> "39 dequantize_per_channel_default_8" [label="(24,)", style=solid]; +"38 _frozen_param8" -> "39 dequantize_per_channel_default_8" [label="(24, 88, 1, 1)", style=solid]; +"39 dequantize_per_channel_default_8" -> "242 conv2d_10" [label=None, style=solid]; +"40 _scale_9" -> "43 dequantize_per_channel_default_9" [label="(96,)", style=solid]; +"41 _zero_point_9" -> "43 dequantize_per_channel_default_9" [label="(96,)", style=solid]; +"42 _frozen_param9" -> "43 dequantize_per_channel_default_9" [label="(96, 24, 1, 1)", style=solid]; +"43 dequantize_per_channel_default_9" -> "249 conv2d_11" [label=None, style=solid]; +"44 _scale_10" -> "47 dequantize_per_channel_default_10" [label="(96,)", style=solid]; +"45 _zero_point_10" -> "47 dequantize_per_channel_default_10" [label="(96,)", style=solid]; +"46 _frozen_param10" -> "47 dequantize_per_channel_default_10" [label="(96, 1, 5, 5)", style=solid]; +"47 dequantize_per_channel_default_10" -> "256 conv2d_12" [label=None, style=solid]; +"48 features_4_block_2_fc1_weight" -> "262 conv2d_13" [label="(24, 96, 1, 1)", style=solid]; +"49 features_4_block_2_fc1_bias" -> "262 conv2d_13" [label="(24,)", style=solid]; +"50 features_4_block_2_fc2_weight" -> "264 conv2d_14" [label="(96, 24, 1, 1)", style=solid]; +"51 features_4_block_2_fc2_bias" -> "264 conv2d_14" [label="(96,)", style=solid]; +"52 _scale_11" -> "55 dequantize_per_channel_default_11" [label="(40,)", style=solid]; +"53 _zero_point_11" -> "55 dequantize_per_channel_default_11" [label="(40,)", style=solid]; +"54 _frozen_param11" -> "55 dequantize_per_channel_default_11" [label="(40, 96, 1, 1)", style=solid]; +"55 dequantize_per_channel_default_11" -> "272 conv2d_15" [label=None, style=solid]; +"56 _scale_12" -> "59 dequantize_per_channel_default_12" [label="(240,)", style=solid]; +"57 _zero_point_12" -> "59 dequantize_per_channel_default_12" [label="(240,)", style=solid]; +"58 _frozen_param12" -> "59 dequantize_per_channel_default_12" [label="(240, 40, 1, 1)", style=solid]; +"59 dequantize_per_channel_default_12" -> "277 conv2d_16" [label=None, style=solid]; +"60 _scale_13" -> "63 dequantize_per_channel_default_13" [label="(240,)", style=solid]; +"61 _zero_point_13" -> "63 dequantize_per_channel_default_13" [label="(240,)", style=solid]; +"62 _frozen_param13" -> "63 dequantize_per_channel_default_13" [label="(240, 1, 5, 5)", style=solid]; +"63 dequantize_per_channel_default_13" -> "284 conv2d_17" [label=None, style=solid]; +"64 features_5_block_2_fc1_weight" -> "290 conv2d_18" [label="(64, 240, 1, 1)", style=solid]; +"65 features_5_block_2_fc1_bias" -> "290 conv2d_18" [label="(64,)", style=solid]; +"66 features_5_block_2_fc2_weight" -> "292 conv2d_19" [label="(240, 64, 1, 1)", style=solid]; +"67 features_5_block_2_fc2_bias" -> "292 conv2d_19" [label="(240,)", style=solid]; +"68 _scale_14" -> "71 dequantize_per_channel_default_14" [label="(40,)", style=solid]; +"69 _zero_point_14" -> "71 dequantize_per_channel_default_14" [label="(40,)", style=solid]; +"70 _frozen_param14" -> "71 dequantize_per_channel_default_14" [label="(40, 240, 1, 1)", style=solid]; +"71 dequantize_per_channel_default_14" -> "300 conv2d_20" [label=None, style=solid]; +"72 _scale_15" -> "75 dequantize_per_channel_default_15" [label="(240,)", style=solid]; +"73 _zero_point_15" -> "75 dequantize_per_channel_default_15" [label="(240,)", style=solid]; +"74 _frozen_param15" -> "75 dequantize_per_channel_default_15" [label="(240, 40, 1, 1)", style=solid]; +"75 dequantize_per_channel_default_15" -> "308 conv2d_21" [label=None, style=solid]; +"76 _scale_16" -> "79 dequantize_per_channel_default_16" [label="(240,)", style=solid]; +"77 _zero_point_16" -> "79 dequantize_per_channel_default_16" [label="(240,)", style=solid]; +"78 _frozen_param16" -> "79 dequantize_per_channel_default_16" [label="(240, 1, 5, 5)", style=solid]; +"79 dequantize_per_channel_default_16" -> "315 conv2d_22" [label=None, style=solid]; +"80 features_6_block_2_fc1_weight" -> "321 conv2d_23" [label="(64, 240, 1, 1)", style=solid]; +"81 features_6_block_2_fc1_bias" -> "321 conv2d_23" [label="(64,)", style=solid]; +"82 features_6_block_2_fc2_weight" -> "323 conv2d_24" [label="(240, 64, 1, 1)", style=solid]; +"83 features_6_block_2_fc2_bias" -> "323 conv2d_24" [label="(240,)", style=solid]; +"84 _scale_17" -> "87 dequantize_per_channel_default_17" [label="(40,)", style=solid]; +"85 _zero_point_17" -> "87 dequantize_per_channel_default_17" [label="(40,)", style=solid]; +"86 _frozen_param17" -> "87 dequantize_per_channel_default_17" [label="(40, 240, 1, 1)", style=solid]; +"87 dequantize_per_channel_default_17" -> "331 conv2d_25" [label=None, style=solid]; +"88 _scale_18" -> "91 dequantize_per_channel_default_18" [label="(120,)", style=solid]; +"89 _zero_point_18" -> "91 dequantize_per_channel_default_18" [label="(120,)", style=solid]; +"90 _frozen_param18" -> "91 dequantize_per_channel_default_18" [label="(120, 40, 1, 1)", style=solid]; +"91 dequantize_per_channel_default_18" -> "338 conv2d_26" [label=None, style=solid]; +"92 _scale_19" -> "95 dequantize_per_channel_default_19" [label="(120,)", style=solid]; +"93 _zero_point_19" -> "95 dequantize_per_channel_default_19" [label="(120,)", style=solid]; +"94 _frozen_param19" -> "95 dequantize_per_channel_default_19" [label="(120, 1, 5, 5)", style=solid]; +"95 dequantize_per_channel_default_19" -> "345 conv2d_27" [label=None, style=solid]; +"96 features_7_block_2_fc1_weight" -> "351 conv2d_28" [label="(32, 120, 1, 1)", style=solid]; +"97 features_7_block_2_fc1_bias" -> "351 conv2d_28" [label="(32,)", style=solid]; +"98 features_7_block_2_fc2_weight" -> "353 conv2d_29" [label="(120, 32, 1, 1)", style=solid]; +"99 features_7_block_2_fc2_bias" -> "353 conv2d_29" [label="(120,)", style=solid]; +"100 _scale_20" -> "103 dequantize_per_channel_default_20" [label="(48,)", style=solid]; +"101 _zero_point_20" -> "103 dequantize_per_channel_default_20" [label="(48,)", style=solid]; +"102 _frozen_param20" -> "103 dequantize_per_channel_default_20" [label="(48, 120, 1, 1)", style=solid]; +"103 dequantize_per_channel_default_20" -> "361 conv2d_30" [label=None, style=solid]; +"104 _scale_21" -> "107 dequantize_per_channel_default_21" [label="(144,)", style=solid]; +"105 _zero_point_21" -> "107 dequantize_per_channel_default_21" [label="(144,)", style=solid]; +"106 _frozen_param21" -> "107 dequantize_per_channel_default_21" [label="(144, 48, 1, 1)", style=solid]; +"107 dequantize_per_channel_default_21" -> "366 conv2d_31" [label=None, style=solid]; +"108 _scale_22" -> "111 dequantize_per_channel_default_22" [label="(144,)", style=solid]; +"109 _zero_point_22" -> "111 dequantize_per_channel_default_22" [label="(144,)", style=solid]; +"110 _frozen_param22" -> "111 dequantize_per_channel_default_22" [label="(144, 1, 5, 5)", style=solid]; +"111 dequantize_per_channel_default_22" -> "373 conv2d_32" [label=None, style=solid]; +"112 features_8_block_2_fc1_weight" -> "379 conv2d_33" [label="(40, 144, 1, 1)", style=solid]; +"113 features_8_block_2_fc1_bias" -> "379 conv2d_33" [label="(40,)", style=solid]; +"114 features_8_block_2_fc2_weight" -> "381 conv2d_34" [label="(144, 40, 1, 1)", style=solid]; +"115 features_8_block_2_fc2_bias" -> "381 conv2d_34" [label="(144,)", style=solid]; +"116 _scale_23" -> "119 dequantize_per_channel_default_23" [label="(48,)", style=solid]; +"117 _zero_point_23" -> "119 dequantize_per_channel_default_23" [label="(48,)", style=solid]; +"118 _frozen_param23" -> "119 dequantize_per_channel_default_23" [label="(48, 144, 1, 1)", style=solid]; +"119 dequantize_per_channel_default_23" -> "389 conv2d_35" [label=None, style=solid]; +"120 _scale_24" -> "123 dequantize_per_channel_default_24" [label="(288,)", style=solid]; +"121 _zero_point_24" -> "123 dequantize_per_channel_default_24" [label="(288,)", style=solid]; +"122 _frozen_param24" -> "123 dequantize_per_channel_default_24" [label="(288, 48, 1, 1)", style=solid]; +"123 dequantize_per_channel_default_24" -> "396 conv2d_36" [label=None, style=solid]; +"124 _scale_25" -> "127 dequantize_per_channel_default_25" [label="(288,)", style=solid]; +"125 _zero_point_25" -> "127 dequantize_per_channel_default_25" [label="(288,)", style=solid]; +"126 _frozen_param25" -> "127 dequantize_per_channel_default_25" [label="(288, 1, 5, 5)", style=solid]; +"127 dequantize_per_channel_default_25" -> "403 conv2d_37" [label=None, style=solid]; +"128 features_9_block_2_fc1_weight" -> "409 conv2d_38" [label="(72, 288, 1, 1)", style=solid]; +"129 features_9_block_2_fc1_bias" -> "409 conv2d_38" [label="(72,)", style=solid]; +"130 features_9_block_2_fc2_weight" -> "411 conv2d_39" [label="(288, 72, 1, 1)", style=solid]; +"131 features_9_block_2_fc2_bias" -> "411 conv2d_39" [label="(288,)", style=solid]; +"132 _scale_26" -> "135 dequantize_per_channel_default_26" [label="(96,)", style=solid]; +"133 _zero_point_26" -> "135 dequantize_per_channel_default_26" [label="(96,)", style=solid]; +"134 _frozen_param26" -> "135 dequantize_per_channel_default_26" [label="(96, 288, 1, 1)", style=solid]; +"135 dequantize_per_channel_default_26" -> "419 conv2d_40" [label=None, style=solid]; +"136 _scale_27" -> "139 dequantize_per_channel_default_27" [label="(576,)", style=solid]; +"137 _zero_point_27" -> "139 dequantize_per_channel_default_27" [label="(576,)", style=solid]; +"138 _frozen_param27" -> "139 dequantize_per_channel_default_27" [label="(576, 96, 1, 1)", style=solid]; +"139 dequantize_per_channel_default_27" -> "424 conv2d_41" [label=None, style=solid]; +"140 _scale_28" -> "143 dequantize_per_channel_default_28" [label="(576,)", style=solid]; +"141 _zero_point_28" -> "143 dequantize_per_channel_default_28" [label="(576,)", style=solid]; +"142 _frozen_param28" -> "143 dequantize_per_channel_default_28" [label="(576, 1, 5, 5)", style=solid]; +"143 dequantize_per_channel_default_28" -> "431 conv2d_42" [label=None, style=solid]; +"144 features_10_block_2_fc1_weight" -> "437 conv2d_43" [label="(144, 576, 1, 1)", style=solid]; +"145 features_10_block_2_fc1_bias" -> "437 conv2d_43" [label="(144,)", style=solid]; +"146 features_10_block_2_fc2_weight" -> "439 conv2d_44" [label="(576, 144, 1, 1)", style=solid]; +"147 features_10_block_2_fc2_bias" -> "439 conv2d_44" [label="(576,)", style=solid]; +"148 _scale_29" -> "151 dequantize_per_channel_default_29" [label="(96,)", style=solid]; +"149 _zero_point_29" -> "151 dequantize_per_channel_default_29" [label="(96,)", style=solid]; +"150 _frozen_param29" -> "151 dequantize_per_channel_default_29" [label="(96, 576, 1, 1)", style=solid]; +"151 dequantize_per_channel_default_29" -> "447 conv2d_45" [label=None, style=solid]; +"152 _scale_30" -> "155 dequantize_per_channel_default_30" [label="(576,)", style=solid]; +"153 _zero_point_30" -> "155 dequantize_per_channel_default_30" [label="(576,)", style=solid]; +"154 _frozen_param30" -> "155 dequantize_per_channel_default_30" [label="(576, 96, 1, 1)", style=solid]; +"155 dequantize_per_channel_default_30" -> "455 conv2d_46" [label=None, style=solid]; +"156 _scale_31" -> "159 dequantize_per_channel_default_31" [label="(576,)", style=solid]; +"157 _zero_point_31" -> "159 dequantize_per_channel_default_31" [label="(576,)", style=solid]; +"158 _frozen_param31" -> "159 dequantize_per_channel_default_31" [label="(576, 1, 5, 5)", style=solid]; +"159 dequantize_per_channel_default_31" -> "462 conv2d_47" [label=None, style=solid]; +"160 features_11_block_2_fc1_weight" -> "468 conv2d_48" [label="(144, 576, 1, 1)", style=solid]; +"161 features_11_block_2_fc1_bias" -> "468 conv2d_48" [label="(144,)", style=solid]; +"162 features_11_block_2_fc2_weight" -> "470 conv2d_49" [label="(576, 144, 1, 1)", style=solid]; +"163 features_11_block_2_fc2_bias" -> "470 conv2d_49" [label="(576,)", style=solid]; +"164 _scale_32" -> "167 dequantize_per_channel_default_32" [label="(96,)", style=solid]; +"165 _zero_point_32" -> "167 dequantize_per_channel_default_32" [label="(96,)", style=solid]; +"166 _frozen_param32" -> "167 dequantize_per_channel_default_32" [label="(96, 576, 1, 1)", style=solid]; +"167 dequantize_per_channel_default_32" -> "478 conv2d_50" [label=None, style=solid]; +"168 _scale_33" -> "171 dequantize_per_channel_default_33" [label="(576,)", style=solid]; +"169 _zero_point_33" -> "171 dequantize_per_channel_default_33" [label="(576,)", style=solid]; +"170 _frozen_param33" -> "171 dequantize_per_channel_default_33" [label="(576, 96, 1, 1)", style=solid]; +"171 dequantize_per_channel_default_33" -> "485 conv2d_51" [label=None, style=solid]; +"172 _scale_34" -> "175 dequantize_per_channel_default_34" [label="(1024,)", style=solid]; +"173 _zero_point_34" -> "175 dequantize_per_channel_default_34" [label="(1024,)", style=solid]; +"174 _frozen_param34" -> "175 dequantize_per_channel_default_34" [label="(1024, 576)", style=solid]; +"175 dequantize_per_channel_default_34" -> "493 linear" [label=None, style=solid]; +"176 classifier_0_bias" -> "493 linear" [label="(1024,)", style=solid]; +"177 _scale_35" -> "180 dequantize_per_channel_default_35" [label="(1000,)", style=solid]; +"178 _zero_point_35" -> "180 dequantize_per_channel_default_35" [label="(1000,)", style=solid]; +"179 _frozen_param35" -> "180 dequantize_per_channel_default_35" [label="(1000, 1024)", style=solid]; +"180 dequantize_per_channel_default_35" -> "498 linear_1" [label=None, style=solid]; +"181 classifier_3_bias" -> "498 linear_1" [label="(1000,)", style=solid]; +"182 x" -> "183 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"183 quantize_per_tensor_default" -> "184 dequantize_per_tensor_default" [label=None, style=solid]; +"184 dequantize_per_tensor_default" -> "186 conv2d" [label=None, style=solid]; +"185 features_0_0_weight_bias" -> "186 conv2d" [label="(16,)", style=solid]; +"186 conv2d" -> "187 hardswish_" [label="(1, 16, 112, 112)", style=solid]; +"187 hardswish_" -> "190 quantize_per_channel_default_36" [label="(1, 16, 112, 112)", style=solid]; +"188 _2_scale_0" -> "190 quantize_per_channel_default_36" [label="(16,)", style=solid]; +"188 _2_scale_0" -> "191 dequantize_per_channel_default_36" [label="(16,)", style=solid]; +"189 _2_zero_point_0" -> "190 quantize_per_channel_default_36" [label="(16,)", style=solid]; +"189 _2_zero_point_0" -> "191 dequantize_per_channel_default_36" [label="(16,)", style=solid]; +"190 quantize_per_channel_default_36" -> "191 dequantize_per_channel_default_36" [label=None, style=solid]; +"191 dequantize_per_channel_default_36" -> "193 conv2d_1" [label=None, style=solid]; +"192 features_1_block_0_0_weight_bias" -> "193 conv2d_1" [label="(16,)", style=solid]; +"193 conv2d_1" -> "194 relu_" [label="(1, 16, 56, 56)", style=solid]; +"194 relu_" -> "195 quantize_per_tensor_default_1" [label="(1, 16, 56, 56)", style=solid]; +"195 quantize_per_tensor_default_1" -> "196 dequantize_per_tensor_default_1" [label=None, style=solid]; +"195 quantize_per_tensor_default_1" -> "197 dequantize_per_tensor_default_50" [label=None, style=solid]; +"196 dequantize_per_tensor_default_1" -> "198 adaptive_avg_pool2d" [label=None, style=solid]; +"197 dequantize_per_tensor_default_50" -> "205 mul" [label=None, style=solid]; +"198 adaptive_avg_pool2d" -> "199 conv2d_2" [label="(1, 16, 1, 1)", style=solid]; +"199 conv2d_2" -> "200 relu" [label="(1, 8, 1, 1)", style=solid]; +"200 relu" -> "201 conv2d_3" [label="(1, 8, 1, 1)", style=solid]; +"201 conv2d_3" -> "202 hardsigmoid" [label="(1, 16, 1, 1)", style=solid]; +"202 hardsigmoid" -> "203 quantize_per_tensor_default_2" [label="(1, 16, 1, 1)", style=solid]; +"203 quantize_per_tensor_default_2" -> "204 dequantize_per_tensor_default_2" [label=None, style=solid]; +"204 dequantize_per_tensor_default_2" -> "205 mul" [label=None, style=solid]; +"205 mul" -> "206 quantize_per_tensor_default_3" [label="(1, 16, 56, 56)", style=solid]; +"206 quantize_per_tensor_default_3" -> "207 dequantize_per_tensor_default_3" [label=None, style=solid]; +"207 dequantize_per_tensor_default_3" -> "209 conv2d_4" [label=None, style=solid]; +"208 features_1_block_2_0_weight_bias" -> "209 conv2d_4" [label="(16,)", style=solid]; +"209 conv2d_4" -> "210 quantize_per_tensor_default_4" [label="(1, 16, 56, 56)", style=solid]; +"210 quantize_per_tensor_default_4" -> "211 dequantize_per_tensor_default_4" [label=None, style=solid]; +"211 dequantize_per_tensor_default_4" -> "213 conv2d_5" [label=None, style=solid]; +"212 features_2_block_0_0_weight_bias" -> "213 conv2d_5" [label="(72,)", style=solid]; +"213 conv2d_5" -> "214 relu__1" [label="(1, 72, 56, 56)", style=solid]; +"214 relu__1" -> "217 quantize_per_channel_default_37" [label="(1, 72, 56, 56)", style=solid]; +"215 _2_scale_1" -> "217 quantize_per_channel_default_37" [label="(72,)", style=solid]; +"215 _2_scale_1" -> "218 dequantize_per_channel_default_37" [label="(72,)", style=solid]; +"216 _2_zero_point_1" -> "217 quantize_per_channel_default_37" [label="(72,)", style=solid]; +"216 _2_zero_point_1" -> "218 dequantize_per_channel_default_37" [label="(72,)", style=solid]; +"217 quantize_per_channel_default_37" -> "218 dequantize_per_channel_default_37" [label=None, style=solid]; +"218 dequantize_per_channel_default_37" -> "220 conv2d_6" [label=None, style=solid]; +"219 features_2_block_1_0_weight_bias" -> "220 conv2d_6" [label="(72,)", style=solid]; +"220 conv2d_6" -> "221 relu__2" [label="(1, 72, 28, 28)", style=solid]; +"221 relu__2" -> "222 quantize_per_tensor_default_5" [label="(1, 72, 28, 28)", style=solid]; +"222 quantize_per_tensor_default_5" -> "223 dequantize_per_tensor_default_5" [label=None, style=solid]; +"223 dequantize_per_tensor_default_5" -> "225 conv2d_7" [label=None, style=solid]; +"224 features_2_block_2_0_weight_bias" -> "225 conv2d_7" [label="(24,)", style=solid]; +"225 conv2d_7" -> "226 quantize_per_tensor_default_6" [label="(1, 24, 28, 28)", style=solid]; +"226 quantize_per_tensor_default_6" -> "227 dequantize_per_tensor_default_52" [label=None, style=solid]; +"226 quantize_per_tensor_default_6" -> "228 dequantize_per_tensor_default_51" [label=None, style=solid]; +"227 dequantize_per_tensor_default_52" -> "245 add_" [label=None, style=solid]; +"228 dequantize_per_tensor_default_51" -> "230 conv2d_8" [label=None, style=solid]; +"229 features_3_block_0_0_weight_bias" -> "230 conv2d_8" [label="(88,)", style=solid]; +"230 conv2d_8" -> "231 relu__3" [label="(1, 88, 28, 28)", style=solid]; +"231 relu__3" -> "234 quantize_per_channel_default_38" [label="(1, 88, 28, 28)", style=solid]; +"232 _2_scale_2" -> "234 quantize_per_channel_default_38" [label="(88,)", style=solid]; +"232 _2_scale_2" -> "235 dequantize_per_channel_default_38" [label="(88,)", style=solid]; +"233 _2_zero_point_2" -> "234 quantize_per_channel_default_38" [label="(88,)", style=solid]; +"233 _2_zero_point_2" -> "235 dequantize_per_channel_default_38" [label="(88,)", style=solid]; +"234 quantize_per_channel_default_38" -> "235 dequantize_per_channel_default_38" [label=None, style=solid]; +"235 dequantize_per_channel_default_38" -> "237 conv2d_9" [label=None, style=solid]; +"236 features_3_block_1_0_weight_bias" -> "237 conv2d_9" [label="(88,)", style=solid]; +"237 conv2d_9" -> "238 relu__4" [label="(1, 88, 28, 28)", style=solid]; +"238 relu__4" -> "239 quantize_per_tensor_default_7" [label="(1, 88, 28, 28)", style=solid]; +"239 quantize_per_tensor_default_7" -> "240 dequantize_per_tensor_default_7" [label=None, style=solid]; +"240 dequantize_per_tensor_default_7" -> "242 conv2d_10" [label=None, style=solid]; +"241 features_3_block_2_0_weight_bias" -> "242 conv2d_10" [label="(24,)", style=solid]; +"242 conv2d_10" -> "243 quantize_per_tensor_default_8" [label="(1, 24, 28, 28)", style=solid]; +"243 quantize_per_tensor_default_8" -> "244 dequantize_per_tensor_default_8" [label=None, style=solid]; +"244 dequantize_per_tensor_default_8" -> "245 add_" [label=None, style=solid]; +"245 add_" -> "246 quantize_per_tensor_default_9" [label="(1, 24, 28, 28)", style=solid]; +"246 quantize_per_tensor_default_9" -> "247 dequantize_per_tensor_default_9" [label=None, style=solid]; +"247 dequantize_per_tensor_default_9" -> "249 conv2d_11" [label=None, style=solid]; +"248 features_4_block_0_0_weight_bias" -> "249 conv2d_11" [label="(96,)", style=solid]; +"249 conv2d_11" -> "250 hardswish__1" [label="(1, 96, 28, 28)", style=solid]; +"250 hardswish__1" -> "253 quantize_per_channel_default_39" [label="(1, 96, 28, 28)", style=solid]; +"251 _2_scale_3" -> "253 quantize_per_channel_default_39" [label="(96,)", style=solid]; +"251 _2_scale_3" -> "254 dequantize_per_channel_default_39" [label="(96,)", style=solid]; +"252 _2_zero_point_3" -> "253 quantize_per_channel_default_39" [label="(96,)", style=solid]; +"252 _2_zero_point_3" -> "254 dequantize_per_channel_default_39" [label="(96,)", style=solid]; +"253 quantize_per_channel_default_39" -> "254 dequantize_per_channel_default_39" [label=None, style=solid]; +"254 dequantize_per_channel_default_39" -> "256 conv2d_12" [label=None, style=solid]; +"255 features_4_block_1_0_weight_bias" -> "256 conv2d_12" [label="(96,)", style=solid]; +"256 conv2d_12" -> "257 hardswish__2" [label="(1, 96, 14, 14)", style=solid]; +"257 hardswish__2" -> "258 quantize_per_tensor_default_10" [label="(1, 96, 14, 14)", style=solid]; +"258 quantize_per_tensor_default_10" -> "259 dequantize_per_tensor_default_10" [label=None, style=solid]; +"258 quantize_per_tensor_default_10" -> "260 dequantize_per_tensor_default_53" [label=None, style=solid]; +"259 dequantize_per_tensor_default_10" -> "261 adaptive_avg_pool2d_1" [label=None, style=solid]; +"260 dequantize_per_tensor_default_53" -> "268 mul_1" [label=None, style=solid]; +"261 adaptive_avg_pool2d_1" -> "262 conv2d_13" [label="(1, 96, 1, 1)", style=solid]; +"262 conv2d_13" -> "263 relu_1" [label="(1, 24, 1, 1)", style=solid]; +"263 relu_1" -> "264 conv2d_14" [label="(1, 24, 1, 1)", style=solid]; +"264 conv2d_14" -> "265 hardsigmoid_1" [label="(1, 96, 1, 1)", style=solid]; +"265 hardsigmoid_1" -> "266 quantize_per_tensor_default_11" [label="(1, 96, 1, 1)", style=solid]; +"266 quantize_per_tensor_default_11" -> "267 dequantize_per_tensor_default_11" [label=None, style=solid]; +"267 dequantize_per_tensor_default_11" -> "268 mul_1" [label=None, style=solid]; +"268 mul_1" -> "269 quantize_per_tensor_default_12" [label="(1, 96, 14, 14)", style=solid]; +"269 quantize_per_tensor_default_12" -> "270 dequantize_per_tensor_default_12" [label=None, style=solid]; +"270 dequantize_per_tensor_default_12" -> "272 conv2d_15" [label=None, style=solid]; +"271 features_4_block_3_0_weight_bias" -> "272 conv2d_15" [label="(40,)", style=solid]; +"272 conv2d_15" -> "273 quantize_per_tensor_default_13" [label="(1, 40, 14, 14)", style=solid]; +"273 quantize_per_tensor_default_13" -> "274 dequantize_per_tensor_default_55" [label=None, style=solid]; +"273 quantize_per_tensor_default_13" -> "275 dequantize_per_tensor_default_54" [label=None, style=solid]; +"274 dequantize_per_tensor_default_55" -> "303 add__1" [label=None, style=solid]; +"275 dequantize_per_tensor_default_54" -> "277 conv2d_16" [label=None, style=solid]; +"276 features_5_block_0_0_weight_bias" -> "277 conv2d_16" [label="(240,)", style=solid]; +"277 conv2d_16" -> "278 hardswish__3" [label="(1, 240, 14, 14)", style=solid]; +"278 hardswish__3" -> "281 quantize_per_channel_default_40" [label="(1, 240, 14, 14)", style=solid]; +"279 _2_scale_4" -> "281 quantize_per_channel_default_40" [label="(240,)", style=solid]; +"279 _2_scale_4" -> "282 dequantize_per_channel_default_40" [label="(240,)", style=solid]; +"280 _2_zero_point_4" -> "281 quantize_per_channel_default_40" [label="(240,)", style=solid]; +"280 _2_zero_point_4" -> "282 dequantize_per_channel_default_40" [label="(240,)", style=solid]; +"281 quantize_per_channel_default_40" -> "282 dequantize_per_channel_default_40" [label=None, style=solid]; +"282 dequantize_per_channel_default_40" -> "284 conv2d_17" [label=None, style=solid]; +"283 features_5_block_1_0_weight_bias" -> "284 conv2d_17" [label="(240,)", style=solid]; +"284 conv2d_17" -> "285 hardswish__4" [label="(1, 240, 14, 14)", style=solid]; +"285 hardswish__4" -> "286 quantize_per_tensor_default_14" [label="(1, 240, 14, 14)", style=solid]; +"286 quantize_per_tensor_default_14" -> "287 dequantize_per_tensor_default_14" [label=None, style=solid]; +"286 quantize_per_tensor_default_14" -> "288 dequantize_per_tensor_default_56" [label=None, style=solid]; +"287 dequantize_per_tensor_default_14" -> "289 adaptive_avg_pool2d_2" [label=None, style=solid]; +"288 dequantize_per_tensor_default_56" -> "296 mul_2" [label=None, style=solid]; +"289 adaptive_avg_pool2d_2" -> "290 conv2d_18" [label="(1, 240, 1, 1)", style=solid]; +"290 conv2d_18" -> "291 relu_2" [label="(1, 64, 1, 1)", style=solid]; +"291 relu_2" -> "292 conv2d_19" [label="(1, 64, 1, 1)", style=solid]; +"292 conv2d_19" -> "293 hardsigmoid_2" [label="(1, 240, 1, 1)", style=solid]; +"293 hardsigmoid_2" -> "294 quantize_per_tensor_default_15" [label="(1, 240, 1, 1)", style=solid]; +"294 quantize_per_tensor_default_15" -> "295 dequantize_per_tensor_default_15" [label=None, style=solid]; +"295 dequantize_per_tensor_default_15" -> "296 mul_2" [label=None, style=solid]; +"296 mul_2" -> "297 quantize_per_tensor_default_16" [label="(1, 240, 14, 14)", style=solid]; +"297 quantize_per_tensor_default_16" -> "298 dequantize_per_tensor_default_16" [label=None, style=solid]; +"298 dequantize_per_tensor_default_16" -> "300 conv2d_20" [label=None, style=solid]; +"299 features_5_block_3_0_weight_bias" -> "300 conv2d_20" [label="(40,)", style=solid]; +"300 conv2d_20" -> "301 quantize_per_tensor_default_17" [label="(1, 40, 14, 14)", style=solid]; +"301 quantize_per_tensor_default_17" -> "302 dequantize_per_tensor_default_17" [label=None, style=solid]; +"302 dequantize_per_tensor_default_17" -> "303 add__1" [label=None, style=solid]; +"303 add__1" -> "304 quantize_per_tensor_default_18" [label="(1, 40, 14, 14)", style=solid]; +"304 quantize_per_tensor_default_18" -> "305 dequantize_per_tensor_default_58" [label=None, style=solid]; +"304 quantize_per_tensor_default_18" -> "306 dequantize_per_tensor_default_57" [label=None, style=solid]; +"305 dequantize_per_tensor_default_58" -> "334 add__2" [label=None, style=solid]; +"306 dequantize_per_tensor_default_57" -> "308 conv2d_21" [label=None, style=solid]; +"307 features_6_block_0_0_weight_bias" -> "308 conv2d_21" [label="(240,)", style=solid]; +"308 conv2d_21" -> "309 hardswish__5" [label="(1, 240, 14, 14)", style=solid]; +"309 hardswish__5" -> "312 quantize_per_channel_default_41" [label="(1, 240, 14, 14)", style=solid]; +"310 _2_scale_5" -> "312 quantize_per_channel_default_41" [label="(240,)", style=solid]; +"310 _2_scale_5" -> "313 dequantize_per_channel_default_41" [label="(240,)", style=solid]; +"311 _2_zero_point_5" -> "312 quantize_per_channel_default_41" [label="(240,)", style=solid]; +"311 _2_zero_point_5" -> "313 dequantize_per_channel_default_41" [label="(240,)", style=solid]; +"312 quantize_per_channel_default_41" -> "313 dequantize_per_channel_default_41" [label=None, style=solid]; +"313 dequantize_per_channel_default_41" -> "315 conv2d_22" [label=None, style=solid]; +"314 features_6_block_1_0_weight_bias" -> "315 conv2d_22" [label="(240,)", style=solid]; +"315 conv2d_22" -> "316 hardswish__6" [label="(1, 240, 14, 14)", style=solid]; +"316 hardswish__6" -> "317 quantize_per_tensor_default_19" [label="(1, 240, 14, 14)", style=solid]; +"317 quantize_per_tensor_default_19" -> "318 dequantize_per_tensor_default_19" [label=None, style=solid]; +"317 quantize_per_tensor_default_19" -> "319 dequantize_per_tensor_default_59" [label=None, style=solid]; +"318 dequantize_per_tensor_default_19" -> "320 adaptive_avg_pool2d_3" [label=None, style=solid]; +"319 dequantize_per_tensor_default_59" -> "327 mul_3" [label=None, style=solid]; +"320 adaptive_avg_pool2d_3" -> "321 conv2d_23" [label="(1, 240, 1, 1)", style=solid]; +"321 conv2d_23" -> "322 relu_3" [label="(1, 64, 1, 1)", style=solid]; +"322 relu_3" -> "323 conv2d_24" [label="(1, 64, 1, 1)", style=solid]; +"323 conv2d_24" -> "324 hardsigmoid_3" [label="(1, 240, 1, 1)", style=solid]; +"324 hardsigmoid_3" -> "325 quantize_per_tensor_default_20" [label="(1, 240, 1, 1)", style=solid]; +"325 quantize_per_tensor_default_20" -> "326 dequantize_per_tensor_default_20" [label=None, style=solid]; +"326 dequantize_per_tensor_default_20" -> "327 mul_3" [label=None, style=solid]; +"327 mul_3" -> "328 quantize_per_tensor_default_21" [label="(1, 240, 14, 14)", style=solid]; +"328 quantize_per_tensor_default_21" -> "329 dequantize_per_tensor_default_21" [label=None, style=solid]; +"329 dequantize_per_tensor_default_21" -> "331 conv2d_25" [label=None, style=solid]; +"330 features_6_block_3_0_weight_bias" -> "331 conv2d_25" [label="(40,)", style=solid]; +"331 conv2d_25" -> "332 quantize_per_tensor_default_22" [label="(1, 40, 14, 14)", style=solid]; +"332 quantize_per_tensor_default_22" -> "333 dequantize_per_tensor_default_22" [label=None, style=solid]; +"333 dequantize_per_tensor_default_22" -> "334 add__2" [label=None, style=solid]; +"334 add__2" -> "335 quantize_per_tensor_default_23" [label="(1, 40, 14, 14)", style=solid]; +"335 quantize_per_tensor_default_23" -> "336 dequantize_per_tensor_default_23" [label=None, style=solid]; +"336 dequantize_per_tensor_default_23" -> "338 conv2d_26" [label=None, style=solid]; +"337 features_7_block_0_0_weight_bias" -> "338 conv2d_26" [label="(120,)", style=solid]; +"338 conv2d_26" -> "339 hardswish__7" [label="(1, 120, 14, 14)", style=solid]; +"339 hardswish__7" -> "342 quantize_per_channel_default_42" [label="(1, 120, 14, 14)", style=solid]; +"340 _2_scale_6" -> "342 quantize_per_channel_default_42" [label="(120,)", style=solid]; +"340 _2_scale_6" -> "343 dequantize_per_channel_default_42" [label="(120,)", style=solid]; +"341 _2_zero_point_6" -> "342 quantize_per_channel_default_42" [label="(120,)", style=solid]; +"341 _2_zero_point_6" -> "343 dequantize_per_channel_default_42" [label="(120,)", style=solid]; +"342 quantize_per_channel_default_42" -> "343 dequantize_per_channel_default_42" [label=None, style=solid]; +"343 dequantize_per_channel_default_42" -> "345 conv2d_27" [label=None, style=solid]; +"344 features_7_block_1_0_weight_bias" -> "345 conv2d_27" [label="(120,)", style=solid]; +"345 conv2d_27" -> "346 hardswish__8" [label="(1, 120, 14, 14)", style=solid]; +"346 hardswish__8" -> "347 quantize_per_tensor_default_24" [label="(1, 120, 14, 14)", style=solid]; +"347 quantize_per_tensor_default_24" -> "348 dequantize_per_tensor_default_24" [label=None, style=solid]; +"347 quantize_per_tensor_default_24" -> "349 dequantize_per_tensor_default_60" [label=None, style=solid]; +"348 dequantize_per_tensor_default_24" -> "350 adaptive_avg_pool2d_4" [label=None, style=solid]; +"349 dequantize_per_tensor_default_60" -> "357 mul_4" [label=None, style=solid]; +"350 adaptive_avg_pool2d_4" -> "351 conv2d_28" [label="(1, 120, 1, 1)", style=solid]; +"351 conv2d_28" -> "352 relu_4" [label="(1, 32, 1, 1)", style=solid]; +"352 relu_4" -> "353 conv2d_29" [label="(1, 32, 1, 1)", style=solid]; +"353 conv2d_29" -> "354 hardsigmoid_4" [label="(1, 120, 1, 1)", style=solid]; +"354 hardsigmoid_4" -> "355 quantize_per_tensor_default_25" [label="(1, 120, 1, 1)", style=solid]; +"355 quantize_per_tensor_default_25" -> "356 dequantize_per_tensor_default_25" [label=None, style=solid]; +"356 dequantize_per_tensor_default_25" -> "357 mul_4" [label=None, style=solid]; +"357 mul_4" -> "358 quantize_per_tensor_default_26" [label="(1, 120, 14, 14)", style=solid]; +"358 quantize_per_tensor_default_26" -> "359 dequantize_per_tensor_default_26" [label=None, style=solid]; +"359 dequantize_per_tensor_default_26" -> "361 conv2d_30" [label=None, style=solid]; +"360 features_7_block_3_0_weight_bias" -> "361 conv2d_30" [label="(48,)", style=solid]; +"361 conv2d_30" -> "362 quantize_per_tensor_default_27" [label="(1, 48, 14, 14)", style=solid]; +"362 quantize_per_tensor_default_27" -> "363 dequantize_per_tensor_default_62" [label=None, style=solid]; +"362 quantize_per_tensor_default_27" -> "364 dequantize_per_tensor_default_61" [label=None, style=solid]; +"363 dequantize_per_tensor_default_62" -> "392 add__3" [label=None, style=solid]; +"364 dequantize_per_tensor_default_61" -> "366 conv2d_31" [label=None, style=solid]; +"365 features_8_block_0_0_weight_bias" -> "366 conv2d_31" [label="(144,)", style=solid]; +"366 conv2d_31" -> "367 hardswish__9" [label="(1, 144, 14, 14)", style=solid]; +"367 hardswish__9" -> "370 quantize_per_channel_default_43" [label="(1, 144, 14, 14)", style=solid]; +"368 _2_scale_7" -> "370 quantize_per_channel_default_43" [label="(144,)", style=solid]; +"368 _2_scale_7" -> "371 dequantize_per_channel_default_43" [label="(144,)", style=solid]; +"369 _2_zero_point_7" -> "370 quantize_per_channel_default_43" [label="(144,)", style=solid]; +"369 _2_zero_point_7" -> "371 dequantize_per_channel_default_43" [label="(144,)", style=solid]; +"370 quantize_per_channel_default_43" -> "371 dequantize_per_channel_default_43" [label=None, style=solid]; +"371 dequantize_per_channel_default_43" -> "373 conv2d_32" [label=None, style=solid]; +"372 features_8_block_1_0_weight_bias" -> "373 conv2d_32" [label="(144,)", style=solid]; +"373 conv2d_32" -> "374 hardswish__10" [label="(1, 144, 14, 14)", style=solid]; +"374 hardswish__10" -> "375 quantize_per_tensor_default_28" [label="(1, 144, 14, 14)", style=solid]; +"375 quantize_per_tensor_default_28" -> "376 dequantize_per_tensor_default_28" [label=None, style=solid]; +"375 quantize_per_tensor_default_28" -> "377 dequantize_per_tensor_default_63" [label=None, style=solid]; +"376 dequantize_per_tensor_default_28" -> "378 adaptive_avg_pool2d_5" [label=None, style=solid]; +"377 dequantize_per_tensor_default_63" -> "385 mul_5" [label=None, style=solid]; +"378 adaptive_avg_pool2d_5" -> "379 conv2d_33" [label="(1, 144, 1, 1)", style=solid]; +"379 conv2d_33" -> "380 relu_5" [label="(1, 40, 1, 1)", style=solid]; +"380 relu_5" -> "381 conv2d_34" [label="(1, 40, 1, 1)", style=solid]; +"381 conv2d_34" -> "382 hardsigmoid_5" [label="(1, 144, 1, 1)", style=solid]; +"382 hardsigmoid_5" -> "383 quantize_per_tensor_default_29" [label="(1, 144, 1, 1)", style=solid]; +"383 quantize_per_tensor_default_29" -> "384 dequantize_per_tensor_default_29" [label=None, style=solid]; +"384 dequantize_per_tensor_default_29" -> "385 mul_5" [label=None, style=solid]; +"385 mul_5" -> "386 quantize_per_tensor_default_30" [label="(1, 144, 14, 14)", style=solid]; +"386 quantize_per_tensor_default_30" -> "387 dequantize_per_tensor_default_30" [label=None, style=solid]; +"387 dequantize_per_tensor_default_30" -> "389 conv2d_35" [label=None, style=solid]; +"388 features_8_block_3_0_weight_bias" -> "389 conv2d_35" [label="(48,)", style=solid]; +"389 conv2d_35" -> "390 quantize_per_tensor_default_31" [label="(1, 48, 14, 14)", style=solid]; +"390 quantize_per_tensor_default_31" -> "391 dequantize_per_tensor_default_31" [label=None, style=solid]; +"391 dequantize_per_tensor_default_31" -> "392 add__3" [label=None, style=solid]; +"392 add__3" -> "393 quantize_per_tensor_default_32" [label="(1, 48, 14, 14)", style=solid]; +"393 quantize_per_tensor_default_32" -> "394 dequantize_per_tensor_default_32" [label=None, style=solid]; +"394 dequantize_per_tensor_default_32" -> "396 conv2d_36" [label=None, style=solid]; +"395 features_9_block_0_0_weight_bias" -> "396 conv2d_36" [label="(288,)", style=solid]; +"396 conv2d_36" -> "397 hardswish__11" [label="(1, 288, 14, 14)", style=solid]; +"397 hardswish__11" -> "400 quantize_per_channel_default_44" [label="(1, 288, 14, 14)", style=solid]; +"398 _2_scale_8" -> "400 quantize_per_channel_default_44" [label="(288,)", style=solid]; +"398 _2_scale_8" -> "401 dequantize_per_channel_default_44" [label="(288,)", style=solid]; +"399 _2_zero_point_8" -> "400 quantize_per_channel_default_44" [label="(288,)", style=solid]; +"399 _2_zero_point_8" -> "401 dequantize_per_channel_default_44" [label="(288,)", style=solid]; +"400 quantize_per_channel_default_44" -> "401 dequantize_per_channel_default_44" [label=None, style=solid]; +"401 dequantize_per_channel_default_44" -> "403 conv2d_37" [label=None, style=solid]; +"402 features_9_block_1_0_weight_bias" -> "403 conv2d_37" [label="(288,)", style=solid]; +"403 conv2d_37" -> "404 hardswish__12" [label="(1, 288, 7, 7)", style=solid]; +"404 hardswish__12" -> "405 quantize_per_tensor_default_33" [label="(1, 288, 7, 7)", style=solid]; +"405 quantize_per_tensor_default_33" -> "406 dequantize_per_tensor_default_33" [label=None, style=solid]; +"405 quantize_per_tensor_default_33" -> "407 dequantize_per_tensor_default_64" [label=None, style=solid]; +"406 dequantize_per_tensor_default_33" -> "408 adaptive_avg_pool2d_6" [label=None, style=solid]; +"407 dequantize_per_tensor_default_64" -> "415 mul_6" [label=None, style=solid]; +"408 adaptive_avg_pool2d_6" -> "409 conv2d_38" [label="(1, 288, 1, 1)", style=solid]; +"409 conv2d_38" -> "410 relu_6" [label="(1, 72, 1, 1)", style=solid]; +"410 relu_6" -> "411 conv2d_39" [label="(1, 72, 1, 1)", style=solid]; +"411 conv2d_39" -> "412 hardsigmoid_6" [label="(1, 288, 1, 1)", style=solid]; +"412 hardsigmoid_6" -> "413 quantize_per_tensor_default_34" [label="(1, 288, 1, 1)", style=solid]; +"413 quantize_per_tensor_default_34" -> "414 dequantize_per_tensor_default_34" [label=None, style=solid]; +"414 dequantize_per_tensor_default_34" -> "415 mul_6" [label=None, style=solid]; +"415 mul_6" -> "416 quantize_per_tensor_default_35" [label="(1, 288, 7, 7)", style=solid]; +"416 quantize_per_tensor_default_35" -> "417 dequantize_per_tensor_default_35" [label=None, style=solid]; +"417 dequantize_per_tensor_default_35" -> "419 conv2d_40" [label=None, style=solid]; +"418 features_9_block_3_0_weight_bias" -> "419 conv2d_40" [label="(96,)", style=solid]; +"419 conv2d_40" -> "420 quantize_per_tensor_default_36" [label="(1, 96, 7, 7)", style=solid]; +"420 quantize_per_tensor_default_36" -> "421 dequantize_per_tensor_default_66" [label=None, style=solid]; +"420 quantize_per_tensor_default_36" -> "422 dequantize_per_tensor_default_65" [label=None, style=solid]; +"421 dequantize_per_tensor_default_66" -> "450 add__4" [label=None, style=solid]; +"422 dequantize_per_tensor_default_65" -> "424 conv2d_41" [label=None, style=solid]; +"423 features_10_block_0_0_weight_bias" -> "424 conv2d_41" [label="(576,)", style=solid]; +"424 conv2d_41" -> "425 hardswish__13" [label="(1, 576, 7, 7)", style=solid]; +"425 hardswish__13" -> "428 quantize_per_channel_default_45" [label="(1, 576, 7, 7)", style=solid]; +"426 _2_scale_9" -> "428 quantize_per_channel_default_45" [label="(576,)", style=solid]; +"426 _2_scale_9" -> "429 dequantize_per_channel_default_45" [label="(576,)", style=solid]; +"427 _2_zero_point_9" -> "428 quantize_per_channel_default_45" [label="(576,)", style=solid]; +"427 _2_zero_point_9" -> "429 dequantize_per_channel_default_45" [label="(576,)", style=solid]; +"428 quantize_per_channel_default_45" -> "429 dequantize_per_channel_default_45" [label=None, style=solid]; +"429 dequantize_per_channel_default_45" -> "431 conv2d_42" [label=None, style=solid]; +"430 features_10_block_1_0_weight_bias" -> "431 conv2d_42" [label="(576,)", style=solid]; +"431 conv2d_42" -> "432 hardswish__14" [label="(1, 576, 7, 7)", style=solid]; +"432 hardswish__14" -> "433 quantize_per_tensor_default_37" [label="(1, 576, 7, 7)", style=solid]; +"433 quantize_per_tensor_default_37" -> "434 dequantize_per_tensor_default_37" [label=None, style=solid]; +"433 quantize_per_tensor_default_37" -> "435 dequantize_per_tensor_default_67" [label=None, style=solid]; +"434 dequantize_per_tensor_default_37" -> "436 adaptive_avg_pool2d_7" [label=None, style=solid]; +"435 dequantize_per_tensor_default_67" -> "443 mul_7" [label=None, style=solid]; +"436 adaptive_avg_pool2d_7" -> "437 conv2d_43" [label="(1, 576, 1, 1)", style=solid]; +"437 conv2d_43" -> "438 relu_7" [label="(1, 144, 1, 1)", style=solid]; +"438 relu_7" -> "439 conv2d_44" [label="(1, 144, 1, 1)", style=solid]; +"439 conv2d_44" -> "440 hardsigmoid_7" [label="(1, 576, 1, 1)", style=solid]; +"440 hardsigmoid_7" -> "441 quantize_per_tensor_default_38" [label="(1, 576, 1, 1)", style=solid]; +"441 quantize_per_tensor_default_38" -> "442 dequantize_per_tensor_default_38" [label=None, style=solid]; +"442 dequantize_per_tensor_default_38" -> "443 mul_7" [label=None, style=solid]; +"443 mul_7" -> "444 quantize_per_tensor_default_39" [label="(1, 576, 7, 7)", style=solid]; +"444 quantize_per_tensor_default_39" -> "445 dequantize_per_tensor_default_39" [label=None, style=solid]; +"445 dequantize_per_tensor_default_39" -> "447 conv2d_45" [label=None, style=solid]; +"446 features_10_block_3_0_weight_bias" -> "447 conv2d_45" [label="(96,)", style=solid]; +"447 conv2d_45" -> "448 quantize_per_tensor_default_40" [label="(1, 96, 7, 7)", style=solid]; +"448 quantize_per_tensor_default_40" -> "449 dequantize_per_tensor_default_40" [label=None, style=solid]; +"449 dequantize_per_tensor_default_40" -> "450 add__4" [label=None, style=solid]; +"450 add__4" -> "451 quantize_per_tensor_default_41" [label="(1, 96, 7, 7)", style=solid]; +"451 quantize_per_tensor_default_41" -> "452 dequantize_per_tensor_default_69" [label=None, style=solid]; +"451 quantize_per_tensor_default_41" -> "453 dequantize_per_tensor_default_68" [label=None, style=solid]; +"452 dequantize_per_tensor_default_69" -> "481 add__5" [label=None, style=solid]; +"453 dequantize_per_tensor_default_68" -> "455 conv2d_46" [label=None, style=solid]; +"454 features_11_block_0_0_weight_bias" -> "455 conv2d_46" [label="(576,)", style=solid]; +"455 conv2d_46" -> "456 hardswish__15" [label="(1, 576, 7, 7)", style=solid]; +"456 hardswish__15" -> "459 quantize_per_channel_default_46" [label="(1, 576, 7, 7)", style=solid]; +"457 _2_scale_10" -> "459 quantize_per_channel_default_46" [label="(576,)", style=solid]; +"457 _2_scale_10" -> "460 dequantize_per_channel_default_46" [label="(576,)", style=solid]; +"458 _2_zero_point_10" -> "459 quantize_per_channel_default_46" [label="(576,)", style=solid]; +"458 _2_zero_point_10" -> "460 dequantize_per_channel_default_46" [label="(576,)", style=solid]; +"459 quantize_per_channel_default_46" -> "460 dequantize_per_channel_default_46" [label=None, style=solid]; +"460 dequantize_per_channel_default_46" -> "462 conv2d_47" [label=None, style=solid]; +"461 features_11_block_1_0_weight_bias" -> "462 conv2d_47" [label="(576,)", style=solid]; +"462 conv2d_47" -> "463 hardswish__16" [label="(1, 576, 7, 7)", style=solid]; +"463 hardswish__16" -> "464 quantize_per_tensor_default_42" [label="(1, 576, 7, 7)", style=solid]; +"464 quantize_per_tensor_default_42" -> "465 dequantize_per_tensor_default_42" [label=None, style=solid]; +"464 quantize_per_tensor_default_42" -> "466 dequantize_per_tensor_default_70" [label=None, style=solid]; +"465 dequantize_per_tensor_default_42" -> "467 adaptive_avg_pool2d_8" [label=None, style=solid]; +"466 dequantize_per_tensor_default_70" -> "474 mul_8" [label=None, style=solid]; +"467 adaptive_avg_pool2d_8" -> "468 conv2d_48" [label="(1, 576, 1, 1)", style=solid]; +"468 conv2d_48" -> "469 relu_8" [label="(1, 144, 1, 1)", style=solid]; +"469 relu_8" -> "470 conv2d_49" [label="(1, 144, 1, 1)", style=solid]; +"470 conv2d_49" -> "471 hardsigmoid_8" [label="(1, 576, 1, 1)", style=solid]; +"471 hardsigmoid_8" -> "472 quantize_per_tensor_default_43" [label="(1, 576, 1, 1)", style=solid]; +"472 quantize_per_tensor_default_43" -> "473 dequantize_per_tensor_default_43" [label=None, style=solid]; +"473 dequantize_per_tensor_default_43" -> "474 mul_8" [label=None, style=solid]; +"474 mul_8" -> "475 quantize_per_tensor_default_44" [label="(1, 576, 7, 7)", style=solid]; +"475 quantize_per_tensor_default_44" -> "476 dequantize_per_tensor_default_44" [label=None, style=solid]; +"476 dequantize_per_tensor_default_44" -> "478 conv2d_50" [label=None, style=solid]; +"477 features_11_block_3_0_weight_bias" -> "478 conv2d_50" [label="(96,)", style=solid]; +"478 conv2d_50" -> "479 quantize_per_tensor_default_45" [label="(1, 96, 7, 7)", style=solid]; +"479 quantize_per_tensor_default_45" -> "480 dequantize_per_tensor_default_45" [label=None, style=solid]; +"480 dequantize_per_tensor_default_45" -> "481 add__5" [label=None, style=solid]; +"481 add__5" -> "482 quantize_per_tensor_default_46" [label="(1, 96, 7, 7)", style=solid]; +"482 quantize_per_tensor_default_46" -> "483 dequantize_per_tensor_default_46" [label=None, style=solid]; +"483 dequantize_per_tensor_default_46" -> "485 conv2d_51" [label=None, style=solid]; +"484 features_12_0_weight_bias" -> "485 conv2d_51" [label="(576,)", style=solid]; +"485 conv2d_51" -> "486 hardswish__17" [label="(1, 576, 7, 7)", style=solid]; +"486 hardswish__17" -> "487 quantize_per_tensor_default_47" [label="(1, 576, 7, 7)", style=solid]; +"487 quantize_per_tensor_default_47" -> "488 dequantize_per_tensor_default_47" [label=None, style=solid]; +"488 dequantize_per_tensor_default_47" -> "489 adaptive_avg_pool2d_9" [label=None, style=solid]; +"489 adaptive_avg_pool2d_9" -> "490 quantize_per_tensor_default_48" [label="(1, 576, 1, 1)", style=solid]; +"490 quantize_per_tensor_default_48" -> "491 dequantize_per_tensor_default_48" [label=None, style=solid]; +"491 dequantize_per_tensor_default_48" -> "492 flatten" [label=None, style=solid]; +"492 flatten" -> "493 linear" [label="(1, 576)", style=solid]; +"493 linear" -> "494 hardswish__18" [label="(1, 1024)", style=solid]; +"494 hardswish__18" -> "495 quantize_per_tensor_default_49" [label="(1, 1024)", style=solid]; +"495 quantize_per_tensor_default_49" -> "496 dequantize_per_tensor_default_49" [label=None, style=solid]; +"496 dequantize_per_tensor_default_49" -> "497 dropout_" [label=None, style=solid]; +"497 dropout_" -> "498 linear_1" [label="(1, 1024)", style=solid]; +"498 linear_1" -> "499 output_1" [label="(1, 1000)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/resnet18.dot b/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/resnet18.dot new file mode 100644 index 00000000000..8b57fcd27eb --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/resnet18.dot @@ -0,0 +1,455 @@ +strict digraph { +"0 _scale_0" [id=0, type=get_attr]; +"1 _zero_point_0" [id=1, type=get_attr]; +"2 _frozen_param0" [id=2, type=get_attr]; +"3 dequantize_per_channel_default" [id=3, type=dequantize_per_channel]; +"4 _scale_1" [id=4, type=get_attr]; +"5 _zero_point_1" [id=5, type=get_attr]; +"6 _frozen_param1" [id=6, type=get_attr]; +"7 dequantize_per_channel_default_1" [id=7, type=dequantize_per_channel]; +"8 _scale_2" [id=8, type=get_attr]; +"9 _zero_point_2" [id=9, type=get_attr]; +"10 _frozen_param2" [id=10, type=get_attr]; +"11 dequantize_per_channel_default_2" [id=11, type=dequantize_per_channel]; +"12 _scale_3" [id=12, type=get_attr]; +"13 _zero_point_3" [id=13, type=get_attr]; +"14 _frozen_param3" [id=14, type=get_attr]; +"15 dequantize_per_channel_default_3" [id=15, type=dequantize_per_channel]; +"16 _scale_4" [id=16, type=get_attr]; +"17 _zero_point_4" [id=17, type=get_attr]; +"18 _frozen_param4" [id=18, type=get_attr]; +"19 dequantize_per_channel_default_4" [id=19, type=dequantize_per_channel]; +"20 _scale_5" [id=20, type=get_attr]; +"21 _zero_point_5" [id=21, type=get_attr]; +"22 _frozen_param5" [id=22, type=get_attr]; +"23 dequantize_per_channel_default_5" [id=23, type=dequantize_per_channel]; +"24 _scale_6" [id=24, type=get_attr]; +"25 _zero_point_6" [id=25, type=get_attr]; +"26 _frozen_param6" [id=26, type=get_attr]; +"27 dequantize_per_channel_default_6" [id=27, type=dequantize_per_channel]; +"28 _scale_7" [id=28, type=get_attr]; +"29 _zero_point_7" [id=29, type=get_attr]; +"30 _frozen_param7" [id=30, type=get_attr]; +"31 dequantize_per_channel_default_7" [id=31, type=dequantize_per_channel]; +"32 _scale_8" [id=32, type=get_attr]; +"33 _zero_point_8" [id=33, type=get_attr]; +"34 _frozen_param8" [id=34, type=get_attr]; +"35 dequantize_per_channel_default_8" [id=35, type=dequantize_per_channel]; +"36 _scale_9" [id=36, type=get_attr]; +"37 _zero_point_9" [id=37, type=get_attr]; +"38 _frozen_param9" [id=38, type=get_attr]; +"39 dequantize_per_channel_default_9" [id=39, type=dequantize_per_channel]; +"40 _scale_10" [id=40, type=get_attr]; +"41 _zero_point_10" [id=41, type=get_attr]; +"42 _frozen_param10" [id=42, type=get_attr]; +"43 dequantize_per_channel_default_10" [id=43, type=dequantize_per_channel]; +"44 _scale_11" [id=44, type=get_attr]; +"45 _zero_point_11" [id=45, type=get_attr]; +"46 _frozen_param11" [id=46, type=get_attr]; +"47 dequantize_per_channel_default_11" [id=47, type=dequantize_per_channel]; +"48 _scale_12" [id=48, type=get_attr]; +"49 _zero_point_12" [id=49, type=get_attr]; +"50 _frozen_param12" [id=50, type=get_attr]; +"51 dequantize_per_channel_default_12" [id=51, type=dequantize_per_channel]; +"52 _scale_13" [id=52, type=get_attr]; +"53 _zero_point_13" [id=53, type=get_attr]; +"54 _frozen_param13" [id=54, type=get_attr]; +"55 dequantize_per_channel_default_13" [id=55, type=dequantize_per_channel]; +"56 _scale_14" [id=56, type=get_attr]; +"57 _zero_point_14" [id=57, type=get_attr]; +"58 _frozen_param14" [id=58, type=get_attr]; +"59 dequantize_per_channel_default_14" [id=59, type=dequantize_per_channel]; +"60 _scale_15" [id=60, type=get_attr]; +"61 _zero_point_15" [id=61, type=get_attr]; +"62 _frozen_param15" [id=62, type=get_attr]; +"63 dequantize_per_channel_default_15" [id=63, type=dequantize_per_channel]; +"64 _scale_16" [id=64, type=get_attr]; +"65 _zero_point_16" [id=65, type=get_attr]; +"66 _frozen_param16" [id=66, type=get_attr]; +"67 dequantize_per_channel_default_16" [id=67, type=dequantize_per_channel]; +"68 _scale_17" [id=68, type=get_attr]; +"69 _zero_point_17" [id=69, type=get_attr]; +"70 _frozen_param17" [id=70, type=get_attr]; +"71 dequantize_per_channel_default_17" [id=71, type=dequantize_per_channel]; +"72 _scale_18" [id=72, type=get_attr]; +"73 _zero_point_18" [id=73, type=get_attr]; +"74 _frozen_param18" [id=74, type=get_attr]; +"75 dequantize_per_channel_default_18" [id=75, type=dequantize_per_channel]; +"76 _scale_19" [id=76, type=get_attr]; +"77 _zero_point_19" [id=77, type=get_attr]; +"78 _frozen_param19" [id=78, type=get_attr]; +"79 dequantize_per_channel_default_19" [id=79, type=dequantize_per_channel]; +"80 _scale_20" [id=80, type=get_attr]; +"81 _zero_point_20" [id=81, type=get_attr]; +"82 _frozen_param20" [id=82, type=get_attr]; +"83 dequantize_per_channel_default_20" [id=83, type=dequantize_per_channel]; +"84 fc_bias" [id=84, type=get_attr]; +"85 x" [id=85, type=input]; +"86 quantize_per_tensor_default" [id=86, type=quantize_per_tensor]; +"87 dequantize_per_tensor_default" [id=87, type=dequantize_per_tensor]; +"88 conv1_weight_bias" [id=88, type=get_attr]; +"89 conv2d" [id=89, type=conv2d]; +"90 relu_" [id=90, type=relu_]; +"91 quantize_per_tensor_default_1" [id=91, type=quantize_per_tensor]; +"92 dequantize_per_tensor_default_1" [id=92, type=dequantize_per_tensor]; +"93 max_pool2d" [id=93, type=max_pool2d]; +"94 layer1_0_conv1_weight_bias" [id=94, type=get_attr]; +"95 conv2d_1" [id=95, type=conv2d]; +"96 relu__1" [id=96, type=relu_]; +"97 quantize_per_tensor_default_2" [id=97, type=quantize_per_tensor]; +"98 dequantize_per_tensor_default_2" [id=98, type=dequantize_per_tensor]; +"99 layer1_0_conv2_weight_bias" [id=99, type=get_attr]; +"100 conv2d_2" [id=100, type=conv2d]; +"101 quantize_per_tensor_default_3" [id=101, type=quantize_per_tensor]; +"102 dequantize_per_tensor_default_3" [id=102, type=dequantize_per_tensor]; +"103 add_" [id=103, type=add_]; +"104 relu__2" [id=104, type=relu_]; +"105 quantize_per_tensor_default_4" [id=105, type=quantize_per_tensor]; +"106 dequantize_per_tensor_default_4" [id=106, type=dequantize_per_tensor]; +"107 dequantize_per_tensor_default_30" [id=107, type=dequantize_per_tensor]; +"108 layer1_1_conv1_weight_bias" [id=108, type=get_attr]; +"109 conv2d_3" [id=109, type=conv2d]; +"110 relu__3" [id=110, type=relu_]; +"111 quantize_per_tensor_default_5" [id=111, type=quantize_per_tensor]; +"112 dequantize_per_tensor_default_5" [id=112, type=dequantize_per_tensor]; +"113 layer1_1_conv2_weight_bias" [id=113, type=get_attr]; +"114 conv2d_4" [id=114, type=conv2d]; +"115 quantize_per_tensor_default_6" [id=115, type=quantize_per_tensor]; +"116 dequantize_per_tensor_default_6" [id=116, type=dequantize_per_tensor]; +"117 add__1" [id=117, type=add_]; +"118 relu__4" [id=118, type=relu_]; +"119 quantize_per_tensor_default_7" [id=119, type=quantize_per_tensor]; +"120 dequantize_per_tensor_default_32" [id=120, type=dequantize_per_tensor]; +"121 dequantize_per_tensor_default_31" [id=121, type=dequantize_per_tensor]; +"122 layer2_0_conv1_weight_bias" [id=122, type=get_attr]; +"123 conv2d_5" [id=123, type=conv2d]; +"124 relu__5" [id=124, type=relu_]; +"125 quantize_per_tensor_default_8" [id=125, type=quantize_per_tensor]; +"126 dequantize_per_tensor_default_8" [id=126, type=dequantize_per_tensor]; +"127 layer2_0_conv2_weight_bias" [id=127, type=get_attr]; +"128 conv2d_6" [id=128, type=conv2d]; +"129 quantize_per_tensor_default_9" [id=129, type=quantize_per_tensor]; +"130 dequantize_per_tensor_default_9" [id=130, type=dequantize_per_tensor]; +"131 layer2_0_downsample_0_weight_bias" [id=131, type=get_attr]; +"132 conv2d_7" [id=132, type=conv2d]; +"133 quantize_per_tensor_default_10" [id=133, type=quantize_per_tensor]; +"134 dequantize_per_tensor_default_10" [id=134, type=dequantize_per_tensor]; +"135 add__2" [id=135, type=add_]; +"136 relu__6" [id=136, type=relu_]; +"137 quantize_per_tensor_default_11" [id=137, type=quantize_per_tensor]; +"138 dequantize_per_tensor_default_11" [id=138, type=dequantize_per_tensor]; +"139 dequantize_per_tensor_default_33" [id=139, type=dequantize_per_tensor]; +"140 layer2_1_conv1_weight_bias" [id=140, type=get_attr]; +"141 conv2d_8" [id=141, type=conv2d]; +"142 relu__7" [id=142, type=relu_]; +"143 quantize_per_tensor_default_12" [id=143, type=quantize_per_tensor]; +"144 dequantize_per_tensor_default_12" [id=144, type=dequantize_per_tensor]; +"145 layer2_1_conv2_weight_bias" [id=145, type=get_attr]; +"146 conv2d_9" [id=146, type=conv2d]; +"147 quantize_per_tensor_default_13" [id=147, type=quantize_per_tensor]; +"148 dequantize_per_tensor_default_13" [id=148, type=dequantize_per_tensor]; +"149 add__3" [id=149, type=add_]; +"150 relu__8" [id=150, type=relu_]; +"151 quantize_per_tensor_default_14" [id=151, type=quantize_per_tensor]; +"152 dequantize_per_tensor_default_35" [id=152, type=dequantize_per_tensor]; +"153 dequantize_per_tensor_default_34" [id=153, type=dequantize_per_tensor]; +"154 layer3_0_conv1_weight_bias" [id=154, type=get_attr]; +"155 conv2d_10" [id=155, type=conv2d]; +"156 relu__9" [id=156, type=relu_]; +"157 quantize_per_tensor_default_15" [id=157, type=quantize_per_tensor]; +"158 dequantize_per_tensor_default_15" [id=158, type=dequantize_per_tensor]; +"159 layer3_0_conv2_weight_bias" [id=159, type=get_attr]; +"160 conv2d_11" [id=160, type=conv2d]; +"161 quantize_per_tensor_default_16" [id=161, type=quantize_per_tensor]; +"162 dequantize_per_tensor_default_16" [id=162, type=dequantize_per_tensor]; +"163 layer3_0_downsample_0_weight_bias" [id=163, type=get_attr]; +"164 conv2d_12" [id=164, type=conv2d]; +"165 quantize_per_tensor_default_17" [id=165, type=quantize_per_tensor]; +"166 dequantize_per_tensor_default_17" [id=166, type=dequantize_per_tensor]; +"167 add__4" [id=167, type=add_]; +"168 relu__10" [id=168, type=relu_]; +"169 quantize_per_tensor_default_18" [id=169, type=quantize_per_tensor]; +"170 dequantize_per_tensor_default_18" [id=170, type=dequantize_per_tensor]; +"171 dequantize_per_tensor_default_36" [id=171, type=dequantize_per_tensor]; +"172 layer3_1_conv1_weight_bias" [id=172, type=get_attr]; +"173 conv2d_13" [id=173, type=conv2d]; +"174 relu__11" [id=174, type=relu_]; +"175 quantize_per_tensor_default_19" [id=175, type=quantize_per_tensor]; +"176 dequantize_per_tensor_default_19" [id=176, type=dequantize_per_tensor]; +"177 layer3_1_conv2_weight_bias" [id=177, type=get_attr]; +"178 conv2d_14" [id=178, type=conv2d]; +"179 quantize_per_tensor_default_20" [id=179, type=quantize_per_tensor]; +"180 dequantize_per_tensor_default_20" [id=180, type=dequantize_per_tensor]; +"181 add__5" [id=181, type=add_]; +"182 relu__12" [id=182, type=relu_]; +"183 quantize_per_tensor_default_21" [id=183, type=quantize_per_tensor]; +"184 dequantize_per_tensor_default_38" [id=184, type=dequantize_per_tensor]; +"185 dequantize_per_tensor_default_37" [id=185, type=dequantize_per_tensor]; +"186 layer4_0_conv1_weight_bias" [id=186, type=get_attr]; +"187 conv2d_15" [id=187, type=conv2d]; +"188 relu__13" [id=188, type=relu_]; +"189 quantize_per_tensor_default_22" [id=189, type=quantize_per_tensor]; +"190 dequantize_per_tensor_default_22" [id=190, type=dequantize_per_tensor]; +"191 layer4_0_conv2_weight_bias" [id=191, type=get_attr]; +"192 conv2d_16" [id=192, type=conv2d]; +"193 quantize_per_tensor_default_23" [id=193, type=quantize_per_tensor]; +"194 dequantize_per_tensor_default_23" [id=194, type=dequantize_per_tensor]; +"195 layer4_0_downsample_0_weight_bias" [id=195, type=get_attr]; +"196 conv2d_17" [id=196, type=conv2d]; +"197 quantize_per_tensor_default_24" [id=197, type=quantize_per_tensor]; +"198 dequantize_per_tensor_default_24" [id=198, type=dequantize_per_tensor]; +"199 add__6" [id=199, type=add_]; +"200 relu__14" [id=200, type=relu_]; +"201 quantize_per_tensor_default_25" [id=201, type=quantize_per_tensor]; +"202 dequantize_per_tensor_default_25" [id=202, type=dequantize_per_tensor]; +"203 dequantize_per_tensor_default_39" [id=203, type=dequantize_per_tensor]; +"204 layer4_1_conv1_weight_bias" [id=204, type=get_attr]; +"205 conv2d_18" [id=205, type=conv2d]; +"206 relu__15" [id=206, type=relu_]; +"207 quantize_per_tensor_default_26" [id=207, type=quantize_per_tensor]; +"208 dequantize_per_tensor_default_26" [id=208, type=dequantize_per_tensor]; +"209 layer4_1_conv2_weight_bias" [id=209, type=get_attr]; +"210 conv2d_19" [id=210, type=conv2d]; +"211 quantize_per_tensor_default_27" [id=211, type=quantize_per_tensor]; +"212 dequantize_per_tensor_default_27" [id=212, type=dequantize_per_tensor]; +"213 add__7" [id=213, type=add_]; +"214 relu__16" [id=214, type=relu_]; +"215 quantize_per_tensor_default_28" [id=215, type=quantize_per_tensor]; +"216 dequantize_per_tensor_default_28" [id=216, type=dequantize_per_tensor]; +"217 adaptive_avg_pool2d" [id=217, type=adaptive_avg_pool2d]; +"218 quantize_per_tensor_default_29" [id=218, type=quantize_per_tensor]; +"219 dequantize_per_tensor_default_29" [id=219, type=dequantize_per_tensor]; +"220 flatten" [id=220, type=flatten]; +"221 linear" [id=221, type=linear]; +"222 output_1" [id=222, type=output]; +"0 _scale_0" -> "3 dequantize_per_channel_default" [label="(64,)", style=solid]; +"1 _zero_point_0" -> "3 dequantize_per_channel_default" [label="(64,)", style=solid]; +"2 _frozen_param0" -> "3 dequantize_per_channel_default" [label="(64, 3, 7, 7)", style=solid]; +"3 dequantize_per_channel_default" -> "89 conv2d" [label=None, style=solid]; +"4 _scale_1" -> "7 dequantize_per_channel_default_1" [label="(64,)", style=solid]; +"5 _zero_point_1" -> "7 dequantize_per_channel_default_1" [label="(64,)", style=solid]; +"6 _frozen_param1" -> "7 dequantize_per_channel_default_1" [label="(64, 64, 3, 3)", style=solid]; +"7 dequantize_per_channel_default_1" -> "95 conv2d_1" [label=None, style=solid]; +"8 _scale_2" -> "11 dequantize_per_channel_default_2" [label="(64,)", style=solid]; +"9 _zero_point_2" -> "11 dequantize_per_channel_default_2" [label="(64,)", style=solid]; +"10 _frozen_param2" -> "11 dequantize_per_channel_default_2" [label="(64, 64, 3, 3)", style=solid]; +"11 dequantize_per_channel_default_2" -> "100 conv2d_2" [label=None, style=solid]; +"12 _scale_3" -> "15 dequantize_per_channel_default_3" [label="(64,)", style=solid]; +"13 _zero_point_3" -> "15 dequantize_per_channel_default_3" [label="(64,)", style=solid]; +"14 _frozen_param3" -> "15 dequantize_per_channel_default_3" [label="(64, 64, 3, 3)", style=solid]; +"15 dequantize_per_channel_default_3" -> "109 conv2d_3" [label=None, style=solid]; +"16 _scale_4" -> "19 dequantize_per_channel_default_4" [label="(64,)", style=solid]; +"17 _zero_point_4" -> "19 dequantize_per_channel_default_4" [label="(64,)", style=solid]; +"18 _frozen_param4" -> "19 dequantize_per_channel_default_4" [label="(64, 64, 3, 3)", style=solid]; +"19 dequantize_per_channel_default_4" -> "114 conv2d_4" [label=None, style=solid]; +"20 _scale_5" -> "23 dequantize_per_channel_default_5" [label="(128,)", style=solid]; +"21 _zero_point_5" -> "23 dequantize_per_channel_default_5" [label="(128,)", style=solid]; +"22 _frozen_param5" -> "23 dequantize_per_channel_default_5" [label="(128, 64, 3, 3)", style=solid]; +"23 dequantize_per_channel_default_5" -> "123 conv2d_5" [label=None, style=solid]; +"24 _scale_6" -> "27 dequantize_per_channel_default_6" [label="(128,)", style=solid]; +"25 _zero_point_6" -> "27 dequantize_per_channel_default_6" [label="(128,)", style=solid]; +"26 _frozen_param6" -> "27 dequantize_per_channel_default_6" [label="(128, 128, 3, 3)", style=solid]; +"27 dequantize_per_channel_default_6" -> "128 conv2d_6" [label=None, style=solid]; +"28 _scale_7" -> "31 dequantize_per_channel_default_7" [label="(128,)", style=solid]; +"29 _zero_point_7" -> "31 dequantize_per_channel_default_7" [label="(128,)", style=solid]; +"30 _frozen_param7" -> "31 dequantize_per_channel_default_7" [label="(128, 64, 1, 1)", style=solid]; +"31 dequantize_per_channel_default_7" -> "132 conv2d_7" [label=None, style=solid]; +"32 _scale_8" -> "35 dequantize_per_channel_default_8" [label="(128,)", style=solid]; +"33 _zero_point_8" -> "35 dequantize_per_channel_default_8" [label="(128,)", style=solid]; +"34 _frozen_param8" -> "35 dequantize_per_channel_default_8" [label="(128, 128, 3, 3)", style=solid]; +"35 dequantize_per_channel_default_8" -> "141 conv2d_8" [label=None, style=solid]; +"36 _scale_9" -> "39 dequantize_per_channel_default_9" [label="(128,)", style=solid]; +"37 _zero_point_9" -> "39 dequantize_per_channel_default_9" [label="(128,)", style=solid]; +"38 _frozen_param9" -> "39 dequantize_per_channel_default_9" [label="(128, 128, 3, 3)", style=solid]; +"39 dequantize_per_channel_default_9" -> "146 conv2d_9" [label=None, style=solid]; +"40 _scale_10" -> "43 dequantize_per_channel_default_10" [label="(256,)", style=solid]; +"41 _zero_point_10" -> "43 dequantize_per_channel_default_10" [label="(256,)", style=solid]; +"42 _frozen_param10" -> "43 dequantize_per_channel_default_10" [label="(256, 128, 3, 3)", style=solid]; +"43 dequantize_per_channel_default_10" -> "155 conv2d_10" [label=None, style=solid]; +"44 _scale_11" -> "47 dequantize_per_channel_default_11" [label="(256,)", style=solid]; +"45 _zero_point_11" -> "47 dequantize_per_channel_default_11" [label="(256,)", style=solid]; +"46 _frozen_param11" -> "47 dequantize_per_channel_default_11" [label="(256, 256, 3, 3)", style=solid]; +"47 dequantize_per_channel_default_11" -> "160 conv2d_11" [label=None, style=solid]; +"48 _scale_12" -> "51 dequantize_per_channel_default_12" [label="(256,)", style=solid]; +"49 _zero_point_12" -> "51 dequantize_per_channel_default_12" [label="(256,)", style=solid]; +"50 _frozen_param12" -> "51 dequantize_per_channel_default_12" [label="(256, 128, 1, 1)", style=solid]; +"51 dequantize_per_channel_default_12" -> "164 conv2d_12" [label=None, style=solid]; +"52 _scale_13" -> "55 dequantize_per_channel_default_13" [label="(256,)", style=solid]; +"53 _zero_point_13" -> "55 dequantize_per_channel_default_13" [label="(256,)", style=solid]; +"54 _frozen_param13" -> "55 dequantize_per_channel_default_13" [label="(256, 256, 3, 3)", style=solid]; +"55 dequantize_per_channel_default_13" -> "173 conv2d_13" [label=None, style=solid]; +"56 _scale_14" -> "59 dequantize_per_channel_default_14" [label="(256,)", style=solid]; +"57 _zero_point_14" -> "59 dequantize_per_channel_default_14" [label="(256,)", style=solid]; +"58 _frozen_param14" -> "59 dequantize_per_channel_default_14" [label="(256, 256, 3, 3)", style=solid]; +"59 dequantize_per_channel_default_14" -> "178 conv2d_14" [label=None, style=solid]; +"60 _scale_15" -> "63 dequantize_per_channel_default_15" [label="(512,)", style=solid]; +"61 _zero_point_15" -> "63 dequantize_per_channel_default_15" [label="(512,)", style=solid]; +"62 _frozen_param15" -> "63 dequantize_per_channel_default_15" [label="(512, 256, 3, 3)", style=solid]; +"63 dequantize_per_channel_default_15" -> "187 conv2d_15" [label=None, style=solid]; +"64 _scale_16" -> "67 dequantize_per_channel_default_16" [label="(512,)", style=solid]; +"65 _zero_point_16" -> "67 dequantize_per_channel_default_16" [label="(512,)", style=solid]; +"66 _frozen_param16" -> "67 dequantize_per_channel_default_16" [label="(512, 512, 3, 3)", style=solid]; +"67 dequantize_per_channel_default_16" -> "192 conv2d_16" [label=None, style=solid]; +"68 _scale_17" -> "71 dequantize_per_channel_default_17" [label="(512,)", style=solid]; +"69 _zero_point_17" -> "71 dequantize_per_channel_default_17" [label="(512,)", style=solid]; +"70 _frozen_param17" -> "71 dequantize_per_channel_default_17" [label="(512, 256, 1, 1)", style=solid]; +"71 dequantize_per_channel_default_17" -> "196 conv2d_17" [label=None, style=solid]; +"72 _scale_18" -> "75 dequantize_per_channel_default_18" [label="(512,)", style=solid]; +"73 _zero_point_18" -> "75 dequantize_per_channel_default_18" [label="(512,)", style=solid]; +"74 _frozen_param18" -> "75 dequantize_per_channel_default_18" [label="(512, 512, 3, 3)", style=solid]; +"75 dequantize_per_channel_default_18" -> "205 conv2d_18" [label=None, style=solid]; +"76 _scale_19" -> "79 dequantize_per_channel_default_19" [label="(512,)", style=solid]; +"77 _zero_point_19" -> "79 dequantize_per_channel_default_19" [label="(512,)", style=solid]; +"78 _frozen_param19" -> "79 dequantize_per_channel_default_19" [label="(512, 512, 3, 3)", style=solid]; +"79 dequantize_per_channel_default_19" -> "210 conv2d_19" [label=None, style=solid]; +"80 _scale_20" -> "83 dequantize_per_channel_default_20" [label="(1000,)", style=solid]; +"81 _zero_point_20" -> "83 dequantize_per_channel_default_20" [label="(1000,)", style=solid]; +"82 _frozen_param20" -> "83 dequantize_per_channel_default_20" [label="(1000, 512)", style=solid]; +"83 dequantize_per_channel_default_20" -> "221 linear" [label=None, style=solid]; +"84 fc_bias" -> "221 linear" [label="(1000,)", style=solid]; +"85 x" -> "86 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"86 quantize_per_tensor_default" -> "87 dequantize_per_tensor_default" [label=None, style=solid]; +"87 dequantize_per_tensor_default" -> "89 conv2d" [label=None, style=solid]; +"88 conv1_weight_bias" -> "89 conv2d" [label="(64,)", style=solid]; +"89 conv2d" -> "90 relu_" [label="(1, 64, 112, 112)", style=solid]; +"90 relu_" -> "91 quantize_per_tensor_default_1" [label="(1, 64, 112, 112)", style=solid]; +"91 quantize_per_tensor_default_1" -> "92 dequantize_per_tensor_default_1" [label=None, style=solid]; +"92 dequantize_per_tensor_default_1" -> "93 max_pool2d" [label=None, style=solid]; +"93 max_pool2d" -> "95 conv2d_1" [label="(1, 64, 56, 56)", style=solid]; +"93 max_pool2d" -> "103 add_" [label="(1, 64, 56, 56)", style=solid]; +"94 layer1_0_conv1_weight_bias" -> "95 conv2d_1" [label="(64,)", style=solid]; +"95 conv2d_1" -> "96 relu__1" [label="(1, 64, 56, 56)", style=solid]; +"96 relu__1" -> "97 quantize_per_tensor_default_2" [label="(1, 64, 56, 56)", style=solid]; +"97 quantize_per_tensor_default_2" -> "98 dequantize_per_tensor_default_2" [label=None, style=solid]; +"98 dequantize_per_tensor_default_2" -> "100 conv2d_2" [label=None, style=solid]; +"99 layer1_0_conv2_weight_bias" -> "100 conv2d_2" [label="(64,)", style=solid]; +"100 conv2d_2" -> "101 quantize_per_tensor_default_3" [label="(1, 64, 56, 56)", style=solid]; +"101 quantize_per_tensor_default_3" -> "102 dequantize_per_tensor_default_3" [label=None, style=solid]; +"102 dequantize_per_tensor_default_3" -> "103 add_" [label=None, style=solid]; +"103 add_" -> "104 relu__2" [label="(1, 64, 56, 56)", style=solid]; +"104 relu__2" -> "105 quantize_per_tensor_default_4" [label="(1, 64, 56, 56)", style=solid]; +"105 quantize_per_tensor_default_4" -> "106 dequantize_per_tensor_default_4" [label=None, style=solid]; +"105 quantize_per_tensor_default_4" -> "107 dequantize_per_tensor_default_30" [label=None, style=solid]; +"106 dequantize_per_tensor_default_4" -> "117 add__1" [label=None, style=solid]; +"107 dequantize_per_tensor_default_30" -> "109 conv2d_3" [label=None, style=solid]; +"108 layer1_1_conv1_weight_bias" -> "109 conv2d_3" [label="(64,)", style=solid]; +"109 conv2d_3" -> "110 relu__3" [label="(1, 64, 56, 56)", style=solid]; +"110 relu__3" -> "111 quantize_per_tensor_default_5" [label="(1, 64, 56, 56)", style=solid]; +"111 quantize_per_tensor_default_5" -> "112 dequantize_per_tensor_default_5" [label=None, style=solid]; +"112 dequantize_per_tensor_default_5" -> "114 conv2d_4" [label=None, style=solid]; +"113 layer1_1_conv2_weight_bias" -> "114 conv2d_4" [label="(64,)", style=solid]; +"114 conv2d_4" -> "115 quantize_per_tensor_default_6" [label="(1, 64, 56, 56)", style=solid]; +"115 quantize_per_tensor_default_6" -> "116 dequantize_per_tensor_default_6" [label=None, style=solid]; +"116 dequantize_per_tensor_default_6" -> "117 add__1" [label=None, style=solid]; +"117 add__1" -> "118 relu__4" [label="(1, 64, 56, 56)", style=solid]; +"118 relu__4" -> "119 quantize_per_tensor_default_7" [label="(1, 64, 56, 56)", style=solid]; +"119 quantize_per_tensor_default_7" -> "120 dequantize_per_tensor_default_32" [label=None, style=solid]; +"119 quantize_per_tensor_default_7" -> "121 dequantize_per_tensor_default_31" [label=None, style=solid]; +"120 dequantize_per_tensor_default_32" -> "132 conv2d_7" [label=None, style=solid]; +"121 dequantize_per_tensor_default_31" -> "123 conv2d_5" [label=None, style=solid]; +"122 layer2_0_conv1_weight_bias" -> "123 conv2d_5" [label="(128,)", style=solid]; +"123 conv2d_5" -> "124 relu__5" [label="(1, 128, 28, 28)", style=solid]; +"124 relu__5" -> "125 quantize_per_tensor_default_8" [label="(1, 128, 28, 28)", style=solid]; +"125 quantize_per_tensor_default_8" -> "126 dequantize_per_tensor_default_8" [label=None, style=solid]; +"126 dequantize_per_tensor_default_8" -> "128 conv2d_6" [label=None, style=solid]; +"127 layer2_0_conv2_weight_bias" -> "128 conv2d_6" [label="(128,)", style=solid]; +"128 conv2d_6" -> "129 quantize_per_tensor_default_9" [label="(1, 128, 28, 28)", style=solid]; +"129 quantize_per_tensor_default_9" -> "130 dequantize_per_tensor_default_9" [label=None, style=solid]; +"130 dequantize_per_tensor_default_9" -> "135 add__2" [label=None, style=solid]; +"131 layer2_0_downsample_0_weight_bias" -> "132 conv2d_7" [label="(128,)", style=solid]; +"132 conv2d_7" -> "133 quantize_per_tensor_default_10" [label="(1, 128, 28, 28)", style=solid]; +"133 quantize_per_tensor_default_10" -> "134 dequantize_per_tensor_default_10" [label=None, style=solid]; +"134 dequantize_per_tensor_default_10" -> "135 add__2" [label=None, style=solid]; +"135 add__2" -> "136 relu__6" [label="(1, 128, 28, 28)", style=solid]; +"136 relu__6" -> "137 quantize_per_tensor_default_11" [label="(1, 128, 28, 28)", style=solid]; +"137 quantize_per_tensor_default_11" -> "138 dequantize_per_tensor_default_11" [label=None, style=solid]; +"137 quantize_per_tensor_default_11" -> "139 dequantize_per_tensor_default_33" [label=None, style=solid]; +"138 dequantize_per_tensor_default_11" -> "149 add__3" [label=None, style=solid]; +"139 dequantize_per_tensor_default_33" -> "141 conv2d_8" [label=None, style=solid]; +"140 layer2_1_conv1_weight_bias" -> "141 conv2d_8" [label="(128,)", style=solid]; +"141 conv2d_8" -> "142 relu__7" [label="(1, 128, 28, 28)", style=solid]; +"142 relu__7" -> "143 quantize_per_tensor_default_12" [label="(1, 128, 28, 28)", style=solid]; +"143 quantize_per_tensor_default_12" -> "144 dequantize_per_tensor_default_12" [label=None, style=solid]; +"144 dequantize_per_tensor_default_12" -> "146 conv2d_9" [label=None, style=solid]; +"145 layer2_1_conv2_weight_bias" -> "146 conv2d_9" [label="(128,)", style=solid]; +"146 conv2d_9" -> "147 quantize_per_tensor_default_13" [label="(1, 128, 28, 28)", style=solid]; +"147 quantize_per_tensor_default_13" -> "148 dequantize_per_tensor_default_13" [label=None, style=solid]; +"148 dequantize_per_tensor_default_13" -> "149 add__3" [label=None, style=solid]; +"149 add__3" -> "150 relu__8" [label="(1, 128, 28, 28)", style=solid]; +"150 relu__8" -> "151 quantize_per_tensor_default_14" [label="(1, 128, 28, 28)", style=solid]; +"151 quantize_per_tensor_default_14" -> "152 dequantize_per_tensor_default_35" [label=None, style=solid]; +"151 quantize_per_tensor_default_14" -> "153 dequantize_per_tensor_default_34" [label=None, style=solid]; +"152 dequantize_per_tensor_default_35" -> "164 conv2d_12" [label=None, style=solid]; +"153 dequantize_per_tensor_default_34" -> "155 conv2d_10" [label=None, style=solid]; +"154 layer3_0_conv1_weight_bias" -> "155 conv2d_10" [label="(256,)", style=solid]; +"155 conv2d_10" -> "156 relu__9" [label="(1, 256, 14, 14)", style=solid]; +"156 relu__9" -> "157 quantize_per_tensor_default_15" [label="(1, 256, 14, 14)", style=solid]; +"157 quantize_per_tensor_default_15" -> "158 dequantize_per_tensor_default_15" [label=None, style=solid]; +"158 dequantize_per_tensor_default_15" -> "160 conv2d_11" [label=None, style=solid]; +"159 layer3_0_conv2_weight_bias" -> "160 conv2d_11" [label="(256,)", style=solid]; +"160 conv2d_11" -> "161 quantize_per_tensor_default_16" [label="(1, 256, 14, 14)", style=solid]; +"161 quantize_per_tensor_default_16" -> "162 dequantize_per_tensor_default_16" [label=None, style=solid]; +"162 dequantize_per_tensor_default_16" -> "167 add__4" [label=None, style=solid]; +"163 layer3_0_downsample_0_weight_bias" -> "164 conv2d_12" [label="(256,)", style=solid]; +"164 conv2d_12" -> "165 quantize_per_tensor_default_17" [label="(1, 256, 14, 14)", style=solid]; +"165 quantize_per_tensor_default_17" -> "166 dequantize_per_tensor_default_17" [label=None, style=solid]; +"166 dequantize_per_tensor_default_17" -> "167 add__4" [label=None, style=solid]; +"167 add__4" -> "168 relu__10" [label="(1, 256, 14, 14)", style=solid]; +"168 relu__10" -> "169 quantize_per_tensor_default_18" [label="(1, 256, 14, 14)", style=solid]; +"169 quantize_per_tensor_default_18" -> "170 dequantize_per_tensor_default_18" [label=None, style=solid]; +"169 quantize_per_tensor_default_18" -> "171 dequantize_per_tensor_default_36" [label=None, style=solid]; +"170 dequantize_per_tensor_default_18" -> "181 add__5" [label=None, style=solid]; +"171 dequantize_per_tensor_default_36" -> "173 conv2d_13" [label=None, style=solid]; +"172 layer3_1_conv1_weight_bias" -> "173 conv2d_13" [label="(256,)", style=solid]; +"173 conv2d_13" -> "174 relu__11" [label="(1, 256, 14, 14)", style=solid]; +"174 relu__11" -> "175 quantize_per_tensor_default_19" [label="(1, 256, 14, 14)", style=solid]; +"175 quantize_per_tensor_default_19" -> "176 dequantize_per_tensor_default_19" [label=None, style=solid]; +"176 dequantize_per_tensor_default_19" -> "178 conv2d_14" [label=None, style=solid]; +"177 layer3_1_conv2_weight_bias" -> "178 conv2d_14" [label="(256,)", style=solid]; +"178 conv2d_14" -> "179 quantize_per_tensor_default_20" [label="(1, 256, 14, 14)", style=solid]; +"179 quantize_per_tensor_default_20" -> "180 dequantize_per_tensor_default_20" [label=None, style=solid]; +"180 dequantize_per_tensor_default_20" -> "181 add__5" [label=None, style=solid]; +"181 add__5" -> "182 relu__12" [label="(1, 256, 14, 14)", style=solid]; +"182 relu__12" -> "183 quantize_per_tensor_default_21" [label="(1, 256, 14, 14)", style=solid]; +"183 quantize_per_tensor_default_21" -> "184 dequantize_per_tensor_default_38" [label=None, style=solid]; +"183 quantize_per_tensor_default_21" -> "185 dequantize_per_tensor_default_37" [label=None, style=solid]; +"184 dequantize_per_tensor_default_38" -> "196 conv2d_17" [label=None, style=solid]; +"185 dequantize_per_tensor_default_37" -> "187 conv2d_15" [label=None, style=solid]; +"186 layer4_0_conv1_weight_bias" -> "187 conv2d_15" [label="(512,)", style=solid]; +"187 conv2d_15" -> "188 relu__13" [label="(1, 512, 7, 7)", style=solid]; +"188 relu__13" -> "189 quantize_per_tensor_default_22" [label="(1, 512, 7, 7)", style=solid]; +"189 quantize_per_tensor_default_22" -> "190 dequantize_per_tensor_default_22" [label=None, style=solid]; +"190 dequantize_per_tensor_default_22" -> "192 conv2d_16" [label=None, style=solid]; +"191 layer4_0_conv2_weight_bias" -> "192 conv2d_16" [label="(512,)", style=solid]; +"192 conv2d_16" -> "193 quantize_per_tensor_default_23" [label="(1, 512, 7, 7)", style=solid]; +"193 quantize_per_tensor_default_23" -> "194 dequantize_per_tensor_default_23" [label=None, style=solid]; +"194 dequantize_per_tensor_default_23" -> "199 add__6" [label=None, style=solid]; +"195 layer4_0_downsample_0_weight_bias" -> "196 conv2d_17" [label="(512,)", style=solid]; +"196 conv2d_17" -> "197 quantize_per_tensor_default_24" [label="(1, 512, 7, 7)", style=solid]; +"197 quantize_per_tensor_default_24" -> "198 dequantize_per_tensor_default_24" [label=None, style=solid]; +"198 dequantize_per_tensor_default_24" -> "199 add__6" [label=None, style=solid]; +"199 add__6" -> "200 relu__14" [label="(1, 512, 7, 7)", style=solid]; +"200 relu__14" -> "201 quantize_per_tensor_default_25" [label="(1, 512, 7, 7)", style=solid]; +"201 quantize_per_tensor_default_25" -> "202 dequantize_per_tensor_default_25" [label=None, style=solid]; +"201 quantize_per_tensor_default_25" -> "203 dequantize_per_tensor_default_39" [label=None, style=solid]; +"202 dequantize_per_tensor_default_25" -> "213 add__7" [label=None, style=solid]; +"203 dequantize_per_tensor_default_39" -> "205 conv2d_18" [label=None, style=solid]; +"204 layer4_1_conv1_weight_bias" -> "205 conv2d_18" [label="(512,)", style=solid]; +"205 conv2d_18" -> "206 relu__15" [label="(1, 512, 7, 7)", style=solid]; +"206 relu__15" -> "207 quantize_per_tensor_default_26" [label="(1, 512, 7, 7)", style=solid]; +"207 quantize_per_tensor_default_26" -> "208 dequantize_per_tensor_default_26" [label=None, style=solid]; +"208 dequantize_per_tensor_default_26" -> "210 conv2d_19" [label=None, style=solid]; +"209 layer4_1_conv2_weight_bias" -> "210 conv2d_19" [label="(512,)", style=solid]; +"210 conv2d_19" -> "211 quantize_per_tensor_default_27" [label="(1, 512, 7, 7)", style=solid]; +"211 quantize_per_tensor_default_27" -> "212 dequantize_per_tensor_default_27" [label=None, style=solid]; +"212 dequantize_per_tensor_default_27" -> "213 add__7" [label=None, style=solid]; +"213 add__7" -> "214 relu__16" [label="(1, 512, 7, 7)", style=solid]; +"214 relu__16" -> "215 quantize_per_tensor_default_28" [label="(1, 512, 7, 7)", style=solid]; +"215 quantize_per_tensor_default_28" -> "216 dequantize_per_tensor_default_28" [label=None, style=solid]; +"216 dequantize_per_tensor_default_28" -> "217 adaptive_avg_pool2d" [label=None, style=solid]; +"217 adaptive_avg_pool2d" -> "218 quantize_per_tensor_default_29" [label="(1, 512, 1, 1)", style=solid]; +"218 quantize_per_tensor_default_29" -> "219 dequantize_per_tensor_default_29" [label=None, style=solid]; +"219 dequantize_per_tensor_default_29" -> "220 flatten" [label=None, style=solid]; +"220 flatten" -> "221 linear" [label="(1, 512)", style=solid]; +"221 linear" -> "222 output_1" [label="(1, 1000)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/swin_v2_s.dot b/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/swin_v2_s.dot new file mode 100644 index 00000000000..ed9adcf0eaf --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/swin_v2_s.dot @@ -0,0 +1,4862 @@ +strict digraph { +"0 _scale_0" [id=0, type=get_attr]; +"1 _zero_point_0" [id=1, type=get_attr]; +"2 _frozen_param2_1" [id=2, type=get_attr]; +"3 dequantize_per_channel_default" [id=3, type=dequantize_per_channel]; +"4 _scale_1" [id=4, type=get_attr]; +"5 _zero_point_1" [id=5, type=get_attr]; +"6 _frozen_param6_1" [id=6, type=get_attr]; +"7 dequantize_per_channel_default_1" [id=7, type=dequantize_per_channel]; +"8 features_1_0_attn_proj_bias" [id=8, type=get_attr]; +"9 _scale_2" [id=9, type=get_attr]; +"10 _zero_point_2" [id=10, type=get_attr]; +"11 _frozen_param8_1" [id=11, type=get_attr]; +"12 dequantize_per_channel_default_2" [id=12, type=dequantize_per_channel]; +"13 _scale_3" [id=13, type=get_attr]; +"14 _zero_point_3" [id=14, type=get_attr]; +"15 _frozen_param9_1" [id=15, type=get_attr]; +"16 dequantize_per_channel_default_3" [id=16, type=dequantize_per_channel]; +"17 features_1_1_attn_proj_bias" [id=17, type=get_attr]; +"18 _scale_4" [id=18, type=get_attr]; +"19 _zero_point_4" [id=19, type=get_attr]; +"20 _frozen_param10_1" [id=20, type=get_attr]; +"21 dequantize_per_channel_default_4" [id=21, type=dequantize_per_channel]; +"22 _scale_5" [id=22, type=get_attr]; +"23 _zero_point_5" [id=23, type=get_attr]; +"24 _frozen_param11_1" [id=24, type=get_attr]; +"25 dequantize_per_channel_default_5" [id=25, type=dequantize_per_channel]; +"26 features_3_0_attn_proj_bias" [id=26, type=get_attr]; +"27 _scale_6" [id=27, type=get_attr]; +"28 _zero_point_6" [id=28, type=get_attr]; +"29 _frozen_param12_1" [id=29, type=get_attr]; +"30 dequantize_per_channel_default_6" [id=30, type=dequantize_per_channel]; +"31 _scale_7" [id=31, type=get_attr]; +"32 _zero_point_7" [id=32, type=get_attr]; +"33 _frozen_param13_1" [id=33, type=get_attr]; +"34 dequantize_per_channel_default_7" [id=34, type=dequantize_per_channel]; +"35 features_3_1_attn_proj_bias" [id=35, type=get_attr]; +"36 _scale_8" [id=36, type=get_attr]; +"37 _zero_point_8" [id=37, type=get_attr]; +"38 _frozen_param14_1" [id=38, type=get_attr]; +"39 dequantize_per_channel_default_8" [id=39, type=dequantize_per_channel]; +"40 _scale_9" [id=40, type=get_attr]; +"41 _zero_point_9" [id=41, type=get_attr]; +"42 _frozen_param15_1" [id=42, type=get_attr]; +"43 dequantize_per_channel_default_9" [id=43, type=dequantize_per_channel]; +"44 features_5_0_attn_proj_bias" [id=44, type=get_attr]; +"45 _scale_10" [id=45, type=get_attr]; +"46 _zero_point_10" [id=46, type=get_attr]; +"47 _frozen_param16_1" [id=47, type=get_attr]; +"48 dequantize_per_channel_default_10" [id=48, type=dequantize_per_channel]; +"49 _scale_11" [id=49, type=get_attr]; +"50 _zero_point_11" [id=50, type=get_attr]; +"51 _frozen_param19_1" [id=51, type=get_attr]; +"52 dequantize_per_channel_default_11" [id=52, type=dequantize_per_channel]; +"53 features_5_1_attn_proj_bias" [id=53, type=get_attr]; +"54 _scale_12" [id=54, type=get_attr]; +"55 _zero_point_12" [id=55, type=get_attr]; +"56 _frozen_param23_1" [id=56, type=get_attr]; +"57 dequantize_per_channel_default_12" [id=57, type=dequantize_per_channel]; +"58 _scale_13" [id=58, type=get_attr]; +"59 _zero_point_13" [id=59, type=get_attr]; +"60 _frozen_param25_1" [id=60, type=get_attr]; +"61 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features_5_8_attn_proj_bias" [id=116, type=get_attr]; +"117 _scale_26" [id=117, type=get_attr]; +"118 _zero_point_26" [id=118, type=get_attr]; +"119 _frozen_param44_1" [id=119, type=get_attr]; +"120 dequantize_per_channel_default_26" [id=120, type=dequantize_per_channel]; +"121 _scale_27" [id=121, type=get_attr]; +"122 _zero_point_27" [id=122, type=get_attr]; +"123 _frozen_param45_1" [id=123, type=get_attr]; +"124 dequantize_per_channel_default_27" [id=124, type=dequantize_per_channel]; +"125 features_5_9_attn_proj_bias" [id=125, type=get_attr]; +"126 _scale_28" [id=126, type=get_attr]; +"127 _zero_point_28" [id=127, type=get_attr]; +"128 _frozen_param46_1" [id=128, type=get_attr]; +"129 dequantize_per_channel_default_28" [id=129, type=dequantize_per_channel]; +"130 _scale_29" [id=130, type=get_attr]; +"131 _zero_point_29" [id=131, type=get_attr]; +"132 _frozen_param47_1" [id=132, type=get_attr]; +"133 dequantize_per_channel_default_29" [id=133, type=dequantize_per_channel]; +"134 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-> "1238 dropout_35" [label="(1, 14, 14, 384)", style=solid]; +"1238 dropout_35" -> "1239 layer_norm_20" [label="(1, 14, 14, 384)", style=solid]; +"1239 layer_norm_20" -> "1240 add_30" [label="(1, 14, 14, 384)", style=solid]; +"1240 add_30" -> "1242 pad_11" [label="(1, 14, 14, 384)", style=solid]; +"1240 add_30" -> "1308 add_33" [label="(1, 14, 14, 384)", style=solid]; +"1241 _frozen_param72" -> "1272 add_31" [label="(1, 12, 64, 64)", style=solid]; +"1242 pad_11" -> "1243 roll_8" [label="(1, 16, 16, 384)", style=solid]; +"1243 roll_8" -> "1244 view_50" [label="(1, 16, 16, 384)", style=solid]; +"1244 view_50" -> "1245 permute_42" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1245 permute_42" -> "1246 reshape_40" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1246 reshape_40" -> "1247 quantize_per_tensor_default_57" [label="(4, 64, 384)", style=solid]; +"1246 reshape_40" -> "1273 new_zeros_4" [label="(4, 64, 384)", style=solid]; +"1247 quantize_per_tensor_default_57" -> "1248 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[label="(1, 4, 12, 64, 64)", style=solid]; +"1288 view_53" -> "1289 softmax_9" [label="(4, 12, 64, 64)", style=solid]; +"1289 softmax_9" -> "1290 dropout_36" [label="(4, 12, 64, 64)", style=solid]; +"1290 dropout_36" -> "1291 matmul_19" [label="(4, 12, 64, 64)", style=solid]; +"1291 matmul_19" -> "1292 quantize_per_tensor_default_60" [label="(4, 12, 64, 32)", style=solid]; +"1292 quantize_per_tensor_default_60" -> "1293 dequantize_per_tensor_default_60" [label=None, style=solid]; +"1293 dequantize_per_tensor_default_60" -> "1294 transpose_19" [label=None, style=solid]; +"1294 transpose_19" -> "1295 reshape_43" [label="(4, 64, 12, 32)", style=solid]; +"1295 reshape_43" -> "1296 linear_59" [label="(4, 64, 384)", style=solid]; +"1296 linear_59" -> "1297 dropout_37" [label="(4, 64, 384)", style=solid]; +"1297 dropout_37" -> "1298 view_54" [label="(4, 64, 384)", style=solid]; +"1298 view_54" -> "1299 permute_45" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1299 permute_45" -> "1300 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-> "1395 select_35" [label="(3, 4, 12, 64, 32)", style=solid]; +"1393 select_33" -> "1396 linalg_vector_norm_22" [label="(4, 12, 64, 32)", style=solid]; +"1393 select_33" -> "1398 expand_as_22" [label="(4, 12, 64, 32)", style=solid]; +"1393 select_33" -> "1399 div_22" [label="(4, 12, 64, 32)", style=solid]; +"1394 select_34" -> "1402 linalg_vector_norm_23" [label="(4, 12, 64, 32)", style=solid]; +"1394 select_34" -> "1404 expand_as_23" [label="(4, 12, 64, 32)", style=solid]; +"1394 select_34" -> "1405 div_23" [label="(4, 12, 64, 32)", style=solid]; +"1395 select_35" -> "1431 matmul_23" [label="(4, 12, 64, 32)", style=solid]; +"1396 linalg_vector_norm_22" -> "1397 clamp_min_22" [label="(4, 12, 64, 1)", style=solid]; +"1397 clamp_min_22" -> "1398 expand_as_22" [label="(4, 12, 64, 1)", style=solid]; +"1398 expand_as_22" -> "1399 div_22" [label="(4, 12, 64, 32)", style=solid]; +"1399 div_22" -> "1400 quantize_per_tensor_default_70" [label="(4, 12, 64, 32)", style=solid]; +"1400 quantize_per_tensor_default_70" -> "1401 dequantize_per_tensor_default_70" [label=None, style=solid]; +"1401 dequantize_per_tensor_default_70" -> "1409 matmul_22" [label=None, style=solid]; +"1402 linalg_vector_norm_23" -> "1403 clamp_min_23" [label="(4, 12, 64, 1)", style=solid]; +"1403 clamp_min_23" -> "1404 expand_as_23" [label="(4, 12, 64, 1)", style=solid]; +"1404 expand_as_23" -> "1405 div_23" [label="(4, 12, 64, 32)", style=solid]; +"1405 div_23" -> "1406 quantize_per_tensor_default_71" [label="(4, 12, 64, 32)", style=solid]; +"1406 quantize_per_tensor_default_71" -> "1407 dequantize_per_tensor_default_71" [label=None, style=solid]; +"1407 dequantize_per_tensor_default_71" -> "1408 transpose_22" [label=None, style=solid]; +"1408 transpose_22" -> "1409 matmul_22" [label="(4, 12, 32, 64)", style=solid]; +"1409 matmul_22" -> "1411 mul_23" [label="(4, 12, 64, 64)", style=solid]; +"1410 _frozen_param92" -> "1411 mul_23" [label="(12, 1, 1)", style=solid]; +"1411 mul_23" -> "1412 add_38" [label="(4, 12, 64, 64)", style=solid]; +"1412 add_38" -> "1424 view_63" [label="(4, 12, 64, 64)", style=solid]; +"1413 new_zeros_5" -> "1414 view_62" [label="(16, 16)", style=solid]; +"1414 view_62" -> "1415 permute_53" [label="(2, 8, 2, 8)", style=solid]; +"1415 permute_53" -> "1416 reshape_51" [label="(2, 2, 8, 8)", style=solid]; +"1416 reshape_51" -> "1417 unsqueeze_32" [label="(4, 64)", style=solid]; +"1416 reshape_51" -> "1418 unsqueeze_33" [label="(4, 64)", style=solid]; +"1417 unsqueeze_32" -> "1419 sub_5" [label="(4, 1, 64)", style=solid]; +"1418 unsqueeze_33" -> "1419 sub_5" [label="(4, 64, 1)", style=solid]; +"1419 sub_5" -> "1420 ne_5" [label="(4, 64, 64)", style=solid]; +"1419 sub_5" -> "1421 masked_fill_10" [label="(4, 64, 64)", style=solid]; +"1419 sub_5" -> "1422 eq_5" [label="(4, 64, 64)", style=solid]; +"1420 ne_5" -> "1421 masked_fill_10" [label="(4, 64, 64)", style=solid]; +"1421 masked_fill_10" -> "1423 masked_fill_11" [label="(4, 64, 64)", style=solid]; 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style=solid]; +"1434 transpose_23" -> "1435 reshape_52" [label="(4, 64, 12, 32)", style=solid]; +"1435 reshape_52" -> "1436 linear_71" [label="(4, 64, 384)", style=solid]; +"1436 linear_71" -> "1437 dropout_45" [label="(4, 64, 384)", style=solid]; +"1437 dropout_45" -> "1438 view_65" [label="(4, 64, 384)", style=solid]; +"1438 view_65" -> "1439 permute_54" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1439 permute_54" -> "1440 reshape_53" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1440 reshape_53" -> "1441 roll_11" [label="(1, 16, 16, 384)", style=solid]; +"1441 roll_11" -> "1442 slice_185" [label="(1, 16, 16, 384)", style=solid]; +"1442 slice_185" -> "1443 slice_186" [label="(1, 16, 16, 384)", style=solid]; +"1443 slice_186" -> "1444 slice_187" [label="(1, 14, 16, 384)", style=solid]; +"1444 slice_187" -> "1445 slice_188" [label="(1, 14, 14, 384)", style=solid]; +"1445 slice_188" -> "1446 contiguous_21" [label="(1, 14, 14, 384)", style=solid]; +"1446 contiguous_21" -> "1447 layer_norm_25" [label="(1, 14, 14, 384)", style=solid]; +"1447 layer_norm_25" -> "1448 add_40" [label="(1, 14, 14, 384)", style=solid]; +"1448 add_40" -> "1449 quantize_per_tensor_default_73" [label="(1, 14, 14, 384)", style=solid]; +"1448 add_40" -> "1459 add_41" [label="(1, 14, 14, 384)", style=solid]; +"1449 quantize_per_tensor_default_73" -> "1450 dequantize_per_tensor_default_73" [label=None, style=solid]; +"1450 dequantize_per_tensor_default_73" -> "1451 linear_72" [label=None, style=solid]; +"1451 linear_72" -> "1452 gelu_11" [label="(1, 14, 14, 1536)", style=solid]; +"1452 gelu_11" -> "1453 quantize_per_tensor_default_74" [label="(1, 14, 14, 1536)", style=solid]; +"1453 quantize_per_tensor_default_74" -> "1454 dequantize_per_tensor_default_74" [label=None, style=solid]; +"1454 dequantize_per_tensor_default_74" -> "1455 dropout_46" [label=None, style=solid]; +"1455 dropout_46" -> "1456 linear_73" [label="(1, 14, 14, 1536)", style=solid]; +"1456 linear_73" -> "1457 dropout_47" [label="(1, 14, 14, 384)", style=solid]; +"1457 dropout_47" -> "1458 layer_norm_26" [label="(1, 14, 14, 384)", style=solid]; +"1458 layer_norm_26" -> "1459 add_41" [label="(1, 14, 14, 384)", style=solid]; +"1459 add_41" -> "1460 quantize_per_tensor_default_75" [label="(1, 14, 14, 384)", style=solid]; +"1459 add_41" -> "1509 add_43" [label="(1, 14, 14, 384)", style=solid]; +"1460 quantize_per_tensor_default_75" -> "1461 dequantize_per_tensor_default_75" [label=None, style=solid]; +"1461 dequantize_per_tensor_default_75" -> "1463 pad_14" [label=None, style=solid]; +"1462 _frozen_param102" -> "1490 add_42" [label="(1, 12, 64, 64)", style=solid]; +"1463 pad_14" -> "1464 view_68" [label="(1, 16, 16, 384)", style=solid]; +"1464 view_68" -> "1465 permute_56" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1465 permute_56" -> "1466 reshape_54" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1466 reshape_54" -> "1468 linear_76" [label="(4, 64, 384)", style=solid]; +"1467 _frozen_param103" -> "1468 linear_76" [label="(1152,)", style=solid]; +"1468 linear_76" -> "1469 reshape_55" [label="(4, 64, 1152)", style=solid]; +"1469 reshape_55" -> "1470 permute_57" [label="(4, 64, 3, 12, 32)", style=solid]; +"1470 permute_57" -> "1471 select_36" [label="(3, 4, 12, 64, 32)", style=solid]; +"1470 permute_57" -> "1472 select_37" [label="(3, 4, 12, 64, 32)", style=solid]; +"1470 permute_57" -> "1473 select_38" [label="(3, 4, 12, 64, 32)", style=solid]; +"1471 select_36" -> "1474 linalg_vector_norm_24" [label="(4, 12, 64, 32)", style=solid]; +"1471 select_36" -> "1476 expand_as_24" [label="(4, 12, 64, 32)", style=solid]; +"1471 select_36" -> "1477 div_24" [label="(4, 12, 64, 32)", style=solid]; +"1472 select_37" -> "1480 linalg_vector_norm_25" [label="(4, 12, 64, 32)", style=solid]; +"1472 select_37" -> "1482 expand_as_25" [label="(4, 12, 64, 32)", style=solid]; +"1472 select_37" -> "1483 div_25" [label="(4, 12, 64, 32)", style=solid]; +"1473 select_38" -> "1493 matmul_25" [label="(4, 12, 64, 32)", style=solid]; +"1474 linalg_vector_norm_24" -> "1475 clamp_min_24" [label="(4, 12, 64, 1)", style=solid]; +"1475 clamp_min_24" -> "1476 expand_as_24" [label="(4, 12, 64, 1)", style=solid]; +"1476 expand_as_24" -> "1477 div_24" [label="(4, 12, 64, 32)", style=solid]; +"1477 div_24" -> "1478 quantize_per_tensor_default_76" [label="(4, 12, 64, 32)", style=solid]; +"1478 quantize_per_tensor_default_76" -> "1479 dequantize_per_tensor_default_76" [label=None, style=solid]; +"1479 dequantize_per_tensor_default_76" -> "1487 matmul_24" [label=None, style=solid]; +"1480 linalg_vector_norm_25" -> "1481 clamp_min_25" [label="(4, 12, 64, 1)", style=solid]; +"1481 clamp_min_25" -> "1482 expand_as_25" [label="(4, 12, 64, 1)", style=solid]; +"1482 expand_as_25" -> "1483 div_25" [label="(4, 12, 64, 32)", style=solid]; +"1483 div_25" -> "1484 quantize_per_tensor_default_77" [label="(4, 12, 64, 32)", style=solid]; +"1484 quantize_per_tensor_default_77" -> "1485 dequantize_per_tensor_default_77" [label=None, style=solid]; +"1485 dequantize_per_tensor_default_77" -> "1486 transpose_24" [label=None, style=solid]; +"1486 transpose_24" -> "1487 matmul_24" [label="(4, 12, 32, 64)", style=solid]; +"1487 matmul_24" -> "1489 mul_25" [label="(4, 12, 64, 64)", style=solid]; +"1488 _frozen_param105" -> "1489 mul_25" [label="(12, 1, 1)", style=solid]; +"1489 mul_25" -> "1490 add_42" [label="(4, 12, 64, 64)", style=solid]; +"1490 add_42" -> "1491 softmax_12" [label="(4, 12, 64, 64)", style=solid]; +"1491 softmax_12" -> "1492 dropout_48" [label="(4, 12, 64, 64)", style=solid]; +"1492 dropout_48" -> "1493 matmul_25" [label="(4, 12, 64, 64)", style=solid]; +"1493 matmul_25" -> "1494 quantize_per_tensor_default_78" [label="(4, 12, 64, 32)", style=solid]; +"1494 quantize_per_tensor_default_78" -> "1495 dequantize_per_tensor_default_78" [label=None, style=solid]; +"1495 dequantize_per_tensor_default_78" -> "1496 transpose_25" [label=None, style=solid]; +"1496 transpose_25" -> "1497 reshape_56" [label="(4, 64, 12, 32)", style=solid]; +"1497 reshape_56" -> "1498 linear_77" [label="(4, 64, 384)", style=solid]; +"1498 linear_77" -> "1499 dropout_49" [label="(4, 64, 384)", style=solid]; +"1499 dropout_49" -> "1500 view_69" [label="(4, 64, 384)", style=solid]; +"1500 view_69" -> "1501 permute_58" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1501 permute_58" -> "1502 reshape_57" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1502 reshape_57" -> "1503 slice_190" [label="(1, 16, 16, 384)", style=solid]; +"1503 slice_190" -> "1504 slice_191" [label="(1, 16, 16, 384)", style=solid]; +"1504 slice_191" -> "1505 slice_192" [label="(1, 14, 16, 384)", style=solid]; +"1505 slice_192" -> "1506 slice_193" [label="(1, 14, 14, 384)", style=solid]; +"1506 slice_193" -> "1507 contiguous_23" [label="(1, 14, 14, 384)", style=solid]; +"1507 contiguous_23" -> "1508 layer_norm_27" [label="(1, 14, 14, 384)", style=solid]; +"1508 layer_norm_27" -> "1509 add_43" [label="(1, 14, 14, 384)", style=solid]; 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layer_norm_28" -> "1520 add_44" [label="(1, 14, 14, 384)", style=solid]; +"1520 add_44" -> "1522 pad_15" [label="(1, 14, 14, 384)", style=solid]; +"1520 add_44" -> "1588 add_47" [label="(1, 14, 14, 384)", style=solid]; +"1521 _frozen_param106" -> "1552 add_45" [label="(1, 12, 64, 64)", style=solid]; +"1522 pad_15" -> "1523 roll_12" [label="(1, 16, 16, 384)", style=solid]; +"1523 roll_12" -> "1524 view_72" [label="(1, 16, 16, 384)", style=solid]; +"1524 view_72" -> "1525 permute_60" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1525 permute_60" -> "1526 reshape_58" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1526 reshape_58" -> "1527 quantize_per_tensor_default_81" [label="(4, 64, 384)", style=solid]; +"1526 reshape_58" -> "1553 new_zeros_6" [label="(4, 64, 384)", style=solid]; +"1527 quantize_per_tensor_default_81" -> "1528 dequantize_per_tensor_default_81" [label=None, style=solid]; +"1528 dequantize_per_tensor_default_81" -> "1530 linear_82" [label=None, style=solid]; +"1529 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"1559 sub_6" [label="(4, 64, 1)", style=solid]; +"1559 sub_6" -> "1560 ne_6" [label="(4, 64, 64)", style=solid]; +"1559 sub_6" -> "1561 masked_fill_12" [label="(4, 64, 64)", style=solid]; +"1559 sub_6" -> "1562 eq_6" [label="(4, 64, 64)", style=solid]; +"1560 ne_6" -> "1561 masked_fill_12" [label="(4, 64, 64)", style=solid]; +"1561 masked_fill_12" -> "1563 masked_fill_13" [label="(4, 64, 64)", style=solid]; +"1562 eq_6" -> "1563 masked_fill_13" [label="(4, 64, 64)", style=solid]; +"1563 masked_fill_13" -> "1565 unsqueeze_40" [label="(4, 64, 64)", style=solid]; +"1564 view_74" -> "1567 add_46" [label="(1, 4, 12, 64, 64)", style=solid]; +"1565 unsqueeze_40" -> "1566 unsqueeze_41" [label="(4, 1, 64, 64)", style=solid]; +"1566 unsqueeze_41" -> "1567 add_46" [label="(1, 4, 1, 64, 64)", style=solid]; +"1567 add_46" -> "1568 view_75" [label="(1, 4, 12, 64, 64)", style=solid]; +"1568 view_75" -> "1569 softmax_13" [label="(4, 12, 64, 64)", style=solid]; +"1569 softmax_13" -> "1570 dropout_52" [label="(4, 12, 64, 64)", style=solid]; +"1570 dropout_52" -> "1571 matmul_27" [label="(4, 12, 64, 64)", style=solid]; +"1571 matmul_27" -> "1572 quantize_per_tensor_default_84" [label="(4, 12, 64, 32)", style=solid]; +"1572 quantize_per_tensor_default_84" -> "1573 dequantize_per_tensor_default_84" [label=None, style=solid]; +"1573 dequantize_per_tensor_default_84" -> "1574 transpose_27" [label=None, style=solid]; +"1574 transpose_27" -> "1575 reshape_61" [label="(4, 64, 12, 32)", style=solid]; +"1575 reshape_61" -> "1576 linear_83" [label="(4, 64, 384)", style=solid]; +"1576 linear_83" -> "1577 dropout_53" [label="(4, 64, 384)", style=solid]; +"1577 dropout_53" -> "1578 view_76" [label="(4, 64, 384)", style=solid]; +"1578 view_76" -> "1579 permute_63" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1579 permute_63" -> "1580 reshape_62" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1580 reshape_62" -> "1581 roll_13" [label="(1, 16, 16, 384)", style=solid]; +"1581 roll_13" -> "1582 slice_213" [label="(1, 16, 16, 384)", style=solid]; +"1582 slice_213" -> "1583 slice_214" [label="(1, 16, 16, 384)", style=solid]; +"1583 slice_214" -> "1584 slice_215" [label="(1, 14, 16, 384)", style=solid]; +"1584 slice_215" -> "1585 slice_216" [label="(1, 14, 14, 384)", style=solid]; +"1585 slice_216" -> "1586 contiguous_25" [label="(1, 14, 14, 384)", style=solid]; +"1586 contiguous_25" -> "1587 layer_norm_29" [label="(1, 14, 14, 384)", style=solid]; +"1587 layer_norm_29" -> "1588 add_47" [label="(1, 14, 14, 384)", style=solid]; +"1588 add_47" -> "1589 quantize_per_tensor_default_85" [label="(1, 14, 14, 384)", style=solid]; +"1588 add_47" -> "1599 add_48" [label="(1, 14, 14, 384)", style=solid]; +"1589 quantize_per_tensor_default_85" -> "1590 dequantize_per_tensor_default_85" [label=None, style=solid]; +"1590 dequantize_per_tensor_default_85" -> "1591 linear_84" [label=None, style=solid]; +"1591 linear_84" -> "1592 gelu_13" [label="(1, 14, 14, 1536)", style=solid]; +"1592 gelu_13" -> "1593 quantize_per_tensor_default_86" [label="(1, 14, 14, 1536)", style=solid]; +"1593 quantize_per_tensor_default_86" -> "1594 dequantize_per_tensor_default_86" [label=None, style=solid]; +"1594 dequantize_per_tensor_default_86" -> "1595 dropout_54" [label=None, style=solid]; +"1595 dropout_54" -> "1596 linear_85" [label="(1, 14, 14, 1536)", style=solid]; +"1596 linear_85" -> "1597 dropout_55" [label="(1, 14, 14, 384)", style=solid]; +"1597 dropout_55" -> "1598 layer_norm_30" [label="(1, 14, 14, 384)", style=solid]; +"1598 layer_norm_30" -> "1599 add_48" [label="(1, 14, 14, 384)", style=solid]; +"1599 add_48" -> "1600 quantize_per_tensor_default_87" [label="(1, 14, 14, 384)", style=solid]; +"1599 add_48" -> "1649 add_50" [label="(1, 14, 14, 384)", style=solid]; +"1600 quantize_per_tensor_default_87" -> "1601 dequantize_per_tensor_default_87" [label=None, style=solid]; +"1601 dequantize_per_tensor_default_87" -> "1603 pad_16" [label=None, style=solid]; +"1602 _frozen_param119" -> "1630 add_49" [label="(1, 12, 64, 64)", style=solid]; +"1603 pad_16" -> "1604 view_79" [label="(1, 16, 16, 384)", style=solid]; +"1604 view_79" -> "1605 permute_65" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1605 permute_65" -> "1606 reshape_63" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1606 reshape_63" -> "1608 linear_88" [label="(4, 64, 384)", style=solid]; +"1607 _frozen_param120" -> "1608 linear_88" [label="(1152,)", style=solid]; +"1608 linear_88" -> "1609 reshape_64" [label="(4, 64, 1152)", style=solid]; +"1609 reshape_64" -> "1610 permute_66" [label="(4, 64, 3, 12, 32)", style=solid]; +"1610 permute_66" -> "1611 select_42" [label="(3, 4, 12, 64, 32)", style=solid]; +"1610 permute_66" -> "1612 select_43" [label="(3, 4, 12, 64, 32)", style=solid]; +"1610 permute_66" -> "1613 select_44" [label="(3, 4, 12, 64, 32)", style=solid]; +"1611 select_42" -> "1614 linalg_vector_norm_28" [label="(4, 12, 64, 32)", style=solid]; +"1611 select_42" -> "1616 expand_as_28" [label="(4, 12, 64, 32)", style=solid]; +"1611 select_42" -> "1617 div_28" [label="(4, 12, 64, 32)", style=solid]; +"1612 select_43" -> "1620 linalg_vector_norm_29" [label="(4, 12, 64, 32)", style=solid]; +"1612 select_43" -> "1622 expand_as_29" [label="(4, 12, 64, 32)", style=solid]; +"1612 select_43" -> "1623 div_29" [label="(4, 12, 64, 32)", style=solid]; +"1613 select_44" -> "1633 matmul_29" [label="(4, 12, 64, 32)", style=solid]; +"1614 linalg_vector_norm_28" -> "1615 clamp_min_28" [label="(4, 12, 64, 1)", style=solid]; +"1615 clamp_min_28" -> "1616 expand_as_28" [label="(4, 12, 64, 1)", style=solid]; +"1616 expand_as_28" -> "1617 div_28" [label="(4, 12, 64, 32)", style=solid]; +"1617 div_28" -> "1618 quantize_per_tensor_default_88" [label="(4, 12, 64, 32)", style=solid]; +"1618 quantize_per_tensor_default_88" -> "1619 dequantize_per_tensor_default_88" [label=None, style=solid]; +"1619 dequantize_per_tensor_default_88" -> "1627 matmul_28" [label=None, style=solid]; +"1620 linalg_vector_norm_29" -> "1621 clamp_min_29" [label="(4, 12, 64, 1)", style=solid]; +"1621 clamp_min_29" -> "1622 expand_as_29" [label="(4, 12, 64, 1)", style=solid]; +"1622 expand_as_29" -> "1623 div_29" [label="(4, 12, 64, 32)", style=solid]; +"1623 div_29" -> "1624 quantize_per_tensor_default_89" [label="(4, 12, 64, 32)", style=solid]; +"1624 quantize_per_tensor_default_89" -> "1625 dequantize_per_tensor_default_89" [label=None, style=solid]; +"1625 dequantize_per_tensor_default_89" -> "1626 transpose_28" [label=None, style=solid]; +"1626 transpose_28" -> "1627 matmul_28" [label="(4, 12, 32, 64)", style=solid]; +"1627 matmul_28" -> "1629 mul_29" [label="(4, 12, 64, 64)", style=solid]; +"1628 _frozen_param122" -> "1629 mul_29" [label="(12, 1, 1)", style=solid]; +"1629 mul_29" -> "1630 add_49" [label="(4, 12, 64, 64)", style=solid]; +"1630 add_49" -> "1631 softmax_14" [label="(4, 12, 64, 64)", style=solid]; +"1631 softmax_14" -> "1632 dropout_56" [label="(4, 12, 64, 64)", style=solid]; +"1632 dropout_56" -> "1633 matmul_29" [label="(4, 12, 64, 64)", style=solid]; +"1633 matmul_29" -> "1634 quantize_per_tensor_default_90" [label="(4, 12, 64, 32)", style=solid]; +"1634 quantize_per_tensor_default_90" -> "1635 dequantize_per_tensor_default_90" [label=None, style=solid]; +"1635 dequantize_per_tensor_default_90" -> "1636 transpose_29" [label=None, style=solid]; +"1636 transpose_29" -> "1637 reshape_65" [label="(4, 64, 12, 32)", style=solid]; +"1637 reshape_65" -> "1638 linear_89" [label="(4, 64, 384)", style=solid]; +"1638 linear_89" -> "1639 dropout_57" [label="(4, 64, 384)", style=solid]; +"1639 dropout_57" -> "1640 view_80" [label="(4, 64, 384)", style=solid]; +"1640 view_80" -> "1641 permute_67" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1641 permute_67" -> "1642 reshape_66" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1642 reshape_66" -> "1643 slice_218" [label="(1, 16, 16, 384)", style=solid]; +"1643 slice_218" -> "1644 slice_219" [label="(1, 16, 16, 384)", style=solid]; +"1644 slice_219" -> "1645 slice_220" [label="(1, 14, 16, 384)", style=solid]; +"1645 slice_220" -> "1646 slice_221" [label="(1, 14, 14, 384)", style=solid]; +"1646 slice_221" -> "1647 contiguous_27" [label="(1, 14, 14, 384)", style=solid]; +"1647 contiguous_27" -> "1648 layer_norm_31" [label="(1, 14, 14, 384)", style=solid]; +"1648 layer_norm_31" -> "1649 add_50" [label="(1, 14, 14, 384)", style=solid]; +"1649 add_50" -> "1650 quantize_per_tensor_default_91" [label="(1, 14, 14, 384)", style=solid]; +"1649 add_50" -> "1660 add_51" [label="(1, 14, 14, 384)", style=solid]; +"1650 quantize_per_tensor_default_91" -> "1651 dequantize_per_tensor_default_91" [label=None, style=solid]; +"1651 dequantize_per_tensor_default_91" -> "1652 linear_90" [label=None, style=solid]; +"1652 linear_90" -> "1653 gelu_14" [label="(1, 14, 14, 1536)", style=solid]; +"1653 gelu_14" -> "1654 quantize_per_tensor_default_92" [label="(1, 14, 14, 1536)", style=solid]; +"1654 quantize_per_tensor_default_92" -> "1655 dequantize_per_tensor_default_92" [label=None, style=solid]; +"1655 dequantize_per_tensor_default_92" -> "1656 dropout_58" [label=None, style=solid]; +"1656 dropout_58" -> "1657 linear_91" [label="(1, 14, 14, 1536)", style=solid]; +"1657 linear_91" -> "1658 dropout_59" [label="(1, 14, 14, 384)", style=solid]; +"1658 dropout_59" -> "1659 layer_norm_32" [label="(1, 14, 14, 384)", style=solid]; +"1659 layer_norm_32" -> "1660 add_51" [label="(1, 14, 14, 384)", style=solid]; +"1660 add_51" -> "1662 pad_17" [label="(1, 14, 14, 384)", style=solid]; +"1660 add_51" -> "1728 add_54" [label="(1, 14, 14, 384)", style=solid]; +"1661 _frozen_param123" -> "1692 add_52" [label="(1, 12, 64, 64)", style=solid]; +"1662 pad_17" -> "1663 roll_14" [label="(1, 16, 16, 384)", style=solid]; +"1663 roll_14" -> "1664 view_83" [label="(1, 16, 16, 384)", style=solid]; +"1664 view_83" -> "1665 permute_69" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1665 permute_69" -> "1666 reshape_67" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1666 reshape_67" -> "1667 quantize_per_tensor_default_93" [label="(4, 64, 384)", style=solid]; +"1666 reshape_67" -> "1693 new_zeros_7" [label="(4, 64, 384)", style=solid]; +"1667 quantize_per_tensor_default_93" -> "1668 dequantize_per_tensor_default_93" [label=None, style=solid]; +"1668 dequantize_per_tensor_default_93" -> "1670 linear_94" [label=None, style=solid]; +"1669 _frozen_param124" -> "1670 linear_94" [label="(1152,)", style=solid]; +"1670 linear_94" -> "1671 reshape_68" [label="(4, 64, 1152)", style=solid]; +"1671 reshape_68" -> "1672 permute_70" [label="(4, 64, 3, 12, 32)", style=solid]; +"1672 permute_70" -> "1673 select_45" [label="(3, 4, 12, 64, 32)", style=solid]; +"1672 permute_70" -> "1674 select_46" [label="(3, 4, 12, 64, 32)", style=solid]; +"1672 permute_70" -> "1675 select_47" [label="(3, 4, 12, 64, 32)", style=solid]; +"1673 select_45" -> "1676 linalg_vector_norm_30" [label="(4, 12, 64, 32)", style=solid]; +"1673 select_45" -> "1678 expand_as_30" [label="(4, 12, 64, 32)", style=solid]; +"1673 select_45" -> "1679 div_30" [label="(4, 12, 64, 32)", style=solid]; +"1674 select_46" -> "1682 linalg_vector_norm_31" [label="(4, 12, 64, 32)", style=solid]; +"1674 select_46" -> "1684 expand_as_31" [label="(4, 12, 64, 32)", style=solid]; +"1674 select_46" -> "1685 div_31" [label="(4, 12, 64, 32)", style=solid]; +"1675 select_47" -> "1711 matmul_31" [label="(4, 12, 64, 32)", style=solid]; +"1676 linalg_vector_norm_30" -> "1677 clamp_min_30" [label="(4, 12, 64, 1)", style=solid]; +"1677 clamp_min_30" -> "1678 expand_as_30" [label="(4, 12, 64, 1)", style=solid]; +"1678 expand_as_30" -> "1679 div_30" [label="(4, 12, 64, 32)", style=solid]; +"1679 div_30" -> "1680 quantize_per_tensor_default_94" [label="(4, 12, 64, 32)", style=solid]; +"1680 quantize_per_tensor_default_94" -> "1681 dequantize_per_tensor_default_94" [label=None, style=solid]; +"1681 dequantize_per_tensor_default_94" -> "1689 matmul_30" [label=None, style=solid]; +"1682 linalg_vector_norm_31" -> "1683 clamp_min_31" [label="(4, 12, 64, 1)", style=solid]; +"1683 clamp_min_31" -> "1684 expand_as_31" [label="(4, 12, 64, 1)", style=solid]; +"1684 expand_as_31" -> "1685 div_31" [label="(4, 12, 64, 32)", style=solid]; +"1685 div_31" -> "1686 quantize_per_tensor_default_95" [label="(4, 12, 64, 32)", style=solid]; +"1686 quantize_per_tensor_default_95" -> "1687 dequantize_per_tensor_default_95" [label=None, style=solid]; +"1687 dequantize_per_tensor_default_95" -> "1688 transpose_30" [label=None, style=solid]; +"1688 transpose_30" -> "1689 matmul_30" [label="(4, 12, 32, 64)", style=solid]; +"1689 matmul_30" -> "1691 mul_31" [label="(4, 12, 64, 64)", style=solid]; +"1690 _frozen_param126" -> "1691 mul_31" [label="(12, 1, 1)", style=solid]; +"1691 mul_31" -> "1692 add_52" [label="(4, 12, 64, 64)", style=solid]; +"1692 add_52" -> "1704 view_85" [label="(4, 12, 64, 64)", style=solid]; +"1693 new_zeros_7" -> "1694 view_84" [label="(16, 16)", style=solid]; +"1694 view_84" -> "1695 permute_71" [label="(2, 8, 2, 8)", style=solid]; +"1695 permute_71" -> "1696 reshape_69" [label="(2, 2, 8, 8)", style=solid]; +"1696 reshape_69" -> "1697 unsqueeze_44" [label="(4, 64)", style=solid]; +"1696 reshape_69" -> "1698 unsqueeze_45" [label="(4, 64)", style=solid]; +"1697 unsqueeze_44" -> "1699 sub_7" [label="(4, 1, 64)", style=solid]; +"1698 unsqueeze_45" -> "1699 sub_7" [label="(4, 64, 1)", style=solid]; +"1699 sub_7" -> "1700 ne_7" [label="(4, 64, 64)", style=solid]; +"1699 sub_7" -> "1701 masked_fill_14" [label="(4, 64, 64)", style=solid]; +"1699 sub_7" -> "1702 eq_7" [label="(4, 64, 64)", style=solid]; +"1700 ne_7" -> "1701 masked_fill_14" [label="(4, 64, 64)", style=solid]; +"1701 masked_fill_14" -> "1703 masked_fill_15" [label="(4, 64, 64)", style=solid]; +"1702 eq_7" -> "1703 masked_fill_15" [label="(4, 64, 64)", style=solid]; +"1703 masked_fill_15" -> "1705 unsqueeze_46" [label="(4, 64, 64)", style=solid]; +"1704 view_85" -> "1707 add_53" [label="(1, 4, 12, 64, 64)", style=solid]; +"1705 unsqueeze_46" -> "1706 unsqueeze_47" [label="(4, 1, 64, 64)", style=solid]; +"1706 unsqueeze_47" -> "1707 add_53" [label="(1, 4, 1, 64, 64)", style=solid]; +"1707 add_53" -> "1708 view_86" [label="(1, 4, 12, 64, 64)", style=solid]; +"1708 view_86" -> "1709 softmax_15" [label="(4, 12, 64, 64)", style=solid]; +"1709 softmax_15" -> "1710 dropout_60" [label="(4, 12, 64, 64)", style=solid]; +"1710 dropout_60" -> "1711 matmul_31" [label="(4, 12, 64, 64)", style=solid]; +"1711 matmul_31" -> "1712 quantize_per_tensor_default_96" [label="(4, 12, 64, 32)", style=solid]; +"1712 quantize_per_tensor_default_96" -> "1713 dequantize_per_tensor_default_96" [label=None, style=solid]; +"1713 dequantize_per_tensor_default_96" -> "1714 transpose_31" [label=None, style=solid]; +"1714 transpose_31" -> "1715 reshape_70" [label="(4, 64, 12, 32)", style=solid]; +"1715 reshape_70" -> "1716 linear_95" [label="(4, 64, 384)", style=solid]; +"1716 linear_95" -> "1717 dropout_61" [label="(4, 64, 384)", style=solid]; +"1717 dropout_61" -> "1718 view_87" [label="(4, 64, 384)", style=solid]; +"1718 view_87" -> "1719 permute_72" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1719 permute_72" -> "1720 reshape_71" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1720 reshape_71" -> "1721 roll_15" [label="(1, 16, 16, 384)", style=solid]; +"1721 roll_15" -> "1722 slice_241" [label="(1, 16, 16, 384)", style=solid]; +"1722 slice_241" -> "1723 slice_242" [label="(1, 16, 16, 384)", style=solid]; +"1723 slice_242" -> "1724 slice_243" [label="(1, 14, 16, 384)", style=solid]; +"1724 slice_243" -> "1725 slice_244" [label="(1, 14, 14, 384)", style=solid]; +"1725 slice_244" -> "1726 contiguous_29" [label="(1, 14, 14, 384)", style=solid]; +"1726 contiguous_29" -> "1727 layer_norm_33" [label="(1, 14, 14, 384)", style=solid]; +"1727 layer_norm_33" -> "1728 add_54" [label="(1, 14, 14, 384)", style=solid]; +"1728 add_54" -> "1729 quantize_per_tensor_default_97" [label="(1, 14, 14, 384)", style=solid]; +"1728 add_54" -> "1739 add_55" [label="(1, 14, 14, 384)", style=solid]; +"1729 quantize_per_tensor_default_97" -> "1730 dequantize_per_tensor_default_97" [label=None, style=solid]; +"1730 dequantize_per_tensor_default_97" -> "1731 linear_96" [label=None, style=solid]; +"1731 linear_96" -> "1732 gelu_15" [label="(1, 14, 14, 1536)", style=solid]; +"1732 gelu_15" -> "1733 quantize_per_tensor_default_98" [label="(1, 14, 14, 1536)", style=solid]; +"1733 quantize_per_tensor_default_98" -> "1734 dequantize_per_tensor_default_98" [label=None, style=solid]; +"1734 dequantize_per_tensor_default_98" -> "1735 dropout_62" [label=None, style=solid]; +"1735 dropout_62" -> "1736 linear_97" [label="(1, 14, 14, 1536)", style=solid]; +"1736 linear_97" -> "1737 dropout_63" [label="(1, 14, 14, 384)", style=solid]; +"1737 dropout_63" -> "1738 layer_norm_34" [label="(1, 14, 14, 384)", style=solid]; +"1738 layer_norm_34" -> "1739 add_55" [label="(1, 14, 14, 384)", style=solid]; +"1739 add_55" -> "1740 quantize_per_tensor_default_99" [label="(1, 14, 14, 384)", style=solid]; +"1739 add_55" -> "1789 add_57" [label="(1, 14, 14, 384)", style=solid]; +"1740 quantize_per_tensor_default_99" -> "1741 dequantize_per_tensor_default_99" [label=None, style=solid]; +"1741 dequantize_per_tensor_default_99" -> "1743 pad_18" [label=None, style=solid]; +"1742 _frozen_param136" -> "1770 add_56" [label="(1, 12, 64, 64)", style=solid]; +"1743 pad_18" -> "1744 view_90" [label="(1, 16, 16, 384)", style=solid]; +"1744 view_90" -> "1745 permute_74" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1745 permute_74" -> "1746 reshape_72" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1746 reshape_72" -> "1748 linear_100" [label="(4, 64, 384)", style=solid]; +"1747 _frozen_param137" -> "1748 linear_100" [label="(1152,)", style=solid]; +"1748 linear_100" -> "1749 reshape_73" [label="(4, 64, 1152)", style=solid]; +"1749 reshape_73" -> "1750 permute_75" [label="(4, 64, 3, 12, 32)", style=solid]; +"1750 permute_75" -> "1751 select_48" [label="(3, 4, 12, 64, 32)", style=solid]; +"1750 permute_75" -> "1752 select_49" [label="(3, 4, 12, 64, 32)", style=solid]; +"1750 permute_75" -> "1753 select_50" [label="(3, 4, 12, 64, 32)", style=solid]; +"1751 select_48" -> "1754 linalg_vector_norm_32" [label="(4, 12, 64, 32)", style=solid]; +"1751 select_48" -> "1756 expand_as_32" [label="(4, 12, 64, 32)", style=solid]; +"1751 select_48" -> "1757 div_32" [label="(4, 12, 64, 32)", style=solid]; +"1752 select_49" -> "1760 linalg_vector_norm_33" [label="(4, 12, 64, 32)", style=solid]; +"1752 select_49" -> "1762 expand_as_33" [label="(4, 12, 64, 32)", style=solid]; +"1752 select_49" -> "1763 div_33" [label="(4, 12, 64, 32)", style=solid]; +"1753 select_50" -> "1773 matmul_33" [label="(4, 12, 64, 32)", style=solid]; +"1754 linalg_vector_norm_32" -> "1755 clamp_min_32" [label="(4, 12, 64, 1)", style=solid]; +"1755 clamp_min_32" -> "1756 expand_as_32" [label="(4, 12, 64, 1)", 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quantize_per_tensor_default_114" [label="(4, 12, 64, 32)", style=solid]; +"1914 quantize_per_tensor_default_114" -> "1915 dequantize_per_tensor_default_114" [label=None, style=solid]; +"1915 dequantize_per_tensor_default_114" -> "1916 transpose_37" [label=None, style=solid]; +"1916 transpose_37" -> "1917 reshape_83" [label="(4, 64, 12, 32)", style=solid]; +"1917 reshape_83" -> "1918 linear_113" [label="(4, 64, 384)", style=solid]; +"1918 linear_113" -> "1919 dropout_73" [label="(4, 64, 384)", style=solid]; +"1919 dropout_73" -> "1920 view_102" [label="(4, 64, 384)", style=solid]; +"1920 view_102" -> "1921 permute_85" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1921 permute_85" -> "1922 reshape_84" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1922 reshape_84" -> "1923 slice_274" [label="(1, 16, 16, 384)", style=solid]; +"1923 slice_274" -> "1924 slice_275" [label="(1, 16, 16, 384)", style=solid]; +"1924 slice_275" -> "1925 slice_276" [label="(1, 14, 16, 384)", style=solid]; +"1925 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dequantize_per_tensor_default_116" -> "1936 dropout_74" [label=None, style=solid]; +"1936 dropout_74" -> "1937 linear_115" [label="(1, 14, 14, 1536)", style=solid]; +"1937 linear_115" -> "1938 dropout_75" [label="(1, 14, 14, 384)", style=solid]; +"1938 dropout_75" -> "1939 layer_norm_40" [label="(1, 14, 14, 384)", style=solid]; +"1939 layer_norm_40" -> "1940 add_65" [label="(1, 14, 14, 384)", style=solid]; +"1940 add_65" -> "1942 pad_21" [label="(1, 14, 14, 384)", style=solid]; +"1940 add_65" -> "2008 add_68" [label="(1, 14, 14, 384)", style=solid]; +"1941 _frozen_param157" -> "1972 add_66" [label="(1, 12, 64, 64)", style=solid]; +"1942 pad_21" -> "1943 roll_18" [label="(1, 16, 16, 384)", style=solid]; +"1943 roll_18" -> "1944 view_105" [label="(1, 16, 16, 384)", style=solid]; +"1944 view_105" -> "1945 permute_87" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1945 permute_87" -> "1946 reshape_85" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1946 reshape_85" -> "1947 quantize_per_tensor_default_117" [label="(4, 64, 384)", style=solid]; +"1946 reshape_85" -> "1973 new_zeros_9" [label="(4, 64, 384)", style=solid]; +"1947 quantize_per_tensor_default_117" -> "1948 dequantize_per_tensor_default_117" [label=None, style=solid]; +"1948 dequantize_per_tensor_default_117" -> "1950 linear_118" [label=None, style=solid]; +"1949 _frozen_param158" -> "1950 linear_118" [label="(1152,)", style=solid]; +"1950 linear_118" -> "1951 reshape_86" [label="(4, 64, 1152)", style=solid]; +"1951 reshape_86" -> "1952 permute_88" [label="(4, 64, 3, 12, 32)", style=solid]; +"1952 permute_88" -> "1953 select_57" [label="(3, 4, 12, 64, 32)", style=solid]; +"1952 permute_88" -> "1954 select_58" [label="(3, 4, 12, 64, 32)", style=solid]; +"1952 permute_88" -> "1955 select_59" [label="(3, 4, 12, 64, 32)", style=solid]; +"1953 select_57" -> "1956 linalg_vector_norm_38" [label="(4, 12, 64, 32)", style=solid]; +"1953 select_57" -> "1958 expand_as_38" [label="(4, 12, 64, 32)", style=solid]; +"1953 select_57" -> "1959 div_38" [label="(4, 12, 64, 32)", style=solid]; +"1954 select_58" -> "1962 linalg_vector_norm_39" [label="(4, 12, 64, 32)", style=solid]; +"1954 select_58" -> "1964 expand_as_39" [label="(4, 12, 64, 32)", style=solid]; +"1954 select_58" -> "1965 div_39" [label="(4, 12, 64, 32)", style=solid]; +"1955 select_59" -> "1991 matmul_39" [label="(4, 12, 64, 32)", style=solid]; +"1956 linalg_vector_norm_38" -> "1957 clamp_min_38" [label="(4, 12, 64, 1)", style=solid]; +"1957 clamp_min_38" -> "1958 expand_as_38" [label="(4, 12, 64, 1)", style=solid]; +"1958 expand_as_38" -> "1959 div_38" [label="(4, 12, 64, 32)", style=solid]; +"1959 div_38" -> "1960 quantize_per_tensor_default_118" [label="(4, 12, 64, 32)", style=solid]; +"1960 quantize_per_tensor_default_118" -> "1961 dequantize_per_tensor_default_118" [label=None, style=solid]; +"1961 dequantize_per_tensor_default_118" -> "1969 matmul_38" [label=None, style=solid]; +"1962 linalg_vector_norm_39" -> "1963 clamp_min_39" [label="(4, 12, 64, 1)", style=solid]; +"1963 clamp_min_39" -> "1964 expand_as_39" [label="(4, 12, 64, 1)", style=solid]; +"1964 expand_as_39" -> "1965 div_39" [label="(4, 12, 64, 32)", style=solid]; +"1965 div_39" -> "1966 quantize_per_tensor_default_119" [label="(4, 12, 64, 32)", style=solid]; +"1966 quantize_per_tensor_default_119" -> "1967 dequantize_per_tensor_default_119" [label=None, style=solid]; +"1967 dequantize_per_tensor_default_119" -> "1968 transpose_38" [label=None, style=solid]; +"1968 transpose_38" -> "1969 matmul_38" [label="(4, 12, 32, 64)", style=solid]; +"1969 matmul_38" -> "1971 mul_39" [label="(4, 12, 64, 64)", style=solid]; +"1970 _frozen_param160" -> "1971 mul_39" [label="(12, 1, 1)", style=solid]; +"1971 mul_39" -> "1972 add_66" [label="(4, 12, 64, 64)", style=solid]; +"1972 add_66" -> "1984 view_107" [label="(4, 12, 64, 64)", style=solid]; +"1973 new_zeros_9" -> "1974 view_106" [label="(16, 16)", style=solid]; +"1974 view_106" -> "1975 permute_89" [label="(2, 8, 2, 8)", style=solid]; +"1975 permute_89" -> "1976 reshape_87" [label="(2, 2, 8, 8)", style=solid]; +"1976 reshape_87" -> "1977 unsqueeze_56" [label="(4, 64)", style=solid]; +"1976 reshape_87" -> "1978 unsqueeze_57" [label="(4, 64)", style=solid]; +"1977 unsqueeze_56" -> "1979 sub_9" [label="(4, 1, 64)", style=solid]; +"1978 unsqueeze_57" -> "1979 sub_9" [label="(4, 64, 1)", style=solid]; +"1979 sub_9" -> "1980 ne_9" [label="(4, 64, 64)", style=solid]; +"1979 sub_9" -> "1981 masked_fill_18" [label="(4, 64, 64)", style=solid]; +"1979 sub_9" -> "1982 eq_9" [label="(4, 64, 64)", style=solid]; +"1980 ne_9" -> "1981 masked_fill_18" [label="(4, 64, 64)", style=solid]; +"1981 masked_fill_18" -> "1983 masked_fill_19" [label="(4, 64, 64)", style=solid]; +"1982 eq_9" -> "1983 masked_fill_19" [label="(4, 64, 64)", style=solid]; +"1983 masked_fill_19" -> "1985 unsqueeze_58" [label="(4, 64, 64)", style=solid]; +"1984 view_107" -> "1987 add_67" [label="(1, 4, 12, 64, 64)", style=solid]; +"1985 unsqueeze_58" -> "1986 unsqueeze_59" [label="(4, 1, 64, 64)", style=solid]; +"1986 unsqueeze_59" -> "1987 add_67" [label="(1, 4, 1, 64, 64)", style=solid]; +"1987 add_67" -> "1988 view_108" [label="(1, 4, 12, 64, 64)", style=solid]; +"1988 view_108" -> "1989 softmax_19" [label="(4, 12, 64, 64)", style=solid]; +"1989 softmax_19" -> "1990 dropout_76" [label="(4, 12, 64, 64)", style=solid]; +"1990 dropout_76" -> "1991 matmul_39" [label="(4, 12, 64, 64)", style=solid]; +"1991 matmul_39" -> "1992 quantize_per_tensor_default_120" [label="(4, 12, 64, 32)", style=solid]; +"1992 quantize_per_tensor_default_120" -> "1993 dequantize_per_tensor_default_120" [label=None, style=solid]; +"1993 dequantize_per_tensor_default_120" -> "1994 transpose_39" [label=None, style=solid]; +"1994 transpose_39" -> "1995 reshape_88" [label="(4, 64, 12, 32)", style=solid]; +"1995 reshape_88" -> "1996 linear_119" [label="(4, 64, 384)", style=solid]; +"1996 linear_119" -> "1997 dropout_77" [label="(4, 64, 384)", style=solid]; +"1997 dropout_77" -> "1998 view_109" [label="(4, 64, 384)", style=solid]; +"1998 view_109" -> "1999 permute_90" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1999 permute_90" -> "2000 reshape_89" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"2000 reshape_89" -> "2001 roll_19" [label="(1, 16, 16, 384)", style=solid]; +"2001 roll_19" -> "2002 slice_297" [label="(1, 16, 16, 384)", style=solid]; +"2002 slice_297" -> "2003 slice_298" [label="(1, 16, 16, 384)", style=solid]; +"2003 slice_298" -> "2004 slice_299" [label="(1, 14, 16, 384)", style=solid]; +"2004 slice_299" -> "2005 slice_300" [label="(1, 14, 14, 384)", style=solid]; +"2005 slice_300" -> "2006 contiguous_37" [label="(1, 14, 14, 384)", style=solid]; +"2006 contiguous_37" -> "2007 layer_norm_41" [label="(1, 14, 14, 384)", style=solid]; +"2007 layer_norm_41" -> "2008 add_68" [label="(1, 14, 14, 384)", style=solid]; +"2008 add_68" -> "2009 quantize_per_tensor_default_121" [label="(1, 14, 14, 384)", style=solid]; +"2008 add_68" -> "2019 add_69" [label="(1, 14, 14, 384)", style=solid]; +"2009 quantize_per_tensor_default_121" -> "2010 dequantize_per_tensor_default_121" [label=None, style=solid]; +"2010 dequantize_per_tensor_default_121" -> "2011 linear_120" [label=None, style=solid]; +"2011 linear_120" -> "2012 gelu_19" [label="(1, 14, 14, 1536)", style=solid]; +"2012 gelu_19" -> "2013 quantize_per_tensor_default_122" [label="(1, 14, 14, 1536)", style=solid]; +"2013 quantize_per_tensor_default_122" -> "2014 dequantize_per_tensor_default_122" [label=None, style=solid]; +"2014 dequantize_per_tensor_default_122" -> "2015 dropout_78" [label=None, style=solid]; +"2015 dropout_78" -> "2016 linear_121" [label="(1, 14, 14, 1536)", style=solid]; +"2016 linear_121" -> "2017 dropout_79" [label="(1, 14, 14, 384)", style=solid]; +"2017 dropout_79" -> "2018 layer_norm_42" [label="(1, 14, 14, 384)", style=solid]; +"2018 layer_norm_42" -> "2019 add_69" [label="(1, 14, 14, 384)", style=solid]; +"2019 add_69" -> "2020 quantize_per_tensor_default_123" [label="(1, 14, 14, 384)", style=solid]; +"2019 add_69" -> "2069 add_71" [label="(1, 14, 14, 384)", style=solid]; +"2020 quantize_per_tensor_default_123" -> "2021 dequantize_per_tensor_default_123" [label=None, style=solid]; +"2021 dequantize_per_tensor_default_123" -> "2023 pad_22" [label=None, style=solid]; +"2022 _frozen_param170" -> "2050 add_70" [label="(1, 12, 64, 64)", style=solid]; +"2023 pad_22" -> "2024 view_112" [label="(1, 16, 16, 384)", style=solid]; +"2024 view_112" -> "2025 permute_92" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"2025 permute_92" -> "2026 reshape_90" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"2026 reshape_90" -> "2028 linear_124" [label="(4, 64, 384)", style=solid]; +"2027 _frozen_param171" -> "2028 linear_124" [label="(1152,)", style=solid]; +"2028 linear_124" -> "2029 reshape_91" [label="(4, 64, 1152)", style=solid]; +"2029 reshape_91" -> "2030 permute_93" [label="(4, 64, 3, 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add_82" -> "2300 layer_norm_52" [label="(1, 7, 7, 768)", style=solid]; +"2300 layer_norm_52" -> "2301 permute_108" [label="(1, 7, 7, 768)", style=solid]; +"2301 permute_108" -> "2302 adaptive_avg_pool2d" [label="(1, 768, 7, 7)", style=solid]; +"2302 adaptive_avg_pool2d" -> "2303 quantize_per_tensor_default_148" [label="(1, 768, 1, 1)", style=solid]; +"2303 quantize_per_tensor_default_148" -> "2304 dequantize_per_tensor_default_148" [label=None, style=solid]; +"2304 dequantize_per_tensor_default_148" -> "2305 flatten" [label=None, style=solid]; +"2305 flatten" -> "2306 linear_147" [label="(1, 768)", style=solid]; +"2306 linear_147" -> "2307 output_1" [label="(1, 1000)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/synthetic_transformer.dot b/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/synthetic_transformer.dot new file mode 100644 index 00000000000..ef95b18fdfa --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/synthetic_transformer.dot @@ -0,0 +1,41 @@ +strict digraph { +"0 wte_weight" [id=0, type=get_attr]; +"1 _scale_0" [id=1, type=get_attr]; +"2 _zero_point_0" [id=2, type=get_attr]; +"3 _frozen_param0" [id=3, type=get_attr]; +"4 dequantize_per_channel_default" [id=4, type=dequantize_per_channel]; +"5 linear_bias" [id=5, type=get_attr]; +"6 _scale_1" [id=6, type=get_attr]; +"7 _zero_point_1" [id=7, type=get_attr]; +"8 _frozen_param1" [id=8, type=get_attr]; +"9 dequantize_per_channel_default_1" [id=9, type=dequantize_per_channel]; +"10 lm_head_bias" [id=10, type=get_attr]; +"11 input_ids" [id=11, type=input]; +"12 embedding" [id=12, type=embedding]; +"13 quantize_per_tensor_default" [id=13, type=quantize_per_tensor]; +"14 dequantize_per_tensor_default" [id=14, type=dequantize_per_tensor]; +"15 linear" [id=15, type=linear]; +"16 quantize_per_tensor_default_1" [id=16, type=quantize_per_tensor]; +"17 dequantize_per_tensor_default_1" [id=17, type=dequantize_per_tensor]; +"18 linear_1" [id=18, type=linear]; +"19 output_1" [id=19, type=output]; +"0 wte_weight" -> "12 embedding" [label="(10, 5)", style=solid]; +"1 _scale_0" -> "4 dequantize_per_channel_default" [label="(5,)", style=solid]; +"2 _zero_point_0" -> "4 dequantize_per_channel_default" [label="(5,)", style=solid]; +"3 _frozen_param0" -> "4 dequantize_per_channel_default" [label="(5, 5)", style=solid]; +"4 dequantize_per_channel_default" -> "15 linear" [label=None, style=solid]; +"5 linear_bias" -> "15 linear" [label="(5,)", style=solid]; +"6 _scale_1" -> "9 dequantize_per_channel_default_1" [label="(10,)", style=solid]; +"7 _zero_point_1" -> "9 dequantize_per_channel_default_1" [label="(10,)", style=solid]; +"8 _frozen_param1" -> "9 dequantize_per_channel_default_1" [label="(10, 5)", style=solid]; +"9 dequantize_per_channel_default_1" -> "18 linear_1" [label=None, style=solid]; +"10 lm_head_bias" -> "18 linear_1" [label="(10,)", style=solid]; +"11 input_ids" -> "12 embedding" [label="(5,)", style=solid]; +"12 embedding" -> "13 quantize_per_tensor_default" [label="(5, 5)", style=solid]; +"13 quantize_per_tensor_default" -> "14 dequantize_per_tensor_default" [label=None, style=solid]; +"14 dequantize_per_tensor_default" -> "15 linear" [label=None, style=solid]; +"15 linear" -> "16 quantize_per_tensor_default_1" [label="(5, 5)", style=solid]; +"16 quantize_per_tensor_default_1" -> "17 dequantize_per_tensor_default_1" [label=None, style=solid]; +"17 dequantize_per_tensor_default_1" -> "18 linear_1" [label=None, style=solid]; +"18 linear_1" -> "19 output_1" [label="(5, 10)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/unet.dot b/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/unet.dot new file mode 100644 index 00000000000..6c7e8e88eff --- /dev/null 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conv2d_14" [id=202, type=conv2d]; +"203 relu_14" [id=203, type=relu]; +"204 quantize_per_tensor_default_18" [id=204, type=quantize_per_tensor]; +"205 dequantize_per_tensor_default_18" [id=205, type=dequantize_per_tensor]; +"206 conv2d_15" [id=206, type=conv2d]; +"207 relu_15" [id=207, type=relu]; +"208 quantize_per_tensor_default_19" [id=208, type=quantize_per_tensor]; +"209 dequantize_per_tensor_default_19" [id=209, type=dequantize_per_tensor]; +"210 conv_transpose2d_3" [id=210, type=conv_transpose2d]; +"211 quantize_per_tensor_default_20" [id=211, type=quantize_per_tensor]; +"212 dequantize_per_tensor_default_20" [id=212, type=dequantize_per_tensor]; +"213 slice_13" [id=213, type=slice]; +"214 slice_14" [id=214, type=slice]; +"215 slice_15" [id=215, type=slice]; +"216 slice_16" [id=216, type=slice]; +"217 cat_3" [id=217, type=cat]; +"218 conv2d_16" [id=218, type=conv2d]; +"219 relu_16" [id=219, type=relu]; +"220 quantize_per_tensor_default_21" [id=220, type=quantize_per_tensor]; +"221 dequantize_per_tensor_default_21" [id=221, type=dequantize_per_tensor]; +"222 conv2d_17" [id=222, type=conv2d]; +"223 relu_17" [id=223, type=relu]; +"224 quantize_per_tensor_default_22" [id=224, type=quantize_per_tensor]; +"225 dequantize_per_tensor_default_22" [id=225, type=dequantize_per_tensor]; +"226 conv2d_18" [id=226, type=conv2d]; +"227 output_1" [id=227, type=output]; +"0 _scale_0" -> "3 dequantize_per_channel_default" [label="(64,)", style=solid]; +"1 _zero_point_0" -> "3 dequantize_per_channel_default" [label="(64,)", style=solid]; +"2 _frozen_param0" -> "3 dequantize_per_channel_default" [label="(64, 3, 3, 3)", style=solid]; +"3 dequantize_per_channel_default" -> "118 conv2d" [label=None, style=solid]; +"4 down_path_0_block_0_bias" -> "118 conv2d" [label="(64,)", style=solid]; +"5 _scale_1" -> "8 dequantize_per_channel_default_1" [label="(64,)", style=solid]; +"6 _zero_point_1" -> "8 dequantize_per_channel_default_1" [label="(64,)", style=solid]; +"7 _frozen_param1" -> "8 dequantize_per_channel_default_1" [label="(64, 64, 3, 3)", style=solid]; +"8 dequantize_per_channel_default_1" -> "122 conv2d_1" [label=None, style=solid]; +"9 down_path_0_block_3_bias" -> "122 conv2d_1" [label="(64,)", style=solid]; +"10 _scale_2" -> "13 dequantize_per_channel_default_2" [label="(128,)", style=solid]; +"11 _zero_point_2" -> "13 dequantize_per_channel_default_2" [label="(128,)", style=solid]; +"12 _frozen_param2" -> "13 dequantize_per_channel_default_2" [label="(128, 64, 3, 3)", style=solid]; +"13 dequantize_per_channel_default_2" -> "127 conv2d_2" [label=None, style=solid]; +"14 down_path_1_block_0_bias" -> "127 conv2d_2" [label="(128,)", style=solid]; +"15 _scale_3" -> "18 dequantize_per_channel_default_3" [label="(128,)", style=solid]; +"16 _zero_point_3" -> "18 dequantize_per_channel_default_3" [label="(128,)", style=solid]; +"17 _frozen_param3" -> "18 dequantize_per_channel_default_3" [label="(128, 128, 3, 3)", style=solid]; +"18 dequantize_per_channel_default_3" -> "131 conv2d_3" [label=None, style=solid]; +"19 down_path_1_block_3_bias" -> "131 conv2d_3" [label="(128,)", style=solid]; +"20 _scale_4" -> "23 dequantize_per_channel_default_4" [label="(256,)", style=solid]; +"21 _zero_point_4" -> "23 dequantize_per_channel_default_4" [label="(256,)", style=solid]; +"22 _frozen_param4" -> "23 dequantize_per_channel_default_4" [label="(256, 128, 3, 3)", style=solid]; +"23 dequantize_per_channel_default_4" -> "136 conv2d_4" [label=None, style=solid]; +"24 down_path_2_block_0_bias" -> "136 conv2d_4" [label="(256,)", style=solid]; +"25 _scale_5" -> "28 dequantize_per_channel_default_5" [label="(256,)", style=solid]; +"26 _zero_point_5" -> "28 dequantize_per_channel_default_5" [label="(256,)", style=solid]; +"27 _frozen_param5" -> "28 dequantize_per_channel_default_5" [label="(256, 256, 3, 3)", style=solid]; +"28 dequantize_per_channel_default_5" -> "140 conv2d_5" [label=None, style=solid]; +"29 down_path_2_block_3_bias" -> "140 conv2d_5" [label="(256,)", style=solid]; +"30 _scale_6" -> "33 dequantize_per_channel_default_6" [label="(512,)", style=solid]; +"31 _zero_point_6" -> "33 dequantize_per_channel_default_6" [label="(512,)", style=solid]; +"32 _frozen_param6" -> "33 dequantize_per_channel_default_6" [label="(512, 256, 3, 3)", style=solid]; +"33 dequantize_per_channel_default_6" -> "145 conv2d_6" [label=None, style=solid]; +"34 down_path_3_block_0_bias" -> "145 conv2d_6" [label="(512,)", style=solid]; +"35 _scale_7" -> "38 dequantize_per_channel_default_7" [label="(512,)", style=solid]; +"36 _zero_point_7" -> "38 dequantize_per_channel_default_7" [label="(512,)", style=solid]; +"37 _frozen_param7" -> "38 dequantize_per_channel_default_7" [label="(512, 512, 3, 3)", style=solid]; +"38 dequantize_per_channel_default_7" -> "149 conv2d_7" [label=None, style=solid]; +"39 down_path_3_block_3_bias" -> "149 conv2d_7" [label="(512,)", style=solid]; +"40 _scale_8" -> "43 dequantize_per_channel_default_8" [label="(1024,)", style=solid]; +"41 _zero_point_8" -> "43 dequantize_per_channel_default_8" [label="(1024,)", style=solid]; +"42 _frozen_param8" -> "43 dequantize_per_channel_default_8" [label="(1024, 512, 3, 3)", style=solid]; +"43 dequantize_per_channel_default_8" -> "154 conv2d_8" [label=None, style=solid]; +"44 down_path_4_block_0_bias" -> "154 conv2d_8" [label="(1024,)", style=solid]; +"45 _scale_9" -> "48 dequantize_per_channel_default_9" [label="(1024,)", style=solid]; +"46 _zero_point_9" -> "48 dequantize_per_channel_default_9" [label="(1024,)", style=solid]; +"47 _frozen_param9" -> "48 dequantize_per_channel_default_9" [label="(1024, 1024, 3, 3)", style=solid]; +"48 dequantize_per_channel_default_9" -> "158 conv2d_9" [label=None, style=solid]; +"49 down_path_4_block_3_bias" -> "158 conv2d_9" [label="(1024,)", style=solid]; +"50 _scale_10" -> "53 dequantize_per_channel_default_10" [label="(1024,)", style=solid]; +"51 _zero_point_10" -> "53 dequantize_per_channel_default_10" [label="(1024,)", style=solid]; +"52 _frozen_param10" -> "53 dequantize_per_channel_default_10" [label="(1024, 512, 2, 2)", style=solid]; +"53 dequantize_per_channel_default_10" -> "162 conv_transpose2d" [label=None, style=solid]; +"54 up_path_0_up_bias" -> "162 conv_transpose2d" [label="(512,)", style=solid]; +"55 _scale_11" -> "58 dequantize_per_channel_default_11" [label="(512,)", style=solid]; +"56 _zero_point_11" -> "58 dequantize_per_channel_default_11" [label="(512,)", style=solid]; +"57 _frozen_param11" -> "58 dequantize_per_channel_default_11" [label="(512, 1024, 3, 3)", style=solid]; +"58 dequantize_per_channel_default_11" -> "170 conv2d_10" [label=None, style=solid]; +"59 up_path_0_conv_block_block_0_bias" -> "170 conv2d_10" [label="(512,)", style=solid]; +"60 _scale_12" -> "63 dequantize_per_channel_default_12" [label="(512,)", style=solid]; +"61 _zero_point_12" -> "63 dequantize_per_channel_default_12" [label="(512,)", style=solid]; +"62 _frozen_param12" -> "63 dequantize_per_channel_default_12" [label="(512, 512, 3, 3)", style=solid]; +"63 dequantize_per_channel_default_12" -> "174 conv2d_11" [label=None, style=solid]; +"64 up_path_0_conv_block_block_3_bias" -> "174 conv2d_11" [label="(512,)", style=solid]; +"65 _scale_13" -> "68 dequantize_per_channel_default_13" [label="(512,)", style=solid]; +"66 _zero_point_13" -> "68 dequantize_per_channel_default_13" [label="(512,)", style=solid]; +"67 _frozen_param13" -> "68 dequantize_per_channel_default_13" [label="(512, 256, 2, 2)", style=solid]; +"68 dequantize_per_channel_default_13" -> "178 conv_transpose2d_1" [label=None, style=solid]; +"69 up_path_1_up_bias" -> "178 conv_transpose2d_1" [label="(256,)", style=solid]; +"70 _scale_14" -> "73 dequantize_per_channel_default_14" [label="(256,)", style=solid]; +"71 _zero_point_14" -> "73 dequantize_per_channel_default_14" [label="(256,)", style=solid]; +"72 _frozen_param14" -> "73 dequantize_per_channel_default_14" [label="(256, 512, 3, 3)", style=solid]; +"73 dequantize_per_channel_default_14" -> "186 conv2d_12" [label=None, style=solid]; +"74 up_path_1_conv_block_block_0_bias" -> "186 conv2d_12" [label="(256,)", style=solid]; +"75 _scale_15" -> "78 dequantize_per_channel_default_15" [label="(256,)", style=solid]; +"76 _zero_point_15" -> "78 dequantize_per_channel_default_15" [label="(256,)", style=solid]; +"77 _frozen_param15" -> "78 dequantize_per_channel_default_15" [label="(256, 256, 3, 3)", style=solid]; +"78 dequantize_per_channel_default_15" -> "190 conv2d_13" [label=None, style=solid]; +"79 up_path_1_conv_block_block_3_bias" -> "190 conv2d_13" [label="(256,)", style=solid]; +"80 _scale_16" -> "83 dequantize_per_channel_default_16" [label="(256,)", style=solid]; +"81 _zero_point_16" -> "83 dequantize_per_channel_default_16" [label="(256,)", style=solid]; +"82 _frozen_param16" -> "83 dequantize_per_channel_default_16" [label="(256, 128, 2, 2)", style=solid]; +"83 dequantize_per_channel_default_16" -> "194 conv_transpose2d_2" [label=None, style=solid]; +"84 up_path_2_up_bias" -> "194 conv_transpose2d_2" [label="(128,)", style=solid]; +"85 _scale_17" -> "88 dequantize_per_channel_default_17" [label="(128,)", style=solid]; +"86 _zero_point_17" -> "88 dequantize_per_channel_default_17" [label="(128,)", style=solid]; +"87 _frozen_param17" -> "88 dequantize_per_channel_default_17" [label="(128, 256, 3, 3)", style=solid]; +"88 dequantize_per_channel_default_17" -> "202 conv2d_14" [label=None, style=solid]; +"89 up_path_2_conv_block_block_0_bias" -> "202 conv2d_14" [label="(128,)", style=solid]; +"90 _scale_18" -> "93 dequantize_per_channel_default_18" [label="(128,)", style=solid]; +"91 _zero_point_18" -> "93 dequantize_per_channel_default_18" [label="(128,)", style=solid]; +"92 _frozen_param18" -> "93 dequantize_per_channel_default_18" [label="(128, 128, 3, 3)", style=solid]; +"93 dequantize_per_channel_default_18" -> "206 conv2d_15" [label=None, style=solid]; +"94 up_path_2_conv_block_block_3_bias" -> "206 conv2d_15" [label="(128,)", style=solid]; +"95 _scale_19" -> "98 dequantize_per_channel_default_19" [label="(128,)", style=solid]; +"96 _zero_point_19" -> "98 dequantize_per_channel_default_19" [label="(128,)", style=solid]; +"97 _frozen_param19" -> "98 dequantize_per_channel_default_19" [label="(128, 64, 2, 2)", style=solid]; +"98 dequantize_per_channel_default_19" -> "210 conv_transpose2d_3" [label=None, style=solid]; +"99 up_path_3_up_bias" -> "210 conv_transpose2d_3" [label="(64,)", style=solid]; +"100 _scale_20" -> "103 dequantize_per_channel_default_20" [label="(64,)", style=solid]; +"101 _zero_point_20" -> "103 dequantize_per_channel_default_20" [label="(64,)", style=solid]; +"102 _frozen_param20" -> "103 dequantize_per_channel_default_20" [label="(64, 128, 3, 3)", style=solid]; +"103 dequantize_per_channel_default_20" -> "218 conv2d_16" [label=None, style=solid]; +"104 up_path_3_conv_block_block_0_bias" -> "218 conv2d_16" [label="(64,)", style=solid]; +"105 _scale_21" -> "108 dequantize_per_channel_default_21" [label="(64,)", style=solid]; +"106 _zero_point_21" -> "108 dequantize_per_channel_default_21" [label="(64,)", style=solid]; +"107 _frozen_param21" -> "108 dequantize_per_channel_default_21" [label="(64, 64, 3, 3)", style=solid]; +"108 dequantize_per_channel_default_21" -> "222 conv2d_17" [label=None, style=solid]; +"109 up_path_3_conv_block_block_3_bias" -> "222 conv2d_17" [label="(64,)", style=solid]; +"110 _scale_22" -> "113 dequantize_per_channel_default_22" [label="(12,)", style=solid]; +"111 _zero_point_22" -> "113 dequantize_per_channel_default_22" [label="(12,)", style=solid]; +"112 _frozen_param22" -> "113 dequantize_per_channel_default_22" [label="(12, 64, 1, 1)", style=solid]; +"113 dequantize_per_channel_default_22" -> "226 conv2d_18" [label=None, style=solid]; +"114 last_bias" -> "226 conv2d_18" [label="(12,)", style=solid]; +"115 x" -> "116 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"116 quantize_per_tensor_default" -> "117 dequantize_per_tensor_default" [label=None, style=solid]; +"117 dequantize_per_tensor_default" -> "118 conv2d" [label=None, style=solid]; +"118 conv2d" -> "119 relu" [label="(1, 64, 222, 222)", style=solid]; +"119 relu" -> "120 quantize_per_tensor_default_1" [label="(1, 64, 222, 222)", style=solid]; +"120 quantize_per_tensor_default_1" -> "121 dequantize_per_tensor_default_1" [label=None, style=solid]; +"121 dequantize_per_tensor_default_1" -> "122 conv2d_1" [label=None, style=solid]; +"122 conv2d_1" -> "123 relu_1" [label="(1, 64, 220, 220)", style=solid]; +"123 relu_1" -> "124 quantize_per_tensor_default_2" [label="(1, 64, 220, 220)", style=solid]; +"124 quantize_per_tensor_default_2" -> "125 dequantize_per_tensor_default_2" [label=None, style=solid]; +"125 dequantize_per_tensor_default_2" -> "126 max_pool2d" [label=None, style=solid]; +"125 dequantize_per_tensor_default_2" -> "213 slice_13" [label=None, style=solid]; +"126 max_pool2d" -> "127 conv2d_2" [label="(1, 64, 110, 110)", style=solid]; +"127 conv2d_2" -> "128 relu_2" [label="(1, 128, 108, 108)", style=solid]; +"128 relu_2" -> "129 quantize_per_tensor_default_3" [label="(1, 128, 108, 108)", style=solid]; +"129 quantize_per_tensor_default_3" -> "130 dequantize_per_tensor_default_3" [label=None, style=solid]; +"130 dequantize_per_tensor_default_3" -> "131 conv2d_3" [label=None, style=solid]; +"131 conv2d_3" -> "132 relu_3" [label="(1, 128, 106, 106)", style=solid]; +"132 relu_3" -> "133 quantize_per_tensor_default_4" [label="(1, 128, 106, 106)", style=solid]; +"133 quantize_per_tensor_default_4" -> "134 dequantize_per_tensor_default_4" [label=None, style=solid]; +"134 dequantize_per_tensor_default_4" -> "135 max_pool2d_1" [label=None, style=solid]; +"134 dequantize_per_tensor_default_4" -> "197 slice_9" [label=None, style=solid]; +"135 max_pool2d_1" -> "136 conv2d_4" [label="(1, 128, 53, 53)", style=solid]; +"136 conv2d_4" -> "137 relu_4" [label="(1, 256, 51, 51)", style=solid]; +"137 relu_4" -> "138 quantize_per_tensor_default_5" [label="(1, 256, 51, 51)", style=solid]; +"138 quantize_per_tensor_default_5" -> "139 dequantize_per_tensor_default_5" [label=None, style=solid]; +"139 dequantize_per_tensor_default_5" -> "140 conv2d_5" [label=None, style=solid]; +"140 conv2d_5" -> "141 relu_5" [label="(1, 256, 49, 49)", style=solid]; +"141 relu_5" -> "142 quantize_per_tensor_default_6" [label="(1, 256, 49, 49)", style=solid]; +"142 quantize_per_tensor_default_6" -> "143 dequantize_per_tensor_default_6" [label=None, style=solid]; +"143 dequantize_per_tensor_default_6" -> "144 max_pool2d_2" [label=None, style=solid]; +"143 dequantize_per_tensor_default_6" -> "181 slice_5" [label=None, style=solid]; +"144 max_pool2d_2" -> "145 conv2d_6" [label="(1, 256, 24, 24)", style=solid]; +"145 conv2d_6" -> "146 relu_6" [label="(1, 512, 22, 22)", style=solid]; +"146 relu_6" -> "147 quantize_per_tensor_default_7" [label="(1, 512, 22, 22)", style=solid]; +"147 quantize_per_tensor_default_7" -> "148 dequantize_per_tensor_default_7" [label=None, style=solid]; +"148 dequantize_per_tensor_default_7" -> "149 conv2d_7" [label=None, style=solid]; +"149 conv2d_7" -> "150 relu_7" [label="(1, 512, 20, 20)", style=solid]; +"150 relu_7" -> "151 quantize_per_tensor_default_8" [label="(1, 512, 20, 20)", style=solid]; +"151 quantize_per_tensor_default_8" -> "152 dequantize_per_tensor_default_8" [label=None, style=solid]; +"152 dequantize_per_tensor_default_8" -> "153 max_pool2d_3" [label=None, style=solid]; +"152 dequantize_per_tensor_default_8" -> "165 slice_1" [label=None, style=solid]; +"153 max_pool2d_3" -> "154 conv2d_8" [label="(1, 512, 10, 10)", style=solid]; +"154 conv2d_8" -> "155 relu_8" [label="(1, 1024, 8, 8)", style=solid]; +"155 relu_8" -> "156 quantize_per_tensor_default_9" [label="(1, 1024, 8, 8)", style=solid]; +"156 quantize_per_tensor_default_9" -> "157 dequantize_per_tensor_default_9" [label=None, style=solid]; +"157 dequantize_per_tensor_default_9" -> "158 conv2d_9" [label=None, style=solid]; +"158 conv2d_9" -> "159 relu_9" [label="(1, 1024, 6, 6)", style=solid]; +"159 relu_9" -> "160 quantize_per_tensor_default_10" [label="(1, 1024, 6, 6)", style=solid]; +"160 quantize_per_tensor_default_10" -> "161 dequantize_per_tensor_default_10" [label=None, style=solid]; +"161 dequantize_per_tensor_default_10" -> "162 conv_transpose2d" [label=None, style=solid]; +"162 conv_transpose2d" -> "163 quantize_per_tensor_default_11" [label="(1, 512, 12, 12)", style=solid]; +"163 quantize_per_tensor_default_11" -> "164 dequantize_per_tensor_default_11" [label=None, style=solid]; +"164 dequantize_per_tensor_default_11" -> "169 cat" [label=None, style=solid]; +"165 slice_1" -> "166 slice_2" [label="(1, 512, 20, 20)", style=solid]; +"166 slice_2" -> "167 slice_3" [label="(1, 512, 20, 20)", style=solid]; +"167 slice_3" -> "168 slice_4" [label="(1, 512, 12, 20)", style=solid]; +"168 slice_4" -> "169 cat" [label="(1, 512, 12, 12)", style=solid]; +"169 cat" -> "170 conv2d_10" [label="(1, 1024, 12, 12)", style=solid]; +"170 conv2d_10" -> "171 relu_10" [label="(1, 512, 10, 10)", style=solid]; +"171 relu_10" -> "172 quantize_per_tensor_default_12" [label="(1, 512, 10, 10)", style=solid]; +"172 quantize_per_tensor_default_12" -> "173 dequantize_per_tensor_default_12" [label=None, style=solid]; +"173 dequantize_per_tensor_default_12" -> "174 conv2d_11" [label=None, style=solid]; +"174 conv2d_11" -> "175 relu_11" [label="(1, 512, 8, 8)", style=solid]; +"175 relu_11" -> "176 quantize_per_tensor_default_13" [label="(1, 512, 8, 8)", style=solid]; +"176 quantize_per_tensor_default_13" -> "177 dequantize_per_tensor_default_13" [label=None, style=solid]; +"177 dequantize_per_tensor_default_13" -> "178 conv_transpose2d_1" [label=None, style=solid]; +"178 conv_transpose2d_1" -> "179 quantize_per_tensor_default_14" [label="(1, 256, 16, 16)", style=solid]; +"179 quantize_per_tensor_default_14" -> "180 dequantize_per_tensor_default_14" [label=None, style=solid]; +"180 dequantize_per_tensor_default_14" -> "185 cat_1" [label=None, style=solid]; +"181 slice_5" -> "182 slice_6" [label="(1, 256, 49, 49)", style=solid]; +"182 slice_6" -> "183 slice_7" [label="(1, 256, 49, 49)", style=solid]; +"183 slice_7" -> "184 slice_8" [label="(1, 256, 16, 49)", style=solid]; +"184 slice_8" -> "185 cat_1" [label="(1, 256, 16, 16)", style=solid]; +"185 cat_1" -> "186 conv2d_12" [label="(1, 512, 16, 16)", style=solid]; +"186 conv2d_12" -> "187 relu_12" [label="(1, 256, 14, 14)", style=solid]; +"187 relu_12" -> "188 quantize_per_tensor_default_15" [label="(1, 256, 14, 14)", style=solid]; +"188 quantize_per_tensor_default_15" -> "189 dequantize_per_tensor_default_15" [label=None, style=solid]; +"189 dequantize_per_tensor_default_15" -> "190 conv2d_13" [label=None, style=solid]; +"190 conv2d_13" -> "191 relu_13" [label="(1, 256, 12, 12)", style=solid]; +"191 relu_13" -> "192 quantize_per_tensor_default_16" [label="(1, 256, 12, 12)", style=solid]; +"192 quantize_per_tensor_default_16" -> "193 dequantize_per_tensor_default_16" [label=None, style=solid]; +"193 dequantize_per_tensor_default_16" -> "194 conv_transpose2d_2" [label=None, style=solid]; +"194 conv_transpose2d_2" -> "195 quantize_per_tensor_default_17" [label="(1, 128, 24, 24)", style=solid]; +"195 quantize_per_tensor_default_17" -> "196 dequantize_per_tensor_default_17" [label=None, style=solid]; +"196 dequantize_per_tensor_default_17" -> "201 cat_2" [label=None, style=solid]; +"197 slice_9" -> "198 slice_10" [label="(1, 128, 106, 106)", style=solid]; +"198 slice_10" -> "199 slice_11" [label="(1, 128, 106, 106)", style=solid]; +"199 slice_11" -> "200 slice_12" [label="(1, 128, 24, 106)", style=solid]; +"200 slice_12" -> "201 cat_2" [label="(1, 128, 24, 24)", style=solid]; +"201 cat_2" -> "202 conv2d_14" [label="(1, 256, 24, 24)", style=solid]; +"202 conv2d_14" -> "203 relu_14" [label="(1, 128, 22, 22)", style=solid]; +"203 relu_14" -> "204 quantize_per_tensor_default_18" [label="(1, 128, 22, 22)", style=solid]; +"204 quantize_per_tensor_default_18" -> "205 dequantize_per_tensor_default_18" [label=None, style=solid]; +"205 dequantize_per_tensor_default_18" -> "206 conv2d_15" [label=None, style=solid]; +"206 conv2d_15" -> "207 relu_15" [label="(1, 128, 20, 20)", style=solid]; +"207 relu_15" -> "208 quantize_per_tensor_default_19" [label="(1, 128, 20, 20)", style=solid]; +"208 quantize_per_tensor_default_19" -> "209 dequantize_per_tensor_default_19" [label=None, style=solid]; +"209 dequantize_per_tensor_default_19" -> "210 conv_transpose2d_3" [label=None, style=solid]; +"210 conv_transpose2d_3" -> "211 quantize_per_tensor_default_20" [label="(1, 64, 40, 40)", style=solid]; +"211 quantize_per_tensor_default_20" -> "212 dequantize_per_tensor_default_20" [label=None, style=solid]; +"212 dequantize_per_tensor_default_20" -> "217 cat_3" [label=None, style=solid]; +"213 slice_13" -> "214 slice_14" [label="(1, 64, 220, 220)", style=solid]; +"214 slice_14" -> "215 slice_15" [label="(1, 64, 220, 220)", style=solid]; +"215 slice_15" -> "216 slice_16" [label="(1, 64, 40, 220)", style=solid]; +"216 slice_16" -> "217 cat_3" [label="(1, 64, 40, 40)", style=solid]; +"217 cat_3" -> "218 conv2d_16" [label="(1, 128, 40, 40)", style=solid]; +"218 conv2d_16" -> "219 relu_16" [label="(1, 64, 38, 38)", style=solid]; +"219 relu_16" -> "220 quantize_per_tensor_default_21" [label="(1, 64, 38, 38)", style=solid]; +"220 quantize_per_tensor_default_21" -> "221 dequantize_per_tensor_default_21" [label=None, style=solid]; +"221 dequantize_per_tensor_default_21" -> "222 conv2d_17" [label=None, style=solid]; +"222 conv2d_17" -> "223 relu_17" [label="(1, 64, 36, 36)", style=solid]; +"223 relu_17" -> "224 quantize_per_tensor_default_22" [label="(1, 64, 36, 36)", style=solid]; +"224 quantize_per_tensor_default_22" -> "225 dequantize_per_tensor_default_22" [label=None, style=solid]; +"225 dequantize_per_tensor_default_22" -> "226 conv2d_18" [label=None, style=solid]; +"226 conv2d_18" -> "227 output_1" [label="(1, 12, 36, 36)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/vit_b_16.dot b/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/vit_b_16.dot new file mode 100644 index 00000000000..c54eee713de --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/vit_b_16.dot @@ -0,0 +1,1789 @@ +strict digraph { +"0 encoder_pos_embedding" [id=0, type=get_attr]; +"1 _scale_0" [id=1, type=get_attr]; +"2 _zero_point_0" [id=2, type=get_attr]; +"3 _frozen_param1" [id=3, type=get_attr]; +"4 dequantize_per_channel_default" [id=4, type=dequantize_per_channel]; +"5 conv_proj_bias" [id=5, type=get_attr]; +"6 encoder_layers_encoder_layer_0_ln_1_weight" [id=6, type=get_attr]; +"7 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+"24 encoder_layers_encoder_layer_0_mlp_0_bias" [id=24, type=get_attr]; +"25 _scale_4" [id=25, type=get_attr]; +"26 _zero_point_4" [id=26, type=get_attr]; +"27 _frozen_param5" [id=27, type=get_attr]; +"28 dequantize_per_channel_default_4" [id=28, type=dequantize_per_channel]; +"29 encoder_layers_encoder_layer_0_mlp_3_bias" [id=29, type=get_attr]; +"30 encoder_layers_encoder_layer_1_ln_1_weight" [id=30, type=get_attr]; +"31 encoder_layers_encoder_layer_1_ln_1_bias" [id=31, type=get_attr]; +"32 _scale_5" [id=32, type=get_attr]; +"33 _zero_point_5" [id=33, type=get_attr]; +"34 _frozen_param6" [id=34, type=get_attr]; +"35 dequantize_per_channel_default_5" [id=35, type=dequantize_per_channel]; +"36 encoder_layers_encoder_layer_1_self_attention_in_proj_bias" [id=36, type=get_attr]; +"37 _scale_6" [id=37, type=get_attr]; +"38 _zero_point_6" [id=38, type=get_attr]; +"39 _frozen_param7" [id=39, type=get_attr]; +"40 dequantize_per_channel_default_6" [id=40, type=dequantize_per_channel]; +"41 encoder_layers_encoder_layer_1_self_attention_out_proj_bias" [id=41, type=get_attr]; +"42 encoder_layers_encoder_layer_1_ln_2_weight" [id=42, type=get_attr]; +"43 encoder_layers_encoder_layer_1_ln_2_bias" [id=43, type=get_attr]; +"44 _scale_7" [id=44, type=get_attr]; +"45 _zero_point_7" [id=45, type=get_attr]; +"46 _frozen_param8" [id=46, type=get_attr]; +"47 dequantize_per_channel_default_7" [id=47, type=dequantize_per_channel]; +"48 encoder_layers_encoder_layer_1_mlp_0_bias" [id=48, type=get_attr]; +"49 _scale_8" [id=49, type=get_attr]; +"50 _zero_point_8" [id=50, type=get_attr]; +"51 _frozen_param9" [id=51, type=get_attr]; +"52 dequantize_per_channel_default_8" [id=52, type=dequantize_per_channel]; +"53 encoder_layers_encoder_layer_1_mlp_3_bias" [id=53, type=get_attr]; +"54 encoder_layers_encoder_layer_2_ln_1_weight" [id=54, type=get_attr]; +"55 encoder_layers_encoder_layer_2_ln_1_bias" [id=55, type=get_attr]; +"56 _scale_9" [id=56, type=get_attr]; +"57 _zero_point_9" [id=57, type=get_attr]; +"58 _frozen_param10" [id=58, type=get_attr]; +"59 dequantize_per_channel_default_9" [id=59, type=dequantize_per_channel]; +"60 encoder_layers_encoder_layer_2_self_attention_in_proj_bias" [id=60, type=get_attr]; +"61 _scale_10" [id=61, type=get_attr]; +"62 _zero_point_10" [id=62, type=get_attr]; +"63 _frozen_param11" [id=63, type=get_attr]; +"64 dequantize_per_channel_default_10" [id=64, type=dequantize_per_channel]; +"65 encoder_layers_encoder_layer_2_self_attention_out_proj_bias" [id=65, type=get_attr]; +"66 encoder_layers_encoder_layer_2_ln_2_weight" [id=66, type=get_attr]; +"67 encoder_layers_encoder_layer_2_ln_2_bias" [id=67, type=get_attr]; +"68 _scale_11" [id=68, type=get_attr]; +"69 _zero_point_11" [id=69, type=get_attr]; +"70 _frozen_param12" [id=70, type=get_attr]; +"71 dequantize_per_channel_default_11" [id=71, type=dequantize_per_channel]; +"72 encoder_layers_encoder_layer_2_mlp_0_bias" [id=72, type=get_attr]; +"73 _scale_12" [id=73, type=get_attr]; +"74 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type=dequantize_per_tensor]; +"360 transpose_6" [id=360, type=transpose]; +"361 linear_4" [id=361, type=linear]; +"362 unflatten_1" [id=362, type=unflatten]; +"363 unsqueeze_1" [id=363, type=unsqueeze]; +"364 transpose_7" [id=364, type=transpose]; +"365 squeeze_1" [id=365, type=squeeze]; +"366 contiguous_1" [id=366, type=contiguous]; +"367 quantize_per_tensor_default_7" [id=367, type=quantize_per_tensor]; +"368 dequantize_per_tensor_default_65" [id=368, type=dequantize_per_tensor]; +"369 dequantize_per_tensor_default_64" [id=369, type=dequantize_per_tensor]; +"370 select_3" [id=370, type=select]; +"371 select_4" [id=371, type=select]; +"372 select_5" [id=372, type=select]; +"373 view_8" [id=373, type=view]; +"374 transpose_8" [id=374, type=transpose]; +"375 view_9" [id=375, type=view]; +"376 transpose_9" [id=376, type=transpose]; +"377 view_10" [id=377, type=view]; +"378 transpose_10" [id=378, type=transpose]; +"379 view_11" [id=379, type=view]; +"380 view_12" [id=380, type=view]; 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dequantize_per_tensor_default_14" [id=440, type=dequantize_per_tensor]; +"441 linear_10" [id=441, type=linear]; +"442 gelu_2" [id=442, type=gelu]; +"443 quantize_per_tensor_default_15" [id=443, type=quantize_per_tensor]; +"444 dequantize_per_tensor_default_15" [id=444, type=dequantize_per_tensor]; +"445 dropout_8" [id=445, type=dropout]; +"446 linear_11" [id=446, type=linear]; +"447 dropout_9" [id=447, type=dropout]; +"448 add_6" [id=448, type=add]; +"449 layer_norm_6" [id=449, type=layer_norm]; +"450 quantize_per_tensor_default_16" [id=450, type=quantize_per_tensor]; +"451 dequantize_per_tensor_default_16" [id=451, type=dequantize_per_tensor]; +"452 transpose_18" [id=452, type=transpose]; +"453 linear_12" [id=453, type=linear]; +"454 unflatten_3" [id=454, type=unflatten]; +"455 unsqueeze_3" [id=455, type=unsqueeze]; +"456 transpose_19" [id=456, type=transpose]; +"457 squeeze_3" [id=457, type=squeeze]; +"458 contiguous_3" [id=458, type=contiguous]; +"459 quantize_per_tensor_default_17" 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scaled_dot_product_attention_4" [id=520, type=scaled_dot_product_attention]; +"521 quantize_per_tensor_default_23" [id=521, type=quantize_per_tensor]; +"522 dequantize_per_tensor_default_23" [id=522, type=dequantize_per_tensor]; +"523 permute_5" [id=523, type=permute]; +"524 view_38" [id=524, type=view]; +"525 linear_17" [id=525, type=linear]; +"526 view_39" [id=526, type=view]; +"527 transpose_29" [id=527, type=transpose]; +"528 dropout_13" [id=528, type=dropout]; +"529 add_9" [id=529, type=add]; +"530 layer_norm_9" [id=530, type=layer_norm]; +"531 quantize_per_tensor_default_24" [id=531, type=quantize_per_tensor]; +"532 dequantize_per_tensor_default_24" [id=532, type=dequantize_per_tensor]; +"533 linear_18" [id=533, type=linear]; +"534 gelu_4" [id=534, type=gelu]; +"535 quantize_per_tensor_default_25" [id=535, type=quantize_per_tensor]; +"536 dequantize_per_tensor_default_25" [id=536, type=dequantize_per_tensor]; +"537 dropout_14" [id=537, type=dropout]; +"538 linear_19" [id=538, 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type=dequantize_per_tensor]; +"579 linear_22" [id=579, type=linear]; +"580 gelu_5" [id=580, type=gelu]; +"581 quantize_per_tensor_default_30" [id=581, type=quantize_per_tensor]; +"582 dequantize_per_tensor_default_30" [id=582, type=dequantize_per_tensor]; +"583 dropout_17" [id=583, type=dropout]; +"584 linear_23" [id=584, type=linear]; +"585 dropout_18" [id=585, type=dropout]; +"586 add_12" [id=586, type=add]; +"587 layer_norm_12" [id=587, type=layer_norm]; +"588 quantize_per_tensor_default_31" [id=588, type=quantize_per_tensor]; +"589 dequantize_per_tensor_default_31" [id=589, type=dequantize_per_tensor]; +"590 transpose_36" [id=590, type=transpose]; +"591 linear_24" [id=591, type=linear]; +"592 unflatten_6" [id=592, type=unflatten]; +"593 unsqueeze_6" [id=593, type=unsqueeze]; +"594 transpose_37" [id=594, type=transpose]; +"595 squeeze_6" [id=595, type=squeeze]; +"596 contiguous_6" [id=596, type=contiguous]; +"597 quantize_per_tensor_default_32" [id=597, type=quantize_per_tensor]; +"598 dequantize_per_tensor_default_75" [id=598, type=dequantize_per_tensor]; +"599 dequantize_per_tensor_default_74" [id=599, type=dequantize_per_tensor]; +"600 select_18" [id=600, type=select]; +"601 select_19" [id=601, type=select]; +"602 select_20" [id=602, type=select]; +"603 view_48" [id=603, type=view]; +"604 transpose_38" [id=604, type=transpose]; +"605 view_49" [id=605, type=view]; +"606 transpose_39" [id=606, type=transpose]; +"607 view_50" [id=607, type=view]; +"608 transpose_40" [id=608, type=transpose]; +"609 view_51" [id=609, type=view]; +"610 view_52" [id=610, type=view]; +"611 view_53" [id=611, type=view]; +"612 scaled_dot_product_attention_6" [id=612, type=scaled_dot_product_attention]; +"613 quantize_per_tensor_default_33" [id=613, type=quantize_per_tensor]; +"614 dequantize_per_tensor_default_33" [id=614, type=dequantize_per_tensor]; +"615 permute_7" [id=615, type=permute]; +"616 view_54" [id=616, type=view]; +"617 linear_25" [id=617, type=linear]; +"618 view_55" [id=618, type=view]; +"619 transpose_41" [id=619, type=transpose]; +"620 dropout_19" [id=620, type=dropout]; +"621 add_13" [id=621, type=add]; +"622 layer_norm_13" [id=622, type=layer_norm]; +"623 quantize_per_tensor_default_34" [id=623, type=quantize_per_tensor]; +"624 dequantize_per_tensor_default_34" [id=624, type=dequantize_per_tensor]; +"625 linear_26" [id=625, type=linear]; +"626 gelu_6" [id=626, type=gelu]; +"627 quantize_per_tensor_default_35" [id=627, type=quantize_per_tensor]; +"628 dequantize_per_tensor_default_35" [id=628, type=dequantize_per_tensor]; +"629 dropout_20" [id=629, type=dropout]; +"630 linear_27" [id=630, type=linear]; +"631 dropout_21" [id=631, type=dropout]; +"632 add_14" [id=632, type=add]; +"633 layer_norm_14" [id=633, type=layer_norm]; +"634 quantize_per_tensor_default_36" [id=634, type=quantize_per_tensor]; +"635 dequantize_per_tensor_default_36" [id=635, type=dequantize_per_tensor]; +"636 transpose_42" [id=636, type=transpose]; +"637 linear_28" [id=637, type=linear]; +"638 unflatten_7" [id=638, type=unflatten]; +"639 unsqueeze_7" [id=639, type=unsqueeze]; +"640 transpose_43" [id=640, type=transpose]; +"641 squeeze_7" [id=641, type=squeeze]; +"642 contiguous_7" [id=642, type=contiguous]; +"643 quantize_per_tensor_default_37" [id=643, type=quantize_per_tensor]; +"644 dequantize_per_tensor_default_77" [id=644, type=dequantize_per_tensor]; +"645 dequantize_per_tensor_default_76" [id=645, type=dequantize_per_tensor]; +"646 select_21" [id=646, type=select]; +"647 select_22" [id=647, type=select]; +"648 select_23" [id=648, type=select]; +"649 view_56" [id=649, type=view]; +"650 transpose_44" [id=650, type=transpose]; +"651 view_57" [id=651, type=view]; +"652 transpose_45" [id=652, type=transpose]; +"653 view_58" [id=653, type=view]; +"654 transpose_46" [id=654, type=transpose]; +"655 view_59" [id=655, type=view]; +"656 view_60" [id=656, type=view]; +"657 view_61" [id=657, type=view]; +"658 scaled_dot_product_attention_7" [id=658, type=scaled_dot_product_attention]; +"659 quantize_per_tensor_default_38" [id=659, type=quantize_per_tensor]; +"660 dequantize_per_tensor_default_38" [id=660, type=dequantize_per_tensor]; +"661 permute_8" [id=661, type=permute]; +"662 view_62" [id=662, type=view]; +"663 linear_29" [id=663, type=linear]; +"664 view_63" [id=664, type=view]; +"665 transpose_47" [id=665, type=transpose]; +"666 dropout_22" [id=666, type=dropout]; +"667 add_15" [id=667, type=add]; +"668 layer_norm_15" [id=668, type=layer_norm]; +"669 quantize_per_tensor_default_39" [id=669, type=quantize_per_tensor]; +"670 dequantize_per_tensor_default_39" [id=670, type=dequantize_per_tensor]; +"671 linear_30" [id=671, type=linear]; +"672 gelu_7" [id=672, type=gelu]; +"673 quantize_per_tensor_default_40" [id=673, type=quantize_per_tensor]; +"674 dequantize_per_tensor_default_40" [id=674, type=dequantize_per_tensor]; +"675 dropout_23" [id=675, type=dropout]; +"676 linear_31" [id=676, type=linear]; +"677 dropout_24" [id=677, type=dropout]; +"678 add_16" [id=678, type=add]; +"679 layer_norm_16" [id=679, type=layer_norm]; +"680 quantize_per_tensor_default_41" [id=680, type=quantize_per_tensor]; +"681 dequantize_per_tensor_default_41" [id=681, type=dequantize_per_tensor]; +"682 transpose_48" [id=682, type=transpose]; +"683 linear_32" [id=683, type=linear]; +"684 unflatten_8" [id=684, type=unflatten]; +"685 unsqueeze_8" [id=685, type=unsqueeze]; +"686 transpose_49" [id=686, type=transpose]; +"687 squeeze_8" [id=687, type=squeeze]; +"688 contiguous_8" [id=688, type=contiguous]; +"689 quantize_per_tensor_default_42" [id=689, type=quantize_per_tensor]; +"690 dequantize_per_tensor_default_79" [id=690, type=dequantize_per_tensor]; +"691 dequantize_per_tensor_default_78" [id=691, type=dequantize_per_tensor]; +"692 select_24" [id=692, type=select]; +"693 select_25" [id=693, type=select]; +"694 select_26" [id=694, type=select]; +"695 view_64" [id=695, type=view]; +"696 transpose_50" [id=696, type=transpose]; +"697 view_65" [id=697, type=view]; +"698 transpose_51" [id=698, type=transpose]; +"699 view_66" [id=699, type=view]; +"700 transpose_52" [id=700, type=transpose]; +"701 view_67" [id=701, type=view]; +"702 view_68" [id=702, type=view]; +"703 view_69" [id=703, type=view]; +"704 scaled_dot_product_attention_8" [id=704, type=scaled_dot_product_attention]; +"705 quantize_per_tensor_default_43" [id=705, type=quantize_per_tensor]; +"706 dequantize_per_tensor_default_43" [id=706, type=dequantize_per_tensor]; +"707 permute_9" [id=707, type=permute]; +"708 view_70" [id=708, type=view]; +"709 linear_33" [id=709, type=linear]; +"710 view_71" [id=710, type=view]; +"711 transpose_53" [id=711, type=transpose]; +"712 dropout_25" [id=712, type=dropout]; +"713 add_17" [id=713, type=add]; +"714 layer_norm_17" [id=714, type=layer_norm]; +"715 quantize_per_tensor_default_44" [id=715, type=quantize_per_tensor]; +"716 dequantize_per_tensor_default_44" [id=716, type=dequantize_per_tensor]; +"717 linear_34" [id=717, type=linear]; +"718 gelu_8" [id=718, type=gelu]; +"719 quantize_per_tensor_default_45" [id=719, type=quantize_per_tensor]; +"720 dequantize_per_tensor_default_45" [id=720, type=dequantize_per_tensor]; +"721 dropout_26" [id=721, type=dropout]; +"722 linear_35" [id=722, type=linear]; +"723 dropout_27" [id=723, type=dropout]; +"724 add_18" [id=724, type=add]; +"725 layer_norm_18" [id=725, type=layer_norm]; +"726 quantize_per_tensor_default_46" [id=726, type=quantize_per_tensor]; +"727 dequantize_per_tensor_default_46" [id=727, type=dequantize_per_tensor]; +"728 transpose_54" [id=728, type=transpose]; +"729 linear_36" [id=729, type=linear]; +"730 unflatten_9" [id=730, type=unflatten]; +"731 unsqueeze_9" [id=731, type=unsqueeze]; +"732 transpose_55" [id=732, type=transpose]; +"733 squeeze_9" [id=733, type=squeeze]; +"734 contiguous_9" [id=734, type=contiguous]; +"735 quantize_per_tensor_default_47" [id=735, type=quantize_per_tensor]; +"736 dequantize_per_tensor_default_81" [id=736, type=dequantize_per_tensor]; +"737 dequantize_per_tensor_default_80" [id=737, type=dequantize_per_tensor]; +"738 select_27" [id=738, type=select]; +"739 select_28" [id=739, type=select]; +"740 select_29" [id=740, type=select]; +"741 view_72" [id=741, type=view]; +"742 transpose_56" [id=742, type=transpose]; +"743 view_73" [id=743, type=view]; +"744 transpose_57" [id=744, type=transpose]; +"745 view_74" [id=745, type=view]; +"746 transpose_58" [id=746, type=transpose]; +"747 view_75" [id=747, type=view]; +"748 view_76" [id=748, type=view]; +"749 view_77" [id=749, type=view]; +"750 scaled_dot_product_attention_9" [id=750, type=scaled_dot_product_attention]; +"751 quantize_per_tensor_default_48" [id=751, type=quantize_per_tensor]; +"752 dequantize_per_tensor_default_48" [id=752, type=dequantize_per_tensor]; +"753 permute_10" [id=753, type=permute]; +"754 view_78" [id=754, type=view]; +"755 linear_37" [id=755, type=linear]; +"756 view_79" [id=756, type=view]; +"757 transpose_59" [id=757, type=transpose]; +"758 dropout_28" [id=758, type=dropout]; +"759 add_19" [id=759, type=add]; +"760 layer_norm_19" [id=760, type=layer_norm]; +"761 quantize_per_tensor_default_49" [id=761, type=quantize_per_tensor]; +"762 dequantize_per_tensor_default_49" [id=762, type=dequantize_per_tensor]; +"763 linear_38" [id=763, type=linear]; +"764 gelu_9" [id=764, type=gelu]; +"765 quantize_per_tensor_default_50" [id=765, type=quantize_per_tensor]; +"766 dequantize_per_tensor_default_50" [id=766, type=dequantize_per_tensor]; +"767 dropout_29" [id=767, type=dropout]; +"768 linear_39" [id=768, type=linear]; +"769 dropout_30" [id=769, type=dropout]; +"770 add_20" [id=770, type=add]; +"771 layer_norm_20" [id=771, type=layer_norm]; +"772 quantize_per_tensor_default_51" [id=772, type=quantize_per_tensor]; +"773 dequantize_per_tensor_default_51" [id=773, type=dequantize_per_tensor]; +"774 transpose_60" [id=774, type=transpose]; +"775 linear_40" [id=775, type=linear]; +"776 unflatten_10" [id=776, type=unflatten]; +"777 unsqueeze_10" [id=777, type=unsqueeze]; +"778 transpose_61" [id=778, type=transpose]; +"779 squeeze_10" [id=779, type=squeeze]; +"780 contiguous_10" [id=780, type=contiguous]; +"781 quantize_per_tensor_default_52" [id=781, type=quantize_per_tensor]; +"782 dequantize_per_tensor_default_83" [id=782, type=dequantize_per_tensor]; +"783 dequantize_per_tensor_default_82" [id=783, type=dequantize_per_tensor]; +"784 select_30" [id=784, type=select]; +"785 select_31" [id=785, type=select]; +"786 select_32" [id=786, type=select]; +"787 view_80" [id=787, type=view]; +"788 transpose_62" [id=788, type=transpose]; +"789 view_81" [id=789, type=view]; +"790 transpose_63" [id=790, type=transpose]; +"791 view_82" [id=791, type=view]; +"792 transpose_64" [id=792, type=transpose]; +"793 view_83" [id=793, type=view]; +"794 view_84" [id=794, type=view]; +"795 view_85" [id=795, type=view]; +"796 scaled_dot_product_attention_10" [id=796, type=scaled_dot_product_attention]; +"797 quantize_per_tensor_default_53" [id=797, type=quantize_per_tensor]; +"798 dequantize_per_tensor_default_53" [id=798, type=dequantize_per_tensor]; +"799 permute_11" [id=799, type=permute]; +"800 view_86" [id=800, type=view]; +"801 linear_41" [id=801, type=linear]; +"802 view_87" [id=802, type=view]; +"803 transpose_65" [id=803, type=transpose]; +"804 dropout_31" [id=804, type=dropout]; +"805 add_21" [id=805, type=add]; +"806 layer_norm_21" [id=806, type=layer_norm]; +"807 quantize_per_tensor_default_54" [id=807, type=quantize_per_tensor]; +"808 dequantize_per_tensor_default_54" [id=808, type=dequantize_per_tensor]; +"809 linear_42" [id=809, type=linear]; +"810 gelu_10" [id=810, type=gelu]; +"811 quantize_per_tensor_default_55" [id=811, type=quantize_per_tensor]; +"812 dequantize_per_tensor_default_55" [id=812, type=dequantize_per_tensor]; +"813 dropout_32" [id=813, type=dropout]; +"814 linear_43" [id=814, type=linear]; +"815 dropout_33" [id=815, type=dropout]; +"816 add_22" [id=816, type=add]; +"817 layer_norm_22" [id=817, type=layer_norm]; +"818 quantize_per_tensor_default_56" [id=818, type=quantize_per_tensor]; +"819 dequantize_per_tensor_default_56" [id=819, type=dequantize_per_tensor]; +"820 transpose_66" [id=820, type=transpose]; +"821 linear_44" [id=821, type=linear]; +"822 unflatten_11" [id=822, type=unflatten]; +"823 unsqueeze_11" [id=823, type=unsqueeze]; +"824 transpose_67" [id=824, type=transpose]; +"825 squeeze_11" [id=825, type=squeeze]; +"826 contiguous_11" [id=826, type=contiguous]; +"827 quantize_per_tensor_default_57" [id=827, type=quantize_per_tensor]; +"828 dequantize_per_tensor_default_85" [id=828, type=dequantize_per_tensor]; +"829 dequantize_per_tensor_default_84" [id=829, type=dequantize_per_tensor]; +"830 select_33" [id=830, type=select]; +"831 select_34" [id=831, type=select]; +"832 select_35" [id=832, type=select]; +"833 view_88" [id=833, type=view]; +"834 transpose_68" [id=834, type=transpose]; +"835 view_89" [id=835, type=view]; +"836 transpose_69" [id=836, type=transpose]; +"837 view_90" [id=837, type=view]; +"838 transpose_70" [id=838, type=transpose]; +"839 view_91" [id=839, type=view]; +"840 view_92" [id=840, type=view]; +"841 view_93" [id=841, type=view]; +"842 scaled_dot_product_attention_11" [id=842, type=scaled_dot_product_attention]; +"843 quantize_per_tensor_default_58" [id=843, type=quantize_per_tensor]; +"844 dequantize_per_tensor_default_58" [id=844, type=dequantize_per_tensor]; +"845 permute_12" [id=845, type=permute]; +"846 view_94" [id=846, type=view]; +"847 linear_45" [id=847, type=linear]; +"848 view_95" [id=848, type=view]; +"849 transpose_71" [id=849, type=transpose]; +"850 dropout_34" [id=850, type=dropout]; +"851 add_23" [id=851, type=add]; +"852 layer_norm_23" [id=852, type=layer_norm]; +"853 quantize_per_tensor_default_59" [id=853, type=quantize_per_tensor]; +"854 dequantize_per_tensor_default_59" [id=854, type=dequantize_per_tensor]; +"855 linear_46" [id=855, type=linear]; +"856 gelu_11" [id=856, type=gelu]; +"857 quantize_per_tensor_default_60" [id=857, type=quantize_per_tensor]; +"858 dequantize_per_tensor_default_60" [id=858, type=dequantize_per_tensor]; +"859 dropout_35" [id=859, type=dropout]; +"860 linear_47" [id=860, type=linear]; +"861 dropout_36" [id=861, type=dropout]; +"862 add_24" [id=862, type=add]; +"863 layer_norm_24" [id=863, type=layer_norm]; +"864 quantize_per_tensor_default_61" [id=864, type=quantize_per_tensor]; +"865 dequantize_per_tensor_default_61" [id=865, type=dequantize_per_tensor]; +"866 slice_1" [id=866, type=slice]; +"867 select_36" [id=867, type=select]; +"868 linear_48" [id=868, type=linear]; +"869 output_1" [id=869, type=output]; +"0 encoder_pos_embedding" -> "309 add" [label="(1, 197, 768)", style=solid]; +"1 _scale_0" -> "4 dequantize_per_channel_default" [label="(768,)", style=solid]; +"2 _zero_point_0" -> "4 dequantize_per_channel_default" [label="(768,)", style=solid]; +"3 _frozen_param1" -> "4 dequantize_per_channel_default" [label="(768, 3, 16, 16)", style=solid]; +"4 dequantize_per_channel_default" -> "304 conv2d" [label=None, style=solid]; +"5 conv_proj_bias" -> "304 conv2d" [label="(768,)", style=solid]; +"6 encoder_layers_encoder_layer_0_ln_1_weight" -> "311 layer_norm" [label="(768,)", style=solid]; +"7 encoder_layers_encoder_layer_0_ln_1_bias" -> "311 layer_norm" [label="(768,)", style=solid]; +"8 _scale_1" -> "11 dequantize_per_channel_default_1" [label="(2304,)", style=solid]; +"9 _zero_point_1" -> "11 dequantize_per_channel_default_1" [label="(2304,)", style=solid]; +"10 _frozen_param2" -> "11 dequantize_per_channel_default_1" [label="(2304, 768)", style=solid]; +"11 dequantize_per_channel_default_1" -> "315 linear" [label=None, style=solid]; +"12 encoder_layers_encoder_layer_0_self_attention_in_proj_bias" -> "315 linear" [label="(2304,)", style=solid]; +"13 _scale_2" -> "16 dequantize_per_channel_default_2" [label="(768,)", style=solid]; +"14 _zero_point_2" -> "16 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quantize_per_tensor_default_2" -> "322 dequantize_per_tensor_default_63" [label=None, style=solid]; +"321 quantize_per_tensor_default_2" -> "323 dequantize_per_tensor_default_62" [label=None, style=solid]; +"322 dequantize_per_tensor_default_63" -> "325 select_1" [label=None, style=solid]; +"323 dequantize_per_tensor_default_62" -> "324 select" [label=None, style=solid]; +"324 select" -> "327 view" [label="(197, 1, 768)", style=solid]; +"325 select_1" -> "329 view_1" [label="(197, 1, 768)", style=solid]; +"326 select_2" -> "331 view_2" [label="(197, 1, 768)", style=solid]; +"327 view" -> "328 transpose_2" [label="(197, 12, 64)", style=solid]; +"328 transpose_2" -> "333 view_3" [label="(12, 197, 64)", style=solid]; +"329 view_1" -> "330 transpose_3" [label="(197, 12, 64)", style=solid]; +"330 transpose_3" -> "334 view_4" [label="(12, 197, 64)", style=solid]; +"331 view_2" -> "332 transpose_4" [label="(197, 12, 64)", style=solid]; +"332 transpose_4" -> "335 view_5" [label="(12, 197, 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quantize_per_tensor_default_7" [label="(3, 197, 1, 768)", style=solid]; +"366 contiguous_1" -> "372 select_5" [label="(3, 197, 1, 768)", style=solid]; +"367 quantize_per_tensor_default_7" -> "368 dequantize_per_tensor_default_65" [label=None, style=solid]; +"367 quantize_per_tensor_default_7" -> "369 dequantize_per_tensor_default_64" [label=None, style=solid]; +"368 dequantize_per_tensor_default_65" -> "371 select_4" [label=None, style=solid]; +"369 dequantize_per_tensor_default_64" -> "370 select_3" [label=None, style=solid]; +"370 select_3" -> "373 view_8" [label="(197, 1, 768)", style=solid]; +"371 select_4" -> "375 view_9" [label="(197, 1, 768)", style=solid]; +"372 select_5" -> "377 view_10" [label="(197, 1, 768)", style=solid]; +"373 view_8" -> "374 transpose_8" [label="(197, 12, 64)", style=solid]; +"374 transpose_8" -> "379 view_11" [label="(12, 197, 64)", style=solid]; +"375 view_9" -> "376 transpose_9" [label="(197, 12, 64)", style=solid]; +"376 transpose_9" -> "380 view_12" 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view_15" -> "389 transpose_11" [label="(197, 1, 768)", style=solid]; +"389 transpose_11" -> "390 dropout_4" [label="(1, 197, 768)", style=solid]; +"390 dropout_4" -> "391 add_3" [label="(1, 197, 768)", style=solid]; +"391 add_3" -> "392 layer_norm_3" [label="(1, 197, 768)", style=solid]; +"391 add_3" -> "402 add_4" [label="(1, 197, 768)", style=solid]; +"392 layer_norm_3" -> "393 quantize_per_tensor_default_9" [label="(1, 197, 768)", style=solid]; +"393 quantize_per_tensor_default_9" -> "394 dequantize_per_tensor_default_9" [label=None, style=solid]; +"394 dequantize_per_tensor_default_9" -> "395 linear_6" [label=None, style=solid]; +"395 linear_6" -> "396 gelu_1" [label="(1, 197, 3072)", style=solid]; +"396 gelu_1" -> "397 quantize_per_tensor_default_10" [label="(1, 197, 3072)", style=solid]; +"397 quantize_per_tensor_default_10" -> "398 dequantize_per_tensor_default_10" [label=None, style=solid]; +"398 dequantize_per_tensor_default_10" -> "399 dropout_5" [label=None, style=solid]; 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view_22" [label="(197, 1, 12, 64)", style=solid]; +"432 view_22" -> "433 linear_9" [label="(197, 768)", style=solid]; +"433 linear_9" -> "434 view_23" [label="(197, 768)", style=solid]; +"434 view_23" -> "435 transpose_17" [label="(197, 1, 768)", style=solid]; +"435 transpose_17" -> "436 dropout_7" [label="(1, 197, 768)", style=solid]; +"436 dropout_7" -> "437 add_5" [label="(1, 197, 768)", style=solid]; +"437 add_5" -> "438 layer_norm_5" [label="(1, 197, 768)", style=solid]; +"437 add_5" -> "448 add_6" [label="(1, 197, 768)", style=solid]; +"438 layer_norm_5" -> "439 quantize_per_tensor_default_14" [label="(1, 197, 768)", style=solid]; +"439 quantize_per_tensor_default_14" -> "440 dequantize_per_tensor_default_14" [label=None, style=solid]; +"440 dequantize_per_tensor_default_14" -> "441 linear_10" [label=None, style=solid]; +"441 linear_10" -> "442 gelu_2" [label="(1, 197, 3072)", style=solid]; +"442 gelu_2" -> "443 quantize_per_tensor_default_15" [label="(1, 197, 3072)", style=solid]; +"443 quantize_per_tensor_default_15" -> "444 dequantize_per_tensor_default_15" [label=None, style=solid]; +"444 dequantize_per_tensor_default_15" -> "445 dropout_8" [label=None, style=solid]; +"445 dropout_8" -> "446 linear_11" [label="(1, 197, 3072)", style=solid]; +"446 linear_11" -> "447 dropout_9" [label="(1, 197, 768)", style=solid]; +"447 dropout_9" -> "448 add_6" [label="(1, 197, 768)", style=solid]; +"448 add_6" -> "449 layer_norm_6" [label="(1, 197, 768)", style=solid]; +"448 add_6" -> "483 add_7" [label="(1, 197, 768)", style=solid]; +"449 layer_norm_6" -> "450 quantize_per_tensor_default_16" [label="(1, 197, 768)", style=solid]; +"450 quantize_per_tensor_default_16" -> "451 dequantize_per_tensor_default_16" [label=None, style=solid]; +"451 dequantize_per_tensor_default_16" -> "452 transpose_18" [label=None, style=solid]; +"452 transpose_18" -> "453 linear_12" [label="(197, 1, 768)", style=solid]; +"453 linear_12" -> "454 unflatten_3" [label="(197, 1, 2304)", style=solid]; +"454 unflatten_3" -> "455 unsqueeze_3" [label="(197, 1, 3, 768)", style=solid]; +"455 unsqueeze_3" -> "456 transpose_19" [label="(1, 197, 1, 3, 768)", style=solid]; +"456 transpose_19" -> "457 squeeze_3" [label="(3, 197, 1, 1, 768)", style=solid]; +"457 squeeze_3" -> "458 contiguous_3" [label="(3, 197, 1, 768)", style=solid]; +"458 contiguous_3" -> "459 quantize_per_tensor_default_17" [label="(3, 197, 1, 768)", style=solid]; +"458 contiguous_3" -> "464 select_11" [label="(3, 197, 1, 768)", style=solid]; +"459 quantize_per_tensor_default_17" -> "460 dequantize_per_tensor_default_69" [label=None, style=solid]; +"459 quantize_per_tensor_default_17" -> "461 dequantize_per_tensor_default_68" [label=None, style=solid]; +"460 dequantize_per_tensor_default_69" -> "463 select_10" [label=None, style=solid]; +"461 dequantize_per_tensor_default_68" -> "462 select_9" [label=None, style=solid]; +"462 select_9" -> "465 view_24" [label="(197, 1, 768)", style=solid]; +"463 select_10" -> "467 view_25" [label="(197, 1, 768)", style=solid]; +"464 select_11" -> "469 view_26" [label="(197, 1, 768)", style=solid]; +"465 view_24" -> "466 transpose_20" [label="(197, 12, 64)", style=solid]; +"466 transpose_20" -> "471 view_27" [label="(12, 197, 64)", style=solid]; +"467 view_25" -> "468 transpose_21" [label="(197, 12, 64)", style=solid]; +"468 transpose_21" -> "472 view_28" [label="(12, 197, 64)", style=solid]; +"469 view_26" -> "470 transpose_22" [label="(197, 12, 64)", style=solid]; +"470 transpose_22" -> "473 view_29" [label="(12, 197, 64)", style=solid]; +"471 view_27" -> "474 scaled_dot_product_attention_3" [label="(1, 12, 197, 64)", style=solid]; +"472 view_28" -> "474 scaled_dot_product_attention_3" [label="(1, 12, 197, 64)", style=solid]; +"473 view_29" -> "474 scaled_dot_product_attention_3" [label="(1, 12, 197, 64)", style=solid]; +"474 scaled_dot_product_attention_3" -> "475 quantize_per_tensor_default_18" [label="(1, 12, 197, 64)", style=solid]; +"475 quantize_per_tensor_default_18" -> "476 dequantize_per_tensor_default_18" [label=None, style=solid]; +"476 dequantize_per_tensor_default_18" -> "477 permute_4" [label=None, style=solid]; +"477 permute_4" -> "478 view_30" [label="(197, 1, 12, 64)", style=solid]; +"478 view_30" -> "479 linear_13" [label="(197, 768)", style=solid]; +"479 linear_13" -> "480 view_31" [label="(197, 768)", style=solid]; +"480 view_31" -> "481 transpose_23" [label="(197, 1, 768)", style=solid]; +"481 transpose_23" -> "482 dropout_10" [label="(1, 197, 768)", style=solid]; +"482 dropout_10" -> "483 add_7" [label="(1, 197, 768)", style=solid]; +"483 add_7" -> "484 layer_norm_7" [label="(1, 197, 768)", style=solid]; +"483 add_7" -> "494 add_8" [label="(1, 197, 768)", style=solid]; +"484 layer_norm_7" -> "485 quantize_per_tensor_default_19" [label="(1, 197, 768)", style=solid]; +"485 quantize_per_tensor_default_19" -> "486 dequantize_per_tensor_default_19" [label=None, style=solid]; +"486 dequantize_per_tensor_default_19" -> "487 linear_14" [label=None, style=solid]; +"487 linear_14" -> "488 gelu_3" [label="(1, 197, 3072)", style=solid]; +"488 gelu_3" -> "489 quantize_per_tensor_default_20" [label="(1, 197, 3072)", style=solid]; +"489 quantize_per_tensor_default_20" -> "490 dequantize_per_tensor_default_20" [label=None, style=solid]; +"490 dequantize_per_tensor_default_20" -> "491 dropout_11" [label=None, style=solid]; +"491 dropout_11" -> "492 linear_15" [label="(1, 197, 3072)", style=solid]; +"492 linear_15" -> "493 dropout_12" [label="(1, 197, 768)", style=solid]; +"493 dropout_12" -> "494 add_8" [label="(1, 197, 768)", style=solid]; +"494 add_8" -> "495 layer_norm_8" [label="(1, 197, 768)", style=solid]; +"494 add_8" -> "529 add_9" [label="(1, 197, 768)", style=solid]; +"495 layer_norm_8" -> "496 quantize_per_tensor_default_21" [label="(1, 197, 768)", style=solid]; +"496 quantize_per_tensor_default_21" -> "497 dequantize_per_tensor_default_21" [label=None, style=solid]; +"497 dequantize_per_tensor_default_21" -> "498 transpose_24" [label=None, style=solid]; +"498 transpose_24" -> "499 linear_16" [label="(197, 1, 768)", style=solid]; +"499 linear_16" -> "500 unflatten_4" [label="(197, 1, 2304)", style=solid]; +"500 unflatten_4" -> "501 unsqueeze_4" [label="(197, 1, 3, 768)", style=solid]; +"501 unsqueeze_4" -> "502 transpose_25" [label="(1, 197, 1, 3, 768)", style=solid]; +"502 transpose_25" -> "503 squeeze_4" [label="(3, 197, 1, 1, 768)", style=solid]; +"503 squeeze_4" -> "504 contiguous_4" [label="(3, 197, 1, 768)", style=solid]; +"504 contiguous_4" -> "505 quantize_per_tensor_default_22" [label="(3, 197, 1, 768)", style=solid]; +"504 contiguous_4" -> "510 select_14" [label="(3, 197, 1, 768)", style=solid]; +"505 quantize_per_tensor_default_22" -> "506 dequantize_per_tensor_default_71" [label=None, style=solid]; +"505 quantize_per_tensor_default_22" -> "507 dequantize_per_tensor_default_70" [label=None, style=solid]; +"506 dequantize_per_tensor_default_71" -> "509 select_13" [label=None, style=solid]; +"507 dequantize_per_tensor_default_70" -> "508 select_12" [label=None, style=solid]; +"508 select_12" -> "511 view_32" [label="(197, 1, 768)", style=solid]; +"509 select_13" -> "513 view_33" [label="(197, 1, 768)", style=solid]; +"510 select_14" -> "515 view_34" [label="(197, 1, 768)", style=solid]; +"511 view_32" -> "512 transpose_26" [label="(197, 12, 64)", style=solid]; +"512 transpose_26" -> "517 view_35" [label="(12, 197, 64)", style=solid]; +"513 view_33" -> "514 transpose_27" [label="(197, 12, 64)", style=solid]; +"514 transpose_27" -> "518 view_36" [label="(12, 197, 64)", style=solid]; +"515 view_34" -> "516 transpose_28" [label="(197, 12, 64)", style=solid]; +"516 transpose_28" -> "519 view_37" [label="(12, 197, 64)", style=solid]; +"517 view_35" -> "520 scaled_dot_product_attention_4" [label="(1, 12, 197, 64)", style=solid]; +"518 view_36" -> "520 scaled_dot_product_attention_4" [label="(1, 12, 197, 64)", style=solid]; +"519 view_37" -> "520 scaled_dot_product_attention_4" [label="(1, 12, 197, 64)", style=solid]; +"520 scaled_dot_product_attention_4" -> "521 quantize_per_tensor_default_23" [label="(1, 12, 197, 64)", style=solid]; +"521 quantize_per_tensor_default_23" -> "522 dequantize_per_tensor_default_23" [label=None, style=solid]; +"522 dequantize_per_tensor_default_23" -> "523 permute_5" [label=None, style=solid]; +"523 permute_5" -> "524 view_38" [label="(197, 1, 12, 64)", style=solid]; +"524 view_38" -> "525 linear_17" [label="(197, 768)", style=solid]; +"525 linear_17" -> "526 view_39" [label="(197, 768)", style=solid]; +"526 view_39" -> "527 transpose_29" [label="(197, 1, 768)", style=solid]; +"527 transpose_29" -> "528 dropout_13" [label="(1, 197, 768)", style=solid]; +"528 dropout_13" -> "529 add_9" [label="(1, 197, 768)", style=solid]; +"529 add_9" -> "530 layer_norm_9" [label="(1, 197, 768)", style=solid]; +"529 add_9" -> "540 add_10" [label="(1, 197, 768)", style=solid]; +"530 layer_norm_9" -> "531 quantize_per_tensor_default_24" [label="(1, 197, 768)", style=solid]; +"531 quantize_per_tensor_default_24" -> "532 dequantize_per_tensor_default_24" [label=None, style=solid]; +"532 dequantize_per_tensor_default_24" -> "533 linear_18" [label=None, style=solid]; +"533 linear_18" -> "534 gelu_4" [label="(1, 197, 3072)", style=solid]; +"534 gelu_4" -> "535 quantize_per_tensor_default_25" [label="(1, 197, 3072)", style=solid]; +"535 quantize_per_tensor_default_25" -> "536 dequantize_per_tensor_default_25" [label=None, style=solid]; +"536 dequantize_per_tensor_default_25" -> "537 dropout_14" [label=None, style=solid]; +"537 dropout_14" -> "538 linear_19" [label="(1, 197, 3072)", style=solid]; +"538 linear_19" -> "539 dropout_15" [label="(1, 197, 768)", style=solid]; +"539 dropout_15" -> "540 add_10" [label="(1, 197, 768)", style=solid]; +"540 add_10" -> "541 layer_norm_10" [label="(1, 197, 768)", style=solid]; +"540 add_10" -> "575 add_11" [label="(1, 197, 768)", style=solid]; +"541 layer_norm_10" -> "542 quantize_per_tensor_default_26" [label="(1, 197, 768)", style=solid]; +"542 quantize_per_tensor_default_26" -> "543 dequantize_per_tensor_default_26" [label=None, style=solid]; +"543 dequantize_per_tensor_default_26" -> "544 transpose_30" [label=None, style=solid]; +"544 transpose_30" -> "545 linear_20" [label="(197, 1, 768)", style=solid]; +"545 linear_20" -> "546 unflatten_5" [label="(197, 1, 2304)", style=solid]; +"546 unflatten_5" -> "547 unsqueeze_5" [label="(197, 1, 3, 768)", style=solid]; +"547 unsqueeze_5" -> "548 transpose_31" [label="(1, 197, 1, 3, 768)", style=solid]; +"548 transpose_31" -> "549 squeeze_5" [label="(3, 197, 1, 1, 768)", style=solid]; +"549 squeeze_5" -> "550 contiguous_5" [label="(3, 197, 1, 768)", style=solid]; +"550 contiguous_5" -> "551 quantize_per_tensor_default_27" [label="(3, 197, 1, 768)", style=solid]; +"550 contiguous_5" -> "556 select_17" [label="(3, 197, 1, 768)", style=solid]; +"551 quantize_per_tensor_default_27" -> "552 dequantize_per_tensor_default_73" [label=None, style=solid]; +"551 quantize_per_tensor_default_27" -> "553 dequantize_per_tensor_default_72" [label=None, style=solid]; +"552 dequantize_per_tensor_default_73" -> "555 select_16" [label=None, style=solid]; +"553 dequantize_per_tensor_default_72" -> "554 select_15" [label=None, style=solid]; +"554 select_15" -> "557 view_40" [label="(197, 1, 768)", style=solid]; +"555 select_16" -> "559 view_41" [label="(197, 1, 768)", style=solid]; +"556 select_17" -> "561 view_42" [label="(197, 1, 768)", style=solid]; +"557 view_40" -> "558 transpose_32" [label="(197, 12, 64)", style=solid]; +"558 transpose_32" -> "563 view_43" [label="(12, 197, 64)", style=solid]; +"559 view_41" -> "560 transpose_33" [label="(197, 12, 64)", style=solid]; +"560 transpose_33" -> "564 view_44" [label="(12, 197, 64)", style=solid]; +"561 view_42" -> "562 transpose_34" [label="(197, 12, 64)", style=solid]; +"562 transpose_34" -> "565 view_45" [label="(12, 197, 64)", style=solid]; +"563 view_43" -> "566 scaled_dot_product_attention_5" [label="(1, 12, 197, 64)", style=solid]; +"564 view_44" -> "566 scaled_dot_product_attention_5" [label="(1, 12, 197, 64)", style=solid]; +"565 view_45" -> "566 scaled_dot_product_attention_5" [label="(1, 12, 197, 64)", style=solid]; +"566 scaled_dot_product_attention_5" -> "567 quantize_per_tensor_default_28" [label="(1, 12, 197, 64)", style=solid]; +"567 quantize_per_tensor_default_28" -> "568 dequantize_per_tensor_default_28" [label=None, style=solid]; +"568 dequantize_per_tensor_default_28" -> "569 permute_6" [label=None, style=solid]; +"569 permute_6" -> "570 view_46" [label="(197, 1, 12, 64)", style=solid]; +"570 view_46" -> "571 linear_21" [label="(197, 768)", style=solid]; +"571 linear_21" -> "572 view_47" [label="(197, 768)", style=solid]; +"572 view_47" -> "573 transpose_35" [label="(197, 1, 768)", style=solid]; +"573 transpose_35" -> "574 dropout_16" [label="(1, 197, 768)", style=solid]; +"574 dropout_16" -> "575 add_11" [label="(1, 197, 768)", style=solid]; +"575 add_11" -> "576 layer_norm_11" [label="(1, 197, 768)", style=solid]; +"575 add_11" -> "586 add_12" [label="(1, 197, 768)", style=solid]; +"576 layer_norm_11" -> "577 quantize_per_tensor_default_29" [label="(1, 197, 768)", style=solid]; +"577 quantize_per_tensor_default_29" -> "578 dequantize_per_tensor_default_29" [label=None, style=solid]; +"578 dequantize_per_tensor_default_29" -> "579 linear_22" [label=None, style=solid]; +"579 linear_22" -> "580 gelu_5" [label="(1, 197, 3072)", style=solid]; +"580 gelu_5" -> "581 quantize_per_tensor_default_30" [label="(1, 197, 3072)", style=solid]; +"581 quantize_per_tensor_default_30" -> "582 dequantize_per_tensor_default_30" [label=None, style=solid]; +"582 dequantize_per_tensor_default_30" -> "583 dropout_17" [label=None, style=solid]; +"583 dropout_17" -> "584 linear_23" [label="(1, 197, 3072)", style=solid]; +"584 linear_23" -> "585 dropout_18" [label="(1, 197, 768)", style=solid]; +"585 dropout_18" -> "586 add_12" [label="(1, 197, 768)", style=solid]; +"586 add_12" -> "587 layer_norm_12" [label="(1, 197, 768)", style=solid]; +"586 add_12" -> "621 add_13" [label="(1, 197, 768)", style=solid]; +"587 layer_norm_12" -> "588 quantize_per_tensor_default_31" [label="(1, 197, 768)", style=solid]; +"588 quantize_per_tensor_default_31" -> "589 dequantize_per_tensor_default_31" [label=None, style=solid]; +"589 dequantize_per_tensor_default_31" -> "590 transpose_36" [label=None, style=solid]; +"590 transpose_36" -> "591 linear_24" [label="(197, 1, 768)", style=solid]; +"591 linear_24" -> "592 unflatten_6" [label="(197, 1, 2304)", style=solid]; +"592 unflatten_6" -> "593 unsqueeze_6" [label="(197, 1, 3, 768)", style=solid]; +"593 unsqueeze_6" -> "594 transpose_37" [label="(1, 197, 1, 3, 768)", style=solid]; +"594 transpose_37" -> "595 squeeze_6" [label="(3, 197, 1, 1, 768)", style=solid]; +"595 squeeze_6" -> "596 contiguous_6" [label="(3, 197, 1, 768)", style=solid]; +"596 contiguous_6" -> "597 quantize_per_tensor_default_32" [label="(3, 197, 1, 768)", style=solid]; +"596 contiguous_6" -> "602 select_20" [label="(3, 197, 1, 768)", style=solid]; +"597 quantize_per_tensor_default_32" -> "598 dequantize_per_tensor_default_75" [label=None, style=solid]; +"597 quantize_per_tensor_default_32" -> "599 dequantize_per_tensor_default_74" [label=None, style=solid]; +"598 dequantize_per_tensor_default_75" -> "601 select_19" [label=None, style=solid]; +"599 dequantize_per_tensor_default_74" -> "600 select_18" [label=None, style=solid]; +"600 select_18" -> "603 view_48" [label="(197, 1, 768)", style=solid]; +"601 select_19" -> "605 view_49" [label="(197, 1, 768)", style=solid]; +"602 select_20" -> "607 view_50" [label="(197, 1, 768)", style=solid]; +"603 view_48" -> "604 transpose_38" [label="(197, 12, 64)", style=solid]; +"604 transpose_38" -> "609 view_51" [label="(12, 197, 64)", style=solid]; +"605 view_49" -> "606 transpose_39" [label="(197, 12, 64)", style=solid]; +"606 transpose_39" -> "610 view_52" [label="(12, 197, 64)", style=solid]; +"607 view_50" -> "608 transpose_40" [label="(197, 12, 64)", style=solid]; +"608 transpose_40" -> "611 view_53" [label="(12, 197, 64)", style=solid]; +"609 view_51" -> "612 scaled_dot_product_attention_6" [label="(1, 12, 197, 64)", style=solid]; +"610 view_52" -> "612 scaled_dot_product_attention_6" [label="(1, 12, 197, 64)", style=solid]; +"611 view_53" -> "612 scaled_dot_product_attention_6" [label="(1, 12, 197, 64)", style=solid]; +"612 scaled_dot_product_attention_6" -> "613 quantize_per_tensor_default_33" [label="(1, 12, 197, 64)", style=solid]; +"613 quantize_per_tensor_default_33" -> "614 dequantize_per_tensor_default_33" [label=None, style=solid]; +"614 dequantize_per_tensor_default_33" -> "615 permute_7" [label=None, style=solid]; +"615 permute_7" -> "616 view_54" [label="(197, 1, 12, 64)", style=solid]; +"616 view_54" -> "617 linear_25" [label="(197, 768)", style=solid]; +"617 linear_25" -> "618 view_55" [label="(197, 768)", style=solid]; +"618 view_55" -> "619 transpose_41" [label="(197, 1, 768)", style=solid]; +"619 transpose_41" -> "620 dropout_19" [label="(1, 197, 768)", style=solid]; +"620 dropout_19" -> "621 add_13" [label="(1, 197, 768)", style=solid]; +"621 add_13" -> "622 layer_norm_13" [label="(1, 197, 768)", style=solid]; +"621 add_13" -> "632 add_14" [label="(1, 197, 768)", style=solid]; +"622 layer_norm_13" -> "623 quantize_per_tensor_default_34" [label="(1, 197, 768)", style=solid]; +"623 quantize_per_tensor_default_34" -> "624 dequantize_per_tensor_default_34" [label=None, style=solid]; +"624 dequantize_per_tensor_default_34" -> "625 linear_26" [label=None, style=solid]; +"625 linear_26" -> "626 gelu_6" [label="(1, 197, 3072)", style=solid]; +"626 gelu_6" -> "627 quantize_per_tensor_default_35" [label="(1, 197, 3072)", style=solid]; +"627 quantize_per_tensor_default_35" -> "628 dequantize_per_tensor_default_35" [label=None, style=solid]; +"628 dequantize_per_tensor_default_35" -> "629 dropout_20" [label=None, style=solid]; +"629 dropout_20" -> "630 linear_27" [label="(1, 197, 3072)", style=solid]; +"630 linear_27" -> "631 dropout_21" [label="(1, 197, 768)", style=solid]; +"631 dropout_21" -> "632 add_14" [label="(1, 197, 768)", style=solid]; +"632 add_14" -> "633 layer_norm_14" [label="(1, 197, 768)", style=solid]; +"632 add_14" -> "667 add_15" [label="(1, 197, 768)", style=solid]; +"633 layer_norm_14" -> "634 quantize_per_tensor_default_36" [label="(1, 197, 768)", style=solid]; +"634 quantize_per_tensor_default_36" -> "635 dequantize_per_tensor_default_36" [label=None, style=solid]; +"635 dequantize_per_tensor_default_36" -> "636 transpose_42" [label=None, style=solid]; +"636 transpose_42" -> "637 linear_28" [label="(197, 1, 768)", style=solid]; +"637 linear_28" -> "638 unflatten_7" [label="(197, 1, 2304)", style=solid]; +"638 unflatten_7" -> "639 unsqueeze_7" [label="(197, 1, 3, 768)", style=solid]; +"639 unsqueeze_7" -> "640 transpose_43" [label="(1, 197, 1, 3, 768)", style=solid]; +"640 transpose_43" -> "641 squeeze_7" [label="(3, 197, 1, 1, 768)", style=solid]; +"641 squeeze_7" -> "642 contiguous_7" [label="(3, 197, 1, 768)", style=solid]; +"642 contiguous_7" -> "643 quantize_per_tensor_default_37" [label="(3, 197, 1, 768)", style=solid]; +"642 contiguous_7" -> "648 select_23" [label="(3, 197, 1, 768)", style=solid]; +"643 quantize_per_tensor_default_37" -> "644 dequantize_per_tensor_default_77" [label=None, style=solid]; +"643 quantize_per_tensor_default_37" -> "645 dequantize_per_tensor_default_76" [label=None, style=solid]; +"644 dequantize_per_tensor_default_77" -> "647 select_22" [label=None, style=solid]; +"645 dequantize_per_tensor_default_76" -> "646 select_21" [label=None, style=solid]; +"646 select_21" -> "649 view_56" [label="(197, 1, 768)", style=solid]; +"647 select_22" -> "651 view_57" [label="(197, 1, 768)", style=solid]; +"648 select_23" -> "653 view_58" [label="(197, 1, 768)", style=solid]; +"649 view_56" -> "650 transpose_44" [label="(197, 12, 64)", style=solid]; +"650 transpose_44" -> "655 view_59" [label="(12, 197, 64)", style=solid]; +"651 view_57" -> "652 transpose_45" [label="(197, 12, 64)", style=solid]; +"652 transpose_45" -> "656 view_60" [label="(12, 197, 64)", style=solid]; +"653 view_58" -> "654 transpose_46" [label="(197, 12, 64)", style=solid]; +"654 transpose_46" -> "657 view_61" [label="(12, 197, 64)", style=solid]; +"655 view_59" -> "658 scaled_dot_product_attention_7" [label="(1, 12, 197, 64)", style=solid]; +"656 view_60" -> "658 scaled_dot_product_attention_7" [label="(1, 12, 197, 64)", style=solid]; +"657 view_61" -> "658 scaled_dot_product_attention_7" [label="(1, 12, 197, 64)", style=solid]; +"658 scaled_dot_product_attention_7" -> "659 quantize_per_tensor_default_38" [label="(1, 12, 197, 64)", style=solid]; +"659 quantize_per_tensor_default_38" -> "660 dequantize_per_tensor_default_38" [label=None, style=solid]; +"660 dequantize_per_tensor_default_38" -> "661 permute_8" [label=None, style=solid]; +"661 permute_8" -> "662 view_62" [label="(197, 1, 12, 64)", style=solid]; +"662 view_62" -> "663 linear_29" [label="(197, 768)", style=solid]; +"663 linear_29" -> "664 view_63" [label="(197, 768)", style=solid]; +"664 view_63" -> "665 transpose_47" [label="(197, 1, 768)", style=solid]; +"665 transpose_47" -> "666 dropout_22" [label="(1, 197, 768)", style=solid]; +"666 dropout_22" -> "667 add_15" [label="(1, 197, 768)", style=solid]; +"667 add_15" -> "668 layer_norm_15" [label="(1, 197, 768)", style=solid]; +"667 add_15" -> "678 add_16" [label="(1, 197, 768)", style=solid]; +"668 layer_norm_15" -> "669 quantize_per_tensor_default_39" [label="(1, 197, 768)", style=solid]; +"669 quantize_per_tensor_default_39" -> "670 dequantize_per_tensor_default_39" [label=None, style=solid]; +"670 dequantize_per_tensor_default_39" -> "671 linear_30" [label=None, style=solid]; +"671 linear_30" -> "672 gelu_7" [label="(1, 197, 3072)", style=solid]; +"672 gelu_7" -> "673 quantize_per_tensor_default_40" [label="(1, 197, 3072)", style=solid]; +"673 quantize_per_tensor_default_40" -> "674 dequantize_per_tensor_default_40" [label=None, style=solid]; +"674 dequantize_per_tensor_default_40" -> "675 dropout_23" [label=None, style=solid]; +"675 dropout_23" -> "676 linear_31" [label="(1, 197, 3072)", style=solid]; +"676 linear_31" -> "677 dropout_24" [label="(1, 197, 768)", style=solid]; +"677 dropout_24" -> "678 add_16" [label="(1, 197, 768)", style=solid]; +"678 add_16" -> "679 layer_norm_16" [label="(1, 197, 768)", style=solid]; +"678 add_16" -> "713 add_17" [label="(1, 197, 768)", style=solid]; +"679 layer_norm_16" -> "680 quantize_per_tensor_default_41" [label="(1, 197, 768)", style=solid]; +"680 quantize_per_tensor_default_41" -> "681 dequantize_per_tensor_default_41" [label=None, style=solid]; +"681 dequantize_per_tensor_default_41" -> "682 transpose_48" [label=None, style=solid]; +"682 transpose_48" -> "683 linear_32" [label="(197, 1, 768)", style=solid]; +"683 linear_32" -> "684 unflatten_8" [label="(197, 1, 2304)", style=solid]; +"684 unflatten_8" -> "685 unsqueeze_8" [label="(197, 1, 3, 768)", style=solid]; +"685 unsqueeze_8" -> "686 transpose_49" [label="(1, 197, 1, 3, 768)", style=solid]; +"686 transpose_49" -> "687 squeeze_8" [label="(3, 197, 1, 1, 768)", style=solid]; +"687 squeeze_8" -> "688 contiguous_8" [label="(3, 197, 1, 768)", style=solid]; +"688 contiguous_8" -> "689 quantize_per_tensor_default_42" [label="(3, 197, 1, 768)", style=solid]; +"688 contiguous_8" -> "694 select_26" [label="(3, 197, 1, 768)", style=solid]; +"689 quantize_per_tensor_default_42" -> "690 dequantize_per_tensor_default_79" [label=None, style=solid]; +"689 quantize_per_tensor_default_42" -> "691 dequantize_per_tensor_default_78" [label=None, style=solid]; +"690 dequantize_per_tensor_default_79" -> "693 select_25" [label=None, style=solid]; +"691 dequantize_per_tensor_default_78" -> "692 select_24" [label=None, style=solid]; +"692 select_24" -> "695 view_64" [label="(197, 1, 768)", style=solid]; +"693 select_25" -> "697 view_65" [label="(197, 1, 768)", style=solid]; +"694 select_26" -> "699 view_66" [label="(197, 1, 768)", style=solid]; +"695 view_64" -> "696 transpose_50" [label="(197, 12, 64)", style=solid]; +"696 transpose_50" -> "701 view_67" [label="(12, 197, 64)", style=solid]; +"697 view_65" -> "698 transpose_51" [label="(197, 12, 64)", style=solid]; +"698 transpose_51" -> "702 view_68" [label="(12, 197, 64)", style=solid]; +"699 view_66" -> "700 transpose_52" [label="(197, 12, 64)", style=solid]; +"700 transpose_52" -> "703 view_69" [label="(12, 197, 64)", style=solid]; +"701 view_67" -> "704 scaled_dot_product_attention_8" [label="(1, 12, 197, 64)", style=solid]; +"702 view_68" -> "704 scaled_dot_product_attention_8" [label="(1, 12, 197, 64)", style=solid]; +"703 view_69" -> "704 scaled_dot_product_attention_8" [label="(1, 12, 197, 64)", style=solid]; +"704 scaled_dot_product_attention_8" -> "705 quantize_per_tensor_default_43" [label="(1, 12, 197, 64)", style=solid]; +"705 quantize_per_tensor_default_43" -> "706 dequantize_per_tensor_default_43" [label=None, style=solid]; +"706 dequantize_per_tensor_default_43" -> "707 permute_9" [label=None, style=solid]; +"707 permute_9" -> "708 view_70" [label="(197, 1, 12, 64)", style=solid]; +"708 view_70" -> "709 linear_33" [label="(197, 768)", style=solid]; +"709 linear_33" -> "710 view_71" [label="(197, 768)", style=solid]; +"710 view_71" -> "711 transpose_53" [label="(197, 1, 768)", style=solid]; +"711 transpose_53" -> "712 dropout_25" [label="(1, 197, 768)", style=solid]; +"712 dropout_25" -> "713 add_17" [label="(1, 197, 768)", style=solid]; +"713 add_17" -> "714 layer_norm_17" [label="(1, 197, 768)", style=solid]; +"713 add_17" -> "724 add_18" [label="(1, 197, 768)", style=solid]; +"714 layer_norm_17" -> "715 quantize_per_tensor_default_44" [label="(1, 197, 768)", style=solid]; +"715 quantize_per_tensor_default_44" -> "716 dequantize_per_tensor_default_44" [label=None, style=solid]; +"716 dequantize_per_tensor_default_44" -> "717 linear_34" [label=None, style=solid]; +"717 linear_34" -> "718 gelu_8" [label="(1, 197, 3072)", style=solid]; +"718 gelu_8" -> "719 quantize_per_tensor_default_45" [label="(1, 197, 3072)", style=solid]; +"719 quantize_per_tensor_default_45" -> "720 dequantize_per_tensor_default_45" [label=None, style=solid]; +"720 dequantize_per_tensor_default_45" -> "721 dropout_26" [label=None, style=solid]; +"721 dropout_26" -> "722 linear_35" [label="(1, 197, 3072)", style=solid]; +"722 linear_35" -> "723 dropout_27" [label="(1, 197, 768)", style=solid]; +"723 dropout_27" -> "724 add_18" [label="(1, 197, 768)", style=solid]; +"724 add_18" -> "725 layer_norm_18" [label="(1, 197, 768)", style=solid]; +"724 add_18" -> "759 add_19" [label="(1, 197, 768)", style=solid]; +"725 layer_norm_18" -> "726 quantize_per_tensor_default_46" [label="(1, 197, 768)", style=solid]; +"726 quantize_per_tensor_default_46" -> "727 dequantize_per_tensor_default_46" [label=None, style=solid]; +"727 dequantize_per_tensor_default_46" -> "728 transpose_54" [label=None, style=solid]; +"728 transpose_54" -> "729 linear_36" [label="(197, 1, 768)", style=solid]; +"729 linear_36" -> "730 unflatten_9" [label="(197, 1, 2304)", style=solid]; +"730 unflatten_9" -> "731 unsqueeze_9" [label="(197, 1, 3, 768)", style=solid]; +"731 unsqueeze_9" -> "732 transpose_55" [label="(1, 197, 1, 3, 768)", style=solid]; +"732 transpose_55" -> "733 squeeze_9" [label="(3, 197, 1, 1, 768)", style=solid]; +"733 squeeze_9" -> "734 contiguous_9" [label="(3, 197, 1, 768)", style=solid]; +"734 contiguous_9" -> "735 quantize_per_tensor_default_47" [label="(3, 197, 1, 768)", style=solid]; +"734 contiguous_9" -> "740 select_29" [label="(3, 197, 1, 768)", style=solid]; +"735 quantize_per_tensor_default_47" -> "736 dequantize_per_tensor_default_81" [label=None, style=solid]; +"735 quantize_per_tensor_default_47" -> "737 dequantize_per_tensor_default_80" [label=None, style=solid]; +"736 dequantize_per_tensor_default_81" -> "739 select_28" [label=None, style=solid]; +"737 dequantize_per_tensor_default_80" -> "738 select_27" [label=None, style=solid]; +"738 select_27" -> "741 view_72" [label="(197, 1, 768)", style=solid]; +"739 select_28" -> "743 view_73" [label="(197, 1, 768)", style=solid]; +"740 select_29" -> "745 view_74" [label="(197, 1, 768)", style=solid]; +"741 view_72" -> "742 transpose_56" [label="(197, 12, 64)", style=solid]; +"742 transpose_56" -> "747 view_75" [label="(12, 197, 64)", style=solid]; +"743 view_73" -> "744 transpose_57" [label="(197, 12, 64)", style=solid]; +"744 transpose_57" -> "748 view_76" [label="(12, 197, 64)", style=solid]; +"745 view_74" -> "746 transpose_58" [label="(197, 12, 64)", style=solid]; +"746 transpose_58" -> "749 view_77" [label="(12, 197, 64)", style=solid]; +"747 view_75" -> "750 scaled_dot_product_attention_9" [label="(1, 12, 197, 64)", style=solid]; +"748 view_76" -> "750 scaled_dot_product_attention_9" [label="(1, 12, 197, 64)", style=solid]; +"749 view_77" -> "750 scaled_dot_product_attention_9" [label="(1, 12, 197, 64)", style=solid]; +"750 scaled_dot_product_attention_9" -> "751 quantize_per_tensor_default_48" [label="(1, 12, 197, 64)", style=solid]; +"751 quantize_per_tensor_default_48" -> "752 dequantize_per_tensor_default_48" [label=None, style=solid]; +"752 dequantize_per_tensor_default_48" -> "753 permute_10" [label=None, style=solid]; +"753 permute_10" -> "754 view_78" [label="(197, 1, 12, 64)", style=solid]; +"754 view_78" -> "755 linear_37" [label="(197, 768)", style=solid]; +"755 linear_37" -> "756 view_79" [label="(197, 768)", style=solid]; +"756 view_79" -> "757 transpose_59" [label="(197, 1, 768)", style=solid]; +"757 transpose_59" -> "758 dropout_28" [label="(1, 197, 768)", style=solid]; +"758 dropout_28" -> "759 add_19" [label="(1, 197, 768)", style=solid]; +"759 add_19" -> "760 layer_norm_19" [label="(1, 197, 768)", style=solid]; +"759 add_19" -> "770 add_20" [label="(1, 197, 768)", style=solid]; +"760 layer_norm_19" -> "761 quantize_per_tensor_default_49" [label="(1, 197, 768)", style=solid]; +"761 quantize_per_tensor_default_49" -> "762 dequantize_per_tensor_default_49" [label=None, style=solid]; +"762 dequantize_per_tensor_default_49" -> "763 linear_38" [label=None, style=solid]; +"763 linear_38" -> "764 gelu_9" [label="(1, 197, 3072)", style=solid]; +"764 gelu_9" -> "765 quantize_per_tensor_default_50" [label="(1, 197, 3072)", style=solid]; +"765 quantize_per_tensor_default_50" -> "766 dequantize_per_tensor_default_50" [label=None, style=solid]; +"766 dequantize_per_tensor_default_50" -> "767 dropout_29" [label=None, style=solid]; +"767 dropout_29" -> "768 linear_39" [label="(1, 197, 3072)", style=solid]; +"768 linear_39" -> "769 dropout_30" [label="(1, 197, 768)", style=solid]; +"769 dropout_30" -> "770 add_20" [label="(1, 197, 768)", style=solid]; +"770 add_20" -> "771 layer_norm_20" [label="(1, 197, 768)", style=solid]; +"770 add_20" -> "805 add_21" [label="(1, 197, 768)", style=solid]; +"771 layer_norm_20" -> "772 quantize_per_tensor_default_51" [label="(1, 197, 768)", style=solid]; +"772 quantize_per_tensor_default_51" -> "773 dequantize_per_tensor_default_51" [label=None, style=solid]; +"773 dequantize_per_tensor_default_51" -> "774 transpose_60" [label=None, style=solid]; +"774 transpose_60" -> "775 linear_40" [label="(197, 1, 768)", style=solid]; +"775 linear_40" -> "776 unflatten_10" [label="(197, 1, 2304)", style=solid]; +"776 unflatten_10" -> "777 unsqueeze_10" [label="(197, 1, 3, 768)", style=solid]; +"777 unsqueeze_10" -> "778 transpose_61" [label="(1, 197, 1, 3, 768)", style=solid]; +"778 transpose_61" -> "779 squeeze_10" [label="(3, 197, 1, 1, 768)", style=solid]; +"779 squeeze_10" -> "780 contiguous_10" [label="(3, 197, 1, 768)", style=solid]; +"780 contiguous_10" -> "781 quantize_per_tensor_default_52" [label="(3, 197, 1, 768)", style=solid]; +"780 contiguous_10" -> "786 select_32" [label="(3, 197, 1, 768)", style=solid]; +"781 quantize_per_tensor_default_52" -> "782 dequantize_per_tensor_default_83" [label=None, style=solid]; +"781 quantize_per_tensor_default_52" -> "783 dequantize_per_tensor_default_82" [label=None, style=solid]; +"782 dequantize_per_tensor_default_83" -> "785 select_31" [label=None, style=solid]; +"783 dequantize_per_tensor_default_82" -> "784 select_30" [label=None, style=solid]; +"784 select_30" -> "787 view_80" [label="(197, 1, 768)", style=solid]; +"785 select_31" -> "789 view_81" [label="(197, 1, 768)", style=solid]; +"786 select_32" -> "791 view_82" [label="(197, 1, 768)", style=solid]; +"787 view_80" -> "788 transpose_62" [label="(197, 12, 64)", style=solid]; +"788 transpose_62" -> "793 view_83" [label="(12, 197, 64)", style=solid]; +"789 view_81" -> "790 transpose_63" [label="(197, 12, 64)", style=solid]; +"790 transpose_63" -> "794 view_84" [label="(12, 197, 64)", style=solid]; +"791 view_82" -> "792 transpose_64" [label="(197, 12, 64)", style=solid]; +"792 transpose_64" -> "795 view_85" [label="(12, 197, 64)", style=solid]; +"793 view_83" -> "796 scaled_dot_product_attention_10" [label="(1, 12, 197, 64)", style=solid]; +"794 view_84" -> "796 scaled_dot_product_attention_10" [label="(1, 12, 197, 64)", style=solid]; +"795 view_85" -> "796 scaled_dot_product_attention_10" [label="(1, 12, 197, 64)", style=solid]; +"796 scaled_dot_product_attention_10" -> "797 quantize_per_tensor_default_53" [label="(1, 12, 197, 64)", style=solid]; +"797 quantize_per_tensor_default_53" -> "798 dequantize_per_tensor_default_53" [label=None, style=solid]; +"798 dequantize_per_tensor_default_53" -> "799 permute_11" [label=None, style=solid]; +"799 permute_11" -> "800 view_86" [label="(197, 1, 12, 64)", style=solid]; +"800 view_86" -> "801 linear_41" [label="(197, 768)", style=solid]; +"801 linear_41" -> "802 view_87" [label="(197, 768)", style=solid]; +"802 view_87" -> "803 transpose_65" [label="(197, 1, 768)", style=solid]; +"803 transpose_65" -> "804 dropout_31" [label="(1, 197, 768)", style=solid]; +"804 dropout_31" -> "805 add_21" [label="(1, 197, 768)", style=solid]; +"805 add_21" -> "806 layer_norm_21" [label="(1, 197, 768)", style=solid]; +"805 add_21" -> "816 add_22" [label="(1, 197, 768)", style=solid]; +"806 layer_norm_21" -> "807 quantize_per_tensor_default_54" [label="(1, 197, 768)", style=solid]; +"807 quantize_per_tensor_default_54" -> "808 dequantize_per_tensor_default_54" [label=None, style=solid]; +"808 dequantize_per_tensor_default_54" -> "809 linear_42" [label=None, style=solid]; +"809 linear_42" -> "810 gelu_10" [label="(1, 197, 3072)", style=solid]; +"810 gelu_10" -> "811 quantize_per_tensor_default_55" [label="(1, 197, 3072)", style=solid]; +"811 quantize_per_tensor_default_55" -> "812 dequantize_per_tensor_default_55" [label=None, style=solid]; +"812 dequantize_per_tensor_default_55" -> "813 dropout_32" [label=None, style=solid]; +"813 dropout_32" -> "814 linear_43" [label="(1, 197, 3072)", style=solid]; +"814 linear_43" -> "815 dropout_33" [label="(1, 197, 768)", style=solid]; +"815 dropout_33" -> "816 add_22" [label="(1, 197, 768)", style=solid]; +"816 add_22" -> "817 layer_norm_22" [label="(1, 197, 768)", style=solid]; +"816 add_22" -> "851 add_23" [label="(1, 197, 768)", style=solid]; +"817 layer_norm_22" -> "818 quantize_per_tensor_default_56" [label="(1, 197, 768)", style=solid]; +"818 quantize_per_tensor_default_56" -> "819 dequantize_per_tensor_default_56" [label=None, style=solid]; +"819 dequantize_per_tensor_default_56" -> "820 transpose_66" [label=None, style=solid]; +"820 transpose_66" -> "821 linear_44" [label="(197, 1, 768)", style=solid]; +"821 linear_44" -> "822 unflatten_11" [label="(197, 1, 2304)", style=solid]; +"822 unflatten_11" -> "823 unsqueeze_11" [label="(197, 1, 3, 768)", style=solid]; +"823 unsqueeze_11" -> "824 transpose_67" [label="(1, 197, 1, 3, 768)", style=solid]; +"824 transpose_67" -> "825 squeeze_11" [label="(3, 197, 1, 1, 768)", style=solid]; +"825 squeeze_11" -> "826 contiguous_11" [label="(3, 197, 1, 768)", style=solid]; +"826 contiguous_11" -> "827 quantize_per_tensor_default_57" [label="(3, 197, 1, 768)", style=solid]; +"826 contiguous_11" -> "832 select_35" [label="(3, 197, 1, 768)", style=solid]; +"827 quantize_per_tensor_default_57" -> "828 dequantize_per_tensor_default_85" [label=None, style=solid]; +"827 quantize_per_tensor_default_57" -> "829 dequantize_per_tensor_default_84" [label=None, style=solid]; +"828 dequantize_per_tensor_default_85" -> "831 select_34" [label=None, style=solid]; +"829 dequantize_per_tensor_default_84" -> "830 select_33" [label=None, style=solid]; +"830 select_33" -> "833 view_88" [label="(197, 1, 768)", style=solid]; +"831 select_34" -> "835 view_89" [label="(197, 1, 768)", style=solid]; +"832 select_35" -> "837 view_90" [label="(197, 1, 768)", style=solid]; +"833 view_88" -> "834 transpose_68" [label="(197, 12, 64)", style=solid]; +"834 transpose_68" -> "839 view_91" [label="(12, 197, 64)", style=solid]; +"835 view_89" -> "836 transpose_69" [label="(197, 12, 64)", style=solid]; +"836 transpose_69" -> "840 view_92" [label="(12, 197, 64)", style=solid]; +"837 view_90" -> "838 transpose_70" [label="(197, 12, 64)", style=solid]; +"838 transpose_70" -> "841 view_93" [label="(12, 197, 64)", style=solid]; +"839 view_91" -> "842 scaled_dot_product_attention_11" [label="(1, 12, 197, 64)", style=solid]; +"840 view_92" -> "842 scaled_dot_product_attention_11" [label="(1, 12, 197, 64)", style=solid]; +"841 view_93" -> "842 scaled_dot_product_attention_11" [label="(1, 12, 197, 64)", style=solid]; +"842 scaled_dot_product_attention_11" -> "843 quantize_per_tensor_default_58" [label="(1, 12, 197, 64)", style=solid]; +"843 quantize_per_tensor_default_58" -> "844 dequantize_per_tensor_default_58" [label=None, style=solid]; +"844 dequantize_per_tensor_default_58" -> "845 permute_12" [label=None, style=solid]; +"845 permute_12" -> "846 view_94" [label="(197, 1, 12, 64)", style=solid]; +"846 view_94" -> "847 linear_45" [label="(197, 768)", style=solid]; +"847 linear_45" -> "848 view_95" [label="(197, 768)", style=solid]; +"848 view_95" -> "849 transpose_71" [label="(197, 1, 768)", style=solid]; +"849 transpose_71" -> "850 dropout_34" [label="(1, 197, 768)", style=solid]; +"850 dropout_34" -> "851 add_23" [label="(1, 197, 768)", style=solid]; +"851 add_23" -> "852 layer_norm_23" [label="(1, 197, 768)", style=solid]; +"851 add_23" -> "862 add_24" [label="(1, 197, 768)", style=solid]; +"852 layer_norm_23" -> "853 quantize_per_tensor_default_59" [label="(1, 197, 768)", style=solid]; +"853 quantize_per_tensor_default_59" -> "854 dequantize_per_tensor_default_59" [label=None, style=solid]; +"854 dequantize_per_tensor_default_59" -> "855 linear_46" [label=None, style=solid]; +"855 linear_46" -> "856 gelu_11" [label="(1, 197, 3072)", style=solid]; +"856 gelu_11" -> "857 quantize_per_tensor_default_60" [label="(1, 197, 3072)", style=solid]; +"857 quantize_per_tensor_default_60" -> "858 dequantize_per_tensor_default_60" [label=None, style=solid]; +"858 dequantize_per_tensor_default_60" -> "859 dropout_35" [label=None, style=solid]; +"859 dropout_35" -> "860 linear_47" [label="(1, 197, 3072)", style=solid]; +"860 linear_47" -> "861 dropout_36" [label="(1, 197, 768)", style=solid]; +"861 dropout_36" -> "862 add_24" [label="(1, 197, 768)", style=solid]; +"862 add_24" -> "863 layer_norm_24" [label="(1, 197, 768)", style=solid]; +"863 layer_norm_24" -> "864 quantize_per_tensor_default_61" [label="(1, 197, 768)", style=solid]; +"864 quantize_per_tensor_default_61" -> "865 dequantize_per_tensor_default_61" [label=None, style=solid]; +"865 dequantize_per_tensor_default_61" -> "866 slice_1" [label=None, style=solid]; +"866 slice_1" -> "867 select_36" [label="(1, 197, 768)", style=solid]; +"867 select_36" -> "868 linear_48" [label="(1, 768)", style=solid]; +"868 linear_48" -> "869 output_1" [label="(1, 1000)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/yolo11n_sdpa_block.dot b/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/yolo11n_sdpa_block.dot new file mode 100644 index 00000000000..95cea03006d --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/experimental/ao_export_quantization_OpenVINOQuantizer/yolo11n_sdpa_block.dot @@ -0,0 +1,57 @@ +strict digraph { +"0 _scale_0" [id=0, type=get_attr]; +"1 _zero_point_0" [id=1, type=get_attr]; +"2 _frozen_param0" [id=2, type=get_attr]; +"3 dequantize_per_channel_default" [id=3, type=dequantize_per_channel]; +"4 x" [id=4, type=input]; +"5 quantize_per_tensor_default" [id=5, type=quantize_per_tensor]; +"6 dequantize_per_tensor_default" [id=6, type=dequantize_per_tensor]; +"7 linear" [id=7, type=linear]; +"8 quantize_per_tensor_default_1" [id=8, type=quantize_per_tensor]; +"9 dequantize_per_tensor_default_3" [id=9, type=dequantize_per_tensor]; +"10 dequantize_per_tensor_default_2" [id=10, type=dequantize_per_tensor]; +"11 slice_1" [id=11, type=slice]; +"12 slice_2" [id=12, type=slice]; +"13 slice_3" [id=13, type=slice]; +"14 slice_4" [id=14, type=slice]; +"15 slice_5" [id=15, type=slice]; +"16 slice_6" [id=16, type=slice]; +"17 slice_7" [id=17, type=slice]; +"18 slice_8" [id=18, type=slice]; +"19 slice_9" [id=19, type=slice]; +"20 transpose" [id=20, type=transpose]; +"21 matmul" [id=21, type=matmul]; +"22 div_" [id=22, type=div_]; +"23 softmax" [id=23, type=softmax]; +"24 transpose_1" [id=24, type=transpose]; +"25 matmul_1" [id=25, type=matmul]; +"26 output_1" [id=26, type=output]; +"0 _scale_0" -> "3 dequantize_per_channel_default" [label="(12,)", style=solid]; +"1 _zero_point_0" -> "3 dequantize_per_channel_default" [label="(12,)", style=solid]; +"2 _frozen_param0" -> "3 dequantize_per_channel_default" [label="(12, 4)", style=solid]; +"3 dequantize_per_channel_default" -> "7 linear" [label=None, style=solid]; +"4 x" -> "5 quantize_per_tensor_default" [label="(1, 2, 4)", style=solid]; +"5 quantize_per_tensor_default" -> "6 dequantize_per_tensor_default" [label=None, style=solid]; +"6 dequantize_per_tensor_default" -> "7 linear" [label=None, style=solid]; +"7 linear" -> "8 quantize_per_tensor_default_1" [label="(1, 2, 12)", style=solid]; +"7 linear" -> "17 slice_7" [label="(1, 2, 12)", style=solid]; +"8 quantize_per_tensor_default_1" -> "9 dequantize_per_tensor_default_3" [label=None, style=solid]; +"8 quantize_per_tensor_default_1" -> "10 dequantize_per_tensor_default_2" [label=None, style=solid]; +"9 dequantize_per_tensor_default_3" -> "14 slice_4" [label=None, style=solid]; +"10 dequantize_per_tensor_default_2" -> "11 slice_1" [label=None, style=solid]; +"11 slice_1" -> "12 slice_2" [label="(1, 2, 12)", style=solid]; +"12 slice_2" -> "13 slice_3" [label="(1, 2, 12)", style=solid]; +"13 slice_3" -> "21 matmul" [label="(1, 2, 4)", style=solid]; +"14 slice_4" -> "15 slice_5" [label="(1, 2, 12)", style=solid]; +"15 slice_5" -> "16 slice_6" [label="(1, 2, 12)", style=solid]; +"16 slice_6" -> "20 transpose" [label="(1, 2, 4)", style=solid]; +"17 slice_7" -> "18 slice_8" [label="(1, 2, 12)", style=solid]; +"18 slice_8" -> "19 slice_9" [label="(1, 2, 12)", style=solid]; +"19 slice_9" -> "25 matmul_1" [label="(1, 2, 4)", style=solid]; +"20 transpose" -> "21 matmul" [label="(1, 4, 2)", style=solid]; +"21 matmul" -> "22 div_" [label="(1, 2, 2)", style=solid]; +"22 div_" -> "23 softmax" [label="(1, 2, 2)", style=solid]; +"23 softmax" -> "24 transpose_1" [label="(1, 2, 2)", style=solid]; +"24 transpose_1" -> "25 matmul_1" [label="(1, 2, 2)", style=solid]; +"25 matmul_1" -> "26 output_1" [label="(1, 2, 4)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/extracted/ConvolutionWithNotTensorBiasModelconv2d_conv2d_output_1_conv2d.dot b/tests/torch/data/reference_graphs/fx/extracted/ConvolutionWithNotTensorBiasModelconv2d_conv2d_output_1_conv2d.dot new file mode 100644 index 00000000000..8fcafac75d0 --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/extracted/ConvolutionWithNotTensorBiasModelconv2d_conv2d_output_1_conv2d.dot @@ -0,0 +1,11 @@ +strict digraph { +"0 _conv_w" [id=0, type=get_attr]; +"1 add" [id=1, type=add]; +"2 conv2d_input" [id=2, type=input]; +"3 conv2d" [id=3, type=conv2d]; +"4 output" [id=4, type=output]; +"0 _conv_w" -> "1 add" [label="(1, 1, 1, 1)", style=solid]; +"1 add" -> "3 conv2d" [label="(1, 1, 1, 1)", style=solid]; +"2 conv2d_input" -> "3 conv2d" [label=None, style=solid]; +"3 conv2d" -> "4 output" [label="(1, 1, 3, 3)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/extracted/ConvolutionWithNotTensorBiasModelconv2d_output_1.dot b/tests/torch/data/reference_graphs/fx/extracted/ConvolutionWithNotTensorBiasModelconv2d_output_1.dot new file mode 100644 index 00000000000..8fcafac75d0 --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/extracted/ConvolutionWithNotTensorBiasModelconv2d_output_1.dot @@ -0,0 +1,11 @@ +strict digraph { +"0 _conv_w" [id=0, type=get_attr]; +"1 add" [id=1, type=add]; +"2 conv2d_input" [id=2, type=input]; +"3 conv2d" [id=3, type=conv2d]; +"4 output" [id=4, type=output]; +"0 _conv_w" -> "1 add" [label="(1, 1, 1, 1)", style=solid]; +"1 add" -> "3 conv2d" [label="(1, 1, 1, 1)", style=solid]; +"2 conv2d_input" -> "3 conv2d" [label=None, style=solid]; +"3 conv2d" -> "4 output" [label="(1, 1, 3, 3)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/extracted/ConvolutionWithSeveralOutputsconv2d_conv2d_output_1_conv2d.dot b/tests/torch/data/reference_graphs/fx/extracted/ConvolutionWithSeveralOutputsconv2d_conv2d_output_1_conv2d.dot new file mode 100644 index 00000000000..5246df9378e --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/extracted/ConvolutionWithSeveralOutputsconv2d_conv2d_output_1_conv2d.dot @@ -0,0 +1,14 @@ +strict digraph { +"0 conv_weight" [id=0, type=get_attr]; +"1 conv_bias" [id=1, type=get_attr]; +"2 conv2d_input" [id=2, type=input]; +"3 conv2d" [id=3, type=conv2d]; +"4 add" [id=4, type=add]; +"5 output" [id=5, type=output]; +"0 conv_weight" -> "3 conv2d" [label="(1, 1, 1, 1)", style=solid]; +"1 conv_bias" -> "3 conv2d" [label="(1,)", style=solid]; +"2 conv2d_input" -> "3 conv2d" [label=None, style=solid]; +"3 conv2d" -> "4 add" [label="(1, 1, 3, 3)", style=solid]; +"3 conv2d" -> "5 output" [label="(1, 1, 3, 3)", style=solid]; +"4 add" -> "5 output" [label="(1, 1, 3, 3)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/extracted/ConvolutionWithSeveralOutputsconv2d_output_1.dot b/tests/torch/data/reference_graphs/fx/extracted/ConvolutionWithSeveralOutputsconv2d_output_1.dot new file mode 100644 index 00000000000..5246df9378e --- /dev/null +++ b/tests/torch/data/reference_graphs/fx/extracted/ConvolutionWithSeveralOutputsconv2d_output_1.dot @@ -0,0 +1,14 @@ +strict digraph { +"0 conv_weight" [id=0, type=get_attr]; +"1 conv_bias" [id=1, type=get_attr]; +"2 conv2d_input" [id=2, type=input]; +"3 conv2d" [id=3, type=conv2d]; +"4 add" [id=4, type=add]; +"5 output" [id=5, type=output]; +"0 conv_weight" -> "3 conv2d" [label="(1, 1, 1, 1)", style=solid]; +"1 conv_bias" -> "3 conv2d" [label="(1,)", style=solid]; +"2 conv2d_input" -> "3 conv2d" [label=None, style=solid]; +"3 conv2d" -> "4 add" [label="(1, 1, 3, 3)", style=solid]; +"3 conv2d" -> "5 output" [label="(1, 1, 3, 3)", style=solid]; +"4 add" -> "5 output" [label="(1, 1, 3, 3)", style=solid]; +} diff --git a/tests/torch/data/reference_graphs/fx/post_quantization_compressed/mobilenet_v3_small.dot b/tests/torch/data/reference_graphs/fx/post_quantization_compressed/mobilenet_v3_small.dot index 47c6390f606..d7f83d3c665 100644 --- a/tests/torch/data/reference_graphs/fx/post_quantization_compressed/mobilenet_v3_small.dot +++ b/tests/torch/data/reference_graphs/fx/post_quantization_compressed/mobilenet_v3_small.dot @@ -1,533 +1,533 @@ strict digraph { "0 features_1_block_1_fc1_weight" [id=0, type=get_attr]; -"1 features_1_block_1_fc2_weight" [id=1, type=get_attr]; -"2 features_4_block_2_fc1_weight" [id=2, type=get_attr]; -"3 features_4_block_2_fc2_weight" [id=3, type=get_attr]; -"4 features_5_block_2_fc1_weight" [id=4, type=get_attr]; -"5 features_5_block_2_fc2_weight" [id=5, type=get_attr]; -"6 features_6_block_2_fc1_weight" [id=6, type=get_attr]; -"7 features_6_block_2_fc2_weight" [id=7, type=get_attr]; -"8 features_7_block_2_fc1_weight" [id=8, type=get_attr]; -"9 features_7_block_2_fc2_weight" [id=9, type=get_attr]; -"10 features_8_block_2_fc1_weight" [id=10, type=get_attr]; -"11 features_8_block_2_fc2_weight" [id=11, type=get_attr]; -"12 features_9_block_2_fc1_weight" [id=12, type=get_attr]; -"13 features_9_block_2_fc2_weight" [id=13, type=get_attr]; -"14 features_10_block_2_fc1_weight" [id=14, type=get_attr]; -"15 features_10_block_2_fc2_weight" [id=15, type=get_attr]; -"16 features_11_block_2_fc1_weight" [id=16, type=get_attr]; -"17 features_11_block_2_fc2_weight" [id=17, type=get_attr]; -"18 x" [id=18, type=input]; -"19 quantize_per_tensor_default" [id=19, type=quantize_per_tensor]; -"20 dequantize_per_tensor_default" [id=20, type=dequantize_per_tensor]; -"21 features_0_0_weight_bias_0_0" [id=21, type=get_attr]; -"22 scale_updated_constant0" [id=22, type=get_attr]; -"23 compressed_weight_updated_constant0" [id=23, type=get_attr]; -"24 mul_tensor" [id=24, type=mul]; -"25 zero_point_updated_constant0" [id=25, type=get_attr]; -"26 sub_tensor" [id=26, type=sub]; -"27 conv2d" [id=27, type=conv2d]; -"28 hardswish__scale_0" [id=28, type=get_attr]; -"29 hardswish__zero_point_0" [id=29, type=get_attr]; -"30 hardswish_" [id=30, type=hardswish_]; -"31 quantize_per_channel_default_1" [id=31, type=quantize_per_channel]; -"32 dequantize_per_channel_default_1" [id=32, type=dequantize_per_channel]; -"33 features_1_block_0_0_weight_bias_0_0" [id=33, type=get_attr]; -"34 scale_updated_constant1" [id=34, type=get_attr]; -"35 compressed_weight_updated_constant1" [id=35, type=get_attr]; -"36 mul_tensor_1" [id=36, type=mul]; -"37 zero_point_updated_constant1" [id=37, type=get_attr]; -"38 sub_tensor_1" [id=38, type=sub]; -"39 conv2d_1" [id=39, type=conv2d]; -"40 relu_" [id=40, type=relu_]; -"41 quantize_per_tensor_default_1" [id=41, type=quantize_per_tensor]; -"42 dequantize_per_tensor_default_2" [id=42, type=dequantize_per_tensor]; -"43 dequantize_per_tensor_default_1" [id=43, type=dequantize_per_tensor]; -"44 adaptive_avg_pool2d" [id=44, type=adaptive_avg_pool2d]; -"45 features_1_block_1_fc1_bias_0_0" [id=45, type=get_attr]; -"46 conv2d_2" [id=46, type=conv2d]; -"47 relu" [id=47, type=relu]; -"48 features_1_block_1_fc2_bias_0_0" [id=48, type=get_attr]; -"49 conv2d_3" [id=49, type=conv2d]; -"50 hardsigmoid" [id=50, type=hardsigmoid]; -"51 quantize_per_tensor_default_2" [id=51, type=quantize_per_tensor]; -"52 dequantize_per_tensor_default_3" [id=52, type=dequantize_per_tensor]; -"53 mul" [id=53, type=mul]; -"54 quantize_per_tensor_default_3" [id=54, type=quantize_per_tensor]; -"55 dequantize_per_tensor_default_4" [id=55, type=dequantize_per_tensor]; -"56 features_1_block_2_0_weight_bias_0_0" [id=56, type=get_attr]; -"57 scale_updated_constant2" [id=57, type=get_attr]; -"58 compressed_weight_updated_constant2" [id=58, type=get_attr]; -"59 mul_tensor_2" [id=59, type=mul]; -"60 zero_point_updated_constant2" [id=60, type=get_attr]; -"61 sub_tensor_2" [id=61, type=sub]; -"62 conv2d_4" [id=62, type=conv2d]; -"63 quantize_per_tensor_default_4" [id=63, type=quantize_per_tensor]; -"64 dequantize_per_tensor_default_5" [id=64, type=dequantize_per_tensor]; -"65 features_2_block_0_0_weight_bias_0_0" [id=65, type=get_attr]; -"66 scale_updated_constant3" [id=66, type=get_attr]; -"67 compressed_weight_updated_constant3" [id=67, type=get_attr]; -"68 mul_tensor_3" [id=68, type=mul]; -"69 zero_point_updated_constant3" [id=69, type=get_attr]; -"70 sub_tensor_3" [id=70, type=sub]; -"71 conv2d_5" [id=71, type=conv2d]; -"72 relu__1_scale_0" [id=72, type=get_attr]; -"73 relu__1_zero_point_0" [id=73, type=get_attr]; -"74 relu__1" [id=74, type=relu_]; -"75 quantize_per_channel_default_5" [id=75, type=quantize_per_channel]; -"76 dequantize_per_channel_default_5" [id=76, type=dequantize_per_channel]; -"77 features_2_block_1_0_weight_bias_0_0" [id=77, type=get_attr]; -"78 scale_updated_constant4" [id=78, type=get_attr]; -"79 compressed_weight_updated_constant4" [id=79, type=get_attr]; -"80 mul_tensor_4" [id=80, type=mul]; -"81 zero_point_updated_constant4" [id=81, type=get_attr]; -"82 sub_tensor_4" [id=82, type=sub]; -"83 conv2d_6" [id=83, type=conv2d]; -"84 relu__2" [id=84, type=relu_]; -"85 quantize_per_tensor_default_5" [id=85, type=quantize_per_tensor]; -"86 dequantize_per_tensor_default_6" [id=86, type=dequantize_per_tensor]; -"87 features_2_block_2_0_weight_bias_0_0" [id=87, type=get_attr]; -"88 scale_updated_constant5" [id=88, type=get_attr]; -"89 compressed_weight_updated_constant5" [id=89, type=get_attr]; -"90 mul_tensor_5" [id=90, type=mul]; -"91 zero_point_updated_constant5" [id=91, type=get_attr]; -"92 sub_tensor_5" [id=92, type=sub]; -"93 conv2d_7" [id=93, type=conv2d]; -"94 quantize_per_tensor_default_6" [id=94, type=quantize_per_tensor]; -"95 dequantize_per_tensor_default_8" [id=95, type=dequantize_per_tensor]; -"96 dequantize_per_tensor_default_7" [id=96, type=dequantize_per_tensor]; -"97 features_3_block_0_0_weight_bias_0_0" [id=97, type=get_attr]; -"98 scale_updated_constant6" [id=98, type=get_attr]; -"99 compressed_weight_updated_constant6" [id=99, type=get_attr]; -"100 mul_tensor_6" [id=100, type=mul]; -"101 zero_point_updated_constant6" [id=101, type=get_attr]; -"102 sub_tensor_6" [id=102, type=sub]; -"103 conv2d_8" [id=103, type=conv2d]; -"104 relu__3_scale_0" [id=104, type=get_attr]; -"105 relu__3_zero_point_0" [id=105, type=get_attr]; -"106 relu__3" [id=106, type=relu_]; -"107 quantize_per_channel_default_9" [id=107, type=quantize_per_channel]; -"108 dequantize_per_channel_default_9" [id=108, type=dequantize_per_channel]; -"109 features_3_block_1_0_weight_bias_0_0" [id=109, type=get_attr]; -"110 scale_updated_constant7" [id=110, type=get_attr]; -"111 compressed_weight_updated_constant7" [id=111, type=get_attr]; -"112 mul_tensor_7" [id=112, type=mul]; -"113 zero_point_updated_constant7" [id=113, type=get_attr]; -"114 sub_tensor_7" [id=114, type=sub]; -"115 conv2d_9" [id=115, type=conv2d]; -"116 relu__4" [id=116, type=relu_]; -"117 quantize_per_tensor_default_7" [id=117, type=quantize_per_tensor]; -"118 dequantize_per_tensor_default_9" [id=118, type=dequantize_per_tensor]; -"119 features_3_block_2_0_weight_bias_0_0" [id=119, type=get_attr]; -"120 scale_updated_constant8" [id=120, type=get_attr]; -"121 compressed_weight_updated_constant8" [id=121, type=get_attr]; -"122 mul_tensor_8" [id=122, type=mul]; -"123 zero_point_updated_constant8" [id=123, type=get_attr]; -"124 sub_tensor_8" [id=124, type=sub]; -"125 conv2d_10" [id=125, type=conv2d]; -"126 quantize_per_tensor_default_8" [id=126, type=quantize_per_tensor]; -"127 dequantize_per_tensor_default_10" [id=127, type=dequantize_per_tensor]; -"128 add_" [id=128, type=add_]; -"129 quantize_per_tensor_default_9" [id=129, type=quantize_per_tensor]; -"130 dequantize_per_tensor_default_11" [id=130, type=dequantize_per_tensor]; -"131 features_4_block_0_0_weight_bias_0_0" [id=131, type=get_attr]; -"132 scale_updated_constant9" [id=132, type=get_attr]; -"133 compressed_weight_updated_constant9" [id=133, type=get_attr]; -"134 mul_tensor_9" [id=134, type=mul]; -"135 zero_point_updated_constant9" [id=135, type=get_attr]; -"136 sub_tensor_9" [id=136, type=sub]; -"137 conv2d_11" [id=137, type=conv2d]; -"138 hardswish__1_scale_0" [id=138, type=get_attr]; -"139 hardswish__1_zero_point_0" [id=139, type=get_attr]; -"140 hardswish__1" [id=140, type=hardswish_]; -"141 quantize_per_channel_default_13" [id=141, type=quantize_per_channel]; -"142 dequantize_per_channel_default_13" [id=142, type=dequantize_per_channel]; -"143 features_4_block_1_0_weight_bias_0_0" [id=143, type=get_attr]; -"144 scale_updated_constant10" [id=144, type=get_attr]; -"145 compressed_weight_updated_constant10" [id=145, type=get_attr]; -"146 mul_tensor_10" [id=146, type=mul]; -"147 zero_point_updated_constant10" [id=147, type=get_attr]; -"148 sub_tensor_10" [id=148, type=sub]; -"149 conv2d_12" [id=149, type=conv2d]; -"150 hardswish__2" [id=150, type=hardswish_]; -"151 quantize_per_tensor_default_10" [id=151, type=quantize_per_tensor]; -"152 dequantize_per_tensor_default_13" [id=152, type=dequantize_per_tensor]; -"153 dequantize_per_tensor_default_12" [id=153, type=dequantize_per_tensor]; -"154 adaptive_avg_pool2d_1" [id=154, type=adaptive_avg_pool2d]; 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type=conv2d]; -"173 quantize_per_tensor_default_13" [id=173, type=quantize_per_tensor]; -"174 dequantize_per_tensor_default_17" [id=174, type=dequantize_per_tensor]; -"175 dequantize_per_tensor_default_16" [id=175, type=dequantize_per_tensor]; -"176 features_5_block_0_0_weight_bias_0_0" [id=176, type=get_attr]; -"177 scale_updated_constant12" [id=177, type=get_attr]; -"178 compressed_weight_updated_constant12" [id=178, type=get_attr]; -"179 mul_tensor_12" [id=179, type=mul]; -"180 zero_point_updated_constant12" [id=180, type=get_attr]; -"181 sub_tensor_12" [id=181, type=sub]; -"182 conv2d_16" [id=182, type=conv2d]; -"183 hardswish__3_scale_0" [id=183, type=get_attr]; -"184 hardswish__3_zero_point_0" [id=184, type=get_attr]; -"185 hardswish__3" [id=185, type=hardswish_]; -"186 quantize_per_channel_default_17" [id=186, type=quantize_per_channel]; -"187 dequantize_per_channel_default_17" [id=187, type=dequantize_per_channel]; -"188 features_5_block_1_0_weight_bias_0_0" [id=188, type=get_attr]; -"189 scale_updated_constant13" [id=189, type=get_attr]; -"190 compressed_weight_updated_constant13" [id=190, type=get_attr]; -"191 mul_tensor_13" [id=191, type=mul]; -"192 zero_point_updated_constant13" [id=192, type=get_attr]; -"193 sub_tensor_13" [id=193, type=sub]; -"194 conv2d_17" [id=194, type=conv2d]; -"195 hardswish__4" [id=195, type=hardswish_]; -"196 quantize_per_tensor_default_14" [id=196, type=quantize_per_tensor]; -"197 dequantize_per_tensor_default_19" [id=197, type=dequantize_per_tensor]; -"198 dequantize_per_tensor_default_18" [id=198, type=dequantize_per_tensor]; -"199 adaptive_avg_pool2d_2" [id=199, type=adaptive_avg_pool2d]; -"200 features_5_block_2_fc1_bias_0_0" [id=200, type=get_attr]; -"201 conv2d_18" [id=201, type=conv2d]; -"202 relu_2" [id=202, type=relu]; -"203 features_5_block_2_fc2_bias_0_0" [id=203, type=get_attr]; -"204 conv2d_19" [id=204, type=conv2d]; -"205 hardsigmoid_2" [id=205, type=hardsigmoid]; -"206 quantize_per_tensor_default_15" [id=206, type=quantize_per_tensor]; -"207 dequantize_per_tensor_default_20" [id=207, type=dequantize_per_tensor]; -"208 mul_2" [id=208, type=mul]; -"209 quantize_per_tensor_default_16" [id=209, type=quantize_per_tensor]; -"210 dequantize_per_tensor_default_21" [id=210, type=dequantize_per_tensor]; -"211 features_5_block_3_0_weight_bias_0_0" [id=211, type=get_attr]; -"212 scale_updated_constant14" [id=212, type=get_attr]; -"213 compressed_weight_updated_constant14" [id=213, type=get_attr]; -"214 mul_tensor_14" [id=214, type=mul]; -"215 zero_point_updated_constant14" [id=215, type=get_attr]; -"216 sub_tensor_14" [id=216, type=sub]; -"217 conv2d_20" [id=217, type=conv2d]; -"218 quantize_per_tensor_default_17" [id=218, type=quantize_per_tensor]; -"219 dequantize_per_tensor_default_22" [id=219, type=dequantize_per_tensor]; -"220 add__1" [id=220, type=add_]; -"221 quantize_per_tensor_default_18" [id=221, type=quantize_per_tensor]; -"222 dequantize_per_tensor_default_24" [id=222, type=dequantize_per_tensor]; -"223 dequantize_per_tensor_default_23" [id=223, type=dequantize_per_tensor]; -"224 features_6_block_0_0_weight_bias_0_0" [id=224, type=get_attr]; -"225 scale_updated_constant15" [id=225, type=get_attr]; -"226 compressed_weight_updated_constant15" [id=226, type=get_attr]; -"227 mul_tensor_15" [id=227, type=mul]; -"228 zero_point_updated_constant15" [id=228, type=get_attr]; -"229 sub_tensor_15" [id=229, type=sub]; -"230 conv2d_21" [id=230, type=conv2d]; -"231 hardswish__5_scale_0" [id=231, type=get_attr]; -"232 hardswish__5_zero_point_0" [id=232, type=get_attr]; -"233 hardswish__5" [id=233, type=hardswish_]; -"234 quantize_per_channel_default_21" [id=234, type=quantize_per_channel]; -"235 dequantize_per_channel_default_21" [id=235, type=dequantize_per_channel]; -"236 features_6_block_1_0_weight_bias_0_0" [id=236, type=get_attr]; -"237 scale_updated_constant16" [id=237, type=get_attr]; -"238 compressed_weight_updated_constant16" [id=238, type=get_attr]; -"239 mul_tensor_16" [id=239, type=mul]; -"240 zero_point_updated_constant16" [id=240, type=get_attr]; -"241 sub_tensor_16" [id=241, type=sub]; -"242 conv2d_22" [id=242, type=conv2d]; -"243 hardswish__6" [id=243, type=hardswish_]; -"244 quantize_per_tensor_default_19" [id=244, type=quantize_per_tensor]; -"245 dequantize_per_tensor_default_26" [id=245, type=dequantize_per_tensor]; -"246 dequantize_per_tensor_default_25" [id=246, type=dequantize_per_tensor]; -"247 adaptive_avg_pool2d_3" [id=247, type=adaptive_avg_pool2d]; -"248 features_6_block_2_fc1_bias_0_0" [id=248, type=get_attr]; -"249 conv2d_23" [id=249, type=conv2d]; -"250 relu_3" [id=250, type=relu]; -"251 features_6_block_2_fc2_bias_0_0" [id=251, type=get_attr]; -"252 conv2d_24" [id=252, type=conv2d]; -"253 hardsigmoid_3" [id=253, type=hardsigmoid]; -"254 quantize_per_tensor_default_20" [id=254, type=quantize_per_tensor]; -"255 dequantize_per_tensor_default_27" [id=255, type=dequantize_per_tensor]; -"256 mul_3" [id=256, type=mul]; 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quantize_per_tensor_default_24" [id=291, type=quantize_per_tensor]; -"292 dequantize_per_tensor_default_32" [id=292, type=dequantize_per_tensor]; -"293 dequantize_per_tensor_default_31" [id=293, type=dequantize_per_tensor]; -"294 adaptive_avg_pool2d_4" [id=294, type=adaptive_avg_pool2d]; -"295 features_7_block_2_fc1_bias_0_0" [id=295, type=get_attr]; -"296 conv2d_28" [id=296, type=conv2d]; -"297 relu_4" [id=297, type=relu]; -"298 features_7_block_2_fc2_bias_0_0" [id=298, type=get_attr]; -"299 conv2d_29" [id=299, type=conv2d]; -"300 hardsigmoid_4" [id=300, type=hardsigmoid]; -"301 quantize_per_tensor_default_25" [id=301, type=quantize_per_tensor]; -"302 dequantize_per_tensor_default_33" [id=302, type=dequantize_per_tensor]; -"303 mul_4" [id=303, type=mul]; -"304 quantize_per_tensor_default_26" [id=304, type=quantize_per_tensor]; -"305 dequantize_per_tensor_default_34" [id=305, type=dequantize_per_tensor]; -"306 features_7_block_3_0_weight_bias_0_0" [id=306, type=get_attr]; -"307 scale_updated_constant20" [id=307, type=get_attr]; -"308 compressed_weight_updated_constant20" [id=308, type=get_attr]; -"309 mul_tensor_20" [id=309, type=mul]; -"310 zero_point_updated_constant20" [id=310, type=get_attr]; -"311 sub_tensor_20" [id=311, type=sub]; -"312 conv2d_30" [id=312, type=conv2d]; -"313 quantize_per_tensor_default_27" [id=313, type=quantize_per_tensor]; -"314 dequantize_per_tensor_default_36" [id=314, type=dequantize_per_tensor]; -"315 dequantize_per_tensor_default_35" [id=315, type=dequantize_per_tensor]; -"316 features_8_block_0_0_weight_bias_0_0" [id=316, type=get_attr]; -"317 scale_updated_constant21" [id=317, type=get_attr]; -"318 compressed_weight_updated_constant21" [id=318, type=get_attr]; -"319 mul_tensor_21" [id=319, type=mul]; -"320 zero_point_updated_constant21" [id=320, type=get_attr]; -"321 sub_tensor_21" [id=321, type=sub]; -"322 conv2d_31" [id=322, type=conv2d]; -"323 hardswish__9_scale_0" [id=323, type=get_attr]; -"324 hardswish__9_zero_point_0" [id=324, type=get_attr]; -"325 hardswish__9" [id=325, type=hardswish_]; -"326 quantize_per_channel_default_29" [id=326, type=quantize_per_channel]; -"327 dequantize_per_channel_default_29" [id=327, type=dequantize_per_channel]; -"328 features_8_block_1_0_weight_bias_0_0" [id=328, type=get_attr]; -"329 scale_updated_constant22" [id=329, type=get_attr]; -"330 compressed_weight_updated_constant22" [id=330, type=get_attr]; -"331 mul_tensor_22" [id=331, type=mul]; -"332 zero_point_updated_constant22" [id=332, type=get_attr]; -"333 sub_tensor_22" [id=333, type=sub]; -"334 conv2d_32" [id=334, type=conv2d]; -"335 hardswish__10" [id=335, type=hardswish_]; -"336 quantize_per_tensor_default_28" [id=336, type=quantize_per_tensor]; -"337 dequantize_per_tensor_default_38" [id=337, type=dequantize_per_tensor]; -"338 dequantize_per_tensor_default_37" [id=338, type=dequantize_per_tensor]; -"339 adaptive_avg_pool2d_5" [id=339, type=adaptive_avg_pool2d]; -"340 features_8_block_2_fc1_bias_0_0" [id=340, type=get_attr]; -"341 conv2d_33" [id=341, type=conv2d]; -"342 relu_5" [id=342, type=relu]; -"343 features_8_block_2_fc2_bias_0_0" [id=343, type=get_attr]; -"344 conv2d_34" [id=344, type=conv2d]; -"345 hardsigmoid_5" [id=345, type=hardsigmoid]; -"346 quantize_per_tensor_default_29" [id=346, type=quantize_per_tensor]; -"347 dequantize_per_tensor_default_39" [id=347, type=dequantize_per_tensor]; -"348 mul_5" [id=348, type=mul]; -"349 quantize_per_tensor_default_30" [id=349, type=quantize_per_tensor]; -"350 dequantize_per_tensor_default_40" [id=350, type=dequantize_per_tensor]; -"351 features_8_block_3_0_weight_bias_0_0" [id=351, type=get_attr]; -"352 scale_updated_constant23" [id=352, type=get_attr]; -"353 compressed_weight_updated_constant23" [id=353, type=get_attr]; -"354 mul_tensor_23" [id=354, type=mul]; -"355 zero_point_updated_constant23" [id=355, type=get_attr]; -"356 sub_tensor_23" [id=356, type=sub]; -"357 conv2d_35" [id=357, type=conv2d]; -"358 quantize_per_tensor_default_31" [id=358, type=quantize_per_tensor]; -"359 dequantize_per_tensor_default_41" [id=359, type=dequantize_per_tensor]; -"360 add__3" [id=360, type=add_]; -"361 quantize_per_tensor_default_32" [id=361, type=quantize_per_tensor]; -"362 dequantize_per_tensor_default_42" [id=362, type=dequantize_per_tensor]; -"363 features_9_block_0_0_weight_bias_0_0" [id=363, type=get_attr]; -"364 scale_updated_constant24" [id=364, type=get_attr]; -"365 compressed_weight_updated_constant24" [id=365, type=get_attr]; -"366 mul_tensor_24" [id=366, type=mul]; -"367 zero_point_updated_constant24" [id=367, type=get_attr]; -"368 sub_tensor_24" [id=368, type=sub]; -"369 conv2d_36" [id=369, type=conv2d]; -"370 hardswish__11_scale_0" [id=370, type=get_attr]; -"371 hardswish__11_zero_point_0" [id=371, type=get_attr]; -"372 hardswish__11" [id=372, type=hardswish_]; -"373 quantize_per_channel_default_33" [id=373, type=quantize_per_channel]; -"374 dequantize_per_channel_default_33" [id=374, type=dequantize_per_channel]; 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type=hardsigmoid]; -"393 quantize_per_tensor_default_34" [id=393, type=quantize_per_tensor]; -"394 dequantize_per_tensor_default_45" [id=394, type=dequantize_per_tensor]; -"395 mul_6" [id=395, type=mul]; -"396 quantize_per_tensor_default_35" [id=396, type=quantize_per_tensor]; -"397 dequantize_per_tensor_default_46" [id=397, type=dequantize_per_tensor]; -"398 features_9_block_3_0_weight_bias_0_0" [id=398, type=get_attr]; -"399 scale_updated_constant26" [id=399, type=get_attr]; -"400 compressed_weight_updated_constant26" [id=400, type=get_attr]; -"401 mul_tensor_26" [id=401, type=mul]; -"402 zero_point_updated_constant26" [id=402, type=get_attr]; -"403 sub_tensor_26" [id=403, type=sub]; -"404 conv2d_40" [id=404, type=conv2d]; -"405 quantize_per_tensor_default_36" [id=405, type=quantize_per_tensor]; -"406 dequantize_per_tensor_default_48" [id=406, type=dequantize_per_tensor]; -"407 dequantize_per_tensor_default_47" [id=407, type=dequantize_per_tensor]; -"408 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type=relu]; +"175 conv2d_14" [id=175, type=conv2d]; +"176 hardsigmoid_1" [id=176, type=hardsigmoid]; +"177 quantize_per_tensor_default_11" [id=177, type=quantize_per_tensor]; +"178 dequantize_per_tensor_default_14" [id=178, type=dequantize_per_tensor]; +"179 mul_1" [id=179, type=mul]; +"180 quantize_per_tensor_default_12" [id=180, type=quantize_per_tensor]; +"181 dequantize_per_tensor_default_15" [id=181, type=dequantize_per_tensor]; +"182 features_4_block_3_0_weight_bias" [id=182, type=get_attr]; +"183 scale_updated_constant11" [id=183, type=get_attr]; +"184 compressed_weight_updated_constant11" [id=184, type=get_attr]; +"185 mul_tensor_11" [id=185, type=mul]; +"186 zero_point_updated_constant11" [id=186, type=get_attr]; +"187 sub_tensor_11" [id=187, type=sub]; +"188 conv2d_15" [id=188, type=conv2d]; +"189 quantize_per_tensor_default_13" [id=189, type=quantize_per_tensor]; +"190 dequantize_per_tensor_default_17" [id=190, type=dequantize_per_tensor]; +"191 dequantize_per_tensor_default_16" [id=191, type=dequantize_per_tensor]; +"192 features_5_block_0_0_weight_bias" [id=192, type=get_attr]; +"193 scale_updated_constant12" [id=193, type=get_attr]; +"194 compressed_weight_updated_constant12" [id=194, type=get_attr]; +"195 mul_tensor_12" [id=195, type=mul]; +"196 zero_point_updated_constant12" [id=196, type=get_attr]; +"197 sub_tensor_12" [id=197, type=sub]; +"198 conv2d_16" [id=198, type=conv2d]; +"199 hardswish__3_scale_0" [id=199, type=get_attr]; +"200 hardswish__3_zero_point_0" [id=200, type=get_attr]; +"201 hardswish__3" [id=201, type=hardswish_]; +"202 quantize_per_channel_default_17" [id=202, type=quantize_per_channel]; +"203 dequantize_per_channel_default_17" [id=203, type=dequantize_per_channel]; +"204 features_5_block_1_0_weight_bias" [id=204, type=get_attr]; +"205 scale_updated_constant13" [id=205, type=get_attr]; +"206 compressed_weight_updated_constant13" [id=206, type=get_attr]; +"207 mul_tensor_13" [id=207, type=mul]; +"208 zero_point_updated_constant13" [id=208, type=get_attr]; +"209 sub_tensor_13" [id=209, type=sub]; +"210 conv2d_17" [id=210, type=conv2d]; +"211 hardswish__4" [id=211, type=hardswish_]; +"212 quantize_per_tensor_default_14" [id=212, type=quantize_per_tensor]; +"213 dequantize_per_tensor_default_19" [id=213, type=dequantize_per_tensor]; +"214 dequantize_per_tensor_default_18" [id=214, type=dequantize_per_tensor]; +"215 adaptive_avg_pool2d_2" [id=215, type=adaptive_avg_pool2d]; +"216 conv2d_18" [id=216, type=conv2d]; +"217 relu_2" [id=217, type=relu]; +"218 conv2d_19" [id=218, type=conv2d]; +"219 hardsigmoid_2" [id=219, type=hardsigmoid]; +"220 quantize_per_tensor_default_15" [id=220, type=quantize_per_tensor]; +"221 dequantize_per_tensor_default_20" [id=221, type=dequantize_per_tensor]; +"222 mul_2" [id=222, type=mul]; +"223 quantize_per_tensor_default_16" [id=223, type=quantize_per_tensor]; +"224 dequantize_per_tensor_default_21" [id=224, type=dequantize_per_tensor]; +"225 features_5_block_3_0_weight_bias" [id=225, type=get_attr]; +"226 scale_updated_constant14" [id=226, type=get_attr]; +"227 compressed_weight_updated_constant14" [id=227, type=get_attr]; +"228 mul_tensor_14" [id=228, type=mul]; +"229 zero_point_updated_constant14" [id=229, type=get_attr]; +"230 sub_tensor_14" [id=230, type=sub]; +"231 conv2d_20" [id=231, type=conv2d]; +"232 quantize_per_tensor_default_17" [id=232, type=quantize_per_tensor]; +"233 dequantize_per_tensor_default_22" [id=233, type=dequantize_per_tensor]; +"234 add__1" [id=234, type=add_]; +"235 quantize_per_tensor_default_18" [id=235, type=quantize_per_tensor]; +"236 dequantize_per_tensor_default_24" [id=236, type=dequantize_per_tensor]; +"237 dequantize_per_tensor_default_23" [id=237, type=dequantize_per_tensor]; +"238 features_6_block_0_0_weight_bias" [id=238, type=get_attr]; +"239 scale_updated_constant15" [id=239, type=get_attr]; +"240 compressed_weight_updated_constant15" [id=240, type=get_attr]; +"241 mul_tensor_15" [id=241, type=mul]; +"242 zero_point_updated_constant15" [id=242, type=get_attr]; +"243 sub_tensor_15" [id=243, type=sub]; +"244 conv2d_21" [id=244, type=conv2d]; +"245 hardswish__5_scale_0" [id=245, type=get_attr]; +"246 hardswish__5_zero_point_0" [id=246, type=get_attr]; +"247 hardswish__5" [id=247, type=hardswish_]; +"248 quantize_per_channel_default_21" [id=248, type=quantize_per_channel]; +"249 dequantize_per_channel_default_21" [id=249, type=dequantize_per_channel]; +"250 features_6_block_1_0_weight_bias" [id=250, type=get_attr]; +"251 scale_updated_constant16" [id=251, type=get_attr]; +"252 compressed_weight_updated_constant16" [id=252, type=get_attr]; +"253 mul_tensor_16" [id=253, type=mul]; +"254 zero_point_updated_constant16" [id=254, type=get_attr]; +"255 sub_tensor_16" [id=255, type=sub]; +"256 conv2d_22" [id=256, type=conv2d]; +"257 hardswish__6" [id=257, type=hardswish_]; +"258 quantize_per_tensor_default_19" [id=258, type=quantize_per_tensor]; +"259 dequantize_per_tensor_default_26" [id=259, type=dequantize_per_tensor]; +"260 dequantize_per_tensor_default_25" [id=260, type=dequantize_per_tensor]; +"261 adaptive_avg_pool2d_3" [id=261, type=adaptive_avg_pool2d]; +"262 conv2d_23" [id=262, type=conv2d]; +"263 relu_3" [id=263, type=relu]; +"264 conv2d_24" [id=264, type=conv2d]; +"265 hardsigmoid_3" [id=265, type=hardsigmoid]; +"266 quantize_per_tensor_default_20" [id=266, type=quantize_per_tensor]; +"267 dequantize_per_tensor_default_27" [id=267, type=dequantize_per_tensor]; +"268 mul_3" [id=268, type=mul]; +"269 quantize_per_tensor_default_21" [id=269, type=quantize_per_tensor]; +"270 dequantize_per_tensor_default_28" [id=270, type=dequantize_per_tensor]; +"271 features_6_block_3_0_weight_bias" [id=271, type=get_attr]; +"272 scale_updated_constant17" [id=272, type=get_attr]; +"273 compressed_weight_updated_constant17" [id=273, type=get_attr]; +"274 mul_tensor_17" [id=274, type=mul]; +"275 zero_point_updated_constant17" [id=275, type=get_attr]; +"276 sub_tensor_17" [id=276, type=sub]; +"277 conv2d_25" [id=277, type=conv2d]; +"278 quantize_per_tensor_default_22" [id=278, type=quantize_per_tensor]; +"279 dequantize_per_tensor_default_29" [id=279, type=dequantize_per_tensor]; +"280 add__2" [id=280, type=add_]; +"281 quantize_per_tensor_default_23" [id=281, type=quantize_per_tensor]; +"282 dequantize_per_tensor_default_30" [id=282, type=dequantize_per_tensor]; +"283 features_7_block_0_0_weight_bias" [id=283, type=get_attr]; +"284 scale_updated_constant18" [id=284, type=get_attr]; +"285 compressed_weight_updated_constant18" [id=285, type=get_attr]; +"286 mul_tensor_18" [id=286, type=mul]; +"287 zero_point_updated_constant18" [id=287, type=get_attr]; +"288 sub_tensor_18" [id=288, type=sub]; +"289 conv2d_26" [id=289, type=conv2d]; +"290 hardswish__7_scale_0" [id=290, type=get_attr]; +"291 hardswish__7_zero_point_0" [id=291, type=get_attr]; +"292 hardswish__7" [id=292, type=hardswish_]; +"293 quantize_per_channel_default_25" [id=293, type=quantize_per_channel]; +"294 dequantize_per_channel_default_25" [id=294, type=dequantize_per_channel]; +"295 features_7_block_1_0_weight_bias" [id=295, type=get_attr]; +"296 scale_updated_constant19" [id=296, type=get_attr]; +"297 compressed_weight_updated_constant19" [id=297, type=get_attr]; +"298 mul_tensor_19" [id=298, type=mul]; +"299 zero_point_updated_constant19" [id=299, type=get_attr]; +"300 sub_tensor_19" [id=300, type=sub]; +"301 conv2d_27" [id=301, type=conv2d]; +"302 hardswish__8" [id=302, type=hardswish_]; +"303 quantize_per_tensor_default_24" [id=303, type=quantize_per_tensor]; +"304 dequantize_per_tensor_default_32" [id=304, type=dequantize_per_tensor]; +"305 dequantize_per_tensor_default_31" [id=305, type=dequantize_per_tensor]; +"306 adaptive_avg_pool2d_4" [id=306, type=adaptive_avg_pool2d]; +"307 conv2d_28" [id=307, type=conv2d]; +"308 relu_4" [id=308, type=relu]; +"309 conv2d_29" [id=309, type=conv2d]; +"310 hardsigmoid_4" [id=310, type=hardsigmoid]; +"311 quantize_per_tensor_default_25" [id=311, type=quantize_per_tensor]; +"312 dequantize_per_tensor_default_33" [id=312, type=dequantize_per_tensor]; +"313 mul_4" [id=313, type=mul]; +"314 quantize_per_tensor_default_26" [id=314, type=quantize_per_tensor]; +"315 dequantize_per_tensor_default_34" [id=315, type=dequantize_per_tensor]; +"316 features_7_block_3_0_weight_bias" [id=316, type=get_attr]; +"317 scale_updated_constant20" [id=317, type=get_attr]; +"318 compressed_weight_updated_constant20" [id=318, type=get_attr]; +"319 mul_tensor_20" [id=319, type=mul]; +"320 zero_point_updated_constant20" [id=320, type=get_attr]; +"321 sub_tensor_20" [id=321, type=sub]; +"322 conv2d_30" [id=322, type=conv2d]; +"323 quantize_per_tensor_default_27" [id=323, type=quantize_per_tensor]; +"324 dequantize_per_tensor_default_36" [id=324, type=dequantize_per_tensor]; +"325 dequantize_per_tensor_default_35" [id=325, type=dequantize_per_tensor]; +"326 features_8_block_0_0_weight_bias" [id=326, type=get_attr]; +"327 scale_updated_constant21" [id=327, type=get_attr]; +"328 compressed_weight_updated_constant21" [id=328, type=get_attr]; +"329 mul_tensor_21" [id=329, type=mul]; +"330 zero_point_updated_constant21" [id=330, type=get_attr]; +"331 sub_tensor_21" [id=331, type=sub]; +"332 conv2d_31" [id=332, type=conv2d]; +"333 hardswish__9_scale_0" [id=333, type=get_attr]; +"334 hardswish__9_zero_point_0" [id=334, type=get_attr]; +"335 hardswish__9" [id=335, type=hardswish_]; +"336 quantize_per_channel_default_29" [id=336, type=quantize_per_channel]; +"337 dequantize_per_channel_default_29" [id=337, type=dequantize_per_channel]; +"338 features_8_block_1_0_weight_bias" [id=338, type=get_attr]; +"339 scale_updated_constant22" [id=339, type=get_attr]; +"340 compressed_weight_updated_constant22" [id=340, type=get_attr]; +"341 mul_tensor_22" [id=341, type=mul]; +"342 zero_point_updated_constant22" [id=342, type=get_attr]; +"343 sub_tensor_22" [id=343, type=sub]; +"344 conv2d_32" [id=344, type=conv2d]; +"345 hardswish__10" [id=345, type=hardswish_]; +"346 quantize_per_tensor_default_28" [id=346, type=quantize_per_tensor]; +"347 dequantize_per_tensor_default_38" [id=347, type=dequantize_per_tensor]; +"348 dequantize_per_tensor_default_37" [id=348, type=dequantize_per_tensor]; +"349 adaptive_avg_pool2d_5" [id=349, type=adaptive_avg_pool2d]; +"350 conv2d_33" [id=350, type=conv2d]; +"351 relu_5" [id=351, type=relu]; +"352 conv2d_34" [id=352, type=conv2d]; +"353 hardsigmoid_5" [id=353, type=hardsigmoid]; +"354 quantize_per_tensor_default_29" [id=354, type=quantize_per_tensor]; +"355 dequantize_per_tensor_default_39" [id=355, type=dequantize_per_tensor]; +"356 mul_5" [id=356, type=mul]; +"357 quantize_per_tensor_default_30" [id=357, type=quantize_per_tensor]; +"358 dequantize_per_tensor_default_40" [id=358, type=dequantize_per_tensor]; +"359 features_8_block_3_0_weight_bias" [id=359, type=get_attr]; +"360 scale_updated_constant23" [id=360, type=get_attr]; +"361 compressed_weight_updated_constant23" [id=361, type=get_attr]; +"362 mul_tensor_23" [id=362, type=mul]; +"363 zero_point_updated_constant23" [id=363, type=get_attr]; +"364 sub_tensor_23" [id=364, type=sub]; +"365 conv2d_35" [id=365, type=conv2d]; +"366 quantize_per_tensor_default_31" [id=366, type=quantize_per_tensor]; +"367 dequantize_per_tensor_default_41" [id=367, type=dequantize_per_tensor]; +"368 add__3" [id=368, type=add_]; +"369 quantize_per_tensor_default_32" [id=369, type=quantize_per_tensor]; +"370 dequantize_per_tensor_default_42" [id=370, type=dequantize_per_tensor]; +"371 features_9_block_0_0_weight_bias" [id=371, type=get_attr]; +"372 scale_updated_constant24" [id=372, type=get_attr]; +"373 compressed_weight_updated_constant24" [id=373, type=get_attr]; +"374 mul_tensor_24" [id=374, type=mul]; +"375 zero_point_updated_constant24" [id=375, type=get_attr]; +"376 sub_tensor_24" [id=376, type=sub]; +"377 conv2d_36" [id=377, type=conv2d]; +"378 hardswish__11_scale_0" [id=378, type=get_attr]; +"379 hardswish__11_zero_point_0" [id=379, type=get_attr]; +"380 hardswish__11" [id=380, type=hardswish_]; +"381 quantize_per_channel_default_33" [id=381, type=quantize_per_channel]; +"382 dequantize_per_channel_default_33" [id=382, type=dequantize_per_channel]; +"383 features_9_block_1_0_weight_bias" [id=383, type=get_attr]; +"384 scale_updated_constant25" [id=384, type=get_attr]; +"385 compressed_weight_updated_constant25" [id=385, type=get_attr]; +"386 mul_tensor_25" [id=386, type=mul]; +"387 zero_point_updated_constant25" [id=387, type=get_attr]; +"388 sub_tensor_25" [id=388, type=sub]; +"389 conv2d_37" [id=389, type=conv2d]; +"390 hardswish__12" [id=390, type=hardswish_]; +"391 quantize_per_tensor_default_33" [id=391, type=quantize_per_tensor]; +"392 dequantize_per_tensor_default_44" [id=392, type=dequantize_per_tensor]; +"393 dequantize_per_tensor_default_43" [id=393, type=dequantize_per_tensor]; +"394 adaptive_avg_pool2d_6" [id=394, type=adaptive_avg_pool2d]; +"395 conv2d_38" [id=395, type=conv2d]; +"396 relu_6" [id=396, type=relu]; +"397 conv2d_39" [id=397, type=conv2d]; +"398 hardsigmoid_6" [id=398, type=hardsigmoid]; +"399 quantize_per_tensor_default_34" [id=399, type=quantize_per_tensor]; +"400 dequantize_per_tensor_default_45" [id=400, type=dequantize_per_tensor]; +"401 mul_6" [id=401, type=mul]; +"402 quantize_per_tensor_default_35" [id=402, type=quantize_per_tensor]; +"403 dequantize_per_tensor_default_46" [id=403, type=dequantize_per_tensor]; +"404 features_9_block_3_0_weight_bias" [id=404, type=get_attr]; +"405 scale_updated_constant26" [id=405, type=get_attr]; +"406 compressed_weight_updated_constant26" [id=406, type=get_attr]; +"407 mul_tensor_26" [id=407, type=mul]; +"408 zero_point_updated_constant26" [id=408, type=get_attr]; +"409 sub_tensor_26" [id=409, type=sub]; +"410 conv2d_40" [id=410, type=conv2d]; +"411 quantize_per_tensor_default_36" [id=411, type=quantize_per_tensor]; +"412 dequantize_per_tensor_default_48" [id=412, type=dequantize_per_tensor]; +"413 dequantize_per_tensor_default_47" [id=413, type=dequantize_per_tensor]; +"414 features_10_block_0_0_weight_bias" [id=414, type=get_attr]; +"415 scale_updated_constant27" [id=415, type=get_attr]; +"416 compressed_weight_updated_constant27" [id=416, type=get_attr]; +"417 mul_tensor_27" [id=417, type=mul]; +"418 zero_point_updated_constant27" [id=418, type=get_attr]; +"419 sub_tensor_27" [id=419, type=sub]; +"420 conv2d_41" [id=420, type=conv2d]; +"421 hardswish__13_scale_0" [id=421, type=get_attr]; +"422 hardswish__13_zero_point_0" [id=422, type=get_attr]; +"423 hardswish__13" [id=423, type=hardswish_]; +"424 quantize_per_channel_default_37" [id=424, type=quantize_per_channel]; +"425 dequantize_per_channel_default_37" [id=425, type=dequantize_per_channel]; +"426 features_10_block_1_0_weight_bias" [id=426, type=get_attr]; +"427 scale_updated_constant28" [id=427, type=get_attr]; +"428 compressed_weight_updated_constant28" [id=428, type=get_attr]; +"429 mul_tensor_28" [id=429, type=mul]; +"430 zero_point_updated_constant28" [id=430, type=get_attr]; +"431 sub_tensor_28" [id=431, type=sub]; +"432 conv2d_42" [id=432, type=conv2d]; +"433 hardswish__14" [id=433, type=hardswish_]; +"434 quantize_per_tensor_default_37" [id=434, type=quantize_per_tensor]; +"435 dequantize_per_tensor_default_50" [id=435, type=dequantize_per_tensor]; +"436 dequantize_per_tensor_default_49" [id=436, type=dequantize_per_tensor]; +"437 adaptive_avg_pool2d_7" [id=437, type=adaptive_avg_pool2d]; +"438 conv2d_43" [id=438, type=conv2d]; +"439 relu_7" [id=439, type=relu]; +"440 conv2d_44" [id=440, type=conv2d]; +"441 hardsigmoid_7" [id=441, type=hardsigmoid]; +"442 quantize_per_tensor_default_38" [id=442, type=quantize_per_tensor]; +"443 dequantize_per_tensor_default_51" [id=443, type=dequantize_per_tensor]; +"444 mul_7" [id=444, type=mul]; +"445 quantize_per_tensor_default_39" [id=445, type=quantize_per_tensor]; +"446 dequantize_per_tensor_default_52" [id=446, type=dequantize_per_tensor]; +"447 features_10_block_3_0_weight_bias" [id=447, type=get_attr]; +"448 scale_updated_constant29" [id=448, type=get_attr]; +"449 compressed_weight_updated_constant29" [id=449, type=get_attr]; +"450 mul_tensor_29" [id=450, type=mul]; +"451 zero_point_updated_constant29" [id=451, type=get_attr]; +"452 sub_tensor_29" [id=452, type=sub]; +"453 conv2d_45" [id=453, type=conv2d]; +"454 quantize_per_tensor_default_40" [id=454, type=quantize_per_tensor]; +"455 dequantize_per_tensor_default_53" [id=455, type=dequantize_per_tensor]; +"456 add__4" [id=456, type=add_]; +"457 quantize_per_tensor_default_41" [id=457, type=quantize_per_tensor]; +"458 dequantize_per_tensor_default_55" [id=458, type=dequantize_per_tensor]; +"459 dequantize_per_tensor_default_54" [id=459, type=dequantize_per_tensor]; +"460 features_11_block_0_0_weight_bias" [id=460, type=get_attr]; +"461 scale_updated_constant30" [id=461, type=get_attr]; +"462 compressed_weight_updated_constant30" [id=462, type=get_attr]; +"463 mul_tensor_30" [id=463, type=mul]; +"464 zero_point_updated_constant30" [id=464, type=get_attr]; +"465 sub_tensor_30" [id=465, type=sub]; +"466 conv2d_46" [id=466, type=conv2d]; +"467 hardswish__15_scale_0" [id=467, type=get_attr]; +"468 hardswish__15_zero_point_0" [id=468, type=get_attr]; +"469 hardswish__15" [id=469, type=hardswish_]; +"470 quantize_per_channel_default_41" [id=470, type=quantize_per_channel]; +"471 dequantize_per_channel_default_41" [id=471, type=dequantize_per_channel]; +"472 features_11_block_1_0_weight_bias" [id=472, type=get_attr]; +"473 scale_updated_constant31" [id=473, type=get_attr]; +"474 compressed_weight_updated_constant31" [id=474, type=get_attr]; +"475 mul_tensor_31" [id=475, type=mul]; +"476 zero_point_updated_constant31" [id=476, type=get_attr]; +"477 sub_tensor_31" [id=477, type=sub]; +"478 conv2d_47" [id=478, type=conv2d]; +"479 hardswish__16" [id=479, type=hardswish_]; +"480 quantize_per_tensor_default_42" [id=480, type=quantize_per_tensor]; +"481 dequantize_per_tensor_default_57" [id=481, type=dequantize_per_tensor]; +"482 dequantize_per_tensor_default_56" [id=482, type=dequantize_per_tensor]; +"483 adaptive_avg_pool2d_8" [id=483, type=adaptive_avg_pool2d]; +"484 conv2d_48" [id=484, type=conv2d]; +"485 relu_8" [id=485, type=relu]; +"486 conv2d_49" [id=486, type=conv2d]; +"487 hardsigmoid_8" [id=487, type=hardsigmoid]; +"488 quantize_per_tensor_default_43" [id=488, type=quantize_per_tensor]; +"489 dequantize_per_tensor_default_58" [id=489, type=dequantize_per_tensor]; +"490 mul_8" [id=490, type=mul]; +"491 quantize_per_tensor_default_44" [id=491, type=quantize_per_tensor]; +"492 dequantize_per_tensor_default_59" [id=492, type=dequantize_per_tensor]; +"493 features_11_block_3_0_weight_bias" [id=493, type=get_attr]; +"494 scale_updated_constant32" [id=494, type=get_attr]; +"495 compressed_weight_updated_constant32" [id=495, type=get_attr]; +"496 mul_tensor_32" [id=496, type=mul]; +"497 zero_point_updated_constant32" [id=497, type=get_attr]; +"498 sub_tensor_32" [id=498, type=sub]; +"499 conv2d_50" [id=499, type=conv2d]; +"500 quantize_per_tensor_default_45" [id=500, type=quantize_per_tensor]; +"501 dequantize_per_tensor_default_60" [id=501, type=dequantize_per_tensor]; +"502 add__5" [id=502, type=add_]; +"503 quantize_per_tensor_default_46" [id=503, type=quantize_per_tensor]; +"504 dequantize_per_tensor_default_61" [id=504, type=dequantize_per_tensor]; +"505 features_12_0_weight_bias" [id=505, type=get_attr]; +"506 scale_updated_constant33" [id=506, type=get_attr]; +"507 compressed_weight_updated_constant33" [id=507, type=get_attr]; +"508 mul_tensor_33" [id=508, type=mul]; +"509 zero_point_updated_constant33" [id=509, type=get_attr]; +"510 sub_tensor_33" [id=510, type=sub]; +"511 conv2d_51" [id=511, type=conv2d]; +"512 hardswish__17" [id=512, type=hardswish_]; +"513 quantize_per_tensor_default_47" [id=513, type=quantize_per_tensor]; +"514 dequantize_per_tensor_default_62" [id=514, type=dequantize_per_tensor]; +"515 adaptive_avg_pool2d_9" [id=515, type=adaptive_avg_pool2d]; +"516 quantize_per_tensor_default_48" [id=516, type=quantize_per_tensor]; +"517 dequantize_per_tensor_default_63" [id=517, type=dequantize_per_tensor]; +"518 flatten" [id=518, type=flatten]; +"519 scale_updated_constant34" [id=519, type=get_attr]; +"520 compressed_weight_updated_constant34" [id=520, type=get_attr]; +"521 mul_tensor_34" [id=521, type=mul]; +"522 zero_point_updated_constant34" [id=522, type=get_attr]; +"523 sub_tensor_34" [id=523, type=sub]; +"524 linear" [id=524, type=linear]; +"525 hardswish__18" [id=525, type=hardswish_]; +"526 quantize_per_tensor_default_49" [id=526, type=quantize_per_tensor]; +"527 dequantize_per_tensor_default_64" [id=527, type=dequantize_per_tensor]; +"528 dropout_" [id=528, type=dropout_]; "529 scale_updated_constant35" [id=529, type=get_attr]; "530 compressed_weight_updated_constant35" [id=530, type=get_attr]; "531 mul_tensor_35" [id=531, type=mul]; @@ -535,572 +535,572 @@ strict digraph { "533 sub_tensor_35" [id=533, type=sub]; "534 linear_1" [id=534, type=linear]; "535 output" [id=535, type=output]; -"0 features_1_block_1_fc1_weight" -> "46 conv2d_2" [label="(8, 16, 1, 1)", style=solid]; -"1 features_1_block_1_fc2_weight" -> "49 conv2d_3" [label="(16, 8, 1, 1)", style=solid]; -"2 features_4_block_2_fc1_weight" -> "156 conv2d_13" [label="(24, 96, 1, 1)", style=solid]; -"3 features_4_block_2_fc2_weight" -> "159 conv2d_14" [label="(96, 24, 1, 1)", style=solid]; -"4 features_5_block_2_fc1_weight" -> "201 conv2d_18" [label="(64, 240, 1, 1)", style=solid]; -"5 features_5_block_2_fc2_weight" -> "204 conv2d_19" [label="(240, 64, 1, 1)", style=solid]; -"6 features_6_block_2_fc1_weight" -> "249 conv2d_23" [label="(64, 240, 1, 1)", style=solid]; -"7 features_6_block_2_fc2_weight" -> "252 conv2d_24" [label="(240, 64, 1, 1)", style=solid]; -"8 features_7_block_2_fc1_weight" -> "296 conv2d_28" [label="(32, 120, 1, 1)", style=solid]; -"9 features_7_block_2_fc2_weight" -> "299 conv2d_29" [label="(120, 32, 1, 1)", style=solid]; -"10 features_8_block_2_fc1_weight" -> "341 conv2d_33" [label="(40, 144, 1, 1)", style=solid]; -"11 features_8_block_2_fc2_weight" -> "344 conv2d_34" [label="(144, 40, 1, 1)", style=solid]; -"12 features_9_block_2_fc1_weight" -> "388 conv2d_38" [label="(72, 288, 1, 1)", style=solid]; -"13 features_9_block_2_fc2_weight" -> "391 conv2d_39" [label="(288, 72, 1, 1)", style=solid]; -"14 features_10_block_2_fc1_weight" -> "433 conv2d_43" [label="(144, 576, 1, 1)", style=solid]; -"15 features_10_block_2_fc2_weight" -> "436 conv2d_44" [label="(576, 144, 1, 1)", style=solid]; -"16 features_11_block_2_fc1_weight" -> "481 conv2d_48" [label="(144, 576, 1, 1)", style=solid]; -"17 features_11_block_2_fc2_weight" -> "484 conv2d_49" [label="(576, 144, 1, 1)", style=solid]; -"18 x" -> "19 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; -"19 quantize_per_tensor_default" -> "20 dequantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; -"20 dequantize_per_tensor_default" -> "27 conv2d" [label="(1, 3, 224, 224)", style=solid]; -"21 features_0_0_weight_bias_0_0" -> "27 conv2d" [label="(16,)", style=solid]; -"22 scale_updated_constant0" -> "24 mul_tensor" [label="(16, 1, 1, 1)", style=solid]; -"23 compressed_weight_updated_constant0" -> "24 mul_tensor" [label="(16, 3, 3, 3)", style=solid]; -"24 mul_tensor" -> "26 sub_tensor" [label="(16, 3, 3, 3)", style=solid]; -"25 zero_point_updated_constant0" -> "26 sub_tensor" [label="(16, 1, 1, 1)", style=solid]; -"26 sub_tensor" -> "27 conv2d" [label="(16, 3, 3, 3)", style=solid]; -"27 conv2d" -> "30 hardswish_" [label="(1, 16, 112, 112)", style=solid]; -"28 hardswish__scale_0" -> "31 quantize_per_channel_default_1" [label="(16,)", style=solid]; -"28 hardswish__scale_0" -> "32 dequantize_per_channel_default_1" [label="(16,)", style=solid]; -"29 hardswish__zero_point_0" -> "31 quantize_per_channel_default_1" [label="(16,)", style=solid]; -"29 hardswish__zero_point_0" -> "32 dequantize_per_channel_default_1" [label="(16,)", style=solid]; -"30 hardswish_" -> "31 quantize_per_channel_default_1" [label="(1, 16, 112, 112)", style=solid]; -"31 quantize_per_channel_default_1" -> "32 dequantize_per_channel_default_1" [label="(1, 16, 112, 112)", style=solid]; -"32 dequantize_per_channel_default_1" -> "39 conv2d_1" [label="(1, 16, 112, 112)", style=solid]; -"33 features_1_block_0_0_weight_bias_0_0" -> "39 conv2d_1" [label="(16,)", style=solid]; -"34 scale_updated_constant1" -> "36 mul_tensor_1" [label="(16, 1, 1, 1)", style=solid]; -"35 compressed_weight_updated_constant1" -> "36 mul_tensor_1" [label="(16, 1, 3, 3)", style=solid]; -"36 mul_tensor_1" -> "38 sub_tensor_1" [label="(16, 1, 3, 3)", style=solid]; -"37 zero_point_updated_constant1" -> "38 sub_tensor_1" [label="(16, 1, 1, 1)", style=solid]; -"38 sub_tensor_1" -> "39 conv2d_1" [label="(16, 1, 3, 3)", style=solid]; -"39 conv2d_1" -> "40 relu_" [label="(1, 16, 56, 56)", style=solid]; -"40 relu_" -> "41 quantize_per_tensor_default_1" [label="(1, 16, 56, 56)", style=solid]; -"41 quantize_per_tensor_default_1" -> "42 dequantize_per_tensor_default_2" [label="(1, 16, 56, 56)", style=solid]; -"41 quantize_per_tensor_default_1" -> "43 dequantize_per_tensor_default_1" [label="(1, 16, 56, 56)", style=solid]; -"42 dequantize_per_tensor_default_2" -> "53 mul" [label="(1, 16, 56, 56)", style=solid]; -"43 dequantize_per_tensor_default_1" -> "44 adaptive_avg_pool2d" [label="(1, 16, 56, 56)", style=solid]; -"44 adaptive_avg_pool2d" -> "46 conv2d_2" [label="(1, 16, 1, 1)", style=solid]; -"45 features_1_block_1_fc1_bias_0_0" -> "46 conv2d_2" [label="(8,)", style=solid]; -"46 conv2d_2" -> "47 relu" [label="(1, 8, 1, 1)", style=solid]; -"47 relu" -> "49 conv2d_3" [label="(1, 8, 1, 1)", style=solid]; -"48 features_1_block_1_fc2_bias_0_0" -> "49 conv2d_3" [label="(16,)", style=solid]; -"49 conv2d_3" -> "50 hardsigmoid" [label="(1, 16, 1, 1)", style=solid]; -"50 hardsigmoid" -> "51 quantize_per_tensor_default_2" [label="(1, 16, 1, 1)", style=solid]; -"51 quantize_per_tensor_default_2" -> "52 dequantize_per_tensor_default_3" [label="(1, 16, 1, 1)", style=solid]; -"52 dequantize_per_tensor_default_3" -> "53 mul" [label="(1, 16, 1, 1)", style=solid]; -"53 mul" -> "54 quantize_per_tensor_default_3" [label="(1, 16, 56, 56)", style=solid]; -"54 quantize_per_tensor_default_3" -> "55 dequantize_per_tensor_default_4" [label="(1, 16, 56, 56)", style=solid]; -"55 dequantize_per_tensor_default_4" -> "62 conv2d_4" [label="(1, 16, 56, 56)", style=solid]; -"56 features_1_block_2_0_weight_bias_0_0" -> "62 conv2d_4" [label="(16,)", style=solid]; -"57 scale_updated_constant2" -> "59 mul_tensor_2" [label="(16, 1, 1, 1)", style=solid]; -"58 compressed_weight_updated_constant2" -> "59 mul_tensor_2" [label="(16, 16, 1, 1)", style=solid]; -"59 mul_tensor_2" -> "61 sub_tensor_2" [label="(16, 16, 1, 1)", style=solid]; -"60 zero_point_updated_constant2" -> "61 sub_tensor_2" [label="(16, 1, 1, 1)", style=solid]; -"61 sub_tensor_2" -> "62 conv2d_4" [label="(16, 16, 1, 1)", style=solid]; -"62 conv2d_4" -> "63 quantize_per_tensor_default_4" [label="(1, 16, 56, 56)", style=solid]; -"63 quantize_per_tensor_default_4" -> "64 dequantize_per_tensor_default_5" [label="(1, 16, 56, 56)", style=solid]; -"64 dequantize_per_tensor_default_5" -> "71 conv2d_5" [label="(1, 16, 56, 56)", style=solid]; -"65 features_2_block_0_0_weight_bias_0_0" -> "71 conv2d_5" [label="(72,)", style=solid]; -"66 scale_updated_constant3" -> "68 mul_tensor_3" [label="(72, 1, 1, 1)", style=solid]; -"67 compressed_weight_updated_constant3" -> "68 mul_tensor_3" [label="(72, 16, 1, 1)", style=solid]; -"68 mul_tensor_3" -> "70 sub_tensor_3" [label="(72, 16, 1, 1)", style=solid]; -"69 zero_point_updated_constant3" -> "70 sub_tensor_3" [label="(72, 1, 1, 1)", style=solid]; -"70 sub_tensor_3" -> "71 conv2d_5" [label="(72, 16, 1, 1)", style=solid]; -"71 conv2d_5" -> "74 relu__1" [label="(1, 72, 56, 56)", style=solid]; -"72 relu__1_scale_0" -> "75 quantize_per_channel_default_5" [label="(72,)", style=solid]; -"72 relu__1_scale_0" -> "76 dequantize_per_channel_default_5" [label="(72,)", style=solid]; -"73 relu__1_zero_point_0" -> "75 quantize_per_channel_default_5" [label="(72,)", style=solid]; -"73 relu__1_zero_point_0" -> "76 dequantize_per_channel_default_5" [label="(72,)", style=solid]; -"74 relu__1" -> "75 quantize_per_channel_default_5" [label="(1, 72, 56, 56)", style=solid]; -"75 quantize_per_channel_default_5" -> "76 dequantize_per_channel_default_5" [label="(1, 72, 56, 56)", style=solid]; -"76 dequantize_per_channel_default_5" -> "83 conv2d_6" [label="(1, 72, 56, 56)", style=solid]; -"77 features_2_block_1_0_weight_bias_0_0" -> "83 conv2d_6" [label="(72,)", style=solid]; -"78 scale_updated_constant4" -> "80 mul_tensor_4" [label="(72, 1, 1, 1)", style=solid]; -"79 compressed_weight_updated_constant4" -> "80 mul_tensor_4" [label="(72, 1, 3, 3)", style=solid]; -"80 mul_tensor_4" -> "82 sub_tensor_4" [label="(72, 1, 3, 3)", style=solid]; -"81 zero_point_updated_constant4" -> "82 sub_tensor_4" [label="(72, 1, 1, 1)", style=solid]; -"82 sub_tensor_4" -> "83 conv2d_6" [label="(72, 1, 3, 3)", style=solid]; -"83 conv2d_6" -> "84 relu__2" [label="(1, 72, 28, 28)", style=solid]; -"84 relu__2" -> "85 quantize_per_tensor_default_5" [label="(1, 72, 28, 28)", style=solid]; -"85 quantize_per_tensor_default_5" -> "86 dequantize_per_tensor_default_6" [label="(1, 72, 28, 28)", style=solid]; -"86 dequantize_per_tensor_default_6" -> "93 conv2d_7" [label="(1, 72, 28, 28)", style=solid]; -"87 features_2_block_2_0_weight_bias_0_0" -> "93 conv2d_7" [label="(24,)", style=solid]; -"88 scale_updated_constant5" -> "90 mul_tensor_5" [label="(24, 1, 1, 1)", style=solid]; -"89 compressed_weight_updated_constant5" -> "90 mul_tensor_5" [label="(24, 72, 1, 1)", style=solid]; -"90 mul_tensor_5" -> "92 sub_tensor_5" [label="(24, 72, 1, 1)", style=solid]; -"91 zero_point_updated_constant5" -> "92 sub_tensor_5" [label="(24, 1, 1, 1)", style=solid]; -"92 sub_tensor_5" -> "93 conv2d_7" [label="(24, 72, 1, 1)", style=solid]; -"93 conv2d_7" -> "94 quantize_per_tensor_default_6" [label="(1, 24, 28, 28)", style=solid]; -"94 quantize_per_tensor_default_6" -> "95 dequantize_per_tensor_default_8" [label="(1, 24, 28, 28)", style=solid]; -"94 quantize_per_tensor_default_6" -> "96 dequantize_per_tensor_default_7" [label="(1, 24, 28, 28)", style=solid]; -"95 dequantize_per_tensor_default_8" -> "128 add_" [label="(1, 24, 28, 28)", style=solid]; -"96 dequantize_per_tensor_default_7" -> "103 conv2d_8" [label="(1, 24, 28, 28)", style=solid]; -"97 features_3_block_0_0_weight_bias_0_0" -> "103 conv2d_8" [label="(88,)", style=solid]; -"98 scale_updated_constant6" -> "100 mul_tensor_6" [label="(88, 1, 1, 1)", style=solid]; -"99 compressed_weight_updated_constant6" -> "100 mul_tensor_6" [label="(88, 24, 1, 1)", style=solid]; -"100 mul_tensor_6" -> "102 sub_tensor_6" [label="(88, 24, 1, 1)", style=solid]; -"101 zero_point_updated_constant6" -> "102 sub_tensor_6" [label="(88, 1, 1, 1)", style=solid]; -"102 sub_tensor_6" -> "103 conv2d_8" [label="(88, 24, 1, 1)", style=solid]; -"103 conv2d_8" -> "106 relu__3" [label="(1, 88, 28, 28)", style=solid]; -"104 relu__3_scale_0" -> "107 quantize_per_channel_default_9" [label="(88,)", style=solid]; -"104 relu__3_scale_0" -> "108 dequantize_per_channel_default_9" [label="(88,)", style=solid]; -"105 relu__3_zero_point_0" -> "107 quantize_per_channel_default_9" [label="(88,)", style=solid]; -"105 relu__3_zero_point_0" -> "108 dequantize_per_channel_default_9" [label="(88,)", style=solid]; -"106 relu__3" -> "107 quantize_per_channel_default_9" [label="(1, 88, 28, 28)", style=solid]; -"107 quantize_per_channel_default_9" -> "108 dequantize_per_channel_default_9" [label="(1, 88, 28, 28)", style=solid]; -"108 dequantize_per_channel_default_9" -> "115 conv2d_9" [label="(1, 88, 28, 28)", style=solid]; -"109 features_3_block_1_0_weight_bias_0_0" -> "115 conv2d_9" [label="(88,)", style=solid]; -"110 scale_updated_constant7" -> "112 mul_tensor_7" [label="(88, 1, 1, 1)", style=solid]; -"111 compressed_weight_updated_constant7" -> "112 mul_tensor_7" [label="(88, 1, 3, 3)", style=solid]; -"112 mul_tensor_7" -> "114 sub_tensor_7" [label="(88, 1, 3, 3)", style=solid]; -"113 zero_point_updated_constant7" -> "114 sub_tensor_7" [label="(88, 1, 1, 1)", style=solid]; -"114 sub_tensor_7" -> "115 conv2d_9" [label="(88, 1, 3, 3)", style=solid]; -"115 conv2d_9" -> "116 relu__4" [label="(1, 88, 28, 28)", style=solid]; -"116 relu__4" -> "117 quantize_per_tensor_default_7" [label="(1, 88, 28, 28)", style=solid]; -"117 quantize_per_tensor_default_7" -> "118 dequantize_per_tensor_default_9" [label="(1, 88, 28, 28)", style=solid]; -"118 dequantize_per_tensor_default_9" -> "125 conv2d_10" [label="(1, 88, 28, 28)", style=solid]; -"119 features_3_block_2_0_weight_bias_0_0" -> "125 conv2d_10" [label="(24,)", style=solid]; -"120 scale_updated_constant8" -> "122 mul_tensor_8" [label="(24, 1, 1, 1)", style=solid]; -"121 compressed_weight_updated_constant8" -> "122 mul_tensor_8" [label="(24, 88, 1, 1)", style=solid]; -"122 mul_tensor_8" -> "124 sub_tensor_8" [label="(24, 88, 1, 1)", style=solid]; -"123 zero_point_updated_constant8" -> "124 sub_tensor_8" [label="(24, 1, 1, 1)", style=solid]; -"124 sub_tensor_8" -> "125 conv2d_10" [label="(24, 88, 1, 1)", style=solid]; -"125 conv2d_10" -> "126 quantize_per_tensor_default_8" [label="(1, 24, 28, 28)", style=solid]; -"126 quantize_per_tensor_default_8" -> "127 dequantize_per_tensor_default_10" [label="(1, 24, 28, 28)", style=solid]; -"127 dequantize_per_tensor_default_10" -> "128 add_" [label="(1, 24, 28, 28)", style=solid]; -"128 add_" -> "129 quantize_per_tensor_default_9" [label="(1, 24, 28, 28)", style=solid]; -"129 quantize_per_tensor_default_9" -> "130 dequantize_per_tensor_default_11" [label="(1, 24, 28, 28)", style=solid]; -"130 dequantize_per_tensor_default_11" -> "137 conv2d_11" [label="(1, 24, 28, 28)", style=solid]; -"131 features_4_block_0_0_weight_bias_0_0" -> "137 conv2d_11" [label="(96,)", style=solid]; -"132 scale_updated_constant9" -> "134 mul_tensor_9" [label="(96, 1, 1, 1)", style=solid]; -"133 compressed_weight_updated_constant9" -> "134 mul_tensor_9" [label="(96, 24, 1, 1)", style=solid]; -"134 mul_tensor_9" -> "136 sub_tensor_9" [label="(96, 24, 1, 1)", style=solid]; -"135 zero_point_updated_constant9" -> "136 sub_tensor_9" [label="(96, 1, 1, 1)", style=solid]; -"136 sub_tensor_9" -> "137 conv2d_11" [label="(96, 24, 1, 1)", style=solid]; -"137 conv2d_11" -> "140 hardswish__1" [label="(1, 96, 28, 28)", style=solid]; -"138 hardswish__1_scale_0" -> "141 quantize_per_channel_default_13" [label="(96,)", style=solid]; -"138 hardswish__1_scale_0" -> "142 dequantize_per_channel_default_13" [label="(96,)", style=solid]; -"139 hardswish__1_zero_point_0" -> "141 quantize_per_channel_default_13" [label="(96,)", style=solid]; -"139 hardswish__1_zero_point_0" -> "142 dequantize_per_channel_default_13" [label="(96,)", style=solid]; -"140 hardswish__1" -> "141 quantize_per_channel_default_13" [label="(1, 96, 28, 28)", style=solid]; -"141 quantize_per_channel_default_13" -> "142 dequantize_per_channel_default_13" [label="(1, 96, 28, 28)", style=solid]; -"142 dequantize_per_channel_default_13" -> "149 conv2d_12" [label="(1, 96, 28, 28)", style=solid]; -"143 features_4_block_1_0_weight_bias_0_0" -> "149 conv2d_12" [label="(96,)", style=solid]; -"144 scale_updated_constant10" -> "146 mul_tensor_10" [label="(96, 1, 1, 1)", style=solid]; -"145 compressed_weight_updated_constant10" -> "146 mul_tensor_10" [label="(96, 1, 5, 5)", style=solid]; -"146 mul_tensor_10" -> "148 sub_tensor_10" [label="(96, 1, 5, 5)", style=solid]; -"147 zero_point_updated_constant10" -> "148 sub_tensor_10" [label="(96, 1, 1, 1)", style=solid]; -"148 sub_tensor_10" -> "149 conv2d_12" [label="(96, 1, 5, 5)", style=solid]; -"149 conv2d_12" -> "150 hardswish__2" [label="(1, 96, 14, 14)", style=solid]; -"150 hardswish__2" -> "151 quantize_per_tensor_default_10" [label="(1, 96, 14, 14)", style=solid]; -"151 quantize_per_tensor_default_10" -> "152 dequantize_per_tensor_default_13" [label="(1, 96, 14, 14)", style=solid]; -"151 quantize_per_tensor_default_10" -> "153 dequantize_per_tensor_default_12" [label="(1, 96, 14, 14)", style=solid]; -"152 dequantize_per_tensor_default_13" -> "163 mul_1" [label="(1, 96, 14, 14)", style=solid]; -"153 dequantize_per_tensor_default_12" -> "154 adaptive_avg_pool2d_1" [label="(1, 96, 14, 14)", style=solid]; -"154 adaptive_avg_pool2d_1" -> "156 conv2d_13" [label="(1, 96, 1, 1)", style=solid]; -"155 features_4_block_2_fc1_bias_0_0" -> "156 conv2d_13" [label="(24,)", style=solid]; -"156 conv2d_13" -> "157 relu_1" [label="(1, 24, 1, 1)", style=solid]; -"157 relu_1" -> "159 conv2d_14" [label="(1, 24, 1, 1)", style=solid]; -"158 features_4_block_2_fc2_bias_0_0" -> "159 conv2d_14" [label="(96,)", style=solid]; -"159 conv2d_14" -> "160 hardsigmoid_1" [label="(1, 96, 1, 1)", style=solid]; -"160 hardsigmoid_1" -> "161 quantize_per_tensor_default_11" [label="(1, 96, 1, 1)", style=solid]; -"161 quantize_per_tensor_default_11" -> "162 dequantize_per_tensor_default_14" [label="(1, 96, 1, 1)", style=solid]; -"162 dequantize_per_tensor_default_14" -> "163 mul_1" [label="(1, 96, 1, 1)", style=solid]; -"163 mul_1" -> "164 quantize_per_tensor_default_12" [label="(1, 96, 14, 14)", style=solid]; -"164 quantize_per_tensor_default_12" -> "165 dequantize_per_tensor_default_15" [label="(1, 96, 14, 14)", style=solid]; -"165 dequantize_per_tensor_default_15" -> "172 conv2d_15" [label="(1, 96, 14, 14)", style=solid]; -"166 features_4_block_3_0_weight_bias_0_0" -> "172 conv2d_15" [label="(40,)", style=solid]; -"167 scale_updated_constant11" -> "169 mul_tensor_11" [label="(40, 1, 1, 1)", style=solid]; -"168 compressed_weight_updated_constant11" -> "169 mul_tensor_11" [label="(40, 96, 1, 1)", style=solid]; -"169 mul_tensor_11" -> "171 sub_tensor_11" [label="(40, 96, 1, 1)", style=solid]; -"170 zero_point_updated_constant11" -> "171 sub_tensor_11" [label="(40, 1, 1, 1)", style=solid]; -"171 sub_tensor_11" -> "172 conv2d_15" [label="(40, 96, 1, 1)", style=solid]; -"172 conv2d_15" -> "173 quantize_per_tensor_default_13" [label="(1, 40, 14, 14)", style=solid]; -"173 quantize_per_tensor_default_13" -> "174 dequantize_per_tensor_default_17" [label="(1, 40, 14, 14)", style=solid]; -"173 quantize_per_tensor_default_13" -> "175 dequantize_per_tensor_default_16" [label="(1, 40, 14, 14)", style=solid]; -"174 dequantize_per_tensor_default_17" -> "220 add__1" [label="(1, 40, 14, 14)", style=solid]; -"175 dequantize_per_tensor_default_16" -> "182 conv2d_16" [label="(1, 40, 14, 14)", style=solid]; -"176 features_5_block_0_0_weight_bias_0_0" -> "182 conv2d_16" [label="(240,)", style=solid]; -"177 scale_updated_constant12" -> "179 mul_tensor_12" [label="(240, 1, 1, 1)", style=solid]; -"178 compressed_weight_updated_constant12" -> "179 mul_tensor_12" [label="(240, 40, 1, 1)", style=solid]; -"179 mul_tensor_12" -> "181 sub_tensor_12" [label="(240, 40, 1, 1)", style=solid]; -"180 zero_point_updated_constant12" -> "181 sub_tensor_12" [label="(240, 1, 1, 1)", style=solid]; -"181 sub_tensor_12" -> "182 conv2d_16" [label="(240, 40, 1, 1)", style=solid]; -"182 conv2d_16" -> "185 hardswish__3" [label="(1, 240, 14, 14)", style=solid]; -"183 hardswish__3_scale_0" -> "186 quantize_per_channel_default_17" [label="(240,)", style=solid]; -"183 hardswish__3_scale_0" -> "187 dequantize_per_channel_default_17" [label="(240,)", style=solid]; -"184 hardswish__3_zero_point_0" -> "186 quantize_per_channel_default_17" [label="(240,)", style=solid]; -"184 hardswish__3_zero_point_0" -> "187 dequantize_per_channel_default_17" [label="(240,)", style=solid]; -"185 hardswish__3" -> "186 quantize_per_channel_default_17" [label="(1, 240, 14, 14)", style=solid]; -"186 quantize_per_channel_default_17" -> "187 dequantize_per_channel_default_17" [label="(1, 240, 14, 14)", style=solid]; -"187 dequantize_per_channel_default_17" -> "194 conv2d_17" [label="(1, 240, 14, 14)", style=solid]; -"188 features_5_block_1_0_weight_bias_0_0" -> "194 conv2d_17" [label="(240,)", style=solid]; -"189 scale_updated_constant13" -> "191 mul_tensor_13" [label="(240, 1, 1, 1)", style=solid]; -"190 compressed_weight_updated_constant13" -> "191 mul_tensor_13" [label="(240, 1, 5, 5)", style=solid]; -"191 mul_tensor_13" -> "193 sub_tensor_13" [label="(240, 1, 5, 5)", style=solid]; -"192 zero_point_updated_constant13" -> "193 sub_tensor_13" [label="(240, 1, 1, 1)", style=solid]; -"193 sub_tensor_13" -> "194 conv2d_17" [label="(240, 1, 5, 5)", style=solid]; -"194 conv2d_17" -> "195 hardswish__4" [label="(1, 240, 14, 14)", style=solid]; -"195 hardswish__4" -> "196 quantize_per_tensor_default_14" [label="(1, 240, 14, 14)", style=solid]; -"196 quantize_per_tensor_default_14" -> "197 dequantize_per_tensor_default_19" [label="(1, 240, 14, 14)", style=solid]; -"196 quantize_per_tensor_default_14" -> "198 dequantize_per_tensor_default_18" [label="(1, 240, 14, 14)", style=solid]; -"197 dequantize_per_tensor_default_19" -> "208 mul_2" [label="(1, 240, 14, 14)", style=solid]; -"198 dequantize_per_tensor_default_18" -> "199 adaptive_avg_pool2d_2" [label="(1, 240, 14, 14)", style=solid]; -"199 adaptive_avg_pool2d_2" -> "201 conv2d_18" [label="(1, 240, 1, 1)", style=solid]; -"200 features_5_block_2_fc1_bias_0_0" -> "201 conv2d_18" [label="(64,)", style=solid]; -"201 conv2d_18" -> "202 relu_2" [label="(1, 64, 1, 1)", style=solid]; -"202 relu_2" -> "204 conv2d_19" [label="(1, 64, 1, 1)", style=solid]; -"203 features_5_block_2_fc2_bias_0_0" -> "204 conv2d_19" [label="(240,)", style=solid]; -"204 conv2d_19" -> "205 hardsigmoid_2" [label="(1, 240, 1, 1)", style=solid]; -"205 hardsigmoid_2" -> "206 quantize_per_tensor_default_15" [label="(1, 240, 1, 1)", style=solid]; -"206 quantize_per_tensor_default_15" -> "207 dequantize_per_tensor_default_20" [label="(1, 240, 1, 1)", style=solid]; -"207 dequantize_per_tensor_default_20" -> "208 mul_2" [label="(1, 240, 1, 1)", style=solid]; -"208 mul_2" -> "209 quantize_per_tensor_default_16" [label="(1, 240, 14, 14)", style=solid]; -"209 quantize_per_tensor_default_16" -> "210 dequantize_per_tensor_default_21" [label="(1, 240, 14, 14)", style=solid]; -"210 dequantize_per_tensor_default_21" -> "217 conv2d_20" [label="(1, 240, 14, 14)", style=solid]; -"211 features_5_block_3_0_weight_bias_0_0" -> "217 conv2d_20" [label="(40,)", style=solid]; -"212 scale_updated_constant14" -> "214 mul_tensor_14" [label="(40, 1, 1, 1)", style=solid]; -"213 compressed_weight_updated_constant14" -> "214 mul_tensor_14" [label="(40, 240, 1, 1)", style=solid]; -"214 mul_tensor_14" -> "216 sub_tensor_14" [label="(40, 240, 1, 1)", style=solid]; -"215 zero_point_updated_constant14" -> "216 sub_tensor_14" [label="(40, 1, 1, 1)", style=solid]; -"216 sub_tensor_14" -> "217 conv2d_20" [label="(40, 240, 1, 1)", style=solid]; -"217 conv2d_20" -> "218 quantize_per_tensor_default_17" [label="(1, 40, 14, 14)", style=solid]; -"218 quantize_per_tensor_default_17" -> "219 dequantize_per_tensor_default_22" [label="(1, 40, 14, 14)", style=solid]; -"219 dequantize_per_tensor_default_22" -> "220 add__1" [label="(1, 40, 14, 14)", style=solid]; -"220 add__1" -> "221 quantize_per_tensor_default_18" [label="(1, 40, 14, 14)", style=solid]; -"221 quantize_per_tensor_default_18" -> "222 dequantize_per_tensor_default_24" [label="(1, 40, 14, 14)", style=solid]; -"221 quantize_per_tensor_default_18" -> "223 dequantize_per_tensor_default_23" [label="(1, 40, 14, 14)", style=solid]; -"222 dequantize_per_tensor_default_24" -> "268 add__2" [label="(1, 40, 14, 14)", style=solid]; -"223 dequantize_per_tensor_default_23" -> "230 conv2d_21" [label="(1, 40, 14, 14)", style=solid]; -"224 features_6_block_0_0_weight_bias_0_0" -> "230 conv2d_21" [label="(240,)", style=solid]; -"225 scale_updated_constant15" -> "227 mul_tensor_15" [label="(240, 1, 1, 1)", style=solid]; -"226 compressed_weight_updated_constant15" -> "227 mul_tensor_15" [label="(240, 40, 1, 1)", style=solid]; -"227 mul_tensor_15" -> "229 sub_tensor_15" [label="(240, 40, 1, 1)", style=solid]; -"228 zero_point_updated_constant15" -> "229 sub_tensor_15" [label="(240, 1, 1, 1)", style=solid]; -"229 sub_tensor_15" -> "230 conv2d_21" [label="(240, 40, 1, 1)", style=solid]; -"230 conv2d_21" -> "233 hardswish__5" [label="(1, 240, 14, 14)", style=solid]; -"231 hardswish__5_scale_0" -> "234 quantize_per_channel_default_21" [label="(240,)", style=solid]; -"231 hardswish__5_scale_0" -> "235 dequantize_per_channel_default_21" [label="(240,)", style=solid]; -"232 hardswish__5_zero_point_0" -> "234 quantize_per_channel_default_21" [label="(240,)", style=solid]; -"232 hardswish__5_zero_point_0" -> "235 dequantize_per_channel_default_21" [label="(240,)", style=solid]; -"233 hardswish__5" -> "234 quantize_per_channel_default_21" [label="(1, 240, 14, 14)", style=solid]; -"234 quantize_per_channel_default_21" -> "235 dequantize_per_channel_default_21" [label="(1, 240, 14, 14)", style=solid]; -"235 dequantize_per_channel_default_21" -> "242 conv2d_22" [label="(1, 240, 14, 14)", style=solid]; -"236 features_6_block_1_0_weight_bias_0_0" -> "242 conv2d_22" [label="(240,)", style=solid]; -"237 scale_updated_constant16" -> "239 mul_tensor_16" [label="(240, 1, 1, 1)", style=solid]; -"238 compressed_weight_updated_constant16" -> "239 mul_tensor_16" [label="(240, 1, 5, 5)", style=solid]; -"239 mul_tensor_16" -> "241 sub_tensor_16" [label="(240, 1, 5, 5)", style=solid]; -"240 zero_point_updated_constant16" -> "241 sub_tensor_16" [label="(240, 1, 1, 1)", style=solid]; -"241 sub_tensor_16" -> "242 conv2d_22" [label="(240, 1, 5, 5)", style=solid]; -"242 conv2d_22" -> "243 hardswish__6" [label="(1, 240, 14, 14)", style=solid]; -"243 hardswish__6" -> "244 quantize_per_tensor_default_19" [label="(1, 240, 14, 14)", style=solid]; -"244 quantize_per_tensor_default_19" -> "245 dequantize_per_tensor_default_26" [label="(1, 240, 14, 14)", style=solid]; -"244 quantize_per_tensor_default_19" -> "246 dequantize_per_tensor_default_25" [label="(1, 240, 14, 14)", style=solid]; -"245 dequantize_per_tensor_default_26" -> "256 mul_3" [label="(1, 240, 14, 14)", style=solid]; -"246 dequantize_per_tensor_default_25" -> "247 adaptive_avg_pool2d_3" [label="(1, 240, 14, 14)", style=solid]; -"247 adaptive_avg_pool2d_3" -> "249 conv2d_23" [label="(1, 240, 1, 1)", style=solid]; -"248 features_6_block_2_fc1_bias_0_0" -> "249 conv2d_23" [label="(64,)", style=solid]; -"249 conv2d_23" -> "250 relu_3" [label="(1, 64, 1, 1)", style=solid]; -"250 relu_3" -> "252 conv2d_24" [label="(1, 64, 1, 1)", style=solid]; -"251 features_6_block_2_fc2_bias_0_0" -> "252 conv2d_24" [label="(240,)", style=solid]; -"252 conv2d_24" -> "253 hardsigmoid_3" [label="(1, 240, 1, 1)", style=solid]; -"253 hardsigmoid_3" -> "254 quantize_per_tensor_default_20" [label="(1, 240, 1, 1)", style=solid]; -"254 quantize_per_tensor_default_20" -> "255 dequantize_per_tensor_default_27" [label="(1, 240, 1, 1)", style=solid]; -"255 dequantize_per_tensor_default_27" -> "256 mul_3" [label="(1, 240, 1, 1)", style=solid]; -"256 mul_3" -> "257 quantize_per_tensor_default_21" [label="(1, 240, 14, 14)", style=solid]; -"257 quantize_per_tensor_default_21" -> "258 dequantize_per_tensor_default_28" [label="(1, 240, 14, 14)", style=solid]; -"258 dequantize_per_tensor_default_28" -> "265 conv2d_25" [label="(1, 240, 14, 14)", style=solid]; -"259 features_6_block_3_0_weight_bias_0_0" -> "265 conv2d_25" [label="(40,)", style=solid]; -"260 scale_updated_constant17" -> "262 mul_tensor_17" [label="(40, 1, 1, 1)", style=solid]; -"261 compressed_weight_updated_constant17" -> "262 mul_tensor_17" [label="(40, 240, 1, 1)", style=solid]; -"262 mul_tensor_17" -> "264 sub_tensor_17" [label="(40, 240, 1, 1)", style=solid]; -"263 zero_point_updated_constant17" -> "264 sub_tensor_17" [label="(40, 1, 1, 1)", style=solid]; -"264 sub_tensor_17" -> "265 conv2d_25" [label="(40, 240, 1, 1)", style=solid]; -"265 conv2d_25" -> "266 quantize_per_tensor_default_22" [label="(1, 40, 14, 14)", style=solid]; -"266 quantize_per_tensor_default_22" -> "267 dequantize_per_tensor_default_29" [label="(1, 40, 14, 14)", style=solid]; -"267 dequantize_per_tensor_default_29" -> "268 add__2" [label="(1, 40, 14, 14)", style=solid]; -"268 add__2" -> "269 quantize_per_tensor_default_23" [label="(1, 40, 14, 14)", style=solid]; -"269 quantize_per_tensor_default_23" -> "270 dequantize_per_tensor_default_30" [label="(1, 40, 14, 14)", style=solid]; -"270 dequantize_per_tensor_default_30" -> "277 conv2d_26" [label="(1, 40, 14, 14)", style=solid]; -"271 features_7_block_0_0_weight_bias_0_0" -> "277 conv2d_26" [label="(120,)", style=solid]; -"272 scale_updated_constant18" -> "274 mul_tensor_18" [label="(120, 1, 1, 1)", style=solid]; -"273 compressed_weight_updated_constant18" -> "274 mul_tensor_18" [label="(120, 40, 1, 1)", style=solid]; -"274 mul_tensor_18" -> "276 sub_tensor_18" [label="(120, 40, 1, 1)", style=solid]; -"275 zero_point_updated_constant18" -> "276 sub_tensor_18" [label="(120, 1, 1, 1)", style=solid]; -"276 sub_tensor_18" -> "277 conv2d_26" [label="(120, 40, 1, 1)", style=solid]; -"277 conv2d_26" -> "280 hardswish__7" [label="(1, 120, 14, 14)", style=solid]; -"278 hardswish__7_scale_0" -> "281 quantize_per_channel_default_25" [label="(120,)", style=solid]; -"278 hardswish__7_scale_0" -> "282 dequantize_per_channel_default_25" [label="(120,)", style=solid]; -"279 hardswish__7_zero_point_0" -> "281 quantize_per_channel_default_25" [label="(120,)", style=solid]; -"279 hardswish__7_zero_point_0" -> "282 dequantize_per_channel_default_25" [label="(120,)", style=solid]; -"280 hardswish__7" -> "281 quantize_per_channel_default_25" [label="(1, 120, 14, 14)", style=solid]; -"281 quantize_per_channel_default_25" -> "282 dequantize_per_channel_default_25" [label="(1, 120, 14, 14)", style=solid]; -"282 dequantize_per_channel_default_25" -> "289 conv2d_27" [label="(1, 120, 14, 14)", style=solid]; -"283 features_7_block_1_0_weight_bias_0_0" -> "289 conv2d_27" [label="(120,)", style=solid]; -"284 scale_updated_constant19" -> "286 mul_tensor_19" [label="(120, 1, 1, 1)", style=solid]; -"285 compressed_weight_updated_constant19" -> "286 mul_tensor_19" [label="(120, 1, 5, 5)", style=solid]; -"286 mul_tensor_19" -> "288 sub_tensor_19" [label="(120, 1, 5, 5)", style=solid]; -"287 zero_point_updated_constant19" -> "288 sub_tensor_19" [label="(120, 1, 1, 1)", style=solid]; -"288 sub_tensor_19" -> "289 conv2d_27" [label="(120, 1, 5, 5)", style=solid]; -"289 conv2d_27" -> "290 hardswish__8" [label="(1, 120, 14, 14)", style=solid]; -"290 hardswish__8" -> "291 quantize_per_tensor_default_24" [label="(1, 120, 14, 14)", style=solid]; -"291 quantize_per_tensor_default_24" -> "292 dequantize_per_tensor_default_32" [label="(1, 120, 14, 14)", style=solid]; -"291 quantize_per_tensor_default_24" -> "293 dequantize_per_tensor_default_31" [label="(1, 120, 14, 14)", style=solid]; -"292 dequantize_per_tensor_default_32" -> "303 mul_4" [label="(1, 120, 14, 14)", style=solid]; -"293 dequantize_per_tensor_default_31" -> "294 adaptive_avg_pool2d_4" [label="(1, 120, 14, 14)", style=solid]; -"294 adaptive_avg_pool2d_4" -> "296 conv2d_28" [label="(1, 120, 1, 1)", style=solid]; -"295 features_7_block_2_fc1_bias_0_0" -> "296 conv2d_28" [label="(32,)", style=solid]; -"296 conv2d_28" -> "297 relu_4" [label="(1, 32, 1, 1)", style=solid]; -"297 relu_4" -> "299 conv2d_29" [label="(1, 32, 1, 1)", style=solid]; -"298 features_7_block_2_fc2_bias_0_0" -> "299 conv2d_29" [label="(120,)", style=solid]; -"299 conv2d_29" -> "300 hardsigmoid_4" [label="(1, 120, 1, 1)", style=solid]; -"300 hardsigmoid_4" -> "301 quantize_per_tensor_default_25" [label="(1, 120, 1, 1)", style=solid]; -"301 quantize_per_tensor_default_25" -> "302 dequantize_per_tensor_default_33" [label="(1, 120, 1, 1)", style=solid]; -"302 dequantize_per_tensor_default_33" -> "303 mul_4" [label="(1, 120, 1, 1)", style=solid]; -"303 mul_4" -> "304 quantize_per_tensor_default_26" [label="(1, 120, 14, 14)", style=solid]; -"304 quantize_per_tensor_default_26" -> "305 dequantize_per_tensor_default_34" [label="(1, 120, 14, 14)", style=solid]; -"305 dequantize_per_tensor_default_34" -> "312 conv2d_30" [label="(1, 120, 14, 14)", style=solid]; -"306 features_7_block_3_0_weight_bias_0_0" -> "312 conv2d_30" [label="(48,)", style=solid]; -"307 scale_updated_constant20" -> "309 mul_tensor_20" [label="(48, 1, 1, 1)", style=solid]; -"308 compressed_weight_updated_constant20" -> "309 mul_tensor_20" [label="(48, 120, 1, 1)", style=solid]; -"309 mul_tensor_20" -> "311 sub_tensor_20" [label="(48, 120, 1, 1)", style=solid]; -"310 zero_point_updated_constant20" -> "311 sub_tensor_20" [label="(48, 1, 1, 1)", style=solid]; -"311 sub_tensor_20" -> "312 conv2d_30" [label="(48, 120, 1, 1)", style=solid]; -"312 conv2d_30" -> "313 quantize_per_tensor_default_27" [label="(1, 48, 14, 14)", style=solid]; -"313 quantize_per_tensor_default_27" -> "314 dequantize_per_tensor_default_36" [label="(1, 48, 14, 14)", style=solid]; -"313 quantize_per_tensor_default_27" -> "315 dequantize_per_tensor_default_35" [label="(1, 48, 14, 14)", style=solid]; -"314 dequantize_per_tensor_default_36" -> "360 add__3" [label="(1, 48, 14, 14)", style=solid]; -"315 dequantize_per_tensor_default_35" -> "322 conv2d_31" [label="(1, 48, 14, 14)", style=solid]; -"316 features_8_block_0_0_weight_bias_0_0" -> "322 conv2d_31" [label="(144,)", style=solid]; -"317 scale_updated_constant21" -> "319 mul_tensor_21" [label="(144, 1, 1, 1)", style=solid]; -"318 compressed_weight_updated_constant21" -> "319 mul_tensor_21" [label="(144, 48, 1, 1)", style=solid]; -"319 mul_tensor_21" -> "321 sub_tensor_21" [label="(144, 48, 1, 1)", style=solid]; -"320 zero_point_updated_constant21" -> "321 sub_tensor_21" [label="(144, 1, 1, 1)", style=solid]; -"321 sub_tensor_21" -> "322 conv2d_31" [label="(144, 48, 1, 1)", style=solid]; -"322 conv2d_31" -> "325 hardswish__9" [label="(1, 144, 14, 14)", style=solid]; -"323 hardswish__9_scale_0" -> "326 quantize_per_channel_default_29" [label="(144,)", style=solid]; -"323 hardswish__9_scale_0" -> "327 dequantize_per_channel_default_29" [label="(144,)", style=solid]; -"324 hardswish__9_zero_point_0" -> "326 quantize_per_channel_default_29" [label="(144,)", style=solid]; -"324 hardswish__9_zero_point_0" -> "327 dequantize_per_channel_default_29" [label="(144,)", style=solid]; -"325 hardswish__9" -> "326 quantize_per_channel_default_29" [label="(1, 144, 14, 14)", style=solid]; -"326 quantize_per_channel_default_29" -> "327 dequantize_per_channel_default_29" [label="(1, 144, 14, 14)", style=solid]; -"327 dequantize_per_channel_default_29" -> "334 conv2d_32" [label="(1, 144, 14, 14)", style=solid]; -"328 features_8_block_1_0_weight_bias_0_0" -> "334 conv2d_32" [label="(144,)", style=solid]; -"329 scale_updated_constant22" -> "331 mul_tensor_22" [label="(144, 1, 1, 1)", style=solid]; -"330 compressed_weight_updated_constant22" -> "331 mul_tensor_22" [label="(144, 1, 5, 5)", style=solid]; -"331 mul_tensor_22" -> "333 sub_tensor_22" [label="(144, 1, 5, 5)", style=solid]; -"332 zero_point_updated_constant22" -> "333 sub_tensor_22" [label="(144, 1, 1, 1)", style=solid]; -"333 sub_tensor_22" -> "334 conv2d_32" [label="(144, 1, 5, 5)", style=solid]; -"334 conv2d_32" -> "335 hardswish__10" [label="(1, 144, 14, 14)", style=solid]; -"335 hardswish__10" -> "336 quantize_per_tensor_default_28" [label="(1, 144, 14, 14)", style=solid]; -"336 quantize_per_tensor_default_28" -> "337 dequantize_per_tensor_default_38" [label="(1, 144, 14, 14)", style=solid]; -"336 quantize_per_tensor_default_28" -> "338 dequantize_per_tensor_default_37" [label="(1, 144, 14, 14)", style=solid]; -"337 dequantize_per_tensor_default_38" -> "348 mul_5" [label="(1, 144, 14, 14)", style=solid]; -"338 dequantize_per_tensor_default_37" -> "339 adaptive_avg_pool2d_5" [label="(1, 144, 14, 14)", style=solid]; -"339 adaptive_avg_pool2d_5" -> "341 conv2d_33" [label="(1, 144, 1, 1)", style=solid]; -"340 features_8_block_2_fc1_bias_0_0" -> "341 conv2d_33" [label="(40,)", style=solid]; -"341 conv2d_33" -> "342 relu_5" [label="(1, 40, 1, 1)", style=solid]; -"342 relu_5" -> "344 conv2d_34" [label="(1, 40, 1, 1)", style=solid]; -"343 features_8_block_2_fc2_bias_0_0" -> "344 conv2d_34" [label="(144,)", style=solid]; -"344 conv2d_34" -> "345 hardsigmoid_5" [label="(1, 144, 1, 1)", style=solid]; -"345 hardsigmoid_5" -> "346 quantize_per_tensor_default_29" [label="(1, 144, 1, 1)", style=solid]; -"346 quantize_per_tensor_default_29" -> "347 dequantize_per_tensor_default_39" [label="(1, 144, 1, 1)", style=solid]; -"347 dequantize_per_tensor_default_39" -> "348 mul_5" [label="(1, 144, 1, 1)", style=solid]; -"348 mul_5" -> "349 quantize_per_tensor_default_30" [label="(1, 144, 14, 14)", style=solid]; -"349 quantize_per_tensor_default_30" -> "350 dequantize_per_tensor_default_40" [label="(1, 144, 14, 14)", style=solid]; -"350 dequantize_per_tensor_default_40" -> "357 conv2d_35" [label="(1, 144, 14, 14)", style=solid]; -"351 features_8_block_3_0_weight_bias_0_0" -> "357 conv2d_35" [label="(48,)", style=solid]; -"352 scale_updated_constant23" -> "354 mul_tensor_23" [label="(48, 1, 1, 1)", style=solid]; -"353 compressed_weight_updated_constant23" -> "354 mul_tensor_23" [label="(48, 144, 1, 1)", style=solid]; -"354 mul_tensor_23" -> "356 sub_tensor_23" [label="(48, 144, 1, 1)", style=solid]; -"355 zero_point_updated_constant23" -> "356 sub_tensor_23" [label="(48, 1, 1, 1)", style=solid]; -"356 sub_tensor_23" -> "357 conv2d_35" [label="(48, 144, 1, 1)", style=solid]; -"357 conv2d_35" -> "358 quantize_per_tensor_default_31" [label="(1, 48, 14, 14)", style=solid]; -"358 quantize_per_tensor_default_31" -> "359 dequantize_per_tensor_default_41" [label="(1, 48, 14, 14)", style=solid]; -"359 dequantize_per_tensor_default_41" -> "360 add__3" [label="(1, 48, 14, 14)", style=solid]; -"360 add__3" -> "361 quantize_per_tensor_default_32" [label="(1, 48, 14, 14)", style=solid]; -"361 quantize_per_tensor_default_32" -> "362 dequantize_per_tensor_default_42" [label="(1, 48, 14, 14)", style=solid]; -"362 dequantize_per_tensor_default_42" -> "369 conv2d_36" [label="(1, 48, 14, 14)", style=solid]; -"363 features_9_block_0_0_weight_bias_0_0" -> "369 conv2d_36" [label="(288,)", style=solid]; -"364 scale_updated_constant24" -> "366 mul_tensor_24" [label="(288, 1, 1, 1)", style=solid]; -"365 compressed_weight_updated_constant24" -> "366 mul_tensor_24" [label="(288, 48, 1, 1)", style=solid]; -"366 mul_tensor_24" -> "368 sub_tensor_24" [label="(288, 48, 1, 1)", style=solid]; -"367 zero_point_updated_constant24" -> "368 sub_tensor_24" [label="(288, 1, 1, 1)", style=solid]; -"368 sub_tensor_24" -> "369 conv2d_36" [label="(288, 48, 1, 1)", style=solid]; -"369 conv2d_36" -> "372 hardswish__11" [label="(1, 288, 14, 14)", style=solid]; -"370 hardswish__11_scale_0" -> "373 quantize_per_channel_default_33" [label="(288,)", style=solid]; -"370 hardswish__11_scale_0" -> "374 dequantize_per_channel_default_33" [label="(288,)", style=solid]; -"371 hardswish__11_zero_point_0" -> "373 quantize_per_channel_default_33" [label="(288,)", style=solid]; -"371 hardswish__11_zero_point_0" -> "374 dequantize_per_channel_default_33" [label="(288,)", style=solid]; -"372 hardswish__11" -> "373 quantize_per_channel_default_33" [label="(1, 288, 14, 14)", style=solid]; -"373 quantize_per_channel_default_33" -> "374 dequantize_per_channel_default_33" [label="(1, 288, 14, 14)", style=solid]; -"374 dequantize_per_channel_default_33" -> "381 conv2d_37" [label="(1, 288, 14, 14)", style=solid]; -"375 features_9_block_1_0_weight_bias_0_0" -> "381 conv2d_37" [label="(288,)", style=solid]; -"376 scale_updated_constant25" -> "378 mul_tensor_25" [label="(288, 1, 1, 1)", style=solid]; -"377 compressed_weight_updated_constant25" -> "378 mul_tensor_25" [label="(288, 1, 5, 5)", style=solid]; -"378 mul_tensor_25" -> "380 sub_tensor_25" [label="(288, 1, 5, 5)", style=solid]; -"379 zero_point_updated_constant25" -> "380 sub_tensor_25" [label="(288, 1, 1, 1)", style=solid]; -"380 sub_tensor_25" -> "381 conv2d_37" [label="(288, 1, 5, 5)", style=solid]; -"381 conv2d_37" -> "382 hardswish__12" [label="(1, 288, 7, 7)", style=solid]; -"382 hardswish__12" -> "383 quantize_per_tensor_default_33" [label="(1, 288, 7, 7)", style=solid]; -"383 quantize_per_tensor_default_33" -> "384 dequantize_per_tensor_default_44" [label="(1, 288, 7, 7)", style=solid]; -"383 quantize_per_tensor_default_33" -> "385 dequantize_per_tensor_default_43" [label="(1, 288, 7, 7)", style=solid]; -"384 dequantize_per_tensor_default_44" -> "395 mul_6" [label="(1, 288, 7, 7)", style=solid]; -"385 dequantize_per_tensor_default_43" -> "386 adaptive_avg_pool2d_6" [label="(1, 288, 7, 7)", style=solid]; -"386 adaptive_avg_pool2d_6" -> "388 conv2d_38" [label="(1, 288, 1, 1)", style=solid]; -"387 features_9_block_2_fc1_bias_0_0" -> "388 conv2d_38" [label="(72,)", style=solid]; -"388 conv2d_38" -> "389 relu_6" [label="(1, 72, 1, 1)", style=solid]; -"389 relu_6" -> "391 conv2d_39" [label="(1, 72, 1, 1)", style=solid]; -"390 features_9_block_2_fc2_bias_0_0" -> "391 conv2d_39" [label="(288,)", style=solid]; -"391 conv2d_39" -> "392 hardsigmoid_6" [label="(1, 288, 1, 1)", style=solid]; -"392 hardsigmoid_6" -> "393 quantize_per_tensor_default_34" [label="(1, 288, 1, 1)", style=solid]; -"393 quantize_per_tensor_default_34" -> "394 dequantize_per_tensor_default_45" [label="(1, 288, 1, 1)", style=solid]; -"394 dequantize_per_tensor_default_45" -> "395 mul_6" [label="(1, 288, 1, 1)", style=solid]; -"395 mul_6" -> "396 quantize_per_tensor_default_35" [label="(1, 288, 7, 7)", style=solid]; -"396 quantize_per_tensor_default_35" -> "397 dequantize_per_tensor_default_46" [label="(1, 288, 7, 7)", style=solid]; -"397 dequantize_per_tensor_default_46" -> "404 conv2d_40" [label="(1, 288, 7, 7)", style=solid]; -"398 features_9_block_3_0_weight_bias_0_0" -> "404 conv2d_40" [label="(96,)", style=solid]; -"399 scale_updated_constant26" -> "401 mul_tensor_26" [label="(96, 1, 1, 1)", style=solid]; -"400 compressed_weight_updated_constant26" -> "401 mul_tensor_26" [label="(96, 288, 1, 1)", style=solid]; -"401 mul_tensor_26" -> "403 sub_tensor_26" [label="(96, 288, 1, 1)", style=solid]; -"402 zero_point_updated_constant26" -> "403 sub_tensor_26" [label="(96, 1, 1, 1)", style=solid]; -"403 sub_tensor_26" -> "404 conv2d_40" [label="(96, 288, 1, 1)", style=solid]; -"404 conv2d_40" -> "405 quantize_per_tensor_default_36" [label="(1, 96, 7, 7)", style=solid]; -"405 quantize_per_tensor_default_36" -> "406 dequantize_per_tensor_default_48" [label="(1, 96, 7, 7)", style=solid]; -"405 quantize_per_tensor_default_36" -> "407 dequantize_per_tensor_default_47" [label="(1, 96, 7, 7)", style=solid]; -"406 dequantize_per_tensor_default_48" -> "452 add__4" [label="(1, 96, 7, 7)", style=solid]; -"407 dequantize_per_tensor_default_47" -> "414 conv2d_41" [label="(1, 96, 7, 7)", style=solid]; -"408 features_10_block_0_0_weight_bias_0_0" -> "414 conv2d_41" [label="(576,)", style=solid]; -"409 scale_updated_constant27" -> "411 mul_tensor_27" [label="(576, 1, 1, 1)", style=solid]; -"410 compressed_weight_updated_constant27" -> "411 mul_tensor_27" [label="(576, 96, 1, 1)", style=solid]; -"411 mul_tensor_27" -> "413 sub_tensor_27" [label="(576, 96, 1, 1)", style=solid]; -"412 zero_point_updated_constant27" -> "413 sub_tensor_27" [label="(576, 1, 1, 1)", style=solid]; -"413 sub_tensor_27" -> "414 conv2d_41" [label="(576, 96, 1, 1)", style=solid]; -"414 conv2d_41" -> "417 hardswish__13" [label="(1, 576, 7, 7)", style=solid]; -"415 hardswish__13_scale_0" -> "418 quantize_per_channel_default_37" [label="(576,)", style=solid]; -"415 hardswish__13_scale_0" -> "419 dequantize_per_channel_default_37" [label="(576,)", style=solid]; -"416 hardswish__13_zero_point_0" -> "418 quantize_per_channel_default_37" [label="(576,)", style=solid]; -"416 hardswish__13_zero_point_0" -> "419 dequantize_per_channel_default_37" [label="(576,)", style=solid]; -"417 hardswish__13" -> "418 quantize_per_channel_default_37" [label="(1, 576, 7, 7)", style=solid]; -"418 quantize_per_channel_default_37" -> "419 dequantize_per_channel_default_37" [label="(1, 576, 7, 7)", style=solid]; -"419 dequantize_per_channel_default_37" -> "426 conv2d_42" [label="(1, 576, 7, 7)", style=solid]; -"420 features_10_block_1_0_weight_bias_0_0" -> "426 conv2d_42" [label="(576,)", style=solid]; -"421 scale_updated_constant28" -> "423 mul_tensor_28" [label="(576, 1, 1, 1)", style=solid]; -"422 compressed_weight_updated_constant28" -> "423 mul_tensor_28" [label="(576, 1, 5, 5)", style=solid]; -"423 mul_tensor_28" -> "425 sub_tensor_28" [label="(576, 1, 5, 5)", style=solid]; -"424 zero_point_updated_constant28" -> "425 sub_tensor_28" [label="(576, 1, 1, 1)", style=solid]; -"425 sub_tensor_28" -> "426 conv2d_42" [label="(576, 1, 5, 5)", style=solid]; -"426 conv2d_42" -> "427 hardswish__14" [label="(1, 576, 7, 7)", style=solid]; -"427 hardswish__14" -> "428 quantize_per_tensor_default_37" [label="(1, 576, 7, 7)", style=solid]; -"428 quantize_per_tensor_default_37" -> "429 dequantize_per_tensor_default_50" [label="(1, 576, 7, 7)", style=solid]; -"428 quantize_per_tensor_default_37" -> "430 dequantize_per_tensor_default_49" [label="(1, 576, 7, 7)", style=solid]; -"429 dequantize_per_tensor_default_50" -> "440 mul_7" [label="(1, 576, 7, 7)", style=solid]; -"430 dequantize_per_tensor_default_49" -> "431 adaptive_avg_pool2d_7" [label="(1, 576, 7, 7)", style=solid]; -"431 adaptive_avg_pool2d_7" -> "433 conv2d_43" [label="(1, 576, 1, 1)", style=solid]; -"432 features_10_block_2_fc1_bias_0_0" -> "433 conv2d_43" [label="(144,)", style=solid]; -"433 conv2d_43" -> "434 relu_7" [label="(1, 144, 1, 1)", style=solid]; -"434 relu_7" -> "436 conv2d_44" [label="(1, 144, 1, 1)", style=solid]; -"435 features_10_block_2_fc2_bias_0_0" -> "436 conv2d_44" [label="(576,)", style=solid]; -"436 conv2d_44" -> "437 hardsigmoid_7" [label="(1, 576, 1, 1)", style=solid]; -"437 hardsigmoid_7" -> "438 quantize_per_tensor_default_38" [label="(1, 576, 1, 1)", style=solid]; -"438 quantize_per_tensor_default_38" -> "439 dequantize_per_tensor_default_51" [label="(1, 576, 1, 1)", style=solid]; -"439 dequantize_per_tensor_default_51" -> "440 mul_7" [label="(1, 576, 1, 1)", style=solid]; -"440 mul_7" -> "441 quantize_per_tensor_default_39" [label="(1, 576, 7, 7)", style=solid]; -"441 quantize_per_tensor_default_39" -> "442 dequantize_per_tensor_default_52" [label="(1, 576, 7, 7)", style=solid]; -"442 dequantize_per_tensor_default_52" -> "449 conv2d_45" [label="(1, 576, 7, 7)", style=solid]; -"443 features_10_block_3_0_weight_bias_0_0" -> "449 conv2d_45" [label="(96,)", style=solid]; -"444 scale_updated_constant29" -> "446 mul_tensor_29" [label="(96, 1, 1, 1)", style=solid]; -"445 compressed_weight_updated_constant29" -> "446 mul_tensor_29" [label="(96, 576, 1, 1)", style=solid]; -"446 mul_tensor_29" -> "448 sub_tensor_29" [label="(96, 576, 1, 1)", style=solid]; -"447 zero_point_updated_constant29" -> "448 sub_tensor_29" [label="(96, 1, 1, 1)", style=solid]; -"448 sub_tensor_29" -> "449 conv2d_45" [label="(96, 576, 1, 1)", style=solid]; -"449 conv2d_45" -> "450 quantize_per_tensor_default_40" [label="(1, 96, 7, 7)", style=solid]; -"450 quantize_per_tensor_default_40" -> "451 dequantize_per_tensor_default_53" [label="(1, 96, 7, 7)", style=solid]; -"451 dequantize_per_tensor_default_53" -> "452 add__4" [label="(1, 96, 7, 7)", style=solid]; -"452 add__4" -> "453 quantize_per_tensor_default_41" [label="(1, 96, 7, 7)", style=solid]; -"453 quantize_per_tensor_default_41" -> "454 dequantize_per_tensor_default_55" [label="(1, 96, 7, 7)", style=solid]; -"453 quantize_per_tensor_default_41" -> "455 dequantize_per_tensor_default_54" [label="(1, 96, 7, 7)", style=solid]; -"454 dequantize_per_tensor_default_55" -> "500 add__5" [label="(1, 96, 7, 7)", style=solid]; -"455 dequantize_per_tensor_default_54" -> "462 conv2d_46" [label="(1, 96, 7, 7)", style=solid]; -"456 features_11_block_0_0_weight_bias_0_0" -> "462 conv2d_46" [label="(576,)", style=solid]; -"457 scale_updated_constant30" -> "459 mul_tensor_30" [label="(576, 1, 1, 1)", style=solid]; -"458 compressed_weight_updated_constant30" -> "459 mul_tensor_30" [label="(576, 96, 1, 1)", style=solid]; -"459 mul_tensor_30" -> "461 sub_tensor_30" [label="(576, 96, 1, 1)", style=solid]; -"460 zero_point_updated_constant30" -> "461 sub_tensor_30" [label="(576, 1, 1, 1)", style=solid]; -"461 sub_tensor_30" -> "462 conv2d_46" [label="(576, 96, 1, 1)", style=solid]; -"462 conv2d_46" -> "465 hardswish__15" [label="(1, 576, 7, 7)", style=solid]; -"463 hardswish__15_scale_0" -> "466 quantize_per_channel_default_41" [label="(576,)", style=solid]; -"463 hardswish__15_scale_0" -> "467 dequantize_per_channel_default_41" [label="(576,)", style=solid]; -"464 hardswish__15_zero_point_0" -> "466 quantize_per_channel_default_41" [label="(576,)", style=solid]; -"464 hardswish__15_zero_point_0" -> "467 dequantize_per_channel_default_41" [label="(576,)", style=solid]; -"465 hardswish__15" -> "466 quantize_per_channel_default_41" [label="(1, 576, 7, 7)", style=solid]; -"466 quantize_per_channel_default_41" -> "467 dequantize_per_channel_default_41" [label="(1, 576, 7, 7)", style=solid]; -"467 dequantize_per_channel_default_41" -> "474 conv2d_47" [label="(1, 576, 7, 7)", style=solid]; -"468 features_11_block_1_0_weight_bias_0_0" -> "474 conv2d_47" [label="(576,)", style=solid]; -"469 scale_updated_constant31" -> "471 mul_tensor_31" [label="(576, 1, 1, 1)", style=solid]; -"470 compressed_weight_updated_constant31" -> "471 mul_tensor_31" [label="(576, 1, 5, 5)", style=solid]; -"471 mul_tensor_31" -> "473 sub_tensor_31" [label="(576, 1, 5, 5)", style=solid]; -"472 zero_point_updated_constant31" -> "473 sub_tensor_31" [label="(576, 1, 1, 1)", style=solid]; -"473 sub_tensor_31" -> "474 conv2d_47" [label="(576, 1, 5, 5)", style=solid]; -"474 conv2d_47" -> "475 hardswish__16" [label="(1, 576, 7, 7)", style=solid]; -"475 hardswish__16" -> "476 quantize_per_tensor_default_42" [label="(1, 576, 7, 7)", style=solid]; -"476 quantize_per_tensor_default_42" -> "477 dequantize_per_tensor_default_57" [label="(1, 576, 7, 7)", style=solid]; -"476 quantize_per_tensor_default_42" -> "478 dequantize_per_tensor_default_56" [label="(1, 576, 7, 7)", style=solid]; -"477 dequantize_per_tensor_default_57" -> "488 mul_8" [label="(1, 576, 7, 7)", style=solid]; -"478 dequantize_per_tensor_default_56" -> "479 adaptive_avg_pool2d_8" [label="(1, 576, 7, 7)", style=solid]; -"479 adaptive_avg_pool2d_8" -> "481 conv2d_48" [label="(1, 576, 1, 1)", style=solid]; -"480 features_11_block_2_fc1_bias_0_0" -> "481 conv2d_48" [label="(144,)", style=solid]; -"481 conv2d_48" -> "482 relu_8" [label="(1, 144, 1, 1)", style=solid]; -"482 relu_8" -> "484 conv2d_49" [label="(1, 144, 1, 1)", style=solid]; -"483 features_11_block_2_fc2_bias_0_0" -> "484 conv2d_49" [label="(576,)", style=solid]; -"484 conv2d_49" -> "485 hardsigmoid_8" [label="(1, 576, 1, 1)", style=solid]; -"485 hardsigmoid_8" -> "486 quantize_per_tensor_default_43" [label="(1, 576, 1, 1)", style=solid]; -"486 quantize_per_tensor_default_43" -> "487 dequantize_per_tensor_default_58" [label="(1, 576, 1, 1)", style=solid]; -"487 dequantize_per_tensor_default_58" -> "488 mul_8" [label="(1, 576, 1, 1)", style=solid]; -"488 mul_8" -> "489 quantize_per_tensor_default_44" [label="(1, 576, 7, 7)", style=solid]; -"489 quantize_per_tensor_default_44" -> "490 dequantize_per_tensor_default_59" [label="(1, 576, 7, 7)", style=solid]; -"490 dequantize_per_tensor_default_59" -> "497 conv2d_50" [label="(1, 576, 7, 7)", style=solid]; -"491 features_11_block_3_0_weight_bias_0_0" -> "497 conv2d_50" [label="(96,)", style=solid]; -"492 scale_updated_constant32" -> "494 mul_tensor_32" [label="(96, 1, 1, 1)", style=solid]; -"493 compressed_weight_updated_constant32" -> "494 mul_tensor_32" [label="(96, 576, 1, 1)", style=solid]; -"494 mul_tensor_32" -> "496 sub_tensor_32" [label="(96, 576, 1, 1)", style=solid]; -"495 zero_point_updated_constant32" -> "496 sub_tensor_32" [label="(96, 1, 1, 1)", style=solid]; -"496 sub_tensor_32" -> "497 conv2d_50" [label="(96, 576, 1, 1)", style=solid]; -"497 conv2d_50" -> "498 quantize_per_tensor_default_45" [label="(1, 96, 7, 7)", style=solid]; -"498 quantize_per_tensor_default_45" -> "499 dequantize_per_tensor_default_60" [label="(1, 96, 7, 7)", style=solid]; -"499 dequantize_per_tensor_default_60" -> "500 add__5" [label="(1, 96, 7, 7)", style=solid]; -"500 add__5" -> "501 quantize_per_tensor_default_46" [label="(1, 96, 7, 7)", style=solid]; -"501 quantize_per_tensor_default_46" -> "502 dequantize_per_tensor_default_61" [label="(1, 96, 7, 7)", style=solid]; -"502 dequantize_per_tensor_default_61" -> "509 conv2d_51" [label="(1, 96, 7, 7)", style=solid]; -"503 features_12_0_weight_bias_0_0" -> "509 conv2d_51" [label="(576,)", style=solid]; -"504 scale_updated_constant33" -> "506 mul_tensor_33" [label="(576, 1, 1, 1)", style=solid]; -"505 compressed_weight_updated_constant33" -> "506 mul_tensor_33" [label="(576, 96, 1, 1)", style=solid]; -"506 mul_tensor_33" -> "508 sub_tensor_33" [label="(576, 96, 1, 1)", style=solid]; -"507 zero_point_updated_constant33" -> "508 sub_tensor_33" [label="(576, 1, 1, 1)", style=solid]; -"508 sub_tensor_33" -> "509 conv2d_51" [label="(576, 96, 1, 1)", style=solid]; -"509 conv2d_51" -> "510 hardswish__17" [label="(1, 576, 7, 7)", style=solid]; -"510 hardswish__17" -> "511 quantize_per_tensor_default_47" [label="(1, 576, 7, 7)", style=solid]; -"511 quantize_per_tensor_default_47" -> "512 dequantize_per_tensor_default_62" [label="(1, 576, 7, 7)", style=solid]; -"512 dequantize_per_tensor_default_62" -> "513 adaptive_avg_pool2d_9" [label="(1, 576, 7, 7)", style=solid]; -"513 adaptive_avg_pool2d_9" -> "514 quantize_per_tensor_default_48" [label="(1, 576, 1, 1)", style=solid]; -"514 quantize_per_tensor_default_48" -> "515 dequantize_per_tensor_default_63" [label="(1, 576, 1, 1)", style=solid]; -"515 dequantize_per_tensor_default_63" -> "516 flatten" [label="(1, 576, 1, 1)", style=solid]; -"516 flatten" -> "523 linear" [label="(1, 576)", style=solid]; -"517 classifier_0_bias_0_0" -> "523 linear" [label="(1024,)", style=solid]; -"518 scale_updated_constant34" -> "520 mul_tensor_34" [label="(1024, 1)", style=solid]; -"519 compressed_weight_updated_constant34" -> "520 mul_tensor_34" [label="(1024, 576)", style=solid]; -"520 mul_tensor_34" -> "522 sub_tensor_34" [label="(1024, 576)", style=solid]; -"521 zero_point_updated_constant34" -> "522 sub_tensor_34" [label="(1024, 1)", style=solid]; -"522 sub_tensor_34" -> "523 linear" [label="(1024, 576)", style=solid]; -"523 linear" -> "524 hardswish__18" [label="(1, 1024)", style=solid]; -"524 hardswish__18" -> "525 quantize_per_tensor_default_49" [label="(1, 1024)", style=solid]; -"525 quantize_per_tensor_default_49" -> "526 dequantize_per_tensor_default_64" [label="(1, 1024)", style=solid]; -"526 dequantize_per_tensor_default_64" -> "527 dropout_" [label="(1, 1024)", style=solid]; -"527 dropout_" -> "534 linear_1" [label="(1, 1024)", style=solid]; -"528 classifier_3_bias_0_0" -> "534 linear_1" [label="(1000,)", style=solid]; +"0 features_1_block_1_fc1_weight" -> "65 conv2d_2" [label="(8, 16, 1, 1)", style=solid]; +"1 features_1_block_1_fc1_bias" -> "65 conv2d_2" [label="(8,)", style=solid]; +"2 features_1_block_1_fc2_weight" -> "67 conv2d_3" [label="(16, 8, 1, 1)", style=solid]; +"3 features_1_block_1_fc2_bias" -> "67 conv2d_3" [label="(16,)", style=solid]; +"4 features_4_block_2_fc1_weight" -> "173 conv2d_13" [label="(24, 96, 1, 1)", style=solid]; +"5 features_4_block_2_fc1_bias" -> "173 conv2d_13" [label="(24,)", style=solid]; +"6 features_4_block_2_fc2_weight" -> "175 conv2d_14" [label="(96, 24, 1, 1)", style=solid]; +"7 features_4_block_2_fc2_bias" -> "175 conv2d_14" [label="(96,)", style=solid]; +"8 features_5_block_2_fc1_weight" -> "216 conv2d_18" [label="(64, 240, 1, 1)", style=solid]; +"9 features_5_block_2_fc1_bias" -> "216 conv2d_18" [label="(64,)", style=solid]; +"10 features_5_block_2_fc2_weight" -> "218 conv2d_19" [label="(240, 64, 1, 1)", style=solid]; +"11 features_5_block_2_fc2_bias" -> "218 conv2d_19" [label="(240,)", style=solid]; +"12 features_6_block_2_fc1_weight" -> "262 conv2d_23" [label="(64, 240, 1, 1)", style=solid]; +"13 features_6_block_2_fc1_bias" -> "262 conv2d_23" [label="(64,)", style=solid]; +"14 features_6_block_2_fc2_weight" -> "264 conv2d_24" [label="(240, 64, 1, 1)", style=solid]; +"15 features_6_block_2_fc2_bias" -> "264 conv2d_24" [label="(240,)", style=solid]; +"16 features_7_block_2_fc1_weight" -> "307 conv2d_28" [label="(32, 120, 1, 1)", style=solid]; +"17 features_7_block_2_fc1_bias" -> "307 conv2d_28" [label="(32,)", style=solid]; +"18 features_7_block_2_fc2_weight" -> "309 conv2d_29" [label="(120, 32, 1, 1)", style=solid]; +"19 features_7_block_2_fc2_bias" -> "309 conv2d_29" [label="(120,)", style=solid]; +"20 features_8_block_2_fc1_weight" -> "350 conv2d_33" [label="(40, 144, 1, 1)", style=solid]; +"21 features_8_block_2_fc1_bias" -> "350 conv2d_33" [label="(40,)", style=solid]; +"22 features_8_block_2_fc2_weight" -> "352 conv2d_34" [label="(144, 40, 1, 1)", style=solid]; +"23 features_8_block_2_fc2_bias" -> "352 conv2d_34" [label="(144,)", style=solid]; +"24 features_9_block_2_fc1_weight" -> "395 conv2d_38" [label="(72, 288, 1, 1)", style=solid]; +"25 features_9_block_2_fc1_bias" -> "395 conv2d_38" [label="(72,)", style=solid]; +"26 features_9_block_2_fc2_weight" -> "397 conv2d_39" [label="(288, 72, 1, 1)", style=solid]; +"27 features_9_block_2_fc2_bias" -> "397 conv2d_39" [label="(288,)", style=solid]; +"28 features_10_block_2_fc1_weight" -> "438 conv2d_43" [label="(144, 576, 1, 1)", style=solid]; +"29 features_10_block_2_fc1_bias" -> "438 conv2d_43" [label="(144,)", style=solid]; +"30 features_10_block_2_fc2_weight" -> "440 conv2d_44" [label="(576, 144, 1, 1)", style=solid]; +"31 features_10_block_2_fc2_bias" -> "440 conv2d_44" [label="(576,)", style=solid]; +"32 features_11_block_2_fc1_weight" -> "484 conv2d_48" [label="(144, 576, 1, 1)", style=solid]; +"33 features_11_block_2_fc1_bias" -> "484 conv2d_48" [label="(144,)", style=solid]; +"34 features_11_block_2_fc2_weight" -> "486 conv2d_49" [label="(576, 144, 1, 1)", style=solid]; +"35 features_11_block_2_fc2_bias" -> "486 conv2d_49" [label="(576,)", style=solid]; +"36 classifier_0_bias" -> "524 linear" [label="(1024,)", style=solid]; +"37 classifier_3_bias" -> "534 linear_1" [label="(1000,)", style=solid]; +"38 x" -> "39 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"39 quantize_per_tensor_default" -> "40 dequantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"40 dequantize_per_tensor_default" -> "47 conv2d" [label="(1, 3, 224, 224)", style=solid]; +"41 features_0_0_weight_bias" -> "47 conv2d" [label="(16,)", style=solid]; +"42 scale_updated_constant0" -> "44 mul_tensor" [label="(16, 1, 1, 1)", style=solid]; +"43 compressed_weight_updated_constant0" -> "44 mul_tensor" [label="(16, 3, 3, 3)", style=solid]; +"44 mul_tensor" -> "46 sub_tensor" [label="(16, 3, 3, 3)", style=solid]; +"45 zero_point_updated_constant0" -> "46 sub_tensor" [label="(16, 1, 1, 1)", style=solid]; +"46 sub_tensor" -> "47 conv2d" [label="(16, 3, 3, 3)", style=solid]; +"47 conv2d" -> "50 hardswish_" [label="(1, 16, 112, 112)", style=solid]; +"48 hardswish__scale_0" -> "51 quantize_per_channel_default_1" [label="(16,)", style=solid]; +"48 hardswish__scale_0" -> "52 dequantize_per_channel_default_1" [label="(16,)", style=solid]; +"49 hardswish__zero_point_0" -> "51 quantize_per_channel_default_1" [label="(16,)", style=solid]; +"49 hardswish__zero_point_0" -> "52 dequantize_per_channel_default_1" [label="(16,)", style=solid]; +"50 hardswish_" -> "51 quantize_per_channel_default_1" [label="(1, 16, 112, 112)", style=solid]; +"51 quantize_per_channel_default_1" -> "52 dequantize_per_channel_default_1" [label="(1, 16, 112, 112)", style=solid]; +"52 dequantize_per_channel_default_1" -> "59 conv2d_1" [label="(1, 16, 112, 112)", style=solid]; +"53 features_1_block_0_0_weight_bias" -> "59 conv2d_1" [label="(16,)", style=solid]; +"54 scale_updated_constant1" -> "56 mul_tensor_1" [label="(16, 1, 1, 1)", style=solid]; +"55 compressed_weight_updated_constant1" -> "56 mul_tensor_1" [label="(16, 1, 3, 3)", style=solid]; +"56 mul_tensor_1" -> "58 sub_tensor_1" [label="(16, 1, 3, 3)", style=solid]; +"57 zero_point_updated_constant1" -> "58 sub_tensor_1" [label="(16, 1, 1, 1)", style=solid]; +"58 sub_tensor_1" -> "59 conv2d_1" [label="(16, 1, 3, 3)", style=solid]; +"59 conv2d_1" -> "60 relu_" [label="(1, 16, 56, 56)", style=solid]; +"60 relu_" -> "61 quantize_per_tensor_default_1" [label="(1, 16, 56, 56)", style=solid]; +"61 quantize_per_tensor_default_1" -> "62 dequantize_per_tensor_default_2" [label="(1, 16, 56, 56)", style=solid]; +"61 quantize_per_tensor_default_1" -> "63 dequantize_per_tensor_default_1" [label="(1, 16, 56, 56)", style=solid]; +"62 dequantize_per_tensor_default_2" -> "71 mul" [label="(1, 16, 56, 56)", style=solid]; +"63 dequantize_per_tensor_default_1" -> "64 adaptive_avg_pool2d" [label="(1, 16, 56, 56)", style=solid]; +"64 adaptive_avg_pool2d" -> "65 conv2d_2" [label="(1, 16, 1, 1)", style=solid]; +"65 conv2d_2" -> "66 relu" [label="(1, 8, 1, 1)", style=solid]; +"66 relu" -> "67 conv2d_3" [label="(1, 8, 1, 1)", style=solid]; +"67 conv2d_3" -> "68 hardsigmoid" [label="(1, 16, 1, 1)", style=solid]; +"68 hardsigmoid" -> "69 quantize_per_tensor_default_2" [label="(1, 16, 1, 1)", style=solid]; +"69 quantize_per_tensor_default_2" -> "70 dequantize_per_tensor_default_3" [label="(1, 16, 1, 1)", style=solid]; +"70 dequantize_per_tensor_default_3" -> "71 mul" [label="(1, 16, 1, 1)", style=solid]; +"71 mul" -> "72 quantize_per_tensor_default_3" [label="(1, 16, 56, 56)", style=solid]; +"72 quantize_per_tensor_default_3" -> "73 dequantize_per_tensor_default_4" [label="(1, 16, 56, 56)", style=solid]; +"73 dequantize_per_tensor_default_4" -> "80 conv2d_4" [label="(1, 16, 56, 56)", style=solid]; +"74 features_1_block_2_0_weight_bias" -> "80 conv2d_4" [label="(16,)", style=solid]; +"75 scale_updated_constant2" -> "77 mul_tensor_2" [label="(16, 1, 1, 1)", style=solid]; +"76 compressed_weight_updated_constant2" -> "77 mul_tensor_2" [label="(16, 16, 1, 1)", style=solid]; +"77 mul_tensor_2" -> "79 sub_tensor_2" [label="(16, 16, 1, 1)", style=solid]; +"78 zero_point_updated_constant2" -> "79 sub_tensor_2" [label="(16, 1, 1, 1)", style=solid]; +"79 sub_tensor_2" -> "80 conv2d_4" [label="(16, 16, 1, 1)", style=solid]; +"80 conv2d_4" -> "81 quantize_per_tensor_default_4" [label="(1, 16, 56, 56)", style=solid]; +"81 quantize_per_tensor_default_4" -> "82 dequantize_per_tensor_default_5" [label="(1, 16, 56, 56)", style=solid]; +"82 dequantize_per_tensor_default_5" -> "89 conv2d_5" [label="(1, 16, 56, 56)", style=solid]; +"83 features_2_block_0_0_weight_bias" -> "89 conv2d_5" [label="(72,)", style=solid]; +"84 scale_updated_constant3" -> "86 mul_tensor_3" [label="(72, 1, 1, 1)", style=solid]; +"85 compressed_weight_updated_constant3" -> "86 mul_tensor_3" [label="(72, 16, 1, 1)", style=solid]; +"86 mul_tensor_3" -> "88 sub_tensor_3" [label="(72, 16, 1, 1)", style=solid]; +"87 zero_point_updated_constant3" -> "88 sub_tensor_3" [label="(72, 1, 1, 1)", style=solid]; +"88 sub_tensor_3" -> "89 conv2d_5" [label="(72, 16, 1, 1)", style=solid]; +"89 conv2d_5" -> "92 relu__1" [label="(1, 72, 56, 56)", style=solid]; +"90 relu__1_scale_0" -> "93 quantize_per_channel_default_5" [label="(72,)", style=solid]; +"90 relu__1_scale_0" -> "94 dequantize_per_channel_default_5" [label="(72,)", style=solid]; +"91 relu__1_zero_point_0" -> "93 quantize_per_channel_default_5" [label="(72,)", style=solid]; +"91 relu__1_zero_point_0" -> "94 dequantize_per_channel_default_5" [label="(72,)", style=solid]; +"92 relu__1" -> "93 quantize_per_channel_default_5" [label="(1, 72, 56, 56)", style=solid]; +"93 quantize_per_channel_default_5" -> "94 dequantize_per_channel_default_5" [label="(1, 72, 56, 56)", style=solid]; +"94 dequantize_per_channel_default_5" -> "101 conv2d_6" [label="(1, 72, 56, 56)", style=solid]; +"95 features_2_block_1_0_weight_bias" -> "101 conv2d_6" [label="(72,)", style=solid]; +"96 scale_updated_constant4" -> "98 mul_tensor_4" [label="(72, 1, 1, 1)", style=solid]; +"97 compressed_weight_updated_constant4" -> "98 mul_tensor_4" [label="(72, 1, 3, 3)", style=solid]; +"98 mul_tensor_4" -> "100 sub_tensor_4" [label="(72, 1, 3, 3)", style=solid]; +"99 zero_point_updated_constant4" -> "100 sub_tensor_4" [label="(72, 1, 1, 1)", style=solid]; +"100 sub_tensor_4" -> "101 conv2d_6" [label="(72, 1, 3, 3)", style=solid]; +"101 conv2d_6" -> "102 relu__2" [label="(1, 72, 28, 28)", style=solid]; +"102 relu__2" -> "103 quantize_per_tensor_default_5" [label="(1, 72, 28, 28)", style=solid]; +"103 quantize_per_tensor_default_5" -> "104 dequantize_per_tensor_default_6" [label="(1, 72, 28, 28)", style=solid]; +"104 dequantize_per_tensor_default_6" -> "111 conv2d_7" [label="(1, 72, 28, 28)", style=solid]; +"105 features_2_block_2_0_weight_bias" -> "111 conv2d_7" [label="(24,)", style=solid]; +"106 scale_updated_constant5" -> "108 mul_tensor_5" [label="(24, 1, 1, 1)", style=solid]; +"107 compressed_weight_updated_constant5" -> "108 mul_tensor_5" [label="(24, 72, 1, 1)", style=solid]; +"108 mul_tensor_5" -> "110 sub_tensor_5" [label="(24, 72, 1, 1)", style=solid]; +"109 zero_point_updated_constant5" -> "110 sub_tensor_5" [label="(24, 1, 1, 1)", style=solid]; +"110 sub_tensor_5" -> "111 conv2d_7" [label="(24, 72, 1, 1)", style=solid]; +"111 conv2d_7" -> "112 quantize_per_tensor_default_6" [label="(1, 24, 28, 28)", style=solid]; +"112 quantize_per_tensor_default_6" -> "113 dequantize_per_tensor_default_8" [label="(1, 24, 28, 28)", style=solid]; +"112 quantize_per_tensor_default_6" -> "114 dequantize_per_tensor_default_7" [label="(1, 24, 28, 28)", style=solid]; +"113 dequantize_per_tensor_default_8" -> "146 add_" [label="(1, 24, 28, 28)", style=solid]; +"114 dequantize_per_tensor_default_7" -> "121 conv2d_8" [label="(1, 24, 28, 28)", style=solid]; +"115 features_3_block_0_0_weight_bias" -> "121 conv2d_8" [label="(88,)", style=solid]; +"116 scale_updated_constant6" -> "118 mul_tensor_6" [label="(88, 1, 1, 1)", style=solid]; +"117 compressed_weight_updated_constant6" -> "118 mul_tensor_6" [label="(88, 24, 1, 1)", style=solid]; +"118 mul_tensor_6" -> "120 sub_tensor_6" [label="(88, 24, 1, 1)", style=solid]; +"119 zero_point_updated_constant6" -> "120 sub_tensor_6" [label="(88, 1, 1, 1)", style=solid]; +"120 sub_tensor_6" -> "121 conv2d_8" [label="(88, 24, 1, 1)", style=solid]; +"121 conv2d_8" -> "124 relu__3" [label="(1, 88, 28, 28)", style=solid]; +"122 relu__3_scale_0" -> "125 quantize_per_channel_default_9" [label="(88,)", style=solid]; +"122 relu__3_scale_0" -> "126 dequantize_per_channel_default_9" [label="(88,)", style=solid]; +"123 relu__3_zero_point_0" -> "125 quantize_per_channel_default_9" [label="(88,)", style=solid]; +"123 relu__3_zero_point_0" -> "126 dequantize_per_channel_default_9" [label="(88,)", style=solid]; +"124 relu__3" -> "125 quantize_per_channel_default_9" [label="(1, 88, 28, 28)", style=solid]; +"125 quantize_per_channel_default_9" -> "126 dequantize_per_channel_default_9" [label="(1, 88, 28, 28)", style=solid]; +"126 dequantize_per_channel_default_9" -> "133 conv2d_9" [label="(1, 88, 28, 28)", style=solid]; +"127 features_3_block_1_0_weight_bias" -> "133 conv2d_9" [label="(88,)", style=solid]; +"128 scale_updated_constant7" -> "130 mul_tensor_7" [label="(88, 1, 1, 1)", style=solid]; +"129 compressed_weight_updated_constant7" -> "130 mul_tensor_7" [label="(88, 1, 3, 3)", style=solid]; +"130 mul_tensor_7" -> "132 sub_tensor_7" [label="(88, 1, 3, 3)", style=solid]; +"131 zero_point_updated_constant7" -> "132 sub_tensor_7" [label="(88, 1, 1, 1)", style=solid]; +"132 sub_tensor_7" -> "133 conv2d_9" [label="(88, 1, 3, 3)", style=solid]; +"133 conv2d_9" -> "134 relu__4" [label="(1, 88, 28, 28)", style=solid]; +"134 relu__4" -> "135 quantize_per_tensor_default_7" [label="(1, 88, 28, 28)", style=solid]; +"135 quantize_per_tensor_default_7" -> "136 dequantize_per_tensor_default_9" [label="(1, 88, 28, 28)", style=solid]; +"136 dequantize_per_tensor_default_9" -> "143 conv2d_10" [label="(1, 88, 28, 28)", style=solid]; +"137 features_3_block_2_0_weight_bias" -> "143 conv2d_10" [label="(24,)", style=solid]; +"138 scale_updated_constant8" -> "140 mul_tensor_8" [label="(24, 1, 1, 1)", style=solid]; +"139 compressed_weight_updated_constant8" -> "140 mul_tensor_8" [label="(24, 88, 1, 1)", style=solid]; +"140 mul_tensor_8" -> "142 sub_tensor_8" [label="(24, 88, 1, 1)", style=solid]; +"141 zero_point_updated_constant8" -> "142 sub_tensor_8" [label="(24, 1, 1, 1)", style=solid]; +"142 sub_tensor_8" -> "143 conv2d_10" [label="(24, 88, 1, 1)", style=solid]; +"143 conv2d_10" -> "144 quantize_per_tensor_default_8" [label="(1, 24, 28, 28)", style=solid]; +"144 quantize_per_tensor_default_8" -> "145 dequantize_per_tensor_default_10" [label="(1, 24, 28, 28)", style=solid]; +"145 dequantize_per_tensor_default_10" -> "146 add_" [label="(1, 24, 28, 28)", style=solid]; +"146 add_" -> "147 quantize_per_tensor_default_9" [label="(1, 24, 28, 28)", style=solid]; +"147 quantize_per_tensor_default_9" -> "148 dequantize_per_tensor_default_11" [label="(1, 24, 28, 28)", style=solid]; +"148 dequantize_per_tensor_default_11" -> "155 conv2d_11" [label="(1, 24, 28, 28)", style=solid]; +"149 features_4_block_0_0_weight_bias" -> "155 conv2d_11" [label="(96,)", style=solid]; +"150 scale_updated_constant9" -> "152 mul_tensor_9" [label="(96, 1, 1, 1)", style=solid]; +"151 compressed_weight_updated_constant9" -> "152 mul_tensor_9" [label="(96, 24, 1, 1)", style=solid]; +"152 mul_tensor_9" -> "154 sub_tensor_9" [label="(96, 24, 1, 1)", style=solid]; +"153 zero_point_updated_constant9" -> "154 sub_tensor_9" [label="(96, 1, 1, 1)", style=solid]; +"154 sub_tensor_9" -> "155 conv2d_11" [label="(96, 24, 1, 1)", style=solid]; +"155 conv2d_11" -> "158 hardswish__1" [label="(1, 96, 28, 28)", style=solid]; +"156 hardswish__1_scale_0" -> "159 quantize_per_channel_default_13" [label="(96,)", style=solid]; +"156 hardswish__1_scale_0" -> "160 dequantize_per_channel_default_13" [label="(96,)", style=solid]; +"157 hardswish__1_zero_point_0" -> "159 quantize_per_channel_default_13" [label="(96,)", style=solid]; +"157 hardswish__1_zero_point_0" -> "160 dequantize_per_channel_default_13" [label="(96,)", style=solid]; +"158 hardswish__1" -> "159 quantize_per_channel_default_13" [label="(1, 96, 28, 28)", style=solid]; +"159 quantize_per_channel_default_13" -> "160 dequantize_per_channel_default_13" [label="(1, 96, 28, 28)", style=solid]; +"160 dequantize_per_channel_default_13" -> "167 conv2d_12" [label="(1, 96, 28, 28)", style=solid]; +"161 features_4_block_1_0_weight_bias" -> "167 conv2d_12" [label="(96,)", style=solid]; +"162 scale_updated_constant10" -> "164 mul_tensor_10" [label="(96, 1, 1, 1)", style=solid]; +"163 compressed_weight_updated_constant10" -> "164 mul_tensor_10" [label="(96, 1, 5, 5)", style=solid]; +"164 mul_tensor_10" -> "166 sub_tensor_10" [label="(96, 1, 5, 5)", style=solid]; +"165 zero_point_updated_constant10" -> "166 sub_tensor_10" [label="(96, 1, 1, 1)", style=solid]; +"166 sub_tensor_10" -> "167 conv2d_12" [label="(96, 1, 5, 5)", style=solid]; +"167 conv2d_12" -> "168 hardswish__2" [label="(1, 96, 14, 14)", style=solid]; +"168 hardswish__2" -> "169 quantize_per_tensor_default_10" [label="(1, 96, 14, 14)", style=solid]; +"169 quantize_per_tensor_default_10" -> "170 dequantize_per_tensor_default_13" [label="(1, 96, 14, 14)", style=solid]; +"169 quantize_per_tensor_default_10" -> "171 dequantize_per_tensor_default_12" [label="(1, 96, 14, 14)", style=solid]; +"170 dequantize_per_tensor_default_13" -> "179 mul_1" [label="(1, 96, 14, 14)", style=solid]; +"171 dequantize_per_tensor_default_12" -> "172 adaptive_avg_pool2d_1" [label="(1, 96, 14, 14)", style=solid]; +"172 adaptive_avg_pool2d_1" -> "173 conv2d_13" [label="(1, 96, 1, 1)", style=solid]; +"173 conv2d_13" -> "174 relu_1" [label="(1, 24, 1, 1)", style=solid]; +"174 relu_1" -> "175 conv2d_14" [label="(1, 24, 1, 1)", style=solid]; +"175 conv2d_14" -> "176 hardsigmoid_1" [label="(1, 96, 1, 1)", style=solid]; +"176 hardsigmoid_1" -> "177 quantize_per_tensor_default_11" [label="(1, 96, 1, 1)", style=solid]; +"177 quantize_per_tensor_default_11" -> "178 dequantize_per_tensor_default_14" [label="(1, 96, 1, 1)", style=solid]; +"178 dequantize_per_tensor_default_14" -> "179 mul_1" [label="(1, 96, 1, 1)", style=solid]; +"179 mul_1" -> "180 quantize_per_tensor_default_12" [label="(1, 96, 14, 14)", style=solid]; +"180 quantize_per_tensor_default_12" -> "181 dequantize_per_tensor_default_15" [label="(1, 96, 14, 14)", style=solid]; +"181 dequantize_per_tensor_default_15" -> "188 conv2d_15" [label="(1, 96, 14, 14)", style=solid]; +"182 features_4_block_3_0_weight_bias" -> "188 conv2d_15" [label="(40,)", style=solid]; +"183 scale_updated_constant11" -> "185 mul_tensor_11" [label="(40, 1, 1, 1)", style=solid]; +"184 compressed_weight_updated_constant11" -> "185 mul_tensor_11" [label="(40, 96, 1, 1)", style=solid]; +"185 mul_tensor_11" -> "187 sub_tensor_11" [label="(40, 96, 1, 1)", style=solid]; +"186 zero_point_updated_constant11" -> "187 sub_tensor_11" [label="(40, 1, 1, 1)", style=solid]; +"187 sub_tensor_11" -> "188 conv2d_15" [label="(40, 96, 1, 1)", style=solid]; +"188 conv2d_15" -> "189 quantize_per_tensor_default_13" [label="(1, 40, 14, 14)", style=solid]; +"189 quantize_per_tensor_default_13" -> "190 dequantize_per_tensor_default_17" [label="(1, 40, 14, 14)", style=solid]; +"189 quantize_per_tensor_default_13" -> "191 dequantize_per_tensor_default_16" [label="(1, 40, 14, 14)", style=solid]; +"190 dequantize_per_tensor_default_17" -> "234 add__1" [label="(1, 40, 14, 14)", style=solid]; +"191 dequantize_per_tensor_default_16" -> "198 conv2d_16" [label="(1, 40, 14, 14)", style=solid]; +"192 features_5_block_0_0_weight_bias" -> "198 conv2d_16" [label="(240,)", style=solid]; +"193 scale_updated_constant12" -> "195 mul_tensor_12" [label="(240, 1, 1, 1)", style=solid]; +"194 compressed_weight_updated_constant12" -> "195 mul_tensor_12" [label="(240, 40, 1, 1)", style=solid]; +"195 mul_tensor_12" -> "197 sub_tensor_12" [label="(240, 40, 1, 1)", style=solid]; +"196 zero_point_updated_constant12" -> "197 sub_tensor_12" [label="(240, 1, 1, 1)", style=solid]; +"197 sub_tensor_12" -> "198 conv2d_16" [label="(240, 40, 1, 1)", style=solid]; +"198 conv2d_16" -> "201 hardswish__3" [label="(1, 240, 14, 14)", style=solid]; +"199 hardswish__3_scale_0" -> "202 quantize_per_channel_default_17" [label="(240,)", style=solid]; +"199 hardswish__3_scale_0" -> "203 dequantize_per_channel_default_17" [label="(240,)", style=solid]; +"200 hardswish__3_zero_point_0" -> "202 quantize_per_channel_default_17" [label="(240,)", style=solid]; +"200 hardswish__3_zero_point_0" -> "203 dequantize_per_channel_default_17" [label="(240,)", style=solid]; +"201 hardswish__3" -> "202 quantize_per_channel_default_17" [label="(1, 240, 14, 14)", style=solid]; +"202 quantize_per_channel_default_17" -> "203 dequantize_per_channel_default_17" [label="(1, 240, 14, 14)", style=solid]; +"203 dequantize_per_channel_default_17" -> "210 conv2d_17" [label="(1, 240, 14, 14)", style=solid]; +"204 features_5_block_1_0_weight_bias" -> "210 conv2d_17" [label="(240,)", style=solid]; +"205 scale_updated_constant13" -> "207 mul_tensor_13" [label="(240, 1, 1, 1)", style=solid]; +"206 compressed_weight_updated_constant13" -> "207 mul_tensor_13" [label="(240, 1, 5, 5)", style=solid]; +"207 mul_tensor_13" -> "209 sub_tensor_13" [label="(240, 1, 5, 5)", style=solid]; +"208 zero_point_updated_constant13" -> "209 sub_tensor_13" [label="(240, 1, 1, 1)", style=solid]; +"209 sub_tensor_13" -> "210 conv2d_17" [label="(240, 1, 5, 5)", style=solid]; +"210 conv2d_17" -> "211 hardswish__4" [label="(1, 240, 14, 14)", style=solid]; +"211 hardswish__4" -> "212 quantize_per_tensor_default_14" [label="(1, 240, 14, 14)", style=solid]; +"212 quantize_per_tensor_default_14" -> "213 dequantize_per_tensor_default_19" [label="(1, 240, 14, 14)", style=solid]; +"212 quantize_per_tensor_default_14" -> "214 dequantize_per_tensor_default_18" [label="(1, 240, 14, 14)", style=solid]; +"213 dequantize_per_tensor_default_19" -> "222 mul_2" [label="(1, 240, 14, 14)", style=solid]; +"214 dequantize_per_tensor_default_18" -> "215 adaptive_avg_pool2d_2" [label="(1, 240, 14, 14)", style=solid]; +"215 adaptive_avg_pool2d_2" -> "216 conv2d_18" [label="(1, 240, 1, 1)", style=solid]; +"216 conv2d_18" -> "217 relu_2" [label="(1, 64, 1, 1)", style=solid]; +"217 relu_2" -> "218 conv2d_19" [label="(1, 64, 1, 1)", style=solid]; +"218 conv2d_19" -> "219 hardsigmoid_2" [label="(1, 240, 1, 1)", style=solid]; +"219 hardsigmoid_2" -> "220 quantize_per_tensor_default_15" [label="(1, 240, 1, 1)", style=solid]; +"220 quantize_per_tensor_default_15" -> "221 dequantize_per_tensor_default_20" [label="(1, 240, 1, 1)", style=solid]; +"221 dequantize_per_tensor_default_20" -> "222 mul_2" [label="(1, 240, 1, 1)", style=solid]; +"222 mul_2" -> "223 quantize_per_tensor_default_16" [label="(1, 240, 14, 14)", style=solid]; +"223 quantize_per_tensor_default_16" -> "224 dequantize_per_tensor_default_21" [label="(1, 240, 14, 14)", style=solid]; +"224 dequantize_per_tensor_default_21" -> "231 conv2d_20" [label="(1, 240, 14, 14)", style=solid]; +"225 features_5_block_3_0_weight_bias" -> "231 conv2d_20" [label="(40,)", style=solid]; +"226 scale_updated_constant14" -> "228 mul_tensor_14" [label="(40, 1, 1, 1)", style=solid]; +"227 compressed_weight_updated_constant14" -> "228 mul_tensor_14" [label="(40, 240, 1, 1)", style=solid]; +"228 mul_tensor_14" -> "230 sub_tensor_14" [label="(40, 240, 1, 1)", style=solid]; +"229 zero_point_updated_constant14" -> "230 sub_tensor_14" [label="(40, 1, 1, 1)", style=solid]; +"230 sub_tensor_14" -> "231 conv2d_20" [label="(40, 240, 1, 1)", style=solid]; +"231 conv2d_20" -> "232 quantize_per_tensor_default_17" [label="(1, 40, 14, 14)", style=solid]; +"232 quantize_per_tensor_default_17" -> "233 dequantize_per_tensor_default_22" [label="(1, 40, 14, 14)", style=solid]; +"233 dequantize_per_tensor_default_22" -> "234 add__1" [label="(1, 40, 14, 14)", style=solid]; +"234 add__1" -> "235 quantize_per_tensor_default_18" [label="(1, 40, 14, 14)", style=solid]; +"235 quantize_per_tensor_default_18" -> "236 dequantize_per_tensor_default_24" [label="(1, 40, 14, 14)", style=solid]; +"235 quantize_per_tensor_default_18" -> "237 dequantize_per_tensor_default_23" [label="(1, 40, 14, 14)", style=solid]; +"236 dequantize_per_tensor_default_24" -> "280 add__2" [label="(1, 40, 14, 14)", style=solid]; +"237 dequantize_per_tensor_default_23" -> "244 conv2d_21" [label="(1, 40, 14, 14)", style=solid]; +"238 features_6_block_0_0_weight_bias" -> "244 conv2d_21" [label="(240,)", style=solid]; +"239 scale_updated_constant15" -> "241 mul_tensor_15" [label="(240, 1, 1, 1)", style=solid]; +"240 compressed_weight_updated_constant15" -> "241 mul_tensor_15" [label="(240, 40, 1, 1)", style=solid]; +"241 mul_tensor_15" -> "243 sub_tensor_15" [label="(240, 40, 1, 1)", style=solid]; +"242 zero_point_updated_constant15" -> "243 sub_tensor_15" [label="(240, 1, 1, 1)", style=solid]; +"243 sub_tensor_15" -> "244 conv2d_21" [label="(240, 40, 1, 1)", style=solid]; +"244 conv2d_21" -> "247 hardswish__5" [label="(1, 240, 14, 14)", style=solid]; +"245 hardswish__5_scale_0" -> "248 quantize_per_channel_default_21" [label="(240,)", style=solid]; +"245 hardswish__5_scale_0" -> "249 dequantize_per_channel_default_21" [label="(240,)", style=solid]; +"246 hardswish__5_zero_point_0" -> "248 quantize_per_channel_default_21" [label="(240,)", style=solid]; +"246 hardswish__5_zero_point_0" -> "249 dequantize_per_channel_default_21" [label="(240,)", style=solid]; +"247 hardswish__5" -> "248 quantize_per_channel_default_21" [label="(1, 240, 14, 14)", style=solid]; +"248 quantize_per_channel_default_21" -> "249 dequantize_per_channel_default_21" [label="(1, 240, 14, 14)", style=solid]; +"249 dequantize_per_channel_default_21" -> "256 conv2d_22" [label="(1, 240, 14, 14)", style=solid]; +"250 features_6_block_1_0_weight_bias" -> "256 conv2d_22" [label="(240,)", style=solid]; +"251 scale_updated_constant16" -> "253 mul_tensor_16" [label="(240, 1, 1, 1)", style=solid]; +"252 compressed_weight_updated_constant16" -> "253 mul_tensor_16" [label="(240, 1, 5, 5)", style=solid]; +"253 mul_tensor_16" -> "255 sub_tensor_16" [label="(240, 1, 5, 5)", style=solid]; +"254 zero_point_updated_constant16" -> "255 sub_tensor_16" [label="(240, 1, 1, 1)", style=solid]; +"255 sub_tensor_16" -> "256 conv2d_22" [label="(240, 1, 5, 5)", style=solid]; +"256 conv2d_22" -> "257 hardswish__6" [label="(1, 240, 14, 14)", style=solid]; +"257 hardswish__6" -> "258 quantize_per_tensor_default_19" [label="(1, 240, 14, 14)", style=solid]; +"258 quantize_per_tensor_default_19" -> "259 dequantize_per_tensor_default_26" [label="(1, 240, 14, 14)", style=solid]; +"258 quantize_per_tensor_default_19" -> "260 dequantize_per_tensor_default_25" [label="(1, 240, 14, 14)", style=solid]; +"259 dequantize_per_tensor_default_26" -> "268 mul_3" [label="(1, 240, 14, 14)", style=solid]; +"260 dequantize_per_tensor_default_25" -> "261 adaptive_avg_pool2d_3" [label="(1, 240, 14, 14)", style=solid]; +"261 adaptive_avg_pool2d_3" -> "262 conv2d_23" [label="(1, 240, 1, 1)", style=solid]; +"262 conv2d_23" -> "263 relu_3" [label="(1, 64, 1, 1)", style=solid]; +"263 relu_3" -> "264 conv2d_24" [label="(1, 64, 1, 1)", style=solid]; +"264 conv2d_24" -> "265 hardsigmoid_3" [label="(1, 240, 1, 1)", style=solid]; +"265 hardsigmoid_3" -> "266 quantize_per_tensor_default_20" [label="(1, 240, 1, 1)", style=solid]; +"266 quantize_per_tensor_default_20" -> "267 dequantize_per_tensor_default_27" [label="(1, 240, 1, 1)", style=solid]; +"267 dequantize_per_tensor_default_27" -> "268 mul_3" [label="(1, 240, 1, 1)", style=solid]; +"268 mul_3" -> "269 quantize_per_tensor_default_21" [label="(1, 240, 14, 14)", style=solid]; +"269 quantize_per_tensor_default_21" -> "270 dequantize_per_tensor_default_28" [label="(1, 240, 14, 14)", style=solid]; +"270 dequantize_per_tensor_default_28" -> "277 conv2d_25" [label="(1, 240, 14, 14)", style=solid]; +"271 features_6_block_3_0_weight_bias" -> "277 conv2d_25" [label="(40,)", style=solid]; +"272 scale_updated_constant17" -> "274 mul_tensor_17" [label="(40, 1, 1, 1)", style=solid]; +"273 compressed_weight_updated_constant17" -> "274 mul_tensor_17" [label="(40, 240, 1, 1)", style=solid]; +"274 mul_tensor_17" -> "276 sub_tensor_17" [label="(40, 240, 1, 1)", style=solid]; +"275 zero_point_updated_constant17" -> "276 sub_tensor_17" [label="(40, 1, 1, 1)", style=solid]; +"276 sub_tensor_17" -> "277 conv2d_25" [label="(40, 240, 1, 1)", style=solid]; +"277 conv2d_25" -> "278 quantize_per_tensor_default_22" [label="(1, 40, 14, 14)", style=solid]; +"278 quantize_per_tensor_default_22" -> "279 dequantize_per_tensor_default_29" [label="(1, 40, 14, 14)", style=solid]; +"279 dequantize_per_tensor_default_29" -> "280 add__2" [label="(1, 40, 14, 14)", style=solid]; +"280 add__2" -> "281 quantize_per_tensor_default_23" [label="(1, 40, 14, 14)", style=solid]; +"281 quantize_per_tensor_default_23" -> "282 dequantize_per_tensor_default_30" [label="(1, 40, 14, 14)", style=solid]; +"282 dequantize_per_tensor_default_30" -> "289 conv2d_26" [label="(1, 40, 14, 14)", style=solid]; +"283 features_7_block_0_0_weight_bias" -> "289 conv2d_26" [label="(120,)", style=solid]; +"284 scale_updated_constant18" -> "286 mul_tensor_18" [label="(120, 1, 1, 1)", style=solid]; +"285 compressed_weight_updated_constant18" -> "286 mul_tensor_18" [label="(120, 40, 1, 1)", style=solid]; +"286 mul_tensor_18" -> "288 sub_tensor_18" [label="(120, 40, 1, 1)", style=solid]; +"287 zero_point_updated_constant18" -> "288 sub_tensor_18" [label="(120, 1, 1, 1)", style=solid]; +"288 sub_tensor_18" -> "289 conv2d_26" [label="(120, 40, 1, 1)", style=solid]; +"289 conv2d_26" -> "292 hardswish__7" [label="(1, 120, 14, 14)", style=solid]; +"290 hardswish__7_scale_0" -> "293 quantize_per_channel_default_25" [label="(120,)", style=solid]; +"290 hardswish__7_scale_0" -> "294 dequantize_per_channel_default_25" [label="(120,)", style=solid]; +"291 hardswish__7_zero_point_0" -> "293 quantize_per_channel_default_25" [label="(120,)", style=solid]; +"291 hardswish__7_zero_point_0" -> "294 dequantize_per_channel_default_25" [label="(120,)", style=solid]; +"292 hardswish__7" -> "293 quantize_per_channel_default_25" [label="(1, 120, 14, 14)", style=solid]; +"293 quantize_per_channel_default_25" -> "294 dequantize_per_channel_default_25" [label="(1, 120, 14, 14)", style=solid]; +"294 dequantize_per_channel_default_25" -> "301 conv2d_27" [label="(1, 120, 14, 14)", style=solid]; +"295 features_7_block_1_0_weight_bias" -> "301 conv2d_27" [label="(120,)", style=solid]; +"296 scale_updated_constant19" -> "298 mul_tensor_19" [label="(120, 1, 1, 1)", style=solid]; +"297 compressed_weight_updated_constant19" -> "298 mul_tensor_19" [label="(120, 1, 5, 5)", style=solid]; +"298 mul_tensor_19" -> "300 sub_tensor_19" [label="(120, 1, 5, 5)", style=solid]; +"299 zero_point_updated_constant19" -> "300 sub_tensor_19" [label="(120, 1, 1, 1)", style=solid]; +"300 sub_tensor_19" -> "301 conv2d_27" [label="(120, 1, 5, 5)", style=solid]; +"301 conv2d_27" -> "302 hardswish__8" [label="(1, 120, 14, 14)", style=solid]; +"302 hardswish__8" -> "303 quantize_per_tensor_default_24" [label="(1, 120, 14, 14)", style=solid]; +"303 quantize_per_tensor_default_24" -> "304 dequantize_per_tensor_default_32" [label="(1, 120, 14, 14)", style=solid]; +"303 quantize_per_tensor_default_24" -> "305 dequantize_per_tensor_default_31" [label="(1, 120, 14, 14)", style=solid]; +"304 dequantize_per_tensor_default_32" -> "313 mul_4" [label="(1, 120, 14, 14)", style=solid]; +"305 dequantize_per_tensor_default_31" -> "306 adaptive_avg_pool2d_4" [label="(1, 120, 14, 14)", style=solid]; +"306 adaptive_avg_pool2d_4" -> "307 conv2d_28" [label="(1, 120, 1, 1)", style=solid]; +"307 conv2d_28" -> "308 relu_4" [label="(1, 32, 1, 1)", style=solid]; +"308 relu_4" -> "309 conv2d_29" [label="(1, 32, 1, 1)", style=solid]; +"309 conv2d_29" -> "310 hardsigmoid_4" [label="(1, 120, 1, 1)", style=solid]; +"310 hardsigmoid_4" -> "311 quantize_per_tensor_default_25" [label="(1, 120, 1, 1)", style=solid]; +"311 quantize_per_tensor_default_25" -> "312 dequantize_per_tensor_default_33" [label="(1, 120, 1, 1)", style=solid]; +"312 dequantize_per_tensor_default_33" -> "313 mul_4" [label="(1, 120, 1, 1)", style=solid]; +"313 mul_4" -> "314 quantize_per_tensor_default_26" [label="(1, 120, 14, 14)", style=solid]; +"314 quantize_per_tensor_default_26" -> "315 dequantize_per_tensor_default_34" [label="(1, 120, 14, 14)", style=solid]; +"315 dequantize_per_tensor_default_34" -> "322 conv2d_30" [label="(1, 120, 14, 14)", style=solid]; +"316 features_7_block_3_0_weight_bias" -> "322 conv2d_30" [label="(48,)", style=solid]; +"317 scale_updated_constant20" -> "319 mul_tensor_20" [label="(48, 1, 1, 1)", style=solid]; +"318 compressed_weight_updated_constant20" -> "319 mul_tensor_20" [label="(48, 120, 1, 1)", style=solid]; +"319 mul_tensor_20" -> "321 sub_tensor_20" [label="(48, 120, 1, 1)", style=solid]; +"320 zero_point_updated_constant20" -> "321 sub_tensor_20" [label="(48, 1, 1, 1)", style=solid]; +"321 sub_tensor_20" -> "322 conv2d_30" [label="(48, 120, 1, 1)", style=solid]; +"322 conv2d_30" -> "323 quantize_per_tensor_default_27" [label="(1, 48, 14, 14)", style=solid]; +"323 quantize_per_tensor_default_27" -> "324 dequantize_per_tensor_default_36" [label="(1, 48, 14, 14)", style=solid]; +"323 quantize_per_tensor_default_27" -> "325 dequantize_per_tensor_default_35" [label="(1, 48, 14, 14)", style=solid]; +"324 dequantize_per_tensor_default_36" -> "368 add__3" [label="(1, 48, 14, 14)", style=solid]; +"325 dequantize_per_tensor_default_35" -> "332 conv2d_31" [label="(1, 48, 14, 14)", style=solid]; +"326 features_8_block_0_0_weight_bias" -> "332 conv2d_31" [label="(144,)", style=solid]; +"327 scale_updated_constant21" -> "329 mul_tensor_21" [label="(144, 1, 1, 1)", style=solid]; +"328 compressed_weight_updated_constant21" -> "329 mul_tensor_21" [label="(144, 48, 1, 1)", style=solid]; +"329 mul_tensor_21" -> "331 sub_tensor_21" [label="(144, 48, 1, 1)", style=solid]; +"330 zero_point_updated_constant21" -> "331 sub_tensor_21" [label="(144, 1, 1, 1)", style=solid]; +"331 sub_tensor_21" -> "332 conv2d_31" [label="(144, 48, 1, 1)", style=solid]; +"332 conv2d_31" -> "335 hardswish__9" [label="(1, 144, 14, 14)", style=solid]; +"333 hardswish__9_scale_0" -> "336 quantize_per_channel_default_29" [label="(144,)", style=solid]; +"333 hardswish__9_scale_0" -> "337 dequantize_per_channel_default_29" [label="(144,)", style=solid]; +"334 hardswish__9_zero_point_0" -> "336 quantize_per_channel_default_29" [label="(144,)", style=solid]; +"334 hardswish__9_zero_point_0" -> "337 dequantize_per_channel_default_29" [label="(144,)", style=solid]; +"335 hardswish__9" -> "336 quantize_per_channel_default_29" [label="(1, 144, 14, 14)", style=solid]; +"336 quantize_per_channel_default_29" -> "337 dequantize_per_channel_default_29" [label="(1, 144, 14, 14)", style=solid]; +"337 dequantize_per_channel_default_29" -> "344 conv2d_32" [label="(1, 144, 14, 14)", style=solid]; +"338 features_8_block_1_0_weight_bias" -> "344 conv2d_32" [label="(144,)", style=solid]; +"339 scale_updated_constant22" -> "341 mul_tensor_22" [label="(144, 1, 1, 1)", style=solid]; +"340 compressed_weight_updated_constant22" -> "341 mul_tensor_22" [label="(144, 1, 5, 5)", style=solid]; +"341 mul_tensor_22" -> "343 sub_tensor_22" [label="(144, 1, 5, 5)", style=solid]; +"342 zero_point_updated_constant22" -> "343 sub_tensor_22" [label="(144, 1, 1, 1)", style=solid]; +"343 sub_tensor_22" -> "344 conv2d_32" [label="(144, 1, 5, 5)", style=solid]; +"344 conv2d_32" -> "345 hardswish__10" [label="(1, 144, 14, 14)", style=solid]; +"345 hardswish__10" -> "346 quantize_per_tensor_default_28" [label="(1, 144, 14, 14)", style=solid]; +"346 quantize_per_tensor_default_28" -> "347 dequantize_per_tensor_default_38" [label="(1, 144, 14, 14)", style=solid]; +"346 quantize_per_tensor_default_28" -> "348 dequantize_per_tensor_default_37" [label="(1, 144, 14, 14)", style=solid]; +"347 dequantize_per_tensor_default_38" -> "356 mul_5" [label="(1, 144, 14, 14)", style=solid]; +"348 dequantize_per_tensor_default_37" -> "349 adaptive_avg_pool2d_5" [label="(1, 144, 14, 14)", style=solid]; +"349 adaptive_avg_pool2d_5" -> "350 conv2d_33" [label="(1, 144, 1, 1)", style=solid]; +"350 conv2d_33" -> "351 relu_5" [label="(1, 40, 1, 1)", style=solid]; +"351 relu_5" -> "352 conv2d_34" [label="(1, 40, 1, 1)", style=solid]; +"352 conv2d_34" -> "353 hardsigmoid_5" [label="(1, 144, 1, 1)", style=solid]; +"353 hardsigmoid_5" -> "354 quantize_per_tensor_default_29" [label="(1, 144, 1, 1)", style=solid]; +"354 quantize_per_tensor_default_29" -> "355 dequantize_per_tensor_default_39" [label="(1, 144, 1, 1)", style=solid]; +"355 dequantize_per_tensor_default_39" -> "356 mul_5" [label="(1, 144, 1, 1)", style=solid]; +"356 mul_5" -> "357 quantize_per_tensor_default_30" [label="(1, 144, 14, 14)", style=solid]; +"357 quantize_per_tensor_default_30" -> "358 dequantize_per_tensor_default_40" [label="(1, 144, 14, 14)", style=solid]; +"358 dequantize_per_tensor_default_40" -> "365 conv2d_35" [label="(1, 144, 14, 14)", style=solid]; +"359 features_8_block_3_0_weight_bias" -> "365 conv2d_35" [label="(48,)", style=solid]; +"360 scale_updated_constant23" -> "362 mul_tensor_23" [label="(48, 1, 1, 1)", style=solid]; +"361 compressed_weight_updated_constant23" -> "362 mul_tensor_23" [label="(48, 144, 1, 1)", style=solid]; +"362 mul_tensor_23" -> "364 sub_tensor_23" [label="(48, 144, 1, 1)", style=solid]; +"363 zero_point_updated_constant23" -> "364 sub_tensor_23" [label="(48, 1, 1, 1)", style=solid]; +"364 sub_tensor_23" -> "365 conv2d_35" [label="(48, 144, 1, 1)", style=solid]; +"365 conv2d_35" -> "366 quantize_per_tensor_default_31" [label="(1, 48, 14, 14)", style=solid]; +"366 quantize_per_tensor_default_31" -> "367 dequantize_per_tensor_default_41" [label="(1, 48, 14, 14)", style=solid]; +"367 dequantize_per_tensor_default_41" -> "368 add__3" [label="(1, 48, 14, 14)", style=solid]; +"368 add__3" -> "369 quantize_per_tensor_default_32" [label="(1, 48, 14, 14)", style=solid]; +"369 quantize_per_tensor_default_32" -> "370 dequantize_per_tensor_default_42" [label="(1, 48, 14, 14)", style=solid]; +"370 dequantize_per_tensor_default_42" -> "377 conv2d_36" [label="(1, 48, 14, 14)", style=solid]; +"371 features_9_block_0_0_weight_bias" -> "377 conv2d_36" [label="(288,)", style=solid]; +"372 scale_updated_constant24" -> "374 mul_tensor_24" [label="(288, 1, 1, 1)", style=solid]; +"373 compressed_weight_updated_constant24" -> "374 mul_tensor_24" [label="(288, 48, 1, 1)", style=solid]; +"374 mul_tensor_24" -> "376 sub_tensor_24" [label="(288, 48, 1, 1)", style=solid]; +"375 zero_point_updated_constant24" -> "376 sub_tensor_24" [label="(288, 1, 1, 1)", style=solid]; +"376 sub_tensor_24" -> "377 conv2d_36" [label="(288, 48, 1, 1)", style=solid]; +"377 conv2d_36" -> "380 hardswish__11" [label="(1, 288, 14, 14)", style=solid]; +"378 hardswish__11_scale_0" -> "381 quantize_per_channel_default_33" [label="(288,)", style=solid]; +"378 hardswish__11_scale_0" -> "382 dequantize_per_channel_default_33" [label="(288,)", style=solid]; +"379 hardswish__11_zero_point_0" -> "381 quantize_per_channel_default_33" [label="(288,)", style=solid]; +"379 hardswish__11_zero_point_0" -> "382 dequantize_per_channel_default_33" [label="(288,)", style=solid]; +"380 hardswish__11" -> "381 quantize_per_channel_default_33" [label="(1, 288, 14, 14)", style=solid]; +"381 quantize_per_channel_default_33" -> "382 dequantize_per_channel_default_33" [label="(1, 288, 14, 14)", style=solid]; +"382 dequantize_per_channel_default_33" -> "389 conv2d_37" [label="(1, 288, 14, 14)", style=solid]; +"383 features_9_block_1_0_weight_bias" -> "389 conv2d_37" [label="(288,)", style=solid]; +"384 scale_updated_constant25" -> "386 mul_tensor_25" [label="(288, 1, 1, 1)", style=solid]; +"385 compressed_weight_updated_constant25" -> "386 mul_tensor_25" [label="(288, 1, 5, 5)", style=solid]; +"386 mul_tensor_25" -> "388 sub_tensor_25" [label="(288, 1, 5, 5)", style=solid]; +"387 zero_point_updated_constant25" -> "388 sub_tensor_25" [label="(288, 1, 1, 1)", style=solid]; +"388 sub_tensor_25" -> "389 conv2d_37" [label="(288, 1, 5, 5)", style=solid]; +"389 conv2d_37" -> "390 hardswish__12" [label="(1, 288, 7, 7)", style=solid]; +"390 hardswish__12" -> "391 quantize_per_tensor_default_33" [label="(1, 288, 7, 7)", style=solid]; +"391 quantize_per_tensor_default_33" -> "392 dequantize_per_tensor_default_44" [label="(1, 288, 7, 7)", style=solid]; +"391 quantize_per_tensor_default_33" -> "393 dequantize_per_tensor_default_43" [label="(1, 288, 7, 7)", style=solid]; +"392 dequantize_per_tensor_default_44" -> "401 mul_6" [label="(1, 288, 7, 7)", style=solid]; +"393 dequantize_per_tensor_default_43" -> "394 adaptive_avg_pool2d_6" [label="(1, 288, 7, 7)", style=solid]; +"394 adaptive_avg_pool2d_6" -> "395 conv2d_38" [label="(1, 288, 1, 1)", style=solid]; +"395 conv2d_38" -> "396 relu_6" [label="(1, 72, 1, 1)", style=solid]; +"396 relu_6" -> "397 conv2d_39" [label="(1, 72, 1, 1)", style=solid]; +"397 conv2d_39" -> "398 hardsigmoid_6" [label="(1, 288, 1, 1)", style=solid]; +"398 hardsigmoid_6" -> "399 quantize_per_tensor_default_34" [label="(1, 288, 1, 1)", style=solid]; +"399 quantize_per_tensor_default_34" -> "400 dequantize_per_tensor_default_45" [label="(1, 288, 1, 1)", style=solid]; +"400 dequantize_per_tensor_default_45" -> "401 mul_6" [label="(1, 288, 1, 1)", style=solid]; +"401 mul_6" -> "402 quantize_per_tensor_default_35" [label="(1, 288, 7, 7)", style=solid]; +"402 quantize_per_tensor_default_35" -> "403 dequantize_per_tensor_default_46" [label="(1, 288, 7, 7)", style=solid]; +"403 dequantize_per_tensor_default_46" -> "410 conv2d_40" [label="(1, 288, 7, 7)", style=solid]; +"404 features_9_block_3_0_weight_bias" -> "410 conv2d_40" [label="(96,)", style=solid]; +"405 scale_updated_constant26" -> "407 mul_tensor_26" [label="(96, 1, 1, 1)", style=solid]; +"406 compressed_weight_updated_constant26" -> "407 mul_tensor_26" [label="(96, 288, 1, 1)", style=solid]; +"407 mul_tensor_26" -> "409 sub_tensor_26" [label="(96, 288, 1, 1)", style=solid]; +"408 zero_point_updated_constant26" -> "409 sub_tensor_26" [label="(96, 1, 1, 1)", style=solid]; +"409 sub_tensor_26" -> "410 conv2d_40" [label="(96, 288, 1, 1)", style=solid]; +"410 conv2d_40" -> "411 quantize_per_tensor_default_36" [label="(1, 96, 7, 7)", style=solid]; +"411 quantize_per_tensor_default_36" -> "412 dequantize_per_tensor_default_48" [label="(1, 96, 7, 7)", style=solid]; +"411 quantize_per_tensor_default_36" -> "413 dequantize_per_tensor_default_47" [label="(1, 96, 7, 7)", style=solid]; +"412 dequantize_per_tensor_default_48" -> "456 add__4" [label="(1, 96, 7, 7)", style=solid]; +"413 dequantize_per_tensor_default_47" -> "420 conv2d_41" [label="(1, 96, 7, 7)", style=solid]; +"414 features_10_block_0_0_weight_bias" -> "420 conv2d_41" [label="(576,)", style=solid]; +"415 scale_updated_constant27" -> "417 mul_tensor_27" [label="(576, 1, 1, 1)", style=solid]; +"416 compressed_weight_updated_constant27" -> "417 mul_tensor_27" [label="(576, 96, 1, 1)", style=solid]; +"417 mul_tensor_27" -> "419 sub_tensor_27" [label="(576, 96, 1, 1)", style=solid]; +"418 zero_point_updated_constant27" -> "419 sub_tensor_27" [label="(576, 1, 1, 1)", style=solid]; +"419 sub_tensor_27" -> "420 conv2d_41" [label="(576, 96, 1, 1)", style=solid]; +"420 conv2d_41" -> "423 hardswish__13" [label="(1, 576, 7, 7)", style=solid]; +"421 hardswish__13_scale_0" -> "424 quantize_per_channel_default_37" [label="(576,)", style=solid]; +"421 hardswish__13_scale_0" -> "425 dequantize_per_channel_default_37" [label="(576,)", style=solid]; +"422 hardswish__13_zero_point_0" -> "424 quantize_per_channel_default_37" [label="(576,)", style=solid]; +"422 hardswish__13_zero_point_0" -> "425 dequantize_per_channel_default_37" [label="(576,)", style=solid]; +"423 hardswish__13" -> "424 quantize_per_channel_default_37" [label="(1, 576, 7, 7)", style=solid]; +"424 quantize_per_channel_default_37" -> "425 dequantize_per_channel_default_37" [label="(1, 576, 7, 7)", style=solid]; +"425 dequantize_per_channel_default_37" -> "432 conv2d_42" [label="(1, 576, 7, 7)", style=solid]; +"426 features_10_block_1_0_weight_bias" -> "432 conv2d_42" [label="(576,)", style=solid]; +"427 scale_updated_constant28" -> "429 mul_tensor_28" [label="(576, 1, 1, 1)", style=solid]; +"428 compressed_weight_updated_constant28" -> "429 mul_tensor_28" [label="(576, 1, 5, 5)", style=solid]; +"429 mul_tensor_28" -> "431 sub_tensor_28" [label="(576, 1, 5, 5)", style=solid]; +"430 zero_point_updated_constant28" -> "431 sub_tensor_28" [label="(576, 1, 1, 1)", style=solid]; +"431 sub_tensor_28" -> "432 conv2d_42" [label="(576, 1, 5, 5)", style=solid]; +"432 conv2d_42" -> "433 hardswish__14" [label="(1, 576, 7, 7)", style=solid]; +"433 hardswish__14" -> "434 quantize_per_tensor_default_37" [label="(1, 576, 7, 7)", style=solid]; +"434 quantize_per_tensor_default_37" -> "435 dequantize_per_tensor_default_50" [label="(1, 576, 7, 7)", style=solid]; +"434 quantize_per_tensor_default_37" -> "436 dequantize_per_tensor_default_49" [label="(1, 576, 7, 7)", style=solid]; +"435 dequantize_per_tensor_default_50" -> "444 mul_7" [label="(1, 576, 7, 7)", style=solid]; +"436 dequantize_per_tensor_default_49" -> "437 adaptive_avg_pool2d_7" [label="(1, 576, 7, 7)", style=solid]; +"437 adaptive_avg_pool2d_7" -> "438 conv2d_43" [label="(1, 576, 1, 1)", style=solid]; +"438 conv2d_43" -> "439 relu_7" [label="(1, 144, 1, 1)", style=solid]; +"439 relu_7" -> "440 conv2d_44" [label="(1, 144, 1, 1)", style=solid]; +"440 conv2d_44" -> "441 hardsigmoid_7" [label="(1, 576, 1, 1)", style=solid]; +"441 hardsigmoid_7" -> "442 quantize_per_tensor_default_38" [label="(1, 576, 1, 1)", style=solid]; +"442 quantize_per_tensor_default_38" -> "443 dequantize_per_tensor_default_51" [label="(1, 576, 1, 1)", style=solid]; +"443 dequantize_per_tensor_default_51" -> "444 mul_7" [label="(1, 576, 1, 1)", style=solid]; +"444 mul_7" -> "445 quantize_per_tensor_default_39" [label="(1, 576, 7, 7)", style=solid]; +"445 quantize_per_tensor_default_39" -> "446 dequantize_per_tensor_default_52" [label="(1, 576, 7, 7)", style=solid]; +"446 dequantize_per_tensor_default_52" -> "453 conv2d_45" [label="(1, 576, 7, 7)", style=solid]; +"447 features_10_block_3_0_weight_bias" -> "453 conv2d_45" [label="(96,)", style=solid]; +"448 scale_updated_constant29" -> "450 mul_tensor_29" [label="(96, 1, 1, 1)", style=solid]; +"449 compressed_weight_updated_constant29" -> "450 mul_tensor_29" [label="(96, 576, 1, 1)", style=solid]; +"450 mul_tensor_29" -> "452 sub_tensor_29" [label="(96, 576, 1, 1)", style=solid]; +"451 zero_point_updated_constant29" -> "452 sub_tensor_29" [label="(96, 1, 1, 1)", style=solid]; +"452 sub_tensor_29" -> "453 conv2d_45" [label="(96, 576, 1, 1)", style=solid]; +"453 conv2d_45" -> "454 quantize_per_tensor_default_40" [label="(1, 96, 7, 7)", style=solid]; +"454 quantize_per_tensor_default_40" -> "455 dequantize_per_tensor_default_53" [label="(1, 96, 7, 7)", style=solid]; +"455 dequantize_per_tensor_default_53" -> "456 add__4" [label="(1, 96, 7, 7)", style=solid]; +"456 add__4" -> "457 quantize_per_tensor_default_41" [label="(1, 96, 7, 7)", style=solid]; +"457 quantize_per_tensor_default_41" -> "458 dequantize_per_tensor_default_55" [label="(1, 96, 7, 7)", style=solid]; +"457 quantize_per_tensor_default_41" -> "459 dequantize_per_tensor_default_54" [label="(1, 96, 7, 7)", style=solid]; +"458 dequantize_per_tensor_default_55" -> "502 add__5" [label="(1, 96, 7, 7)", style=solid]; +"459 dequantize_per_tensor_default_54" -> "466 conv2d_46" [label="(1, 96, 7, 7)", style=solid]; +"460 features_11_block_0_0_weight_bias" -> "466 conv2d_46" [label="(576,)", style=solid]; +"461 scale_updated_constant30" -> "463 mul_tensor_30" [label="(576, 1, 1, 1)", style=solid]; +"462 compressed_weight_updated_constant30" -> "463 mul_tensor_30" [label="(576, 96, 1, 1)", style=solid]; +"463 mul_tensor_30" -> "465 sub_tensor_30" [label="(576, 96, 1, 1)", style=solid]; +"464 zero_point_updated_constant30" -> "465 sub_tensor_30" [label="(576, 1, 1, 1)", style=solid]; +"465 sub_tensor_30" -> "466 conv2d_46" [label="(576, 96, 1, 1)", style=solid]; +"466 conv2d_46" -> "469 hardswish__15" [label="(1, 576, 7, 7)", style=solid]; +"467 hardswish__15_scale_0" -> "470 quantize_per_channel_default_41" [label="(576,)", style=solid]; +"467 hardswish__15_scale_0" -> "471 dequantize_per_channel_default_41" [label="(576,)", style=solid]; +"468 hardswish__15_zero_point_0" -> "470 quantize_per_channel_default_41" [label="(576,)", style=solid]; +"468 hardswish__15_zero_point_0" -> "471 dequantize_per_channel_default_41" [label="(576,)", style=solid]; +"469 hardswish__15" -> "470 quantize_per_channel_default_41" [label="(1, 576, 7, 7)", style=solid]; +"470 quantize_per_channel_default_41" -> "471 dequantize_per_channel_default_41" [label="(1, 576, 7, 7)", style=solid]; +"471 dequantize_per_channel_default_41" -> "478 conv2d_47" [label="(1, 576, 7, 7)", style=solid]; +"472 features_11_block_1_0_weight_bias" -> "478 conv2d_47" [label="(576,)", style=solid]; +"473 scale_updated_constant31" -> "475 mul_tensor_31" [label="(576, 1, 1, 1)", style=solid]; +"474 compressed_weight_updated_constant31" -> "475 mul_tensor_31" [label="(576, 1, 5, 5)", style=solid]; +"475 mul_tensor_31" -> "477 sub_tensor_31" [label="(576, 1, 5, 5)", style=solid]; +"476 zero_point_updated_constant31" -> "477 sub_tensor_31" [label="(576, 1, 1, 1)", style=solid]; +"477 sub_tensor_31" -> "478 conv2d_47" [label="(576, 1, 5, 5)", style=solid]; +"478 conv2d_47" -> "479 hardswish__16" [label="(1, 576, 7, 7)", style=solid]; +"479 hardswish__16" -> "480 quantize_per_tensor_default_42" [label="(1, 576, 7, 7)", style=solid]; +"480 quantize_per_tensor_default_42" -> "481 dequantize_per_tensor_default_57" [label="(1, 576, 7, 7)", style=solid]; +"480 quantize_per_tensor_default_42" -> "482 dequantize_per_tensor_default_56" [label="(1, 576, 7, 7)", style=solid]; +"481 dequantize_per_tensor_default_57" -> "490 mul_8" [label="(1, 576, 7, 7)", style=solid]; +"482 dequantize_per_tensor_default_56" -> "483 adaptive_avg_pool2d_8" [label="(1, 576, 7, 7)", style=solid]; +"483 adaptive_avg_pool2d_8" -> "484 conv2d_48" [label="(1, 576, 1, 1)", style=solid]; +"484 conv2d_48" -> "485 relu_8" [label="(1, 144, 1, 1)", style=solid]; +"485 relu_8" -> "486 conv2d_49" [label="(1, 144, 1, 1)", style=solid]; +"486 conv2d_49" -> "487 hardsigmoid_8" [label="(1, 576, 1, 1)", style=solid]; +"487 hardsigmoid_8" -> "488 quantize_per_tensor_default_43" [label="(1, 576, 1, 1)", style=solid]; +"488 quantize_per_tensor_default_43" -> "489 dequantize_per_tensor_default_58" [label="(1, 576, 1, 1)", style=solid]; +"489 dequantize_per_tensor_default_58" -> "490 mul_8" [label="(1, 576, 1, 1)", style=solid]; +"490 mul_8" -> "491 quantize_per_tensor_default_44" [label="(1, 576, 7, 7)", style=solid]; +"491 quantize_per_tensor_default_44" -> "492 dequantize_per_tensor_default_59" [label="(1, 576, 7, 7)", style=solid]; +"492 dequantize_per_tensor_default_59" -> "499 conv2d_50" [label="(1, 576, 7, 7)", style=solid]; +"493 features_11_block_3_0_weight_bias" -> "499 conv2d_50" [label="(96,)", style=solid]; +"494 scale_updated_constant32" -> "496 mul_tensor_32" [label="(96, 1, 1, 1)", style=solid]; +"495 compressed_weight_updated_constant32" -> "496 mul_tensor_32" [label="(96, 576, 1, 1)", style=solid]; +"496 mul_tensor_32" -> "498 sub_tensor_32" [label="(96, 576, 1, 1)", style=solid]; +"497 zero_point_updated_constant32" -> "498 sub_tensor_32" [label="(96, 1, 1, 1)", style=solid]; +"498 sub_tensor_32" -> "499 conv2d_50" [label="(96, 576, 1, 1)", style=solid]; +"499 conv2d_50" -> "500 quantize_per_tensor_default_45" [label="(1, 96, 7, 7)", style=solid]; +"500 quantize_per_tensor_default_45" -> "501 dequantize_per_tensor_default_60" [label="(1, 96, 7, 7)", style=solid]; +"501 dequantize_per_tensor_default_60" -> "502 add__5" [label="(1, 96, 7, 7)", style=solid]; +"502 add__5" -> "503 quantize_per_tensor_default_46" [label="(1, 96, 7, 7)", style=solid]; +"503 quantize_per_tensor_default_46" -> "504 dequantize_per_tensor_default_61" [label="(1, 96, 7, 7)", style=solid]; +"504 dequantize_per_tensor_default_61" -> "511 conv2d_51" [label="(1, 96, 7, 7)", style=solid]; +"505 features_12_0_weight_bias" -> "511 conv2d_51" [label="(576,)", style=solid]; +"506 scale_updated_constant33" -> "508 mul_tensor_33" [label="(576, 1, 1, 1)", style=solid]; +"507 compressed_weight_updated_constant33" -> "508 mul_tensor_33" [label="(576, 96, 1, 1)", style=solid]; +"508 mul_tensor_33" -> "510 sub_tensor_33" [label="(576, 96, 1, 1)", style=solid]; +"509 zero_point_updated_constant33" -> "510 sub_tensor_33" [label="(576, 1, 1, 1)", style=solid]; +"510 sub_tensor_33" -> "511 conv2d_51" [label="(576, 96, 1, 1)", style=solid]; +"511 conv2d_51" -> "512 hardswish__17" [label="(1, 576, 7, 7)", style=solid]; +"512 hardswish__17" -> "513 quantize_per_tensor_default_47" [label="(1, 576, 7, 7)", style=solid]; +"513 quantize_per_tensor_default_47" -> "514 dequantize_per_tensor_default_62" [label="(1, 576, 7, 7)", style=solid]; +"514 dequantize_per_tensor_default_62" -> "515 adaptive_avg_pool2d_9" [label="(1, 576, 7, 7)", style=solid]; +"515 adaptive_avg_pool2d_9" -> "516 quantize_per_tensor_default_48" [label="(1, 576, 1, 1)", style=solid]; +"516 quantize_per_tensor_default_48" -> "517 dequantize_per_tensor_default_63" [label="(1, 576, 1, 1)", style=solid]; +"517 dequantize_per_tensor_default_63" -> "518 flatten" [label="(1, 576, 1, 1)", style=solid]; +"518 flatten" -> "524 linear" [label="(1, 576)", style=solid]; +"519 scale_updated_constant34" -> "521 mul_tensor_34" [label="(1024, 1)", style=solid]; +"520 compressed_weight_updated_constant34" -> "521 mul_tensor_34" [label="(1024, 576)", style=solid]; +"521 mul_tensor_34" -> "523 sub_tensor_34" [label="(1024, 576)", style=solid]; +"522 zero_point_updated_constant34" -> "523 sub_tensor_34" [label="(1024, 1)", style=solid]; +"523 sub_tensor_34" -> "524 linear" [label="(1024, 576)", style=solid]; +"524 linear" -> "525 hardswish__18" [label="(1, 1024)", style=solid]; +"525 hardswish__18" -> "526 quantize_per_tensor_default_49" [label="(1, 1024)", style=solid]; +"526 quantize_per_tensor_default_49" -> "527 dequantize_per_tensor_default_64" [label="(1, 1024)", style=solid]; +"527 dequantize_per_tensor_default_64" -> "528 dropout_" [label="(1, 1024)", style=solid]; +"528 dropout_" -> "534 linear_1" [label="(1, 1024)", style=solid]; "529 scale_updated_constant35" -> "531 mul_tensor_35" [label="(1000, 1)", style=solid]; "530 compressed_weight_updated_constant35" -> "531 mul_tensor_35" [label="(1000, 1024)", style=solid]; "531 mul_tensor_35" -> "533 sub_tensor_35" [label="(1000, 1024)", style=solid]; diff --git a/tests/torch/data/reference_graphs/fx/post_quantization_compressed/resnet18.dot b/tests/torch/data/reference_graphs/fx/post_quantization_compressed/resnet18.dot index 27ed6dbd832..d819ff3299e 100644 --- a/tests/torch/data/reference_graphs/fx/post_quantization_compressed/resnet18.dot +++ b/tests/torch/data/reference_graphs/fx/post_quantization_compressed/resnet18.dot @@ -1,241 +1,241 @@ strict digraph { -"0 x" [id=0, type=input]; -"1 quantize_per_tensor_default" [id=1, type=quantize_per_tensor]; -"2 dequantize_per_tensor_default" [id=2, type=dequantize_per_tensor]; -"3 conv1_weight_bias_0_0" [id=3, type=get_attr]; -"4 scale_updated_constant0" [id=4, type=get_attr]; -"5 compressed_weight_updated_constant0" [id=5, type=get_attr]; -"6 mul_tensor" [id=6, type=mul]; -"7 zero_point_updated_constant0" [id=7, type=get_attr]; -"8 sub_tensor" [id=8, type=sub]; -"9 conv2d" [id=9, type=conv2d]; -"10 relu_" [id=10, type=relu_]; -"11 quantize_per_tensor_default_1" [id=11, type=quantize_per_tensor]; -"12 dequantize_per_tensor_default_1" [id=12, type=dequantize_per_tensor]; -"13 max_pool2d" [id=13, type=max_pool2d]; -"14 layer1_0_conv1_weight_bias_0_0" [id=14, type=get_attr]; -"15 scale_updated_constant1" [id=15, type=get_attr]; -"16 compressed_weight_updated_constant1" [id=16, type=get_attr]; -"17 mul_tensor_1" [id=17, type=mul]; -"18 zero_point_updated_constant1" [id=18, type=get_attr]; -"19 sub_tensor_1" [id=19, type=sub]; -"20 conv2d_1" [id=20, type=conv2d]; -"21 relu__1" [id=21, type=relu_]; -"22 quantize_per_tensor_default_2" [id=22, type=quantize_per_tensor]; -"23 dequantize_per_tensor_default_2" [id=23, type=dequantize_per_tensor]; -"24 layer1_0_conv2_weight_bias_0_0" [id=24, type=get_attr]; -"25 scale_updated_constant2" [id=25, type=get_attr]; -"26 compressed_weight_updated_constant2" [id=26, type=get_attr]; -"27 mul_tensor_2" [id=27, type=mul]; -"28 zero_point_updated_constant2" [id=28, type=get_attr]; -"29 sub_tensor_2" [id=29, type=sub]; -"30 conv2d_2" [id=30, type=conv2d]; -"31 quantize_per_tensor_default_3" [id=31, type=quantize_per_tensor]; -"32 dequantize_per_tensor_default_3" [id=32, type=dequantize_per_tensor]; -"33 add_" [id=33, type=add_]; -"34 relu__2" [id=34, type=relu_]; -"35 quantize_per_tensor_default_4" [id=35, type=quantize_per_tensor]; -"36 dequantize_per_tensor_default_5" [id=36, type=dequantize_per_tensor]; -"37 dequantize_per_tensor_default_4" [id=37, type=dequantize_per_tensor]; -"38 layer1_1_conv1_weight_bias_0_0" [id=38, type=get_attr]; -"39 scale_updated_constant3" [id=39, type=get_attr]; -"40 compressed_weight_updated_constant3" [id=40, type=get_attr]; -"41 mul_tensor_3" [id=41, type=mul]; -"42 zero_point_updated_constant3" [id=42, type=get_attr]; -"43 sub_tensor_3" [id=43, type=sub]; -"44 conv2d_3" [id=44, type=conv2d]; -"45 relu__3" [id=45, type=relu_]; -"46 quantize_per_tensor_default_5" [id=46, type=quantize_per_tensor]; -"47 dequantize_per_tensor_default_6" [id=47, type=dequantize_per_tensor]; -"48 layer1_1_conv2_weight_bias_0_0" [id=48, type=get_attr]; -"49 scale_updated_constant4" [id=49, type=get_attr]; -"50 compressed_weight_updated_constant4" [id=50, type=get_attr]; -"51 mul_tensor_4" [id=51, type=mul]; -"52 zero_point_updated_constant4" [id=52, type=get_attr]; -"53 sub_tensor_4" [id=53, type=sub]; -"54 conv2d_4" [id=54, type=conv2d]; -"55 quantize_per_tensor_default_6" [id=55, type=quantize_per_tensor]; -"56 dequantize_per_tensor_default_7" [id=56, type=dequantize_per_tensor]; -"57 add__1" [id=57, type=add_]; -"58 relu__4" [id=58, type=relu_]; -"59 quantize_per_tensor_default_7" [id=59, type=quantize_per_tensor]; -"60 dequantize_per_tensor_default_9" [id=60, type=dequantize_per_tensor]; -"61 dequantize_per_tensor_default_8" [id=61, type=dequantize_per_tensor]; -"62 layer2_0_conv1_weight_bias_0_0" [id=62, type=get_attr]; -"63 scale_updated_constant5" [id=63, type=get_attr]; -"64 compressed_weight_updated_constant5" [id=64, type=get_attr]; -"65 mul_tensor_5" [id=65, type=mul]; -"66 zero_point_updated_constant5" [id=66, type=get_attr]; -"67 sub_tensor_5" [id=67, type=sub]; -"68 conv2d_5" [id=68, type=conv2d]; -"69 relu__5" [id=69, type=relu_]; -"70 quantize_per_tensor_default_8" [id=70, type=quantize_per_tensor]; -"71 dequantize_per_tensor_default_10" [id=71, type=dequantize_per_tensor]; -"72 layer2_0_conv2_weight_bias_0_0" [id=72, type=get_attr]; -"73 scale_updated_constant6" [id=73, type=get_attr]; -"74 compressed_weight_updated_constant6" [id=74, type=get_attr]; -"75 mul_tensor_6" [id=75, type=mul]; -"76 zero_point_updated_constant6" [id=76, type=get_attr]; -"77 sub_tensor_6" [id=77, type=sub]; -"78 conv2d_6" [id=78, type=conv2d]; -"79 quantize_per_tensor_default_9" [id=79, type=quantize_per_tensor]; -"80 dequantize_per_tensor_default_11" [id=80, type=dequantize_per_tensor]; -"81 layer2_0_downsample_0_weight_bias_0_0" [id=81, type=get_attr]; -"82 scale_updated_constant7" [id=82, type=get_attr]; -"83 compressed_weight_updated_constant7" [id=83, type=get_attr]; -"84 mul_tensor_7" [id=84, type=mul]; -"85 zero_point_updated_constant7" [id=85, type=get_attr]; -"86 sub_tensor_7" [id=86, type=sub]; -"87 conv2d_7" [id=87, type=conv2d]; -"88 quantize_per_tensor_default_10" [id=88, type=quantize_per_tensor]; -"89 dequantize_per_tensor_default_12" [id=89, type=dequantize_per_tensor]; -"90 add__2" [id=90, type=add_]; -"91 relu__6" [id=91, type=relu_]; -"92 quantize_per_tensor_default_11" [id=92, type=quantize_per_tensor]; -"93 dequantize_per_tensor_default_14" [id=93, type=dequantize_per_tensor]; -"94 dequantize_per_tensor_default_13" [id=94, type=dequantize_per_tensor]; -"95 layer2_1_conv1_weight_bias_0_0" [id=95, type=get_attr]; -"96 scale_updated_constant8" [id=96, type=get_attr]; -"97 compressed_weight_updated_constant8" [id=97, type=get_attr]; -"98 mul_tensor_8" [id=98, type=mul]; -"99 zero_point_updated_constant8" [id=99, type=get_attr]; -"100 sub_tensor_8" [id=100, type=sub]; -"101 conv2d_8" [id=101, type=conv2d]; -"102 relu__7" [id=102, type=relu_]; -"103 quantize_per_tensor_default_12" [id=103, type=quantize_per_tensor]; -"104 dequantize_per_tensor_default_15" [id=104, type=dequantize_per_tensor]; -"105 layer2_1_conv2_weight_bias_0_0" [id=105, type=get_attr]; -"106 scale_updated_constant9" [id=106, type=get_attr]; -"107 compressed_weight_updated_constant9" [id=107, type=get_attr]; -"108 mul_tensor_9" [id=108, type=mul]; -"109 zero_point_updated_constant9" [id=109, type=get_attr]; -"110 sub_tensor_9" [id=110, type=sub]; -"111 conv2d_9" [id=111, type=conv2d]; -"112 quantize_per_tensor_default_13" [id=112, type=quantize_per_tensor]; -"113 dequantize_per_tensor_default_16" [id=113, type=dequantize_per_tensor]; -"114 add__3" [id=114, type=add_]; -"115 relu__8" [id=115, type=relu_]; -"116 quantize_per_tensor_default_14" [id=116, type=quantize_per_tensor]; -"117 dequantize_per_tensor_default_18" [id=117, type=dequantize_per_tensor]; -"118 dequantize_per_tensor_default_17" [id=118, type=dequantize_per_tensor]; -"119 layer3_0_conv1_weight_bias_0_0" [id=119, type=get_attr]; -"120 scale_updated_constant10" [id=120, type=get_attr]; -"121 compressed_weight_updated_constant10" [id=121, type=get_attr]; -"122 mul_tensor_10" [id=122, type=mul]; -"123 zero_point_updated_constant10" [id=123, type=get_attr]; -"124 sub_tensor_10" [id=124, type=sub]; -"125 conv2d_10" [id=125, type=conv2d]; -"126 relu__9" [id=126, type=relu_]; -"127 quantize_per_tensor_default_15" [id=127, type=quantize_per_tensor]; -"128 dequantize_per_tensor_default_19" [id=128, type=dequantize_per_tensor]; -"129 layer3_0_conv2_weight_bias_0_0" [id=129, type=get_attr]; -"130 scale_updated_constant11" [id=130, type=get_attr]; -"131 compressed_weight_updated_constant11" [id=131, type=get_attr]; -"132 mul_tensor_11" [id=132, type=mul]; -"133 zero_point_updated_constant11" [id=133, type=get_attr]; -"134 sub_tensor_11" [id=134, type=sub]; -"135 conv2d_11" [id=135, type=conv2d]; -"136 quantize_per_tensor_default_16" [id=136, type=quantize_per_tensor]; -"137 dequantize_per_tensor_default_20" [id=137, type=dequantize_per_tensor]; -"138 layer3_0_downsample_0_weight_bias_0_0" [id=138, type=get_attr]; -"139 scale_updated_constant12" [id=139, type=get_attr]; -"140 compressed_weight_updated_constant12" [id=140, type=get_attr]; -"141 mul_tensor_12" [id=141, type=mul]; -"142 zero_point_updated_constant12" [id=142, type=get_attr]; -"143 sub_tensor_12" [id=143, type=sub]; -"144 conv2d_12" [id=144, type=conv2d]; -"145 quantize_per_tensor_default_17" [id=145, type=quantize_per_tensor]; -"146 dequantize_per_tensor_default_21" [id=146, type=dequantize_per_tensor]; -"147 add__4" [id=147, type=add_]; -"148 relu__10" [id=148, type=relu_]; -"149 quantize_per_tensor_default_18" [id=149, type=quantize_per_tensor]; -"150 dequantize_per_tensor_default_23" [id=150, type=dequantize_per_tensor]; -"151 dequantize_per_tensor_default_22" [id=151, type=dequantize_per_tensor]; -"152 layer3_1_conv1_weight_bias_0_0" [id=152, type=get_attr]; -"153 scale_updated_constant13" [id=153, type=get_attr]; -"154 compressed_weight_updated_constant13" [id=154, type=get_attr]; -"155 mul_tensor_13" [id=155, type=mul]; -"156 zero_point_updated_constant13" [id=156, type=get_attr]; -"157 sub_tensor_13" [id=157, type=sub]; -"158 conv2d_13" [id=158, type=conv2d]; -"159 relu__11" [id=159, type=relu_]; -"160 quantize_per_tensor_default_19" [id=160, type=quantize_per_tensor]; -"161 dequantize_per_tensor_default_24" [id=161, type=dequantize_per_tensor]; -"162 layer3_1_conv2_weight_bias_0_0" [id=162, type=get_attr]; -"163 scale_updated_constant14" [id=163, type=get_attr]; -"164 compressed_weight_updated_constant14" [id=164, type=get_attr]; -"165 mul_tensor_14" [id=165, type=mul]; -"166 zero_point_updated_constant14" [id=166, type=get_attr]; -"167 sub_tensor_14" [id=167, type=sub]; -"168 conv2d_14" [id=168, type=conv2d]; -"169 quantize_per_tensor_default_20" [id=169, type=quantize_per_tensor]; -"170 dequantize_per_tensor_default_25" [id=170, type=dequantize_per_tensor]; -"171 add__5" [id=171, type=add_]; -"172 relu__12" [id=172, type=relu_]; -"173 quantize_per_tensor_default_21" [id=173, type=quantize_per_tensor]; -"174 dequantize_per_tensor_default_27" [id=174, type=dequantize_per_tensor]; -"175 dequantize_per_tensor_default_26" [id=175, type=dequantize_per_tensor]; -"176 layer4_0_conv1_weight_bias_0_0" [id=176, type=get_attr]; -"177 scale_updated_constant15" [id=177, type=get_attr]; -"178 compressed_weight_updated_constant15" [id=178, type=get_attr]; -"179 mul_tensor_15" [id=179, type=mul]; -"180 zero_point_updated_constant15" [id=180, type=get_attr]; -"181 sub_tensor_15" [id=181, type=sub]; -"182 conv2d_15" [id=182, type=conv2d]; -"183 relu__13" [id=183, type=relu_]; -"184 quantize_per_tensor_default_22" [id=184, type=quantize_per_tensor]; -"185 dequantize_per_tensor_default_28" [id=185, type=dequantize_per_tensor]; -"186 layer4_0_conv2_weight_bias_0_0" [id=186, type=get_attr]; -"187 scale_updated_constant16" [id=187, type=get_attr]; -"188 compressed_weight_updated_constant16" [id=188, type=get_attr]; -"189 mul_tensor_16" [id=189, type=mul]; -"190 zero_point_updated_constant16" [id=190, type=get_attr]; -"191 sub_tensor_16" [id=191, type=sub]; -"192 conv2d_16" [id=192, type=conv2d]; -"193 quantize_per_tensor_default_23" [id=193, type=quantize_per_tensor]; -"194 dequantize_per_tensor_default_29" [id=194, type=dequantize_per_tensor]; -"195 layer4_0_downsample_0_weight_bias_0_0" [id=195, type=get_attr]; -"196 scale_updated_constant17" [id=196, type=get_attr]; -"197 compressed_weight_updated_constant17" [id=197, type=get_attr]; -"198 mul_tensor_17" [id=198, type=mul]; -"199 zero_point_updated_constant17" [id=199, type=get_attr]; -"200 sub_tensor_17" [id=200, type=sub]; -"201 conv2d_17" [id=201, type=conv2d]; -"202 quantize_per_tensor_default_24" [id=202, type=quantize_per_tensor]; -"203 dequantize_per_tensor_default_30" [id=203, type=dequantize_per_tensor]; -"204 add__6" [id=204, type=add_]; -"205 relu__14" [id=205, type=relu_]; -"206 quantize_per_tensor_default_25" [id=206, type=quantize_per_tensor]; -"207 dequantize_per_tensor_default_32" [id=207, type=dequantize_per_tensor]; -"208 dequantize_per_tensor_default_31" [id=208, type=dequantize_per_tensor]; -"209 layer4_1_conv1_weight_bias_0_0" [id=209, type=get_attr]; -"210 scale_updated_constant18" [id=210, type=get_attr]; -"211 compressed_weight_updated_constant18" [id=211, type=get_attr]; -"212 mul_tensor_18" [id=212, type=mul]; -"213 zero_point_updated_constant18" [id=213, type=get_attr]; -"214 sub_tensor_18" [id=214, type=sub]; -"215 conv2d_18" [id=215, type=conv2d]; -"216 relu__15" [id=216, type=relu_]; -"217 quantize_per_tensor_default_26" [id=217, type=quantize_per_tensor]; -"218 dequantize_per_tensor_default_33" [id=218, type=dequantize_per_tensor]; -"219 layer4_1_conv2_weight_bias_0_0" [id=219, type=get_attr]; -"220 scale_updated_constant19" [id=220, type=get_attr]; -"221 compressed_weight_updated_constant19" [id=221, type=get_attr]; -"222 mul_tensor_19" [id=222, type=mul]; -"223 zero_point_updated_constant19" [id=223, type=get_attr]; -"224 sub_tensor_19" [id=224, type=sub]; -"225 conv2d_19" [id=225, type=conv2d]; -"226 quantize_per_tensor_default_27" [id=226, type=quantize_per_tensor]; -"227 dequantize_per_tensor_default_34" [id=227, type=dequantize_per_tensor]; -"228 add__7" [id=228, type=add_]; -"229 relu__16" [id=229, type=relu_]; -"230 quantize_per_tensor_default_28" [id=230, type=quantize_per_tensor]; -"231 dequantize_per_tensor_default_35" [id=231, type=dequantize_per_tensor]; -"232 adaptive_avg_pool2d" [id=232, type=adaptive_avg_pool2d]; -"233 quantize_per_tensor_default_29" [id=233, type=quantize_per_tensor]; -"234 dequantize_per_tensor_default_36" [id=234, type=dequantize_per_tensor]; -"235 flatten" [id=235, type=flatten]; -"236 fc_bias_0_0" [id=236, type=get_attr]; +"0 fc_bias" [id=0, type=get_attr]; +"1 x" [id=1, type=input]; +"2 quantize_per_tensor_default" [id=2, type=quantize_per_tensor]; +"3 dequantize_per_tensor_default" [id=3, type=dequantize_per_tensor]; +"4 conv1_weight_bias" [id=4, type=get_attr]; +"5 scale_updated_constant0" [id=5, type=get_attr]; +"6 compressed_weight_updated_constant0" [id=6, type=get_attr]; +"7 mul_tensor" [id=7, type=mul]; +"8 zero_point_updated_constant0" [id=8, type=get_attr]; +"9 sub_tensor" [id=9, type=sub]; +"10 conv2d" [id=10, type=conv2d]; +"11 relu_" [id=11, type=relu_]; +"12 quantize_per_tensor_default_1" [id=12, type=quantize_per_tensor]; +"13 dequantize_per_tensor_default_1" [id=13, type=dequantize_per_tensor]; +"14 max_pool2d" [id=14, type=max_pool2d]; +"15 layer1_0_conv1_weight_bias" [id=15, type=get_attr]; +"16 scale_updated_constant1" [id=16, type=get_attr]; +"17 compressed_weight_updated_constant1" [id=17, type=get_attr]; +"18 mul_tensor_1" [id=18, type=mul]; +"19 zero_point_updated_constant1" [id=19, type=get_attr]; +"20 sub_tensor_1" [id=20, type=sub]; +"21 conv2d_1" [id=21, type=conv2d]; +"22 relu__1" [id=22, type=relu_]; +"23 quantize_per_tensor_default_2" [id=23, type=quantize_per_tensor]; +"24 dequantize_per_tensor_default_2" [id=24, type=dequantize_per_tensor]; +"25 layer1_0_conv2_weight_bias" [id=25, type=get_attr]; +"26 scale_updated_constant2" [id=26, type=get_attr]; +"27 compressed_weight_updated_constant2" [id=27, type=get_attr]; +"28 mul_tensor_2" [id=28, type=mul]; +"29 zero_point_updated_constant2" [id=29, type=get_attr]; +"30 sub_tensor_2" [id=30, type=sub]; +"31 conv2d_2" [id=31, type=conv2d]; +"32 quantize_per_tensor_default_3" [id=32, type=quantize_per_tensor]; +"33 dequantize_per_tensor_default_3" [id=33, type=dequantize_per_tensor]; +"34 add_" [id=34, type=add_]; +"35 relu__2" [id=35, type=relu_]; +"36 quantize_per_tensor_default_4" [id=36, type=quantize_per_tensor]; +"37 dequantize_per_tensor_default_5" [id=37, type=dequantize_per_tensor]; +"38 dequantize_per_tensor_default_4" [id=38, type=dequantize_per_tensor]; +"39 layer1_1_conv1_weight_bias" [id=39, type=get_attr]; +"40 scale_updated_constant3" [id=40, type=get_attr]; +"41 compressed_weight_updated_constant3" [id=41, type=get_attr]; +"42 mul_tensor_3" [id=42, type=mul]; +"43 zero_point_updated_constant3" [id=43, type=get_attr]; +"44 sub_tensor_3" [id=44, type=sub]; +"45 conv2d_3" [id=45, type=conv2d]; +"46 relu__3" [id=46, type=relu_]; +"47 quantize_per_tensor_default_5" [id=47, type=quantize_per_tensor]; +"48 dequantize_per_tensor_default_6" [id=48, type=dequantize_per_tensor]; +"49 layer1_1_conv2_weight_bias" [id=49, type=get_attr]; +"50 scale_updated_constant4" [id=50, type=get_attr]; +"51 compressed_weight_updated_constant4" [id=51, type=get_attr]; +"52 mul_tensor_4" [id=52, type=mul]; +"53 zero_point_updated_constant4" [id=53, type=get_attr]; +"54 sub_tensor_4" [id=54, type=sub]; +"55 conv2d_4" [id=55, type=conv2d]; +"56 quantize_per_tensor_default_6" [id=56, type=quantize_per_tensor]; +"57 dequantize_per_tensor_default_7" [id=57, type=dequantize_per_tensor]; +"58 add__1" [id=58, type=add_]; +"59 relu__4" [id=59, type=relu_]; +"60 quantize_per_tensor_default_7" [id=60, type=quantize_per_tensor]; +"61 dequantize_per_tensor_default_9" [id=61, type=dequantize_per_tensor]; +"62 dequantize_per_tensor_default_8" [id=62, type=dequantize_per_tensor]; +"63 layer2_0_conv1_weight_bias" [id=63, type=get_attr]; +"64 scale_updated_constant5" [id=64, type=get_attr]; +"65 compressed_weight_updated_constant5" [id=65, type=get_attr]; +"66 mul_tensor_5" [id=66, type=mul]; +"67 zero_point_updated_constant5" [id=67, type=get_attr]; +"68 sub_tensor_5" [id=68, type=sub]; +"69 conv2d_5" [id=69, type=conv2d]; +"70 relu__5" [id=70, type=relu_]; +"71 quantize_per_tensor_default_8" [id=71, type=quantize_per_tensor]; +"72 dequantize_per_tensor_default_10" [id=72, type=dequantize_per_tensor]; +"73 layer2_0_conv2_weight_bias" [id=73, type=get_attr]; +"74 scale_updated_constant6" [id=74, type=get_attr]; +"75 compressed_weight_updated_constant6" [id=75, type=get_attr]; +"76 mul_tensor_6" [id=76, type=mul]; +"77 zero_point_updated_constant6" [id=77, type=get_attr]; +"78 sub_tensor_6" [id=78, type=sub]; +"79 conv2d_6" [id=79, type=conv2d]; +"80 quantize_per_tensor_default_9" [id=80, type=quantize_per_tensor]; +"81 dequantize_per_tensor_default_11" [id=81, type=dequantize_per_tensor]; +"82 layer2_0_downsample_0_weight_bias" [id=82, type=get_attr]; +"83 scale_updated_constant7" [id=83, type=get_attr]; +"84 compressed_weight_updated_constant7" [id=84, type=get_attr]; +"85 mul_tensor_7" [id=85, type=mul]; +"86 zero_point_updated_constant7" [id=86, type=get_attr]; +"87 sub_tensor_7" [id=87, type=sub]; +"88 conv2d_7" [id=88, type=conv2d]; +"89 quantize_per_tensor_default_10" [id=89, type=quantize_per_tensor]; +"90 dequantize_per_tensor_default_12" [id=90, type=dequantize_per_tensor]; +"91 add__2" [id=91, type=add_]; +"92 relu__6" [id=92, type=relu_]; +"93 quantize_per_tensor_default_11" [id=93, type=quantize_per_tensor]; +"94 dequantize_per_tensor_default_14" [id=94, type=dequantize_per_tensor]; +"95 dequantize_per_tensor_default_13" [id=95, type=dequantize_per_tensor]; +"96 layer2_1_conv1_weight_bias" [id=96, type=get_attr]; +"97 scale_updated_constant8" [id=97, type=get_attr]; +"98 compressed_weight_updated_constant8" [id=98, type=get_attr]; +"99 mul_tensor_8" [id=99, type=mul]; +"100 zero_point_updated_constant8" [id=100, type=get_attr]; +"101 sub_tensor_8" [id=101, type=sub]; +"102 conv2d_8" [id=102, type=conv2d]; +"103 relu__7" [id=103, type=relu_]; +"104 quantize_per_tensor_default_12" [id=104, type=quantize_per_tensor]; +"105 dequantize_per_tensor_default_15" [id=105, type=dequantize_per_tensor]; +"106 layer2_1_conv2_weight_bias" [id=106, type=get_attr]; +"107 scale_updated_constant9" [id=107, type=get_attr]; +"108 compressed_weight_updated_constant9" [id=108, type=get_attr]; +"109 mul_tensor_9" [id=109, type=mul]; +"110 zero_point_updated_constant9" [id=110, type=get_attr]; +"111 sub_tensor_9" [id=111, type=sub]; +"112 conv2d_9" [id=112, type=conv2d]; +"113 quantize_per_tensor_default_13" [id=113, type=quantize_per_tensor]; +"114 dequantize_per_tensor_default_16" [id=114, type=dequantize_per_tensor]; +"115 add__3" [id=115, type=add_]; +"116 relu__8" [id=116, type=relu_]; +"117 quantize_per_tensor_default_14" [id=117, type=quantize_per_tensor]; +"118 dequantize_per_tensor_default_18" [id=118, type=dequantize_per_tensor]; +"119 dequantize_per_tensor_default_17" [id=119, type=dequantize_per_tensor]; +"120 layer3_0_conv1_weight_bias" [id=120, type=get_attr]; +"121 scale_updated_constant10" [id=121, type=get_attr]; +"122 compressed_weight_updated_constant10" [id=122, type=get_attr]; +"123 mul_tensor_10" [id=123, type=mul]; +"124 zero_point_updated_constant10" [id=124, type=get_attr]; +"125 sub_tensor_10" [id=125, type=sub]; +"126 conv2d_10" [id=126, type=conv2d]; +"127 relu__9" [id=127, type=relu_]; +"128 quantize_per_tensor_default_15" [id=128, type=quantize_per_tensor]; +"129 dequantize_per_tensor_default_19" [id=129, type=dequantize_per_tensor]; +"130 layer3_0_conv2_weight_bias" [id=130, type=get_attr]; +"131 scale_updated_constant11" [id=131, type=get_attr]; +"132 compressed_weight_updated_constant11" [id=132, type=get_attr]; +"133 mul_tensor_11" [id=133, type=mul]; +"134 zero_point_updated_constant11" [id=134, type=get_attr]; +"135 sub_tensor_11" [id=135, type=sub]; +"136 conv2d_11" [id=136, type=conv2d]; +"137 quantize_per_tensor_default_16" [id=137, type=quantize_per_tensor]; +"138 dequantize_per_tensor_default_20" [id=138, type=dequantize_per_tensor]; +"139 layer3_0_downsample_0_weight_bias" [id=139, type=get_attr]; +"140 scale_updated_constant12" [id=140, type=get_attr]; +"141 compressed_weight_updated_constant12" [id=141, type=get_attr]; +"142 mul_tensor_12" [id=142, type=mul]; +"143 zero_point_updated_constant12" [id=143, type=get_attr]; +"144 sub_tensor_12" [id=144, type=sub]; +"145 conv2d_12" [id=145, type=conv2d]; +"146 quantize_per_tensor_default_17" [id=146, type=quantize_per_tensor]; +"147 dequantize_per_tensor_default_21" [id=147, type=dequantize_per_tensor]; +"148 add__4" [id=148, type=add_]; +"149 relu__10" [id=149, type=relu_]; +"150 quantize_per_tensor_default_18" [id=150, type=quantize_per_tensor]; +"151 dequantize_per_tensor_default_23" [id=151, type=dequantize_per_tensor]; +"152 dequantize_per_tensor_default_22" [id=152, type=dequantize_per_tensor]; +"153 layer3_1_conv1_weight_bias" [id=153, type=get_attr]; +"154 scale_updated_constant13" [id=154, type=get_attr]; +"155 compressed_weight_updated_constant13" [id=155, type=get_attr]; +"156 mul_tensor_13" [id=156, type=mul]; +"157 zero_point_updated_constant13" [id=157, type=get_attr]; +"158 sub_tensor_13" [id=158, type=sub]; +"159 conv2d_13" [id=159, type=conv2d]; +"160 relu__11" [id=160, type=relu_]; +"161 quantize_per_tensor_default_19" [id=161, type=quantize_per_tensor]; +"162 dequantize_per_tensor_default_24" [id=162, type=dequantize_per_tensor]; +"163 layer3_1_conv2_weight_bias" [id=163, type=get_attr]; +"164 scale_updated_constant14" [id=164, type=get_attr]; +"165 compressed_weight_updated_constant14" [id=165, type=get_attr]; +"166 mul_tensor_14" [id=166, type=mul]; +"167 zero_point_updated_constant14" [id=167, type=get_attr]; +"168 sub_tensor_14" [id=168, type=sub]; +"169 conv2d_14" [id=169, type=conv2d]; +"170 quantize_per_tensor_default_20" [id=170, type=quantize_per_tensor]; +"171 dequantize_per_tensor_default_25" [id=171, type=dequantize_per_tensor]; +"172 add__5" [id=172, type=add_]; +"173 relu__12" [id=173, type=relu_]; +"174 quantize_per_tensor_default_21" [id=174, type=quantize_per_tensor]; +"175 dequantize_per_tensor_default_27" [id=175, type=dequantize_per_tensor]; +"176 dequantize_per_tensor_default_26" [id=176, type=dequantize_per_tensor]; +"177 layer4_0_conv1_weight_bias" [id=177, type=get_attr]; +"178 scale_updated_constant15" [id=178, type=get_attr]; +"179 compressed_weight_updated_constant15" [id=179, type=get_attr]; +"180 mul_tensor_15" [id=180, type=mul]; +"181 zero_point_updated_constant15" [id=181, type=get_attr]; +"182 sub_tensor_15" [id=182, type=sub]; +"183 conv2d_15" [id=183, type=conv2d]; +"184 relu__13" [id=184, type=relu_]; +"185 quantize_per_tensor_default_22" [id=185, type=quantize_per_tensor]; +"186 dequantize_per_tensor_default_28" [id=186, type=dequantize_per_tensor]; +"187 layer4_0_conv2_weight_bias" [id=187, type=get_attr]; +"188 scale_updated_constant16" [id=188, type=get_attr]; +"189 compressed_weight_updated_constant16" [id=189, type=get_attr]; +"190 mul_tensor_16" [id=190, type=mul]; +"191 zero_point_updated_constant16" [id=191, type=get_attr]; +"192 sub_tensor_16" [id=192, type=sub]; +"193 conv2d_16" [id=193, type=conv2d]; +"194 quantize_per_tensor_default_23" [id=194, type=quantize_per_tensor]; +"195 dequantize_per_tensor_default_29" [id=195, type=dequantize_per_tensor]; +"196 layer4_0_downsample_0_weight_bias" [id=196, type=get_attr]; +"197 scale_updated_constant17" [id=197, type=get_attr]; +"198 compressed_weight_updated_constant17" [id=198, type=get_attr]; +"199 mul_tensor_17" [id=199, type=mul]; +"200 zero_point_updated_constant17" [id=200, type=get_attr]; +"201 sub_tensor_17" [id=201, type=sub]; +"202 conv2d_17" [id=202, type=conv2d]; +"203 quantize_per_tensor_default_24" [id=203, type=quantize_per_tensor]; +"204 dequantize_per_tensor_default_30" [id=204, type=dequantize_per_tensor]; +"205 add__6" [id=205, type=add_]; +"206 relu__14" [id=206, type=relu_]; +"207 quantize_per_tensor_default_25" [id=207, type=quantize_per_tensor]; +"208 dequantize_per_tensor_default_32" [id=208, type=dequantize_per_tensor]; +"209 dequantize_per_tensor_default_31" [id=209, type=dequantize_per_tensor]; +"210 layer4_1_conv1_weight_bias" [id=210, type=get_attr]; +"211 scale_updated_constant18" [id=211, type=get_attr]; +"212 compressed_weight_updated_constant18" [id=212, type=get_attr]; +"213 mul_tensor_18" [id=213, type=mul]; +"214 zero_point_updated_constant18" [id=214, type=get_attr]; +"215 sub_tensor_18" [id=215, type=sub]; +"216 conv2d_18" [id=216, type=conv2d]; +"217 relu__15" [id=217, type=relu_]; +"218 quantize_per_tensor_default_26" [id=218, type=quantize_per_tensor]; +"219 dequantize_per_tensor_default_33" [id=219, type=dequantize_per_tensor]; +"220 layer4_1_conv2_weight_bias" [id=220, type=get_attr]; +"221 scale_updated_constant19" [id=221, type=get_attr]; +"222 compressed_weight_updated_constant19" [id=222, type=get_attr]; +"223 mul_tensor_19" [id=223, type=mul]; +"224 zero_point_updated_constant19" [id=224, type=get_attr]; +"225 sub_tensor_19" [id=225, type=sub]; +"226 conv2d_19" [id=226, type=conv2d]; +"227 quantize_per_tensor_default_27" [id=227, type=quantize_per_tensor]; +"228 dequantize_per_tensor_default_34" [id=228, type=dequantize_per_tensor]; +"229 add__7" [id=229, type=add_]; +"230 relu__16" [id=230, type=relu_]; +"231 quantize_per_tensor_default_28" [id=231, type=quantize_per_tensor]; +"232 dequantize_per_tensor_default_35" [id=232, type=dequantize_per_tensor]; +"233 adaptive_avg_pool2d" [id=233, type=adaptive_avg_pool2d]; +"234 quantize_per_tensor_default_29" [id=234, type=quantize_per_tensor]; +"235 dequantize_per_tensor_default_36" [id=235, type=dequantize_per_tensor]; +"236 flatten" [id=236, type=flatten]; "237 scale_updated_constant20" [id=237, type=get_attr]; "238 compressed_weight_updated_constant20" [id=238, type=get_attr]; "239 mul_tensor_20" [id=239, type=mul]; @@ -243,251 +243,251 @@ strict digraph { "241 sub_tensor_20" [id=241, type=sub]; "242 linear" [id=242, type=linear]; "243 output" [id=243, type=output]; -"0 x" -> "1 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; -"1 quantize_per_tensor_default" -> "2 dequantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; -"2 dequantize_per_tensor_default" -> "9 conv2d" [label="(1, 3, 224, 224)", style=solid]; -"3 conv1_weight_bias_0_0" -> "9 conv2d" [label="(64,)", style=solid]; -"4 scale_updated_constant0" -> "6 mul_tensor" [label="(64, 1, 1, 1)", style=solid]; -"5 compressed_weight_updated_constant0" -> "6 mul_tensor" [label="(64, 3, 7, 7)", style=solid]; -"6 mul_tensor" -> "8 sub_tensor" [label="(64, 3, 7, 7)", style=solid]; -"7 zero_point_updated_constant0" -> "8 sub_tensor" [label="(64, 1, 1, 1)", style=solid]; -"8 sub_tensor" -> "9 conv2d" [label="(64, 3, 7, 7)", style=solid]; -"9 conv2d" -> "10 relu_" [label="(1, 64, 112, 112)", style=solid]; -"10 relu_" -> "11 quantize_per_tensor_default_1" [label="(1, 64, 112, 112)", style=solid]; -"11 quantize_per_tensor_default_1" -> "12 dequantize_per_tensor_default_1" [label="(1, 64, 112, 112)", style=solid]; -"12 dequantize_per_tensor_default_1" -> "13 max_pool2d" [label="(1, 64, 112, 112)", style=solid]; -"13 max_pool2d" -> "20 conv2d_1" [label="(1, 64, 56, 56)", style=solid]; -"13 max_pool2d" -> "33 add_" [label="(1, 64, 56, 56)", style=solid]; -"14 layer1_0_conv1_weight_bias_0_0" -> "20 conv2d_1" [label="(64,)", style=solid]; -"15 scale_updated_constant1" -> "17 mul_tensor_1" [label="(64, 1, 1, 1)", style=solid]; -"16 compressed_weight_updated_constant1" -> "17 mul_tensor_1" [label="(64, 64, 3, 3)", style=solid]; -"17 mul_tensor_1" -> "19 sub_tensor_1" [label="(64, 64, 3, 3)", style=solid]; -"18 zero_point_updated_constant1" -> "19 sub_tensor_1" [label="(64, 1, 1, 1)", style=solid]; -"19 sub_tensor_1" -> "20 conv2d_1" [label="(64, 64, 3, 3)", style=solid]; -"20 conv2d_1" -> "21 relu__1" [label="(1, 64, 56, 56)", style=solid]; -"21 relu__1" -> "22 quantize_per_tensor_default_2" [label="(1, 64, 56, 56)", style=solid]; -"22 quantize_per_tensor_default_2" -> "23 dequantize_per_tensor_default_2" [label="(1, 64, 56, 56)", style=solid]; -"23 dequantize_per_tensor_default_2" -> "30 conv2d_2" [label="(1, 64, 56, 56)", style=solid]; -"24 layer1_0_conv2_weight_bias_0_0" -> "30 conv2d_2" [label="(64,)", style=solid]; -"25 scale_updated_constant2" -> "27 mul_tensor_2" [label="(64, 1, 1, 1)", style=solid]; -"26 compressed_weight_updated_constant2" -> "27 mul_tensor_2" [label="(64, 64, 3, 3)", style=solid]; -"27 mul_tensor_2" -> "29 sub_tensor_2" [label="(64, 64, 3, 3)", style=solid]; -"28 zero_point_updated_constant2" -> "29 sub_tensor_2" [label="(64, 1, 1, 1)", style=solid]; -"29 sub_tensor_2" -> "30 conv2d_2" [label="(64, 64, 3, 3)", style=solid]; -"30 conv2d_2" -> "31 quantize_per_tensor_default_3" [label="(1, 64, 56, 56)", style=solid]; -"31 quantize_per_tensor_default_3" -> "32 dequantize_per_tensor_default_3" [label="(1, 64, 56, 56)", style=solid]; -"32 dequantize_per_tensor_default_3" -> "33 add_" [label="(1, 64, 56, 56)", style=solid]; -"33 add_" -> "34 relu__2" [label="(1, 64, 56, 56)", style=solid]; -"34 relu__2" -> "35 quantize_per_tensor_default_4" [label="(1, 64, 56, 56)", style=solid]; -"35 quantize_per_tensor_default_4" -> "36 dequantize_per_tensor_default_5" [label="(1, 64, 56, 56)", style=solid]; -"35 quantize_per_tensor_default_4" -> "37 dequantize_per_tensor_default_4" [label="(1, 64, 56, 56)", style=solid]; -"36 dequantize_per_tensor_default_5" -> "57 add__1" [label="(1, 64, 56, 56)", style=solid]; -"37 dequantize_per_tensor_default_4" -> "44 conv2d_3" [label="(1, 64, 56, 56)", style=solid]; -"38 layer1_1_conv1_weight_bias_0_0" -> "44 conv2d_3" [label="(64,)", style=solid]; -"39 scale_updated_constant3" -> "41 mul_tensor_3" [label="(64, 1, 1, 1)", style=solid]; -"40 compressed_weight_updated_constant3" -> "41 mul_tensor_3" [label="(64, 64, 3, 3)", style=solid]; -"41 mul_tensor_3" -> "43 sub_tensor_3" [label="(64, 64, 3, 3)", style=solid]; -"42 zero_point_updated_constant3" -> "43 sub_tensor_3" [label="(64, 1, 1, 1)", style=solid]; -"43 sub_tensor_3" -> "44 conv2d_3" [label="(64, 64, 3, 3)", style=solid]; -"44 conv2d_3" -> "45 relu__3" [label="(1, 64, 56, 56)", style=solid]; -"45 relu__3" -> "46 quantize_per_tensor_default_5" [label="(1, 64, 56, 56)", style=solid]; -"46 quantize_per_tensor_default_5" -> "47 dequantize_per_tensor_default_6" [label="(1, 64, 56, 56)", style=solid]; -"47 dequantize_per_tensor_default_6" -> "54 conv2d_4" [label="(1, 64, 56, 56)", style=solid]; -"48 layer1_1_conv2_weight_bias_0_0" -> "54 conv2d_4" [label="(64,)", style=solid]; -"49 scale_updated_constant4" -> "51 mul_tensor_4" [label="(64, 1, 1, 1)", style=solid]; -"50 compressed_weight_updated_constant4" -> "51 mul_tensor_4" [label="(64, 64, 3, 3)", style=solid]; -"51 mul_tensor_4" -> "53 sub_tensor_4" [label="(64, 64, 3, 3)", style=solid]; -"52 zero_point_updated_constant4" -> "53 sub_tensor_4" [label="(64, 1, 1, 1)", style=solid]; -"53 sub_tensor_4" -> "54 conv2d_4" [label="(64, 64, 3, 3)", style=solid]; -"54 conv2d_4" -> "55 quantize_per_tensor_default_6" [label="(1, 64, 56, 56)", style=solid]; -"55 quantize_per_tensor_default_6" -> "56 dequantize_per_tensor_default_7" [label="(1, 64, 56, 56)", style=solid]; -"56 dequantize_per_tensor_default_7" -> "57 add__1" [label="(1, 64, 56, 56)", style=solid]; -"57 add__1" -> "58 relu__4" [label="(1, 64, 56, 56)", style=solid]; -"58 relu__4" -> "59 quantize_per_tensor_default_7" [label="(1, 64, 56, 56)", style=solid]; -"59 quantize_per_tensor_default_7" -> "60 dequantize_per_tensor_default_9" [label="(1, 64, 56, 56)", style=solid]; -"59 quantize_per_tensor_default_7" -> "61 dequantize_per_tensor_default_8" [label="(1, 64, 56, 56)", style=solid]; -"60 dequantize_per_tensor_default_9" -> "87 conv2d_7" [label="(1, 64, 56, 56)", style=solid]; -"61 dequantize_per_tensor_default_8" -> "68 conv2d_5" [label="(1, 64, 56, 56)", style=solid]; -"62 layer2_0_conv1_weight_bias_0_0" -> "68 conv2d_5" [label="(128,)", style=solid]; -"63 scale_updated_constant5" -> "65 mul_tensor_5" [label="(128, 1, 1, 1)", style=solid]; -"64 compressed_weight_updated_constant5" -> "65 mul_tensor_5" [label="(128, 64, 3, 3)", style=solid]; -"65 mul_tensor_5" -> "67 sub_tensor_5" [label="(128, 64, 3, 3)", style=solid]; -"66 zero_point_updated_constant5" -> "67 sub_tensor_5" [label="(128, 1, 1, 1)", style=solid]; -"67 sub_tensor_5" -> "68 conv2d_5" [label="(128, 64, 3, 3)", style=solid]; -"68 conv2d_5" -> "69 relu__5" [label="(1, 128, 28, 28)", style=solid]; -"69 relu__5" -> "70 quantize_per_tensor_default_8" [label="(1, 128, 28, 28)", style=solid]; -"70 quantize_per_tensor_default_8" -> "71 dequantize_per_tensor_default_10" [label="(1, 128, 28, 28)", style=solid]; -"71 dequantize_per_tensor_default_10" -> "78 conv2d_6" [label="(1, 128, 28, 28)", style=solid]; -"72 layer2_0_conv2_weight_bias_0_0" -> "78 conv2d_6" [label="(128,)", style=solid]; -"73 scale_updated_constant6" -> "75 mul_tensor_6" [label="(128, 1, 1, 1)", style=solid]; -"74 compressed_weight_updated_constant6" -> "75 mul_tensor_6" [label="(128, 128, 3, 3)", style=solid]; -"75 mul_tensor_6" -> "77 sub_tensor_6" [label="(128, 128, 3, 3)", style=solid]; -"76 zero_point_updated_constant6" -> "77 sub_tensor_6" [label="(128, 1, 1, 1)", style=solid]; -"77 sub_tensor_6" -> "78 conv2d_6" [label="(128, 128, 3, 3)", style=solid]; -"78 conv2d_6" -> "79 quantize_per_tensor_default_9" [label="(1, 128, 28, 28)", style=solid]; -"79 quantize_per_tensor_default_9" -> "80 dequantize_per_tensor_default_11" [label="(1, 128, 28, 28)", style=solid]; -"80 dequantize_per_tensor_default_11" -> "90 add__2" [label="(1, 128, 28, 28)", style=solid]; -"81 layer2_0_downsample_0_weight_bias_0_0" -> "87 conv2d_7" [label="(128,)", style=solid]; -"82 scale_updated_constant7" -> "84 mul_tensor_7" [label="(128, 1, 1, 1)", style=solid]; -"83 compressed_weight_updated_constant7" -> "84 mul_tensor_7" [label="(128, 64, 1, 1)", style=solid]; -"84 mul_tensor_7" -> "86 sub_tensor_7" [label="(128, 64, 1, 1)", style=solid]; -"85 zero_point_updated_constant7" -> "86 sub_tensor_7" [label="(128, 1, 1, 1)", style=solid]; -"86 sub_tensor_7" -> "87 conv2d_7" [label="(128, 64, 1, 1)", style=solid]; -"87 conv2d_7" -> "88 quantize_per_tensor_default_10" [label="(1, 128, 28, 28)", style=solid]; -"88 quantize_per_tensor_default_10" -> "89 dequantize_per_tensor_default_12" [label="(1, 128, 28, 28)", style=solid]; -"89 dequantize_per_tensor_default_12" -> "90 add__2" [label="(1, 128, 28, 28)", style=solid]; -"90 add__2" -> "91 relu__6" [label="(1, 128, 28, 28)", style=solid]; -"91 relu__6" -> "92 quantize_per_tensor_default_11" [label="(1, 128, 28, 28)", style=solid]; -"92 quantize_per_tensor_default_11" -> "93 dequantize_per_tensor_default_14" [label="(1, 128, 28, 28)", style=solid]; -"92 quantize_per_tensor_default_11" -> "94 dequantize_per_tensor_default_13" [label="(1, 128, 28, 28)", style=solid]; -"93 dequantize_per_tensor_default_14" -> "114 add__3" [label="(1, 128, 28, 28)", style=solid]; -"94 dequantize_per_tensor_default_13" -> "101 conv2d_8" [label="(1, 128, 28, 28)", style=solid]; -"95 layer2_1_conv1_weight_bias_0_0" -> "101 conv2d_8" [label="(128,)", style=solid]; -"96 scale_updated_constant8" -> "98 mul_tensor_8" [label="(128, 1, 1, 1)", style=solid]; -"97 compressed_weight_updated_constant8" -> "98 mul_tensor_8" [label="(128, 128, 3, 3)", style=solid]; -"98 mul_tensor_8" -> "100 sub_tensor_8" [label="(128, 128, 3, 3)", style=solid]; -"99 zero_point_updated_constant8" -> "100 sub_tensor_8" [label="(128, 1, 1, 1)", style=solid]; -"100 sub_tensor_8" -> "101 conv2d_8" [label="(128, 128, 3, 3)", style=solid]; -"101 conv2d_8" -> "102 relu__7" [label="(1, 128, 28, 28)", style=solid]; -"102 relu__7" -> "103 quantize_per_tensor_default_12" [label="(1, 128, 28, 28)", style=solid]; -"103 quantize_per_tensor_default_12" -> "104 dequantize_per_tensor_default_15" [label="(1, 128, 28, 28)", style=solid]; -"104 dequantize_per_tensor_default_15" -> "111 conv2d_9" [label="(1, 128, 28, 28)", style=solid]; -"105 layer2_1_conv2_weight_bias_0_0" -> "111 conv2d_9" [label="(128,)", style=solid]; -"106 scale_updated_constant9" -> "108 mul_tensor_9" [label="(128, 1, 1, 1)", style=solid]; -"107 compressed_weight_updated_constant9" -> "108 mul_tensor_9" [label="(128, 128, 3, 3)", style=solid]; -"108 mul_tensor_9" -> "110 sub_tensor_9" [label="(128, 128, 3, 3)", style=solid]; -"109 zero_point_updated_constant9" -> "110 sub_tensor_9" [label="(128, 1, 1, 1)", style=solid]; -"110 sub_tensor_9" -> "111 conv2d_9" [label="(128, 128, 3, 3)", style=solid]; -"111 conv2d_9" -> "112 quantize_per_tensor_default_13" [label="(1, 128, 28, 28)", style=solid]; -"112 quantize_per_tensor_default_13" -> "113 dequantize_per_tensor_default_16" [label="(1, 128, 28, 28)", style=solid]; -"113 dequantize_per_tensor_default_16" -> "114 add__3" [label="(1, 128, 28, 28)", style=solid]; -"114 add__3" -> "115 relu__8" [label="(1, 128, 28, 28)", style=solid]; -"115 relu__8" -> "116 quantize_per_tensor_default_14" [label="(1, 128, 28, 28)", style=solid]; -"116 quantize_per_tensor_default_14" -> "117 dequantize_per_tensor_default_18" [label="(1, 128, 28, 28)", style=solid]; -"116 quantize_per_tensor_default_14" -> "118 dequantize_per_tensor_default_17" [label="(1, 128, 28, 28)", style=solid]; -"117 dequantize_per_tensor_default_18" -> "144 conv2d_12" [label="(1, 128, 28, 28)", style=solid]; -"118 dequantize_per_tensor_default_17" -> "125 conv2d_10" [label="(1, 128, 28, 28)", style=solid]; -"119 layer3_0_conv1_weight_bias_0_0" -> "125 conv2d_10" [label="(256,)", style=solid]; -"120 scale_updated_constant10" -> "122 mul_tensor_10" [label="(256, 1, 1, 1)", style=solid]; -"121 compressed_weight_updated_constant10" -> "122 mul_tensor_10" [label="(256, 128, 3, 3)", style=solid]; -"122 mul_tensor_10" -> "124 sub_tensor_10" [label="(256, 128, 3, 3)", style=solid]; -"123 zero_point_updated_constant10" -> "124 sub_tensor_10" [label="(256, 1, 1, 1)", style=solid]; -"124 sub_tensor_10" -> "125 conv2d_10" [label="(256, 128, 3, 3)", style=solid]; -"125 conv2d_10" -> "126 relu__9" [label="(1, 256, 14, 14)", style=solid]; -"126 relu__9" -> "127 quantize_per_tensor_default_15" [label="(1, 256, 14, 14)", style=solid]; -"127 quantize_per_tensor_default_15" -> "128 dequantize_per_tensor_default_19" [label="(1, 256, 14, 14)", style=solid]; -"128 dequantize_per_tensor_default_19" -> "135 conv2d_11" [label="(1, 256, 14, 14)", style=solid]; -"129 layer3_0_conv2_weight_bias_0_0" -> "135 conv2d_11" [label="(256,)", style=solid]; -"130 scale_updated_constant11" -> "132 mul_tensor_11" [label="(256, 1, 1, 1)", style=solid]; -"131 compressed_weight_updated_constant11" -> "132 mul_tensor_11" [label="(256, 256, 3, 3)", style=solid]; -"132 mul_tensor_11" -> "134 sub_tensor_11" [label="(256, 256, 3, 3)", style=solid]; -"133 zero_point_updated_constant11" -> "134 sub_tensor_11" [label="(256, 1, 1, 1)", style=solid]; -"134 sub_tensor_11" -> "135 conv2d_11" [label="(256, 256, 3, 3)", style=solid]; -"135 conv2d_11" -> "136 quantize_per_tensor_default_16" [label="(1, 256, 14, 14)", style=solid]; -"136 quantize_per_tensor_default_16" -> "137 dequantize_per_tensor_default_20" [label="(1, 256, 14, 14)", style=solid]; -"137 dequantize_per_tensor_default_20" -> "147 add__4" [label="(1, 256, 14, 14)", style=solid]; -"138 layer3_0_downsample_0_weight_bias_0_0" -> "144 conv2d_12" [label="(256,)", style=solid]; -"139 scale_updated_constant12" -> "141 mul_tensor_12" [label="(256, 1, 1, 1)", style=solid]; -"140 compressed_weight_updated_constant12" -> "141 mul_tensor_12" [label="(256, 128, 1, 1)", style=solid]; -"141 mul_tensor_12" -> "143 sub_tensor_12" [label="(256, 128, 1, 1)", style=solid]; -"142 zero_point_updated_constant12" -> "143 sub_tensor_12" [label="(256, 1, 1, 1)", style=solid]; -"143 sub_tensor_12" -> "144 conv2d_12" [label="(256, 128, 1, 1)", style=solid]; -"144 conv2d_12" -> "145 quantize_per_tensor_default_17" [label="(1, 256, 14, 14)", style=solid]; -"145 quantize_per_tensor_default_17" -> "146 dequantize_per_tensor_default_21" [label="(1, 256, 14, 14)", style=solid]; -"146 dequantize_per_tensor_default_21" -> "147 add__4" [label="(1, 256, 14, 14)", style=solid]; -"147 add__4" -> "148 relu__10" [label="(1, 256, 14, 14)", style=solid]; -"148 relu__10" -> "149 quantize_per_tensor_default_18" [label="(1, 256, 14, 14)", style=solid]; -"149 quantize_per_tensor_default_18" -> "150 dequantize_per_tensor_default_23" [label="(1, 256, 14, 14)", style=solid]; -"149 quantize_per_tensor_default_18" -> "151 dequantize_per_tensor_default_22" [label="(1, 256, 14, 14)", style=solid]; -"150 dequantize_per_tensor_default_23" -> "171 add__5" [label="(1, 256, 14, 14)", style=solid]; -"151 dequantize_per_tensor_default_22" -> "158 conv2d_13" [label="(1, 256, 14, 14)", style=solid]; -"152 layer3_1_conv1_weight_bias_0_0" -> "158 conv2d_13" [label="(256,)", style=solid]; -"153 scale_updated_constant13" -> "155 mul_tensor_13" [label="(256, 1, 1, 1)", style=solid]; -"154 compressed_weight_updated_constant13" -> "155 mul_tensor_13" [label="(256, 256, 3, 3)", style=solid]; -"155 mul_tensor_13" -> "157 sub_tensor_13" [label="(256, 256, 3, 3)", style=solid]; -"156 zero_point_updated_constant13" -> "157 sub_tensor_13" [label="(256, 1, 1, 1)", style=solid]; -"157 sub_tensor_13" -> "158 conv2d_13" [label="(256, 256, 3, 3)", style=solid]; -"158 conv2d_13" -> "159 relu__11" [label="(1, 256, 14, 14)", style=solid]; -"159 relu__11" -> "160 quantize_per_tensor_default_19" [label="(1, 256, 14, 14)", style=solid]; -"160 quantize_per_tensor_default_19" -> "161 dequantize_per_tensor_default_24" [label="(1, 256, 14, 14)", style=solid]; -"161 dequantize_per_tensor_default_24" -> "168 conv2d_14" [label="(1, 256, 14, 14)", style=solid]; -"162 layer3_1_conv2_weight_bias_0_0" -> "168 conv2d_14" [label="(256,)", style=solid]; -"163 scale_updated_constant14" -> "165 mul_tensor_14" [label="(256, 1, 1, 1)", style=solid]; -"164 compressed_weight_updated_constant14" -> "165 mul_tensor_14" [label="(256, 256, 3, 3)", style=solid]; -"165 mul_tensor_14" -> "167 sub_tensor_14" [label="(256, 256, 3, 3)", style=solid]; -"166 zero_point_updated_constant14" -> "167 sub_tensor_14" [label="(256, 1, 1, 1)", style=solid]; -"167 sub_tensor_14" -> "168 conv2d_14" [label="(256, 256, 3, 3)", style=solid]; -"168 conv2d_14" -> "169 quantize_per_tensor_default_20" [label="(1, 256, 14, 14)", style=solid]; -"169 quantize_per_tensor_default_20" -> "170 dequantize_per_tensor_default_25" [label="(1, 256, 14, 14)", style=solid]; -"170 dequantize_per_tensor_default_25" -> "171 add__5" [label="(1, 256, 14, 14)", style=solid]; -"171 add__5" -> "172 relu__12" [label="(1, 256, 14, 14)", style=solid]; -"172 relu__12" -> "173 quantize_per_tensor_default_21" [label="(1, 256, 14, 14)", style=solid]; -"173 quantize_per_tensor_default_21" -> "174 dequantize_per_tensor_default_27" [label="(1, 256, 14, 14)", style=solid]; -"173 quantize_per_tensor_default_21" -> "175 dequantize_per_tensor_default_26" [label="(1, 256, 14, 14)", style=solid]; -"174 dequantize_per_tensor_default_27" -> "201 conv2d_17" [label="(1, 256, 14, 14)", style=solid]; -"175 dequantize_per_tensor_default_26" -> "182 conv2d_15" [label="(1, 256, 14, 14)", style=solid]; -"176 layer4_0_conv1_weight_bias_0_0" -> "182 conv2d_15" [label="(512,)", style=solid]; -"177 scale_updated_constant15" -> "179 mul_tensor_15" [label="(512, 1, 1, 1)", style=solid]; -"178 compressed_weight_updated_constant15" -> "179 mul_tensor_15" [label="(512, 256, 3, 3)", style=solid]; -"179 mul_tensor_15" -> "181 sub_tensor_15" [label="(512, 256, 3, 3)", style=solid]; -"180 zero_point_updated_constant15" -> "181 sub_tensor_15" [label="(512, 1, 1, 1)", style=solid]; -"181 sub_tensor_15" -> "182 conv2d_15" [label="(512, 256, 3, 3)", style=solid]; -"182 conv2d_15" -> "183 relu__13" [label="(1, 512, 7, 7)", style=solid]; -"183 relu__13" -> "184 quantize_per_tensor_default_22" [label="(1, 512, 7, 7)", style=solid]; -"184 quantize_per_tensor_default_22" -> "185 dequantize_per_tensor_default_28" [label="(1, 512, 7, 7)", style=solid]; -"185 dequantize_per_tensor_default_28" -> "192 conv2d_16" [label="(1, 512, 7, 7)", style=solid]; -"186 layer4_0_conv2_weight_bias_0_0" -> "192 conv2d_16" [label="(512,)", style=solid]; -"187 scale_updated_constant16" -> "189 mul_tensor_16" [label="(512, 1, 1, 1)", style=solid]; -"188 compressed_weight_updated_constant16" -> "189 mul_tensor_16" [label="(512, 512, 3, 3)", style=solid]; -"189 mul_tensor_16" -> "191 sub_tensor_16" [label="(512, 512, 3, 3)", style=solid]; -"190 zero_point_updated_constant16" -> "191 sub_tensor_16" [label="(512, 1, 1, 1)", style=solid]; -"191 sub_tensor_16" -> "192 conv2d_16" [label="(512, 512, 3, 3)", style=solid]; -"192 conv2d_16" -> "193 quantize_per_tensor_default_23" [label="(1, 512, 7, 7)", style=solid]; -"193 quantize_per_tensor_default_23" -> "194 dequantize_per_tensor_default_29" [label="(1, 512, 7, 7)", style=solid]; -"194 dequantize_per_tensor_default_29" -> "204 add__6" [label="(1, 512, 7, 7)", style=solid]; -"195 layer4_0_downsample_0_weight_bias_0_0" -> "201 conv2d_17" [label="(512,)", style=solid]; -"196 scale_updated_constant17" -> "198 mul_tensor_17" [label="(512, 1, 1, 1)", style=solid]; -"197 compressed_weight_updated_constant17" -> "198 mul_tensor_17" [label="(512, 256, 1, 1)", style=solid]; -"198 mul_tensor_17" -> "200 sub_tensor_17" [label="(512, 256, 1, 1)", style=solid]; -"199 zero_point_updated_constant17" -> "200 sub_tensor_17" [label="(512, 1, 1, 1)", style=solid]; -"200 sub_tensor_17" -> "201 conv2d_17" [label="(512, 256, 1, 1)", style=solid]; -"201 conv2d_17" -> "202 quantize_per_tensor_default_24" [label="(1, 512, 7, 7)", style=solid]; -"202 quantize_per_tensor_default_24" -> "203 dequantize_per_tensor_default_30" [label="(1, 512, 7, 7)", style=solid]; -"203 dequantize_per_tensor_default_30" -> "204 add__6" [label="(1, 512, 7, 7)", style=solid]; -"204 add__6" -> "205 relu__14" [label="(1, 512, 7, 7)", style=solid]; -"205 relu__14" -> "206 quantize_per_tensor_default_25" [label="(1, 512, 7, 7)", style=solid]; -"206 quantize_per_tensor_default_25" -> "207 dequantize_per_tensor_default_32" [label="(1, 512, 7, 7)", style=solid]; -"206 quantize_per_tensor_default_25" -> "208 dequantize_per_tensor_default_31" [label="(1, 512, 7, 7)", style=solid]; -"207 dequantize_per_tensor_default_32" -> "228 add__7" [label="(1, 512, 7, 7)", style=solid]; -"208 dequantize_per_tensor_default_31" -> "215 conv2d_18" [label="(1, 512, 7, 7)", style=solid]; -"209 layer4_1_conv1_weight_bias_0_0" -> "215 conv2d_18" [label="(512,)", style=solid]; -"210 scale_updated_constant18" -> "212 mul_tensor_18" [label="(512, 1, 1, 1)", style=solid]; -"211 compressed_weight_updated_constant18" -> "212 mul_tensor_18" [label="(512, 512, 3, 3)", style=solid]; -"212 mul_tensor_18" -> "214 sub_tensor_18" [label="(512, 512, 3, 3)", style=solid]; -"213 zero_point_updated_constant18" -> "214 sub_tensor_18" [label="(512, 1, 1, 1)", style=solid]; -"214 sub_tensor_18" -> "215 conv2d_18" [label="(512, 512, 3, 3)", style=solid]; -"215 conv2d_18" -> "216 relu__15" [label="(1, 512, 7, 7)", style=solid]; -"216 relu__15" -> "217 quantize_per_tensor_default_26" [label="(1, 512, 7, 7)", style=solid]; -"217 quantize_per_tensor_default_26" -> "218 dequantize_per_tensor_default_33" [label="(1, 512, 7, 7)", style=solid]; -"218 dequantize_per_tensor_default_33" -> "225 conv2d_19" [label="(1, 512, 7, 7)", style=solid]; -"219 layer4_1_conv2_weight_bias_0_0" -> "225 conv2d_19" [label="(512,)", style=solid]; -"220 scale_updated_constant19" -> "222 mul_tensor_19" [label="(512, 1, 1, 1)", style=solid]; -"221 compressed_weight_updated_constant19" -> "222 mul_tensor_19" [label="(512, 512, 3, 3)", style=solid]; -"222 mul_tensor_19" -> "224 sub_tensor_19" [label="(512, 512, 3, 3)", style=solid]; -"223 zero_point_updated_constant19" -> "224 sub_tensor_19" [label="(512, 1, 1, 1)", style=solid]; -"224 sub_tensor_19" -> "225 conv2d_19" [label="(512, 512, 3, 3)", style=solid]; -"225 conv2d_19" -> "226 quantize_per_tensor_default_27" [label="(1, 512, 7, 7)", style=solid]; -"226 quantize_per_tensor_default_27" -> "227 dequantize_per_tensor_default_34" [label="(1, 512, 7, 7)", style=solid]; -"227 dequantize_per_tensor_default_34" -> "228 add__7" [label="(1, 512, 7, 7)", style=solid]; -"228 add__7" -> "229 relu__16" [label="(1, 512, 7, 7)", style=solid]; -"229 relu__16" -> "230 quantize_per_tensor_default_28" [label="(1, 512, 7, 7)", style=solid]; -"230 quantize_per_tensor_default_28" -> "231 dequantize_per_tensor_default_35" [label="(1, 512, 7, 7)", style=solid]; -"231 dequantize_per_tensor_default_35" -> "232 adaptive_avg_pool2d" [label="(1, 512, 7, 7)", style=solid]; -"232 adaptive_avg_pool2d" -> "233 quantize_per_tensor_default_29" [label="(1, 512, 1, 1)", style=solid]; -"233 quantize_per_tensor_default_29" -> "234 dequantize_per_tensor_default_36" [label="(1, 512, 1, 1)", style=solid]; -"234 dequantize_per_tensor_default_36" -> "235 flatten" [label="(1, 512, 1, 1)", style=solid]; -"235 flatten" -> "242 linear" [label="(1, 512)", style=solid]; -"236 fc_bias_0_0" -> "242 linear" [label="(1000,)", style=solid]; +"0 fc_bias" -> "242 linear" [label="(1000,)", style=solid]; +"1 x" -> "2 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"2 quantize_per_tensor_default" -> "3 dequantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"3 dequantize_per_tensor_default" -> "10 conv2d" [label="(1, 3, 224, 224)", style=solid]; +"4 conv1_weight_bias" -> "10 conv2d" [label="(64,)", style=solid]; +"5 scale_updated_constant0" -> "7 mul_tensor" [label="(64, 1, 1, 1)", style=solid]; +"6 compressed_weight_updated_constant0" -> "7 mul_tensor" [label="(64, 3, 7, 7)", style=solid]; +"7 mul_tensor" -> "9 sub_tensor" [label="(64, 3, 7, 7)", style=solid]; +"8 zero_point_updated_constant0" -> "9 sub_tensor" [label="(64, 1, 1, 1)", style=solid]; +"9 sub_tensor" -> "10 conv2d" [label="(64, 3, 7, 7)", style=solid]; +"10 conv2d" -> "11 relu_" [label="(1, 64, 112, 112)", style=solid]; +"11 relu_" -> "12 quantize_per_tensor_default_1" [label="(1, 64, 112, 112)", style=solid]; +"12 quantize_per_tensor_default_1" -> "13 dequantize_per_tensor_default_1" [label="(1, 64, 112, 112)", style=solid]; +"13 dequantize_per_tensor_default_1" -> "14 max_pool2d" [label="(1, 64, 112, 112)", style=solid]; +"14 max_pool2d" -> "21 conv2d_1" [label="(1, 64, 56, 56)", style=solid]; +"14 max_pool2d" -> "34 add_" [label="(1, 64, 56, 56)", style=solid]; +"15 layer1_0_conv1_weight_bias" -> "21 conv2d_1" [label="(64,)", style=solid]; +"16 scale_updated_constant1" -> "18 mul_tensor_1" [label="(64, 1, 1, 1)", style=solid]; +"17 compressed_weight_updated_constant1" -> "18 mul_tensor_1" [label="(64, 64, 3, 3)", style=solid]; +"18 mul_tensor_1" -> "20 sub_tensor_1" [label="(64, 64, 3, 3)", style=solid]; +"19 zero_point_updated_constant1" -> "20 sub_tensor_1" [label="(64, 1, 1, 1)", style=solid]; +"20 sub_tensor_1" -> "21 conv2d_1" [label="(64, 64, 3, 3)", style=solid]; +"21 conv2d_1" -> "22 relu__1" [label="(1, 64, 56, 56)", style=solid]; +"22 relu__1" -> "23 quantize_per_tensor_default_2" [label="(1, 64, 56, 56)", style=solid]; +"23 quantize_per_tensor_default_2" -> "24 dequantize_per_tensor_default_2" [label="(1, 64, 56, 56)", style=solid]; +"24 dequantize_per_tensor_default_2" -> "31 conv2d_2" [label="(1, 64, 56, 56)", style=solid]; +"25 layer1_0_conv2_weight_bias" -> "31 conv2d_2" [label="(64,)", style=solid]; +"26 scale_updated_constant2" -> "28 mul_tensor_2" [label="(64, 1, 1, 1)", style=solid]; +"27 compressed_weight_updated_constant2" -> "28 mul_tensor_2" [label="(64, 64, 3, 3)", style=solid]; +"28 mul_tensor_2" -> "30 sub_tensor_2" [label="(64, 64, 3, 3)", style=solid]; +"29 zero_point_updated_constant2" -> "30 sub_tensor_2" [label="(64, 1, 1, 1)", style=solid]; +"30 sub_tensor_2" -> "31 conv2d_2" [label="(64, 64, 3, 3)", style=solid]; +"31 conv2d_2" -> "32 quantize_per_tensor_default_3" [label="(1, 64, 56, 56)", style=solid]; +"32 quantize_per_tensor_default_3" -> "33 dequantize_per_tensor_default_3" [label="(1, 64, 56, 56)", style=solid]; +"33 dequantize_per_tensor_default_3" -> "34 add_" [label="(1, 64, 56, 56)", style=solid]; +"34 add_" -> "35 relu__2" [label="(1, 64, 56, 56)", style=solid]; +"35 relu__2" -> "36 quantize_per_tensor_default_4" [label="(1, 64, 56, 56)", style=solid]; +"36 quantize_per_tensor_default_4" -> "37 dequantize_per_tensor_default_5" [label="(1, 64, 56, 56)", style=solid]; +"36 quantize_per_tensor_default_4" -> "38 dequantize_per_tensor_default_4" [label="(1, 64, 56, 56)", style=solid]; +"37 dequantize_per_tensor_default_5" -> "58 add__1" [label="(1, 64, 56, 56)", style=solid]; +"38 dequantize_per_tensor_default_4" -> "45 conv2d_3" [label="(1, 64, 56, 56)", style=solid]; +"39 layer1_1_conv1_weight_bias" -> "45 conv2d_3" [label="(64,)", style=solid]; +"40 scale_updated_constant3" -> "42 mul_tensor_3" [label="(64, 1, 1, 1)", style=solid]; +"41 compressed_weight_updated_constant3" -> "42 mul_tensor_3" [label="(64, 64, 3, 3)", style=solid]; +"42 mul_tensor_3" -> "44 sub_tensor_3" [label="(64, 64, 3, 3)", style=solid]; +"43 zero_point_updated_constant3" -> "44 sub_tensor_3" [label="(64, 1, 1, 1)", style=solid]; +"44 sub_tensor_3" -> "45 conv2d_3" [label="(64, 64, 3, 3)", style=solid]; +"45 conv2d_3" -> "46 relu__3" [label="(1, 64, 56, 56)", style=solid]; +"46 relu__3" -> "47 quantize_per_tensor_default_5" [label="(1, 64, 56, 56)", style=solid]; +"47 quantize_per_tensor_default_5" -> "48 dequantize_per_tensor_default_6" [label="(1, 64, 56, 56)", style=solid]; +"48 dequantize_per_tensor_default_6" -> "55 conv2d_4" [label="(1, 64, 56, 56)", style=solid]; +"49 layer1_1_conv2_weight_bias" -> "55 conv2d_4" [label="(64,)", style=solid]; +"50 scale_updated_constant4" -> "52 mul_tensor_4" [label="(64, 1, 1, 1)", style=solid]; +"51 compressed_weight_updated_constant4" -> "52 mul_tensor_4" [label="(64, 64, 3, 3)", style=solid]; +"52 mul_tensor_4" -> "54 sub_tensor_4" [label="(64, 64, 3, 3)", style=solid]; +"53 zero_point_updated_constant4" -> "54 sub_tensor_4" [label="(64, 1, 1, 1)", style=solid]; +"54 sub_tensor_4" -> "55 conv2d_4" [label="(64, 64, 3, 3)", style=solid]; +"55 conv2d_4" -> "56 quantize_per_tensor_default_6" [label="(1, 64, 56, 56)", style=solid]; +"56 quantize_per_tensor_default_6" -> "57 dequantize_per_tensor_default_7" [label="(1, 64, 56, 56)", style=solid]; +"57 dequantize_per_tensor_default_7" -> "58 add__1" [label="(1, 64, 56, 56)", style=solid]; +"58 add__1" -> "59 relu__4" [label="(1, 64, 56, 56)", style=solid]; +"59 relu__4" -> "60 quantize_per_tensor_default_7" [label="(1, 64, 56, 56)", style=solid]; +"60 quantize_per_tensor_default_7" -> "61 dequantize_per_tensor_default_9" [label="(1, 64, 56, 56)", style=solid]; +"60 quantize_per_tensor_default_7" -> "62 dequantize_per_tensor_default_8" [label="(1, 64, 56, 56)", style=solid]; +"61 dequantize_per_tensor_default_9" -> "88 conv2d_7" [label="(1, 64, 56, 56)", style=solid]; +"62 dequantize_per_tensor_default_8" -> "69 conv2d_5" [label="(1, 64, 56, 56)", style=solid]; +"63 layer2_0_conv1_weight_bias" -> "69 conv2d_5" [label="(128,)", style=solid]; +"64 scale_updated_constant5" -> "66 mul_tensor_5" [label="(128, 1, 1, 1)", style=solid]; +"65 compressed_weight_updated_constant5" -> "66 mul_tensor_5" [label="(128, 64, 3, 3)", style=solid]; +"66 mul_tensor_5" -> "68 sub_tensor_5" [label="(128, 64, 3, 3)", style=solid]; +"67 zero_point_updated_constant5" -> "68 sub_tensor_5" [label="(128, 1, 1, 1)", style=solid]; +"68 sub_tensor_5" -> "69 conv2d_5" [label="(128, 64, 3, 3)", style=solid]; +"69 conv2d_5" -> "70 relu__5" [label="(1, 128, 28, 28)", style=solid]; +"70 relu__5" -> "71 quantize_per_tensor_default_8" [label="(1, 128, 28, 28)", style=solid]; +"71 quantize_per_tensor_default_8" -> "72 dequantize_per_tensor_default_10" [label="(1, 128, 28, 28)", style=solid]; +"72 dequantize_per_tensor_default_10" -> "79 conv2d_6" [label="(1, 128, 28, 28)", style=solid]; +"73 layer2_0_conv2_weight_bias" -> "79 conv2d_6" [label="(128,)", style=solid]; +"74 scale_updated_constant6" -> "76 mul_tensor_6" [label="(128, 1, 1, 1)", style=solid]; +"75 compressed_weight_updated_constant6" -> "76 mul_tensor_6" [label="(128, 128, 3, 3)", style=solid]; +"76 mul_tensor_6" -> "78 sub_tensor_6" [label="(128, 128, 3, 3)", style=solid]; +"77 zero_point_updated_constant6" -> "78 sub_tensor_6" [label="(128, 1, 1, 1)", style=solid]; +"78 sub_tensor_6" -> "79 conv2d_6" [label="(128, 128, 3, 3)", style=solid]; +"79 conv2d_6" -> "80 quantize_per_tensor_default_9" [label="(1, 128, 28, 28)", style=solid]; +"80 quantize_per_tensor_default_9" -> "81 dequantize_per_tensor_default_11" [label="(1, 128, 28, 28)", style=solid]; +"81 dequantize_per_tensor_default_11" -> "91 add__2" [label="(1, 128, 28, 28)", style=solid]; +"82 layer2_0_downsample_0_weight_bias" -> "88 conv2d_7" [label="(128,)", style=solid]; +"83 scale_updated_constant7" -> "85 mul_tensor_7" [label="(128, 1, 1, 1)", style=solid]; +"84 compressed_weight_updated_constant7" -> "85 mul_tensor_7" [label="(128, 64, 1, 1)", style=solid]; +"85 mul_tensor_7" -> "87 sub_tensor_7" [label="(128, 64, 1, 1)", style=solid]; +"86 zero_point_updated_constant7" -> "87 sub_tensor_7" [label="(128, 1, 1, 1)", style=solid]; +"87 sub_tensor_7" -> "88 conv2d_7" [label="(128, 64, 1, 1)", style=solid]; +"88 conv2d_7" -> "89 quantize_per_tensor_default_10" [label="(1, 128, 28, 28)", style=solid]; +"89 quantize_per_tensor_default_10" -> "90 dequantize_per_tensor_default_12" [label="(1, 128, 28, 28)", style=solid]; +"90 dequantize_per_tensor_default_12" -> "91 add__2" [label="(1, 128, 28, 28)", style=solid]; +"91 add__2" -> "92 relu__6" [label="(1, 128, 28, 28)", style=solid]; +"92 relu__6" -> "93 quantize_per_tensor_default_11" [label="(1, 128, 28, 28)", style=solid]; +"93 quantize_per_tensor_default_11" -> "94 dequantize_per_tensor_default_14" [label="(1, 128, 28, 28)", style=solid]; +"93 quantize_per_tensor_default_11" -> "95 dequantize_per_tensor_default_13" [label="(1, 128, 28, 28)", style=solid]; +"94 dequantize_per_tensor_default_14" -> "115 add__3" [label="(1, 128, 28, 28)", style=solid]; +"95 dequantize_per_tensor_default_13" -> "102 conv2d_8" [label="(1, 128, 28, 28)", style=solid]; +"96 layer2_1_conv1_weight_bias" -> "102 conv2d_8" [label="(128,)", style=solid]; +"97 scale_updated_constant8" -> "99 mul_tensor_8" [label="(128, 1, 1, 1)", style=solid]; +"98 compressed_weight_updated_constant8" -> "99 mul_tensor_8" [label="(128, 128, 3, 3)", style=solid]; +"99 mul_tensor_8" -> "101 sub_tensor_8" [label="(128, 128, 3, 3)", style=solid]; +"100 zero_point_updated_constant8" -> "101 sub_tensor_8" [label="(128, 1, 1, 1)", style=solid]; +"101 sub_tensor_8" -> "102 conv2d_8" [label="(128, 128, 3, 3)", style=solid]; +"102 conv2d_8" -> "103 relu__7" [label="(1, 128, 28, 28)", style=solid]; +"103 relu__7" -> "104 quantize_per_tensor_default_12" [label="(1, 128, 28, 28)", style=solid]; +"104 quantize_per_tensor_default_12" -> "105 dequantize_per_tensor_default_15" [label="(1, 128, 28, 28)", style=solid]; +"105 dequantize_per_tensor_default_15" -> "112 conv2d_9" [label="(1, 128, 28, 28)", style=solid]; +"106 layer2_1_conv2_weight_bias" -> "112 conv2d_9" [label="(128,)", style=solid]; +"107 scale_updated_constant9" -> "109 mul_tensor_9" [label="(128, 1, 1, 1)", style=solid]; +"108 compressed_weight_updated_constant9" -> "109 mul_tensor_9" [label="(128, 128, 3, 3)", style=solid]; +"109 mul_tensor_9" -> "111 sub_tensor_9" [label="(128, 128, 3, 3)", style=solid]; +"110 zero_point_updated_constant9" -> "111 sub_tensor_9" [label="(128, 1, 1, 1)", style=solid]; +"111 sub_tensor_9" -> "112 conv2d_9" [label="(128, 128, 3, 3)", style=solid]; +"112 conv2d_9" -> "113 quantize_per_tensor_default_13" [label="(1, 128, 28, 28)", style=solid]; +"113 quantize_per_tensor_default_13" -> "114 dequantize_per_tensor_default_16" [label="(1, 128, 28, 28)", style=solid]; +"114 dequantize_per_tensor_default_16" -> "115 add__3" [label="(1, 128, 28, 28)", style=solid]; +"115 add__3" -> "116 relu__8" [label="(1, 128, 28, 28)", style=solid]; +"116 relu__8" -> "117 quantize_per_tensor_default_14" [label="(1, 128, 28, 28)", style=solid]; +"117 quantize_per_tensor_default_14" -> "118 dequantize_per_tensor_default_18" [label="(1, 128, 28, 28)", style=solid]; +"117 quantize_per_tensor_default_14" -> "119 dequantize_per_tensor_default_17" [label="(1, 128, 28, 28)", style=solid]; +"118 dequantize_per_tensor_default_18" -> "145 conv2d_12" [label="(1, 128, 28, 28)", style=solid]; +"119 dequantize_per_tensor_default_17" -> "126 conv2d_10" [label="(1, 128, 28, 28)", style=solid]; +"120 layer3_0_conv1_weight_bias" -> "126 conv2d_10" [label="(256,)", style=solid]; +"121 scale_updated_constant10" -> "123 mul_tensor_10" [label="(256, 1, 1, 1)", style=solid]; +"122 compressed_weight_updated_constant10" -> "123 mul_tensor_10" [label="(256, 128, 3, 3)", style=solid]; +"123 mul_tensor_10" -> "125 sub_tensor_10" [label="(256, 128, 3, 3)", style=solid]; +"124 zero_point_updated_constant10" -> "125 sub_tensor_10" [label="(256, 1, 1, 1)", style=solid]; +"125 sub_tensor_10" -> "126 conv2d_10" [label="(256, 128, 3, 3)", style=solid]; +"126 conv2d_10" -> "127 relu__9" [label="(1, 256, 14, 14)", style=solid]; +"127 relu__9" -> "128 quantize_per_tensor_default_15" [label="(1, 256, 14, 14)", style=solid]; +"128 quantize_per_tensor_default_15" -> "129 dequantize_per_tensor_default_19" [label="(1, 256, 14, 14)", style=solid]; +"129 dequantize_per_tensor_default_19" -> "136 conv2d_11" [label="(1, 256, 14, 14)", style=solid]; +"130 layer3_0_conv2_weight_bias" -> "136 conv2d_11" [label="(256,)", style=solid]; +"131 scale_updated_constant11" -> "133 mul_tensor_11" [label="(256, 1, 1, 1)", style=solid]; +"132 compressed_weight_updated_constant11" -> "133 mul_tensor_11" [label="(256, 256, 3, 3)", style=solid]; +"133 mul_tensor_11" -> "135 sub_tensor_11" [label="(256, 256, 3, 3)", style=solid]; +"134 zero_point_updated_constant11" -> "135 sub_tensor_11" [label="(256, 1, 1, 1)", style=solid]; +"135 sub_tensor_11" -> "136 conv2d_11" [label="(256, 256, 3, 3)", style=solid]; +"136 conv2d_11" -> "137 quantize_per_tensor_default_16" [label="(1, 256, 14, 14)", style=solid]; +"137 quantize_per_tensor_default_16" -> "138 dequantize_per_tensor_default_20" [label="(1, 256, 14, 14)", style=solid]; +"138 dequantize_per_tensor_default_20" -> "148 add__4" [label="(1, 256, 14, 14)", style=solid]; +"139 layer3_0_downsample_0_weight_bias" -> "145 conv2d_12" [label="(256,)", style=solid]; +"140 scale_updated_constant12" -> "142 mul_tensor_12" [label="(256, 1, 1, 1)", style=solid]; +"141 compressed_weight_updated_constant12" -> "142 mul_tensor_12" [label="(256, 128, 1, 1)", style=solid]; +"142 mul_tensor_12" -> "144 sub_tensor_12" [label="(256, 128, 1, 1)", style=solid]; +"143 zero_point_updated_constant12" -> "144 sub_tensor_12" [label="(256, 1, 1, 1)", style=solid]; +"144 sub_tensor_12" -> "145 conv2d_12" [label="(256, 128, 1, 1)", style=solid]; +"145 conv2d_12" -> "146 quantize_per_tensor_default_17" [label="(1, 256, 14, 14)", style=solid]; +"146 quantize_per_tensor_default_17" -> "147 dequantize_per_tensor_default_21" [label="(1, 256, 14, 14)", style=solid]; +"147 dequantize_per_tensor_default_21" -> "148 add__4" [label="(1, 256, 14, 14)", style=solid]; +"148 add__4" -> "149 relu__10" [label="(1, 256, 14, 14)", style=solid]; +"149 relu__10" -> "150 quantize_per_tensor_default_18" [label="(1, 256, 14, 14)", style=solid]; +"150 quantize_per_tensor_default_18" -> "151 dequantize_per_tensor_default_23" [label="(1, 256, 14, 14)", style=solid]; +"150 quantize_per_tensor_default_18" -> "152 dequantize_per_tensor_default_22" [label="(1, 256, 14, 14)", style=solid]; +"151 dequantize_per_tensor_default_23" -> "172 add__5" [label="(1, 256, 14, 14)", style=solid]; +"152 dequantize_per_tensor_default_22" -> "159 conv2d_13" [label="(1, 256, 14, 14)", style=solid]; +"153 layer3_1_conv1_weight_bias" -> "159 conv2d_13" [label="(256,)", style=solid]; +"154 scale_updated_constant13" -> "156 mul_tensor_13" [label="(256, 1, 1, 1)", style=solid]; +"155 compressed_weight_updated_constant13" -> "156 mul_tensor_13" [label="(256, 256, 3, 3)", style=solid]; +"156 mul_tensor_13" -> "158 sub_tensor_13" [label="(256, 256, 3, 3)", style=solid]; +"157 zero_point_updated_constant13" -> "158 sub_tensor_13" [label="(256, 1, 1, 1)", style=solid]; +"158 sub_tensor_13" -> "159 conv2d_13" [label="(256, 256, 3, 3)", style=solid]; +"159 conv2d_13" -> "160 relu__11" [label="(1, 256, 14, 14)", style=solid]; +"160 relu__11" -> "161 quantize_per_tensor_default_19" [label="(1, 256, 14, 14)", style=solid]; +"161 quantize_per_tensor_default_19" -> "162 dequantize_per_tensor_default_24" [label="(1, 256, 14, 14)", style=solid]; +"162 dequantize_per_tensor_default_24" -> "169 conv2d_14" [label="(1, 256, 14, 14)", style=solid]; +"163 layer3_1_conv2_weight_bias" -> "169 conv2d_14" [label="(256,)", style=solid]; +"164 scale_updated_constant14" -> "166 mul_tensor_14" [label="(256, 1, 1, 1)", style=solid]; +"165 compressed_weight_updated_constant14" -> "166 mul_tensor_14" [label="(256, 256, 3, 3)", style=solid]; +"166 mul_tensor_14" -> "168 sub_tensor_14" [label="(256, 256, 3, 3)", style=solid]; +"167 zero_point_updated_constant14" -> "168 sub_tensor_14" [label="(256, 1, 1, 1)", style=solid]; +"168 sub_tensor_14" -> "169 conv2d_14" [label="(256, 256, 3, 3)", style=solid]; +"169 conv2d_14" -> "170 quantize_per_tensor_default_20" [label="(1, 256, 14, 14)", style=solid]; +"170 quantize_per_tensor_default_20" -> "171 dequantize_per_tensor_default_25" [label="(1, 256, 14, 14)", style=solid]; +"171 dequantize_per_tensor_default_25" -> "172 add__5" [label="(1, 256, 14, 14)", style=solid]; +"172 add__5" -> "173 relu__12" [label="(1, 256, 14, 14)", style=solid]; +"173 relu__12" -> "174 quantize_per_tensor_default_21" [label="(1, 256, 14, 14)", style=solid]; +"174 quantize_per_tensor_default_21" -> "175 dequantize_per_tensor_default_27" [label="(1, 256, 14, 14)", style=solid]; +"174 quantize_per_tensor_default_21" -> "176 dequantize_per_tensor_default_26" [label="(1, 256, 14, 14)", style=solid]; +"175 dequantize_per_tensor_default_27" -> "202 conv2d_17" [label="(1, 256, 14, 14)", style=solid]; +"176 dequantize_per_tensor_default_26" -> "183 conv2d_15" [label="(1, 256, 14, 14)", style=solid]; +"177 layer4_0_conv1_weight_bias" -> "183 conv2d_15" [label="(512,)", style=solid]; +"178 scale_updated_constant15" -> "180 mul_tensor_15" [label="(512, 1, 1, 1)", style=solid]; +"179 compressed_weight_updated_constant15" -> "180 mul_tensor_15" [label="(512, 256, 3, 3)", style=solid]; +"180 mul_tensor_15" -> "182 sub_tensor_15" [label="(512, 256, 3, 3)", style=solid]; +"181 zero_point_updated_constant15" -> "182 sub_tensor_15" [label="(512, 1, 1, 1)", style=solid]; +"182 sub_tensor_15" -> "183 conv2d_15" [label="(512, 256, 3, 3)", style=solid]; +"183 conv2d_15" -> "184 relu__13" [label="(1, 512, 7, 7)", style=solid]; +"184 relu__13" -> "185 quantize_per_tensor_default_22" [label="(1, 512, 7, 7)", style=solid]; +"185 quantize_per_tensor_default_22" -> "186 dequantize_per_tensor_default_28" [label="(1, 512, 7, 7)", style=solid]; +"186 dequantize_per_tensor_default_28" -> "193 conv2d_16" [label="(1, 512, 7, 7)", style=solid]; +"187 layer4_0_conv2_weight_bias" -> "193 conv2d_16" [label="(512,)", style=solid]; +"188 scale_updated_constant16" -> "190 mul_tensor_16" [label="(512, 1, 1, 1)", style=solid]; +"189 compressed_weight_updated_constant16" -> "190 mul_tensor_16" [label="(512, 512, 3, 3)", style=solid]; +"190 mul_tensor_16" -> "192 sub_tensor_16" [label="(512, 512, 3, 3)", style=solid]; +"191 zero_point_updated_constant16" -> "192 sub_tensor_16" [label="(512, 1, 1, 1)", style=solid]; +"192 sub_tensor_16" -> "193 conv2d_16" [label="(512, 512, 3, 3)", style=solid]; +"193 conv2d_16" -> "194 quantize_per_tensor_default_23" [label="(1, 512, 7, 7)", style=solid]; +"194 quantize_per_tensor_default_23" -> "195 dequantize_per_tensor_default_29" [label="(1, 512, 7, 7)", style=solid]; +"195 dequantize_per_tensor_default_29" -> "205 add__6" [label="(1, 512, 7, 7)", style=solid]; +"196 layer4_0_downsample_0_weight_bias" -> "202 conv2d_17" [label="(512,)", style=solid]; +"197 scale_updated_constant17" -> "199 mul_tensor_17" [label="(512, 1, 1, 1)", style=solid]; +"198 compressed_weight_updated_constant17" -> "199 mul_tensor_17" [label="(512, 256, 1, 1)", style=solid]; +"199 mul_tensor_17" -> "201 sub_tensor_17" [label="(512, 256, 1, 1)", style=solid]; +"200 zero_point_updated_constant17" -> "201 sub_tensor_17" [label="(512, 1, 1, 1)", style=solid]; +"201 sub_tensor_17" -> "202 conv2d_17" [label="(512, 256, 1, 1)", style=solid]; +"202 conv2d_17" -> "203 quantize_per_tensor_default_24" [label="(1, 512, 7, 7)", style=solid]; +"203 quantize_per_tensor_default_24" -> "204 dequantize_per_tensor_default_30" [label="(1, 512, 7, 7)", style=solid]; +"204 dequantize_per_tensor_default_30" -> "205 add__6" [label="(1, 512, 7, 7)", style=solid]; +"205 add__6" -> "206 relu__14" [label="(1, 512, 7, 7)", style=solid]; +"206 relu__14" -> "207 quantize_per_tensor_default_25" [label="(1, 512, 7, 7)", style=solid]; +"207 quantize_per_tensor_default_25" -> "208 dequantize_per_tensor_default_32" [label="(1, 512, 7, 7)", style=solid]; +"207 quantize_per_tensor_default_25" -> "209 dequantize_per_tensor_default_31" [label="(1, 512, 7, 7)", style=solid]; +"208 dequantize_per_tensor_default_32" -> "229 add__7" [label="(1, 512, 7, 7)", style=solid]; +"209 dequantize_per_tensor_default_31" -> "216 conv2d_18" [label="(1, 512, 7, 7)", style=solid]; +"210 layer4_1_conv1_weight_bias" -> "216 conv2d_18" [label="(512,)", style=solid]; +"211 scale_updated_constant18" -> "213 mul_tensor_18" [label="(512, 1, 1, 1)", style=solid]; +"212 compressed_weight_updated_constant18" -> "213 mul_tensor_18" [label="(512, 512, 3, 3)", style=solid]; +"213 mul_tensor_18" -> "215 sub_tensor_18" [label="(512, 512, 3, 3)", style=solid]; +"214 zero_point_updated_constant18" -> "215 sub_tensor_18" [label="(512, 1, 1, 1)", style=solid]; +"215 sub_tensor_18" -> "216 conv2d_18" [label="(512, 512, 3, 3)", style=solid]; +"216 conv2d_18" -> "217 relu__15" [label="(1, 512, 7, 7)", style=solid]; +"217 relu__15" -> "218 quantize_per_tensor_default_26" [label="(1, 512, 7, 7)", style=solid]; +"218 quantize_per_tensor_default_26" -> "219 dequantize_per_tensor_default_33" [label="(1, 512, 7, 7)", style=solid]; +"219 dequantize_per_tensor_default_33" -> "226 conv2d_19" [label="(1, 512, 7, 7)", style=solid]; +"220 layer4_1_conv2_weight_bias" -> "226 conv2d_19" [label="(512,)", style=solid]; +"221 scale_updated_constant19" -> "223 mul_tensor_19" [label="(512, 1, 1, 1)", style=solid]; +"222 compressed_weight_updated_constant19" -> "223 mul_tensor_19" [label="(512, 512, 3, 3)", style=solid]; +"223 mul_tensor_19" -> "225 sub_tensor_19" [label="(512, 512, 3, 3)", style=solid]; +"224 zero_point_updated_constant19" -> "225 sub_tensor_19" [label="(512, 1, 1, 1)", style=solid]; +"225 sub_tensor_19" -> "226 conv2d_19" [label="(512, 512, 3, 3)", style=solid]; +"226 conv2d_19" -> "227 quantize_per_tensor_default_27" [label="(1, 512, 7, 7)", style=solid]; +"227 quantize_per_tensor_default_27" -> "228 dequantize_per_tensor_default_34" [label="(1, 512, 7, 7)", style=solid]; +"228 dequantize_per_tensor_default_34" -> "229 add__7" [label="(1, 512, 7, 7)", style=solid]; +"229 add__7" -> "230 relu__16" [label="(1, 512, 7, 7)", style=solid]; +"230 relu__16" -> "231 quantize_per_tensor_default_28" [label="(1, 512, 7, 7)", style=solid]; +"231 quantize_per_tensor_default_28" -> "232 dequantize_per_tensor_default_35" [label="(1, 512, 7, 7)", style=solid]; +"232 dequantize_per_tensor_default_35" -> "233 adaptive_avg_pool2d" [label="(1, 512, 7, 7)", style=solid]; +"233 adaptive_avg_pool2d" -> "234 quantize_per_tensor_default_29" [label="(1, 512, 1, 1)", style=solid]; +"234 quantize_per_tensor_default_29" -> "235 dequantize_per_tensor_default_36" [label="(1, 512, 1, 1)", style=solid]; +"235 dequantize_per_tensor_default_36" -> "236 flatten" [label="(1, 512, 1, 1)", style=solid]; +"236 flatten" -> "242 linear" [label="(1, 512)", style=solid]; "237 scale_updated_constant20" -> "239 mul_tensor_20" [label="(1000, 1)", style=solid]; "238 compressed_weight_updated_constant20" -> "239 mul_tensor_20" [label="(1000, 512)", style=solid]; "239 mul_tensor_20" -> "241 sub_tensor_20" [label="(1000, 512)", style=solid]; diff --git a/tests/torch/data/reference_graphs/fx/post_quantization_compressed/swin_v2_s.dot b/tests/torch/data/reference_graphs/fx/post_quantization_compressed/swin_v2_s.dot index 74e0e2c334c..308b55dbef2 100644 --- a/tests/torch/data/reference_graphs/fx/post_quantization_compressed/swin_v2_s.dot +++ b/tests/torch/data/reference_graphs/fx/post_quantization_compressed/swin_v2_s.dot @@ -1,2506 +1,2506 @@ strict digraph { -"0 features_0_2_weight" [id=0, type=get_attr]; -"1 features_0_2_bias" [id=1, type=get_attr]; -"2 features_1_0_norm1_weight" [id=2, type=get_attr]; -"3 features_1_0_norm1_bias" [id=3, type=get_attr]; -"4 features_1_0_norm2_weight" [id=4, type=get_attr]; -"5 features_1_0_norm2_bias" [id=5, type=get_attr]; -"6 features_1_1_norm1_weight" [id=6, type=get_attr]; -"7 features_1_1_norm1_bias" [id=7, type=get_attr]; -"8 features_1_1_norm2_weight" [id=8, type=get_attr]; -"9 features_1_1_norm2_bias" [id=9, type=get_attr]; -"10 features_2_norm_weight" [id=10, type=get_attr]; -"11 features_2_norm_bias" [id=11, type=get_attr]; -"12 features_3_0_norm1_weight" [id=12, type=get_attr]; -"13 features_3_0_norm1_bias" [id=13, type=get_attr]; -"14 features_3_0_norm2_weight" [id=14, type=get_attr]; -"15 features_3_0_norm2_bias" [id=15, type=get_attr]; -"16 features_3_1_norm1_weight" [id=16, type=get_attr]; -"17 features_3_1_norm1_bias" [id=17, type=get_attr]; -"18 features_3_1_norm2_weight" [id=18, type=get_attr]; -"19 features_3_1_norm2_bias" [id=19, type=get_attr]; -"20 features_4_norm_weight" [id=20, type=get_attr]; -"21 features_4_norm_bias" [id=21, type=get_attr]; -"22 features_5_0_norm1_weight" [id=22, type=get_attr]; -"23 features_5_0_norm1_bias" [id=23, type=get_attr]; -"24 features_5_0_norm2_weight" [id=24, type=get_attr]; -"25 features_5_0_norm2_bias" [id=25, type=get_attr]; -"26 features_5_1_norm1_weight" [id=26, type=get_attr]; -"27 features_5_1_norm1_bias" [id=27, type=get_attr]; -"28 features_5_1_norm2_weight" [id=28, type=get_attr]; -"29 features_5_1_norm2_bias" [id=29, type=get_attr]; -"30 features_5_2_norm1_weight" [id=30, type=get_attr]; -"31 features_5_2_norm1_bias" [id=31, type=get_attr]; -"32 features_5_2_norm2_weight" [id=32, type=get_attr]; -"33 features_5_2_norm2_bias" [id=33, type=get_attr]; -"34 features_5_3_norm1_weight" [id=34, type=get_attr]; -"35 features_5_3_norm1_bias" [id=35, type=get_attr]; -"36 features_5_3_norm2_weight" [id=36, type=get_attr]; -"37 features_5_3_norm2_bias" [id=37, type=get_attr]; -"38 features_5_4_norm1_weight" [id=38, type=get_attr]; -"39 features_5_4_norm1_bias" [id=39, type=get_attr]; -"40 features_5_4_norm2_weight" [id=40, type=get_attr]; -"41 features_5_4_norm2_bias" [id=41, type=get_attr]; -"42 features_5_5_norm1_weight" [id=42, type=get_attr]; -"43 features_5_5_norm1_bias" [id=43, type=get_attr]; -"44 features_5_5_norm2_weight" [id=44, type=get_attr]; -"45 features_5_5_norm2_bias" [id=45, type=get_attr]; -"46 features_5_6_norm1_weight" [id=46, type=get_attr]; -"47 features_5_6_norm1_bias" [id=47, type=get_attr]; -"48 features_5_6_norm2_weight" [id=48, type=get_attr]; -"49 features_5_6_norm2_bias" [id=49, type=get_attr]; -"50 features_5_7_norm1_weight" [id=50, type=get_attr]; -"51 features_5_7_norm1_bias" [id=51, type=get_attr]; -"52 features_5_7_norm2_weight" [id=52, type=get_attr]; -"53 features_5_7_norm2_bias" [id=53, type=get_attr]; -"54 features_5_8_norm1_weight" [id=54, type=get_attr]; -"55 features_5_8_norm1_bias" [id=55, type=get_attr]; -"56 features_5_8_norm2_weight" [id=56, type=get_attr]; -"57 features_5_8_norm2_bias" [id=57, type=get_attr]; -"58 features_5_9_norm1_weight" [id=58, type=get_attr]; -"59 features_5_9_norm1_bias" [id=59, type=get_attr]; -"60 features_5_9_norm2_weight" [id=60, type=get_attr]; -"61 features_5_9_norm2_bias" [id=61, type=get_attr]; -"62 features_5_10_norm1_weight" [id=62, type=get_attr]; -"63 features_5_10_norm1_bias" [id=63, type=get_attr]; -"64 features_5_10_norm2_weight" [id=64, type=get_attr]; -"65 features_5_10_norm2_bias" [id=65, type=get_attr]; -"66 features_5_11_norm1_weight" [id=66, type=get_attr]; -"67 features_5_11_norm1_bias" [id=67, type=get_attr]; -"68 features_5_11_norm2_weight" [id=68, type=get_attr]; -"69 features_5_11_norm2_bias" [id=69, type=get_attr]; -"70 features_5_12_norm1_weight" [id=70, type=get_attr]; -"71 features_5_12_norm1_bias" [id=71, type=get_attr]; -"72 features_5_12_norm2_weight" [id=72, type=get_attr]; -"73 features_5_12_norm2_bias" [id=73, type=get_attr]; -"74 features_5_13_norm1_weight" [id=74, type=get_attr]; -"75 features_5_13_norm1_bias" [id=75, type=get_attr]; -"76 features_5_13_norm2_weight" [id=76, type=get_attr]; -"77 features_5_13_norm2_bias" [id=77, type=get_attr]; -"78 features_5_14_norm1_weight" [id=78, type=get_attr]; -"79 features_5_14_norm1_bias" [id=79, type=get_attr]; -"80 features_5_14_norm2_weight" [id=80, type=get_attr]; -"81 features_5_14_norm2_bias" [id=81, type=get_attr]; -"82 features_5_15_norm1_weight" [id=82, type=get_attr]; -"83 features_5_15_norm1_bias" [id=83, type=get_attr]; -"84 features_5_15_norm2_weight" [id=84, type=get_attr]; -"85 features_5_15_norm2_bias" [id=85, type=get_attr]; -"86 features_5_16_norm1_weight" [id=86, type=get_attr]; -"87 features_5_16_norm1_bias" [id=87, type=get_attr]; -"88 features_5_16_norm2_weight" [id=88, type=get_attr]; -"89 features_5_16_norm2_bias" [id=89, type=get_attr]; -"90 features_5_17_norm1_weight" [id=90, type=get_attr]; -"91 features_5_17_norm1_bias" [id=91, type=get_attr]; -"92 features_5_17_norm2_weight" [id=92, type=get_attr]; -"93 features_5_17_norm2_bias" [id=93, type=get_attr]; -"94 features_6_norm_weight" [id=94, type=get_attr]; -"95 features_6_norm_bias" [id=95, type=get_attr]; -"96 features_7_0_norm1_weight" [id=96, type=get_attr]; -"97 features_7_0_norm1_bias" [id=97, type=get_attr]; -"98 features_7_0_norm2_weight" [id=98, type=get_attr]; -"99 features_7_0_norm2_bias" [id=99, type=get_attr]; -"100 features_7_1_norm1_weight" [id=100, type=get_attr]; -"101 features_7_1_norm1_bias" [id=101, type=get_attr]; -"102 features_7_1_norm2_weight" [id=102, type=get_attr]; -"103 features_7_1_norm2_bias" [id=103, type=get_attr]; -"104 norm_weight" [id=104, type=get_attr]; -"105 norm_bias" [id=105, type=get_attr]; -"106 x" [id=106, type=input]; -"107 quantize_per_tensor_default" [id=107, type=quantize_per_tensor]; -"108 dequantize_per_tensor_default" [id=108, type=dequantize_per_tensor]; -"109 features_0_0_bias_0_0" [id=109, type=get_attr]; -"110 scale_updated_constant0" [id=110, type=get_attr]; -"111 compressed_weight_updated_constant0" [id=111, type=get_attr]; -"112 mul_tensor" [id=112, type=mul]; -"113 zero_point_updated_constant0" [id=113, type=get_attr]; -"114 sub_tensor" [id=114, type=sub]; -"115 conv2d" [id=115, type=conv2d]; -"116 permute" [id=116, type=permute]; -"117 layer_norm" [id=117, type=layer_norm]; -"118 _frozen_param0" [id=118, type=get_attr]; -"119 pad" [id=119, type=pad]; -"120 view_2" [id=120, type=view]; -"121 permute_2" [id=121, type=permute]; -"122 reshape" [id=122, type=reshape]; -"123 reshape_0_0_nncf_smooth_quant_0" [id=123, type=call_module]; -"124 quantize_per_tensor_default_1" [id=124, type=quantize_per_tensor]; -"125 dequantize_per_tensor_default_1" [id=125, type=dequantize_per_tensor]; -"126 _frozen_param1_0_0" [id=126, type=get_attr]; -"127 scale_updated_constant1" [id=127, type=get_attr]; -"128 compressed_weight_updated_constant1" [id=128, type=get_attr]; -"129 mul_tensor_1" [id=129, type=mul]; -"130 zero_point_updated_constant1" [id=130, type=get_attr]; -"131 sub_tensor_1" [id=131, type=sub]; -"132 linear_2" [id=132, type=linear]; -"133 reshape_1" [id=133, type=reshape]; -"134 permute_3" [id=134, type=permute]; -"135 select" [id=135, type=select]; -"136 select_1" [id=136, type=select]; -"137 select_2" [id=137, type=select]; -"138 linalg_vector_norm" [id=138, type=linalg_vector_norm]; -"139 clamp_min" [id=139, type=clamp_min]; -"140 expand_as" [id=140, type=expand_as]; -"141 div" [id=141, type=div]; -"142 quantize_per_tensor_default_2" [id=142, type=quantize_per_tensor]; -"143 dequantize_per_tensor_default_2" [id=143, type=dequantize_per_tensor]; -"144 linalg_vector_norm_1" [id=144, type=linalg_vector_norm]; -"145 clamp_min_1" [id=145, type=clamp_min]; -"146 expand_as_1" [id=146, type=expand_as]; -"147 div_1" [id=147, type=div]; -"148 quantize_per_tensor_default_3" [id=148, type=quantize_per_tensor]; -"149 dequantize_per_tensor_default_3" [id=149, type=dequantize_per_tensor]; -"150 transpose" [id=150, type=transpose]; -"151 matmul" [id=151, type=matmul]; -"152 _frozen_param3" [id=152, type=get_attr]; -"153 mul_1" [id=153, type=mul]; -"154 add" [id=154, type=add]; -"155 softmax" [id=155, type=softmax]; -"156 dropout" [id=156, type=dropout]; -"157 matmul_1" [id=157, type=matmul]; -"158 transpose_1" [id=158, type=transpose]; -"159 reshape_2" [id=159, type=reshape]; -"160 reshape_2_0_0_nncf_smooth_quant_0" [id=160, type=call_module]; -"161 quantize_per_tensor_default_4" [id=161, type=quantize_per_tensor]; -"162 dequantize_per_tensor_default_4" [id=162, type=dequantize_per_tensor]; -"163 features_1_0_attn_proj_bias_0_0" [id=163, type=get_attr]; -"164 scale_updated_constant2" [id=164, type=get_attr]; -"165 compressed_weight_updated_constant2" [id=165, type=get_attr]; -"166 mul_tensor_2" [id=166, type=mul]; -"167 zero_point_updated_constant2" [id=167, type=get_attr]; -"168 sub_tensor_2" [id=168, type=sub]; -"169 linear_3" [id=169, type=linear]; -"170 dropout_1" [id=170, type=dropout]; -"171 view_3" [id=171, type=view]; -"172 permute_4" [id=172, type=permute]; -"173 reshape_3" [id=173, type=reshape]; -"174 slice_2" [id=174, type=slice]; -"175 slice_3" [id=175, type=slice]; -"176 layer_norm_1" [id=176, type=layer_norm]; -"177 add_1" [id=177, type=add]; -"178 add_1_0_0_nncf_smooth_quant_0" [id=178, type=call_module]; -"179 quantize_per_tensor_default_5" [id=179, type=quantize_per_tensor]; -"180 dequantize_per_tensor_default_5" [id=180, type=dequantize_per_tensor]; -"181 features_1_0_mlp_0_bias_0_0" [id=181, type=get_attr]; -"182 scale_updated_constant3" [id=182, type=get_attr]; -"183 compressed_weight_updated_constant3" [id=183, type=get_attr]; -"184 mul_tensor_3" [id=184, type=mul]; -"185 zero_point_updated_constant3" [id=185, type=get_attr]; -"186 sub_tensor_3" [id=186, type=sub]; -"187 linear_4" [id=187, type=linear]; -"188 gelu" [id=188, type=gelu]; -"189 dropout_2" [id=189, type=dropout]; -"190 dropout_2_0_0_nncf_smooth_quant_0" [id=190, type=call_module]; -"191 quantize_per_tensor_default_6" [id=191, type=quantize_per_tensor]; -"192 dequantize_per_tensor_default_6" [id=192, type=dequantize_per_tensor]; -"193 features_1_0_mlp_3_bias_0_0" [id=193, type=get_attr]; -"194 scale_updated_constant4" [id=194, type=get_attr]; -"195 compressed_weight_updated_constant4" [id=195, type=get_attr]; -"196 mul_tensor_4" [id=196, type=mul]; -"197 zero_point_updated_constant4" [id=197, type=get_attr]; -"198 sub_tensor_4" [id=198, type=sub]; -"199 linear_5" [id=199, type=linear]; -"200 dropout_3" [id=200, type=dropout]; -"201 layer_norm_2" [id=201, type=layer_norm]; -"202 add_2" [id=202, type=add]; -"203 _frozen_param4" [id=203, type=get_attr]; -"204 pad_1" [id=204, type=pad]; -"205 roll" [id=205, type=roll]; -"206 view_6" [id=206, type=view]; -"207 permute_6" [id=207, type=permute]; -"208 reshape_4" [id=208, type=reshape]; -"209 reshape_4_0_0_nncf_smooth_quant_0" [id=209, type=call_module]; -"210 quantize_per_tensor_default_7" [id=210, type=quantize_per_tensor]; -"211 dequantize_per_tensor_default_7" [id=211, type=dequantize_per_tensor]; -"212 _frozen_param5_0_0" [id=212, type=get_attr]; -"213 scale_updated_constant5" [id=213, type=get_attr]; -"214 compressed_weight_updated_constant5" [id=214, type=get_attr]; -"215 mul_tensor_5" [id=215, type=mul]; -"216 zero_point_updated_constant5" [id=216, type=get_attr]; -"217 sub_tensor_5" [id=217, type=sub]; -"218 linear_8" [id=218, type=linear]; -"219 reshape_5" [id=219, type=reshape]; -"220 permute_7" [id=220, type=permute]; -"221 select_3" [id=221, type=select]; -"222 select_4" [id=222, type=select]; -"223 select_5" 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type=get_attr]; -"266 scale_updated_constant6" [id=266, type=get_attr]; -"267 compressed_weight_updated_constant6" [id=267, type=get_attr]; -"268 mul_tensor_6" [id=268, type=mul]; -"269 zero_point_updated_constant6" [id=269, type=get_attr]; -"270 sub_tensor_6" [id=270, type=sub]; -"271 linear_9" [id=271, type=linear]; -"272 dropout_5" [id=272, type=dropout]; -"273 view_10" [id=273, type=view]; -"274 permute_9" [id=274, type=permute]; -"275 reshape_8" [id=275, type=reshape]; -"276 roll_1" [id=276, type=roll]; -"277 slice_23" [id=277, type=slice]; -"278 slice_24" [id=278, type=slice]; -"279 layer_norm_3" [id=279, type=layer_norm]; -"280 add_5" [id=280, type=add]; -"281 add_5_0_0_nncf_smooth_quant_0" [id=281, type=call_module]; -"282 quantize_per_tensor_default_11" [id=282, type=quantize_per_tensor]; -"283 dequantize_per_tensor_default_11" [id=283, type=dequantize_per_tensor]; -"284 features_1_1_mlp_0_bias_0_0" [id=284, type=get_attr]; -"285 scale_updated_constant7" [id=285, type=get_attr]; -"286 compressed_weight_updated_constant7" [id=286, type=get_attr]; -"287 mul_tensor_7" [id=287, type=mul]; -"288 zero_point_updated_constant7" [id=288, type=get_attr]; -"289 sub_tensor_7" [id=289, type=sub]; -"290 linear_10" [id=290, type=linear]; -"291 gelu_1" [id=291, type=gelu]; -"292 dropout_6" [id=292, type=dropout]; -"293 dropout_6_0_0_nncf_smooth_quant_0" [id=293, type=call_module]; -"294 quantize_per_tensor_default_12" [id=294, type=quantize_per_tensor]; -"295 dequantize_per_tensor_default_12" [id=295, type=dequantize_per_tensor]; -"296 features_1_1_mlp_3_bias_0_0" [id=296, type=get_attr]; -"297 scale_updated_constant8" [id=297, type=get_attr]; -"298 compressed_weight_updated_constant8" [id=298, type=get_attr]; -"299 mul_tensor_8" [id=299, type=mul]; -"300 zero_point_updated_constant8" [id=300, type=get_attr]; -"301 sub_tensor_8" [id=301, type=sub]; -"302 linear_11" [id=302, type=linear]; -"303 dropout_7" [id=303, type=dropout]; -"304 layer_norm_4" [id=304, 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quantize_per_tensor_default_19" [id=406, type=quantize_per_tensor]; -"407 dequantize_per_tensor_default_19" [id=407, type=dequantize_per_tensor]; -"408 features_3_0_mlp_3_bias_0_0" [id=408, type=get_attr]; -"409 scale_updated_constant13" [id=409, type=get_attr]; -"410 compressed_weight_updated_constant13" [id=410, type=get_attr]; -"411 mul_tensor_13" [id=411, type=mul]; -"412 zero_point_updated_constant13" [id=412, type=get_attr]; -"413 sub_tensor_13" [id=413, type=sub]; -"414 linear_18" [id=414, type=linear]; -"415 dropout_11" [id=415, type=dropout]; -"416 layer_norm_7" [id=416, type=layer_norm]; -"417 add_9" [id=417, type=add]; -"418 _frozen_param21" [id=418, type=get_attr]; -"419 pad_4" [id=419, type=pad]; -"420 roll_2" [id=420, type=roll]; -"421 view_17" [id=421, type=view]; -"422 permute_15" [id=422, type=permute]; -"423 reshape_13" [id=423, type=reshape]; -"424 reshape_13_0_0_nncf_smooth_quant_0" [id=424, type=call_module]; -"425 quantize_per_tensor_default_20" [id=425, 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[id=1876, type=slice]; -"1877 slice_272" [id=1877, type=slice]; -"1878 contiguous_33" [id=1878, type=contiguous]; -"1879 layer_norm_37" [id=1879, type=layer_norm]; -"1880 add_61" [id=1880, type=add]; -"1881 add_61_0_0_nncf_smooth_quant_0" [id=1881, type=call_module]; -"1882 quantize_per_tensor_default_109" [id=1882, type=quantize_per_tensor]; -"1883 dequantize_per_tensor_default_109" [id=1883, type=dequantize_per_tensor]; -"1884 features_5_13_mlp_0_bias_0_0" [id=1884, type=get_attr]; -"1885 scale_updated_constant73" [id=1885, type=get_attr]; -"1886 compressed_weight_updated_constant73" [id=1886, type=get_attr]; -"1887 mul_tensor_73" [id=1887, type=mul]; -"1888 zero_point_updated_constant73" [id=1888, type=get_attr]; -"1889 sub_tensor_73" [id=1889, type=sub]; -"1890 linear_108" [id=1890, type=linear]; -"1891 gelu_17" [id=1891, type=gelu]; -"1892 dropout_70" [id=1892, type=dropout]; -"1893 dropout_70_0_0_nncf_smooth_quant_0" [id=1893, type=call_module]; -"1894 quantize_per_tensor_default_110" [id=1894, type=quantize_per_tensor]; -"1895 dequantize_per_tensor_default_110" [id=1895, type=dequantize_per_tensor]; -"1896 features_5_13_mlp_3_bias_0_0" [id=1896, type=get_attr]; -"1897 scale_updated_constant74" [id=1897, type=get_attr]; -"1898 compressed_weight_updated_constant74" [id=1898, type=get_attr]; -"1899 mul_tensor_74" [id=1899, type=mul]; -"1900 zero_point_updated_constant74" [id=1900, type=get_attr]; -"1901 sub_tensor_74" [id=1901, type=sub]; -"1902 linear_109" [id=1902, type=linear]; -"1903 dropout_71" [id=1903, type=dropout]; -"1904 layer_norm_38" [id=1904, type=layer_norm]; -"1905 add_62" [id=1905, type=add]; -"1906 _frozen_param153" [id=1906, type=get_attr]; -"1907 pad_20" [id=1907, type=pad]; -"1908 view_101" [id=1908, type=view]; -"1909 permute_83" [id=1909, type=permute]; -"1910 reshape_81" [id=1910, type=reshape]; -"1911 reshape_81_0_0_nncf_smooth_quant_0" [id=1911, type=call_module]; -"1912 quantize_per_tensor_default_111" [id=1912, type=quantize_per_tensor]; -"1913 dequantize_per_tensor_default_111" [id=1913, type=dequantize_per_tensor]; -"1914 _frozen_param154_0_0" [id=1914, type=get_attr]; -"1915 scale_updated_constant75" [id=1915, type=get_attr]; -"1916 compressed_weight_updated_constant75" [id=1916, type=get_attr]; -"1917 mul_tensor_75" [id=1917, type=mul]; -"1918 zero_point_updated_constant75" [id=1918, type=get_attr]; -"1919 sub_tensor_75" [id=1919, type=sub]; -"1920 linear_112" [id=1920, type=linear]; -"1921 reshape_82" [id=1921, type=reshape]; -"1922 permute_84" [id=1922, type=permute]; -"1923 select_54" [id=1923, type=select]; -"1924 select_55" [id=1924, type=select]; -"1925 select_56" [id=1925, type=select]; -"1926 linalg_vector_norm_36" [id=1926, type=linalg_vector_norm]; -"1927 clamp_min_36" [id=1927, type=clamp_min]; -"1928 expand_as_36" [id=1928, type=expand_as]; -"1929 div_36" [id=1929, type=div]; -"1930 quantize_per_tensor_default_112" [id=1930, type=quantize_per_tensor]; -"1931 dequantize_per_tensor_default_112" [id=1931, type=dequantize_per_tensor]; -"1932 linalg_vector_norm_37" [id=1932, type=linalg_vector_norm]; -"1933 clamp_min_37" [id=1933, type=clamp_min]; -"1934 expand_as_37" [id=1934, type=expand_as]; -"1935 div_37" [id=1935, type=div]; -"1936 quantize_per_tensor_default_113" [id=1936, type=quantize_per_tensor]; -"1937 dequantize_per_tensor_default_113" [id=1937, type=dequantize_per_tensor]; -"1938 transpose_36" [id=1938, type=transpose]; -"1939 matmul_36" [id=1939, type=matmul]; -"1940 _frozen_param156" [id=1940, type=get_attr]; -"1941 mul_37" [id=1941, type=mul]; -"1942 add_63" [id=1942, type=add]; -"1943 softmax_18" [id=1943, type=softmax]; -"1944 dropout_72" [id=1944, type=dropout]; -"1945 matmul_37" [id=1945, type=matmul]; -"1946 transpose_37" [id=1946, type=transpose]; -"1947 reshape_83" [id=1947, type=reshape]; -"1948 reshape_83_0_0_nncf_smooth_quant_0" [id=1948, type=call_module]; -"1949 quantize_per_tensor_default_114" [id=1949, type=quantize_per_tensor]; -"1950 dequantize_per_tensor_default_114" [id=1950, type=dequantize_per_tensor]; -"1951 features_5_14_attn_proj_bias_0_0" [id=1951, type=get_attr]; -"1952 scale_updated_constant76" [id=1952, type=get_attr]; -"1953 compressed_weight_updated_constant76" [id=1953, type=get_attr]; -"1954 mul_tensor_76" [id=1954, type=mul]; -"1955 zero_point_updated_constant76" [id=1955, type=get_attr]; -"1956 sub_tensor_76" [id=1956, type=sub]; -"1957 linear_113" [id=1957, type=linear]; -"1958 dropout_73" [id=1958, type=dropout]; -"1959 view_102" [id=1959, type=view]; -"1960 permute_85" [id=1960, type=permute]; -"1961 reshape_84" [id=1961, type=reshape]; -"1962 slice_274" [id=1962, type=slice]; -"1963 slice_275" [id=1963, type=slice]; -"1964 slice_276" [id=1964, type=slice]; -"1965 slice_277" [id=1965, type=slice]; -"1966 contiguous_35" [id=1966, type=contiguous]; -"1967 layer_norm_39" [id=1967, type=layer_norm]; -"1968 add_64" [id=1968, type=add]; -"1969 add_64_0_0_nncf_smooth_quant_0" [id=1969, type=call_module]; -"1970 quantize_per_tensor_default_115" [id=1970, type=quantize_per_tensor]; -"1971 dequantize_per_tensor_default_115" [id=1971, type=dequantize_per_tensor]; -"1972 features_5_14_mlp_0_bias_0_0" [id=1972, type=get_attr]; -"1973 scale_updated_constant77" [id=1973, type=get_attr]; -"1974 compressed_weight_updated_constant77" [id=1974, type=get_attr]; -"1975 mul_tensor_77" [id=1975, type=mul]; -"1976 zero_point_updated_constant77" [id=1976, type=get_attr]; -"1977 sub_tensor_77" [id=1977, type=sub]; -"1978 linear_114" [id=1978, type=linear]; -"1979 gelu_18" [id=1979, type=gelu]; -"1980 dropout_74" [id=1980, type=dropout]; -"1981 dropout_74_0_0_nncf_smooth_quant_0" [id=1981, type=call_module]; -"1982 quantize_per_tensor_default_116" [id=1982, type=quantize_per_tensor]; -"1983 dequantize_per_tensor_default_116" [id=1983, type=dequantize_per_tensor]; -"1984 features_5_14_mlp_3_bias_0_0" [id=1984, type=get_attr]; -"1985 scale_updated_constant78" [id=1985, type=get_attr]; -"1986 compressed_weight_updated_constant78" [id=1986, type=get_attr]; -"1987 mul_tensor_78" [id=1987, type=mul]; -"1988 zero_point_updated_constant78" [id=1988, type=get_attr]; -"1989 sub_tensor_78" [id=1989, type=sub]; -"1990 linear_115" [id=1990, type=linear]; -"1991 dropout_75" [id=1991, type=dropout]; -"1992 layer_norm_40" [id=1992, type=layer_norm]; -"1993 add_65" [id=1993, type=add]; -"1994 _frozen_param157" [id=1994, type=get_attr]; -"1995 pad_21" [id=1995, type=pad]; -"1996 roll_18" [id=1996, type=roll]; -"1997 view_105" [id=1997, type=view]; -"1998 permute_87" [id=1998, type=permute]; -"1999 reshape_85" [id=1999, type=reshape]; -"2000 reshape_85_0_0_nncf_smooth_quant_0" [id=2000, type=call_module]; -"2001 quantize_per_tensor_default_117" [id=2001, type=quantize_per_tensor]; -"2002 dequantize_per_tensor_default_117" [id=2002, type=dequantize_per_tensor]; -"2003 _frozen_param158_0_0" [id=2003, type=get_attr]; -"2004 scale_updated_constant79" [id=2004, type=get_attr]; -"2005 compressed_weight_updated_constant79" [id=2005, type=get_attr]; -"2006 mul_tensor_79" [id=2006, type=mul]; -"2007 zero_point_updated_constant79" [id=2007, type=get_attr]; -"2008 sub_tensor_79" [id=2008, type=sub]; -"2009 linear_118" [id=2009, type=linear]; -"2010 reshape_86" [id=2010, type=reshape]; -"2011 permute_88" [id=2011, type=permute]; -"2012 select_57" [id=2012, type=select]; -"2013 select_58" [id=2013, type=select]; -"2014 select_59" [id=2014, type=select]; -"2015 linalg_vector_norm_38" [id=2015, type=linalg_vector_norm]; -"2016 clamp_min_38" [id=2016, type=clamp_min]; -"2017 expand_as_38" [id=2017, type=expand_as]; -"2018 div_38" [id=2018, type=div]; -"2019 quantize_per_tensor_default_118" [id=2019, type=quantize_per_tensor]; -"2020 dequantize_per_tensor_default_118" [id=2020, type=dequantize_per_tensor]; -"2021 linalg_vector_norm_39" [id=2021, type=linalg_vector_norm]; -"2022 clamp_min_39" [id=2022, type=clamp_min]; 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type=unsqueeze]; -"2045 unsqueeze_59" [id=2045, type=unsqueeze]; -"2046 add_67" [id=2046, type=add]; -"2047 view_108" [id=2047, type=view]; -"2048 softmax_19" [id=2048, type=softmax]; -"2049 dropout_76" [id=2049, type=dropout]; -"2050 matmul_39" [id=2050, type=matmul]; -"2051 transpose_39" [id=2051, type=transpose]; -"2052 reshape_88" [id=2052, type=reshape]; -"2053 reshape_88_0_0_nncf_smooth_quant_0" [id=2053, type=call_module]; -"2054 quantize_per_tensor_default_120" [id=2054, type=quantize_per_tensor]; -"2055 dequantize_per_tensor_default_120" [id=2055, type=dequantize_per_tensor]; -"2056 features_5_15_attn_proj_bias_0_0" [id=2056, type=get_attr]; -"2057 scale_updated_constant80" [id=2057, type=get_attr]; -"2058 compressed_weight_updated_constant80" [id=2058, type=get_attr]; -"2059 mul_tensor_80" [id=2059, type=mul]; -"2060 zero_point_updated_constant80" [id=2060, type=get_attr]; -"2061 sub_tensor_80" [id=2061, type=sub]; -"2062 linear_119" [id=2062, type=linear]; -"2063 dropout_77" [id=2063, type=dropout]; -"2064 view_109" [id=2064, type=view]; -"2065 permute_90" [id=2065, type=permute]; -"2066 reshape_89" [id=2066, type=reshape]; -"2067 roll_19" [id=2067, type=roll]; -"2068 slice_297" [id=2068, type=slice]; -"2069 slice_298" [id=2069, type=slice]; -"2070 slice_299" [id=2070, type=slice]; -"2071 slice_300" [id=2071, type=slice]; -"2072 contiguous_37" [id=2072, type=contiguous]; -"2073 layer_norm_41" [id=2073, type=layer_norm]; -"2074 add_68" [id=2074, type=add]; -"2075 add_68_0_0_nncf_smooth_quant_0" [id=2075, type=call_module]; -"2076 quantize_per_tensor_default_121" [id=2076, type=quantize_per_tensor]; -"2077 dequantize_per_tensor_default_121" [id=2077, type=dequantize_per_tensor]; -"2078 features_5_15_mlp_0_bias_0_0" [id=2078, type=get_attr]; -"2079 scale_updated_constant81" [id=2079, type=get_attr]; -"2080 compressed_weight_updated_constant81" [id=2080, type=get_attr]; -"2081 mul_tensor_81" [id=2081, type=mul]; -"2082 zero_point_updated_constant81" [id=2082, type=get_attr]; -"2083 sub_tensor_81" [id=2083, type=sub]; -"2084 linear_120" [id=2084, type=linear]; -"2085 gelu_19" [id=2085, type=gelu]; -"2086 dropout_78" [id=2086, type=dropout]; -"2087 dropout_78_0_0_nncf_smooth_quant_0" [id=2087, type=call_module]; -"2088 quantize_per_tensor_default_122" [id=2088, type=quantize_per_tensor]; -"2089 dequantize_per_tensor_default_122" [id=2089, type=dequantize_per_tensor]; -"2090 features_5_15_mlp_3_bias_0_0" [id=2090, type=get_attr]; -"2091 scale_updated_constant82" [id=2091, type=get_attr]; -"2092 compressed_weight_updated_constant82" [id=2092, type=get_attr]; -"2093 mul_tensor_82" [id=2093, type=mul]; -"2094 zero_point_updated_constant82" [id=2094, type=get_attr]; -"2095 sub_tensor_82" [id=2095, type=sub]; -"2096 linear_121" [id=2096, type=linear]; -"2097 dropout_79" [id=2097, type=dropout]; -"2098 layer_norm_42" [id=2098, type=layer_norm]; -"2099 add_69" [id=2099, type=add]; -"2100 _frozen_param170" [id=2100, type=get_attr]; -"2101 pad_22" 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[id=232, type=reshape]; +"233 reshape_2_0_0_nncf_smooth_quant_0" [id=233, type=call_module]; +"234 quantize_per_tensor_default_4" [id=234, type=quantize_per_tensor]; +"235 dequantize_per_tensor_default_4" [id=235, type=dequantize_per_tensor]; +"236 scale_updated_constant2" [id=236, type=get_attr]; +"237 compressed_weight_updated_constant2" [id=237, type=get_attr]; +"238 mul_tensor_2" [id=238, type=mul]; +"239 zero_point_updated_constant2" [id=239, type=get_attr]; +"240 sub_tensor_2" [id=240, type=sub]; +"241 linear_3" [id=241, type=linear]; +"242 dropout_1" [id=242, type=dropout]; +"243 view_3" [id=243, type=view]; +"244 permute_4" [id=244, type=permute]; +"245 reshape_3" [id=245, type=reshape]; +"246 slice_2" [id=246, type=slice]; +"247 slice_3" [id=247, type=slice]; +"248 layer_norm_1" [id=248, type=layer_norm]; +"249 add_1" [id=249, type=add]; +"250 add_1_0_0_nncf_smooth_quant_0" [id=250, type=call_module]; +"251 quantize_per_tensor_default_5" [id=251, type=quantize_per_tensor]; 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[id=270, type=dropout]; +"271 layer_norm_2" [id=271, type=layer_norm]; +"272 add_2" [id=272, type=add]; +"273 _frozen_param4" [id=273, type=get_attr]; +"274 pad_1" [id=274, type=pad]; +"275 roll" [id=275, type=roll]; +"276 view_6" [id=276, type=view]; +"277 permute_6" [id=277, type=permute]; +"278 reshape_4" [id=278, type=reshape]; +"279 _frozen_param5" [id=279, type=get_attr]; +"280 reshape_4_0_0_nncf_smooth_quant_0" [id=280, type=call_module]; +"281 quantize_per_tensor_default_7" [id=281, type=quantize_per_tensor]; +"282 dequantize_per_tensor_default_7" [id=282, type=dequantize_per_tensor]; +"283 scale_updated_constant5" [id=283, type=get_attr]; +"284 compressed_weight_updated_constant5" [id=284, type=get_attr]; +"285 mul_tensor_5" [id=285, type=mul]; +"286 zero_point_updated_constant5" [id=286, type=get_attr]; +"287 sub_tensor_5" [id=287, type=sub]; +"288 linear_8" [id=288, type=linear]; +"289 reshape_5" [id=289, type=reshape]; +"290 permute_7" [id=290, type=permute]; +"291 select_3" [id=291, type=select]; +"292 select_4" [id=292, type=select]; +"293 select_5" [id=293, type=select]; +"294 linalg_vector_norm_2" [id=294, type=linalg_vector_norm]; +"295 clamp_min_2" [id=295, type=clamp_min]; +"296 expand_as_2" [id=296, type=expand_as]; +"297 div_2" [id=297, type=div]; +"298 quantize_per_tensor_default_8" [id=298, type=quantize_per_tensor]; +"299 dequantize_per_tensor_default_8" [id=299, type=dequantize_per_tensor]; +"300 linalg_vector_norm_3" [id=300, type=linalg_vector_norm]; +"301 clamp_min_3" [id=301, type=clamp_min]; +"302 expand_as_3" [id=302, type=expand_as]; +"303 div_3" [id=303, type=div]; +"304 quantize_per_tensor_default_9" [id=304, type=quantize_per_tensor]; +"305 dequantize_per_tensor_default_9" [id=305, type=dequantize_per_tensor]; +"306 transpose_2" [id=306, type=transpose]; +"307 matmul_2" [id=307, type=matmul]; +"308 _frozen_param7" [id=308, type=get_attr]; +"309 mul_3" [id=309, type=mul]; +"310 add_3" [id=310, type=add]; +"311 new_zeros" [id=311, type=new_zeros]; +"312 view_7" [id=312, type=view]; +"313 permute_8" [id=313, type=permute]; +"314 reshape_6" [id=314, type=reshape]; +"315 unsqueeze_2" [id=315, type=unsqueeze]; +"316 unsqueeze_3" [id=316, type=unsqueeze]; +"317 sub" [id=317, type=sub]; +"318 ne" [id=318, type=ne]; +"319 masked_fill" [id=319, type=masked_fill]; +"320 eq" [id=320, type=eq]; +"321 masked_fill_1" [id=321, type=masked_fill]; +"322 view_8" [id=322, type=view]; +"323 unsqueeze_4" [id=323, type=unsqueeze]; +"324 unsqueeze_5" [id=324, type=unsqueeze]; +"325 add_4" [id=325, type=add]; +"326 view_9" [id=326, type=view]; +"327 softmax_1" [id=327, type=softmax]; +"328 dropout_4" [id=328, type=dropout]; +"329 matmul_3" [id=329, type=matmul]; +"330 transpose_3" [id=330, type=transpose]; +"331 reshape_7" [id=331, type=reshape]; +"332 reshape_7_0_0_nncf_smooth_quant_0" [id=332, type=call_module]; +"333 quantize_per_tensor_default_10" [id=333, type=quantize_per_tensor]; +"334 dequantize_per_tensor_default_10" [id=334, type=dequantize_per_tensor]; +"335 scale_updated_constant6" [id=335, type=get_attr]; +"336 compressed_weight_updated_constant6" [id=336, type=get_attr]; +"337 mul_tensor_6" [id=337, type=mul]; +"338 zero_point_updated_constant6" [id=338, type=get_attr]; +"339 sub_tensor_6" [id=339, type=sub]; +"340 linear_9" [id=340, type=linear]; +"341 dropout_5" [id=341, type=dropout]; +"342 view_10" [id=342, type=view]; +"343 permute_9" [id=343, type=permute]; +"344 reshape_8" [id=344, type=reshape]; +"345 roll_1" [id=345, type=roll]; +"346 slice_23" [id=346, type=slice]; +"347 slice_24" [id=347, type=slice]; +"348 layer_norm_3" [id=348, type=layer_norm]; +"349 add_5" [id=349, type=add]; +"350 add_5_0_0_nncf_smooth_quant_0" [id=350, type=call_module]; +"351 quantize_per_tensor_default_11" [id=351, type=quantize_per_tensor]; +"352 dequantize_per_tensor_default_11" [id=352, type=dequantize_per_tensor]; +"353 scale_updated_constant7" [id=353, type=get_attr]; +"354 compressed_weight_updated_constant7" [id=354, type=get_attr]; +"355 mul_tensor_7" [id=355, type=mul]; +"356 zero_point_updated_constant7" [id=356, type=get_attr]; +"357 sub_tensor_7" [id=357, type=sub]; +"358 linear_10" [id=358, type=linear]; +"359 gelu_1" [id=359, type=gelu]; +"360 dropout_6" [id=360, type=dropout]; +"361 dropout_6_0_0_nncf_smooth_quant_0" [id=361, type=call_module]; +"362 quantize_per_tensor_default_12" [id=362, type=quantize_per_tensor]; +"363 dequantize_per_tensor_default_12" [id=363, type=dequantize_per_tensor]; +"364 scale_updated_constant8" [id=364, type=get_attr]; +"365 compressed_weight_updated_constant8" [id=365, type=get_attr]; +"366 mul_tensor_8" [id=366, type=mul]; +"367 zero_point_updated_constant8" [id=367, type=get_attr]; +"368 sub_tensor_8" [id=368, type=sub]; +"369 linear_11" [id=369, type=linear]; +"370 dropout_7" [id=370, type=dropout]; +"371 layer_norm_4" [id=371, type=layer_norm]; +"372 add_6" [id=372, type=add]; +"373 pad_2" [id=373, type=pad]; 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type=linear]; +"396 layer_norm_5" [id=396, type=layer_norm]; +"397 _frozen_param17" [id=397, type=get_attr]; +"398 pad_3" [id=398, type=pad]; +"399 view_13" [id=399, type=view]; +"400 permute_11" [id=400, type=permute]; +"401 reshape_9" [id=401, type=reshape]; +"402 _frozen_param18" [id=402, type=get_attr]; +"403 reshape_9_0_0_nncf_smooth_quant_0" [id=403, type=call_module]; +"404 quantize_per_tensor_default_14" [id=404, type=quantize_per_tensor]; +"405 dequantize_per_tensor_default_14" [id=405, type=dequantize_per_tensor]; +"406 scale_updated_constant10" [id=406, type=get_attr]; +"407 compressed_weight_updated_constant10" [id=407, type=get_attr]; +"408 mul_tensor_10" [id=408, type=mul]; +"409 zero_point_updated_constant10" [id=409, type=get_attr]; +"410 sub_tensor_10" [id=410, type=sub]; +"411 linear_15" [id=411, type=linear]; +"412 reshape_10" [id=412, type=reshape]; +"413 permute_12" [id=413, type=permute]; +"414 select_6" [id=414, type=select]; +"415 select_7" [id=415, type=select]; +"416 select_8" [id=416, type=select]; +"417 linalg_vector_norm_4" [id=417, type=linalg_vector_norm]; +"418 clamp_min_4" [id=418, type=clamp_min]; +"419 expand_as_4" [id=419, type=expand_as]; +"420 div_4" [id=420, type=div]; +"421 quantize_per_tensor_default_15" [id=421, type=quantize_per_tensor]; +"422 dequantize_per_tensor_default_15" [id=422, type=dequantize_per_tensor]; +"423 linalg_vector_norm_5" [id=423, type=linalg_vector_norm]; +"424 clamp_min_5" [id=424, type=clamp_min]; +"425 expand_as_5" [id=425, type=expand_as]; +"426 div_5" [id=426, type=div]; +"427 quantize_per_tensor_default_16" [id=427, type=quantize_per_tensor]; +"428 dequantize_per_tensor_default_16" [id=428, type=dequantize_per_tensor]; +"429 transpose_4" [id=429, type=transpose]; +"430 matmul_4" [id=430, type=matmul]; +"431 _frozen_param20" [id=431, type=get_attr]; +"432 mul_5" [id=432, type=mul]; +"433 add_7" [id=433, type=add]; +"434 softmax_2" [id=434, type=softmax]; +"435 dropout_8" [id=435, 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contiguous_3" [id=456, type=contiguous]; +"457 layer_norm_6" [id=457, type=layer_norm]; +"458 add_8" [id=458, type=add]; +"459 add_8_0_0_nncf_smooth_quant_0" [id=459, type=call_module]; +"460 quantize_per_tensor_default_18" [id=460, type=quantize_per_tensor]; +"461 dequantize_per_tensor_default_18" [id=461, type=dequantize_per_tensor]; +"462 scale_updated_constant12" [id=462, type=get_attr]; +"463 compressed_weight_updated_constant12" [id=463, type=get_attr]; +"464 mul_tensor_12" [id=464, type=mul]; +"465 zero_point_updated_constant12" [id=465, type=get_attr]; +"466 sub_tensor_12" [id=466, type=sub]; +"467 linear_17" [id=467, type=linear]; +"468 gelu_2" [id=468, type=gelu]; +"469 dropout_10" [id=469, type=dropout]; +"470 dropout_10_0_0_nncf_smooth_quant_0" [id=470, type=call_module]; +"471 quantize_per_tensor_default_19" [id=471, type=quantize_per_tensor]; +"472 dequantize_per_tensor_default_19" [id=472, type=dequantize_per_tensor]; +"473 scale_updated_constant13" [id=473, type=get_attr]; +"474 compressed_weight_updated_constant13" [id=474, type=get_attr]; +"475 mul_tensor_13" [id=475, type=mul]; +"476 zero_point_updated_constant13" [id=476, type=get_attr]; +"477 sub_tensor_13" [id=477, type=sub]; +"478 linear_18" [id=478, type=linear]; +"479 dropout_11" [id=479, type=dropout]; +"480 layer_norm_7" [id=480, type=layer_norm]; +"481 add_9" [id=481, type=add]; +"482 _frozen_param21" [id=482, type=get_attr]; +"483 pad_4" [id=483, type=pad]; +"484 roll_2" [id=484, type=roll]; +"485 view_17" [id=485, type=view]; +"486 permute_15" [id=486, type=permute]; +"487 reshape_13" [id=487, type=reshape]; +"488 _frozen_param22" [id=488, type=get_attr]; +"489 reshape_13_0_0_nncf_smooth_quant_0" [id=489, type=call_module]; +"490 quantize_per_tensor_default_20" [id=490, type=quantize_per_tensor]; +"491 dequantize_per_tensor_default_20" [id=491, type=dequantize_per_tensor]; +"492 scale_updated_constant14" [id=492, type=get_attr]; +"493 compressed_weight_updated_constant14" [id=493, type=get_attr]; +"494 mul_tensor_14" [id=494, type=mul]; +"495 zero_point_updated_constant14" [id=495, type=get_attr]; +"496 sub_tensor_14" [id=496, type=sub]; +"497 linear_21" [id=497, type=linear]; +"498 reshape_14" [id=498, type=reshape]; +"499 permute_16" [id=499, type=permute]; +"500 select_9" [id=500, type=select]; +"501 select_10" [id=501, type=select]; +"502 select_11" [id=502, type=select]; +"503 linalg_vector_norm_6" [id=503, type=linalg_vector_norm]; +"504 clamp_min_6" [id=504, type=clamp_min]; +"505 expand_as_6" [id=505, type=expand_as]; +"506 div_6" [id=506, type=div]; +"507 quantize_per_tensor_default_21" [id=507, type=quantize_per_tensor]; +"508 dequantize_per_tensor_default_21" [id=508, type=dequantize_per_tensor]; +"509 linalg_vector_norm_7" [id=509, type=linalg_vector_norm]; +"510 clamp_min_7" [id=510, type=clamp_min]; +"511 expand_as_7" [id=511, type=expand_as]; +"512 div_7" [id=512, type=div]; +"513 quantize_per_tensor_default_22" [id=513, type=quantize_per_tensor]; +"514 dequantize_per_tensor_default_22" [id=514, type=dequantize_per_tensor]; +"515 transpose_6" [id=515, type=transpose]; +"516 matmul_6" [id=516, type=matmul]; +"517 _frozen_param24" [id=517, type=get_attr]; +"518 mul_7" [id=518, type=mul]; +"519 add_10" [id=519, type=add]; +"520 new_zeros_1" [id=520, type=new_zeros]; +"521 view_18" [id=521, type=view]; +"522 permute_17" [id=522, type=permute]; +"523 reshape_15" [id=523, type=reshape]; +"524 unsqueeze_8" [id=524, type=unsqueeze]; +"525 unsqueeze_9" [id=525, type=unsqueeze]; +"526 sub_1" [id=526, type=sub]; +"527 ne_1" [id=527, type=ne]; +"528 masked_fill_2" [id=528, type=masked_fill]; +"529 eq_1" [id=529, type=eq]; +"530 masked_fill_3" [id=530, type=masked_fill]; +"531 view_19" [id=531, type=view]; +"532 unsqueeze_10" [id=532, type=unsqueeze]; +"533 unsqueeze_11" [id=533, type=unsqueeze]; +"534 add_11" [id=534, type=add]; +"535 view_20" [id=535, type=view]; +"536 softmax_3" [id=536, type=softmax]; +"537 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type=get_attr]; +"1836 sub_tensor_71" [id=1836, type=sub]; +"1837 linear_106" [id=1837, type=linear]; +"1838 reshape_77" [id=1838, type=reshape]; +"1839 permute_79" [id=1839, type=permute]; +"1840 select_51" [id=1840, type=select]; +"1841 select_52" [id=1841, type=select]; +"1842 select_53" [id=1842, type=select]; +"1843 linalg_vector_norm_34" [id=1843, type=linalg_vector_norm]; +"1844 clamp_min_34" [id=1844, type=clamp_min]; +"1845 expand_as_34" [id=1845, type=expand_as]; +"1846 div_34" [id=1846, type=div]; +"1847 quantize_per_tensor_default_106" [id=1847, type=quantize_per_tensor]; +"1848 dequantize_per_tensor_default_106" [id=1848, type=dequantize_per_tensor]; +"1849 linalg_vector_norm_35" [id=1849, type=linalg_vector_norm]; +"1850 clamp_min_35" [id=1850, type=clamp_min]; +"1851 expand_as_35" [id=1851, type=expand_as]; +"1852 div_35" [id=1852, type=div]; +"1853 quantize_per_tensor_default_107" [id=1853, type=quantize_per_tensor]; +"1854 dequantize_per_tensor_default_107" [id=1854, type=dequantize_per_tensor]; +"1855 transpose_34" [id=1855, type=transpose]; +"1856 matmul_34" [id=1856, type=matmul]; +"1857 _frozen_param143" [id=1857, type=get_attr]; +"1858 mul_35" [id=1858, type=mul]; +"1859 add_59" [id=1859, type=add]; +"1860 new_zeros_8" [id=1860, type=new_zeros]; +"1861 view_95" [id=1861, type=view]; +"1862 permute_80" [id=1862, type=permute]; +"1863 reshape_78" [id=1863, type=reshape]; +"1864 unsqueeze_50" [id=1864, type=unsqueeze]; +"1865 unsqueeze_51" [id=1865, type=unsqueeze]; +"1866 sub_8" [id=1866, type=sub]; +"1867 ne_8" [id=1867, type=ne]; +"1868 masked_fill_16" [id=1868, type=masked_fill]; +"1869 eq_8" [id=1869, type=eq]; +"1870 masked_fill_17" [id=1870, type=masked_fill]; +"1871 view_96" [id=1871, type=view]; +"1872 unsqueeze_52" [id=1872, type=unsqueeze]; +"1873 unsqueeze_53" [id=1873, type=unsqueeze]; +"1874 add_60" [id=1874, type=add]; +"1875 view_97" [id=1875, type=view]; +"1876 softmax_17" [id=1876, type=softmax]; +"1877 dropout_68" [id=1877, type=dropout]; +"1878 matmul_35" [id=1878, type=matmul]; +"1879 transpose_35" [id=1879, type=transpose]; +"1880 reshape_79" [id=1880, type=reshape]; +"1881 reshape_79_0_0_nncf_smooth_quant_0" [id=1881, type=call_module]; +"1882 quantize_per_tensor_default_108" [id=1882, type=quantize_per_tensor]; +"1883 dequantize_per_tensor_default_108" [id=1883, type=dequantize_per_tensor]; +"1884 scale_updated_constant72" [id=1884, type=get_attr]; +"1885 compressed_weight_updated_constant72" [id=1885, type=get_attr]; +"1886 mul_tensor_72" [id=1886, type=mul]; +"1887 zero_point_updated_constant72" [id=1887, type=get_attr]; +"1888 sub_tensor_72" [id=1888, type=sub]; +"1889 linear_107" [id=1889, type=linear]; +"1890 dropout_69" [id=1890, type=dropout]; +"1891 view_98" [id=1891, type=view]; +"1892 permute_81" [id=1892, type=permute]; +"1893 reshape_80" [id=1893, type=reshape]; +"1894 roll_17" [id=1894, type=roll]; +"1895 slice_269" [id=1895, type=slice]; +"1896 slice_270" [id=1896, type=slice]; +"1897 slice_271" [id=1897, type=slice]; +"1898 slice_272" [id=1898, type=slice]; +"1899 contiguous_33" [id=1899, type=contiguous]; +"1900 layer_norm_37" [id=1900, type=layer_norm]; +"1901 add_61" [id=1901, type=add]; +"1902 add_61_0_0_nncf_smooth_quant_0" [id=1902, type=call_module]; +"1903 quantize_per_tensor_default_109" [id=1903, type=quantize_per_tensor]; +"1904 dequantize_per_tensor_default_109" [id=1904, type=dequantize_per_tensor]; +"1905 scale_updated_constant73" [id=1905, type=get_attr]; +"1906 compressed_weight_updated_constant73" [id=1906, type=get_attr]; +"1907 mul_tensor_73" [id=1907, type=mul]; +"1908 zero_point_updated_constant73" [id=1908, type=get_attr]; +"1909 sub_tensor_73" [id=1909, type=sub]; +"1910 linear_108" [id=1910, type=linear]; +"1911 gelu_17" [id=1911, type=gelu]; +"1912 dropout_70" [id=1912, type=dropout]; +"1913 dropout_70_0_0_nncf_smooth_quant_0" [id=1913, type=call_module]; +"1914 quantize_per_tensor_default_110" [id=1914, type=quantize_per_tensor]; +"1915 dequantize_per_tensor_default_110" [id=1915, type=dequantize_per_tensor]; +"1916 scale_updated_constant74" [id=1916, type=get_attr]; +"1917 compressed_weight_updated_constant74" [id=1917, type=get_attr]; +"1918 mul_tensor_74" [id=1918, type=mul]; +"1919 zero_point_updated_constant74" [id=1919, type=get_attr]; +"1920 sub_tensor_74" [id=1920, type=sub]; +"1921 linear_109" [id=1921, type=linear]; +"1922 dropout_71" [id=1922, type=dropout]; +"1923 layer_norm_38" [id=1923, type=layer_norm]; +"1924 add_62" [id=1924, type=add]; +"1925 _frozen_param153" [id=1925, type=get_attr]; +"1926 pad_20" [id=1926, type=pad]; +"1927 view_101" [id=1927, type=view]; +"1928 permute_83" [id=1928, type=permute]; +"1929 reshape_81" [id=1929, type=reshape]; +"1930 _frozen_param154" [id=1930, type=get_attr]; +"1931 reshape_81_0_0_nncf_smooth_quant_0" [id=1931, type=call_module]; +"1932 quantize_per_tensor_default_111" [id=1932, type=quantize_per_tensor]; +"1933 dequantize_per_tensor_default_111" [id=1933, type=dequantize_per_tensor]; +"1934 scale_updated_constant75" [id=1934, type=get_attr]; +"1935 compressed_weight_updated_constant75" [id=1935, type=get_attr]; +"1936 mul_tensor_75" [id=1936, type=mul]; +"1937 zero_point_updated_constant75" [id=1937, type=get_attr]; +"1938 sub_tensor_75" [id=1938, type=sub]; +"1939 linear_112" [id=1939, type=linear]; +"1940 reshape_82" [id=1940, type=reshape]; +"1941 permute_84" [id=1941, type=permute]; +"1942 select_54" [id=1942, type=select]; +"1943 select_55" [id=1943, type=select]; +"1944 select_56" [id=1944, type=select]; +"1945 linalg_vector_norm_36" [id=1945, type=linalg_vector_norm]; +"1946 clamp_min_36" [id=1946, type=clamp_min]; +"1947 expand_as_36" [id=1947, type=expand_as]; +"1948 div_36" [id=1948, type=div]; +"1949 quantize_per_tensor_default_112" [id=1949, type=quantize_per_tensor]; +"1950 dequantize_per_tensor_default_112" [id=1950, type=dequantize_per_tensor]; +"1951 linalg_vector_norm_37" [id=1951, type=linalg_vector_norm]; +"1952 clamp_min_37" [id=1952, type=clamp_min]; +"1953 expand_as_37" [id=1953, type=expand_as]; +"1954 div_37" [id=1954, type=div]; +"1955 quantize_per_tensor_default_113" [id=1955, type=quantize_per_tensor]; +"1956 dequantize_per_tensor_default_113" [id=1956, type=dequantize_per_tensor]; +"1957 transpose_36" [id=1957, type=transpose]; +"1958 matmul_36" [id=1958, type=matmul]; +"1959 _frozen_param156" [id=1959, type=get_attr]; +"1960 mul_37" [id=1960, type=mul]; +"1961 add_63" [id=1961, type=add]; +"1962 softmax_18" [id=1962, type=softmax]; +"1963 dropout_72" [id=1963, type=dropout]; +"1964 matmul_37" [id=1964, type=matmul]; +"1965 transpose_37" [id=1965, type=transpose]; +"1966 reshape_83" [id=1966, type=reshape]; +"1967 reshape_83_0_0_nncf_smooth_quant_0" [id=1967, type=call_module]; +"1968 quantize_per_tensor_default_114" [id=1968, type=quantize_per_tensor]; +"1969 dequantize_per_tensor_default_114" [id=1969, type=dequantize_per_tensor]; +"1970 scale_updated_constant76" [id=1970, type=get_attr]; +"1971 compressed_weight_updated_constant76" [id=1971, type=get_attr]; +"1972 mul_tensor_76" [id=1972, type=mul]; +"1973 zero_point_updated_constant76" [id=1973, type=get_attr]; +"1974 sub_tensor_76" [id=1974, type=sub]; +"1975 linear_113" [id=1975, type=linear]; +"1976 dropout_73" [id=1976, type=dropout]; +"1977 view_102" [id=1977, type=view]; +"1978 permute_85" [id=1978, type=permute]; +"1979 reshape_84" [id=1979, type=reshape]; +"1980 slice_274" [id=1980, type=slice]; +"1981 slice_275" [id=1981, type=slice]; +"1982 slice_276" [id=1982, type=slice]; +"1983 slice_277" [id=1983, type=slice]; +"1984 contiguous_35" [id=1984, type=contiguous]; +"1985 layer_norm_39" [id=1985, type=layer_norm]; +"1986 add_64" [id=1986, type=add]; +"1987 add_64_0_0_nncf_smooth_quant_0" [id=1987, type=call_module]; +"1988 quantize_per_tensor_default_115" [id=1988, type=quantize_per_tensor]; +"1989 dequantize_per_tensor_default_115" [id=1989, type=dequantize_per_tensor]; +"1990 scale_updated_constant77" [id=1990, type=get_attr]; +"1991 compressed_weight_updated_constant77" [id=1991, type=get_attr]; +"1992 mul_tensor_77" [id=1992, type=mul]; +"1993 zero_point_updated_constant77" [id=1993, type=get_attr]; +"1994 sub_tensor_77" [id=1994, type=sub]; +"1995 linear_114" [id=1995, type=linear]; +"1996 gelu_18" [id=1996, type=gelu]; +"1997 dropout_74" [id=1997, type=dropout]; +"1998 dropout_74_0_0_nncf_smooth_quant_0" [id=1998, type=call_module]; +"1999 quantize_per_tensor_default_116" [id=1999, type=quantize_per_tensor]; +"2000 dequantize_per_tensor_default_116" [id=2000, type=dequantize_per_tensor]; +"2001 scale_updated_constant78" [id=2001, type=get_attr]; +"2002 compressed_weight_updated_constant78" [id=2002, type=get_attr]; +"2003 mul_tensor_78" [id=2003, type=mul]; +"2004 zero_point_updated_constant78" [id=2004, type=get_attr]; +"2005 sub_tensor_78" [id=2005, type=sub]; +"2006 linear_115" [id=2006, type=linear]; +"2007 dropout_75" [id=2007, type=dropout]; +"2008 layer_norm_40" [id=2008, type=layer_norm]; +"2009 add_65" [id=2009, type=add]; +"2010 _frozen_param157" [id=2010, type=get_attr]; +"2011 pad_21" [id=2011, type=pad]; +"2012 roll_18" [id=2012, type=roll]; +"2013 view_105" [id=2013, type=view]; +"2014 permute_87" [id=2014, type=permute]; +"2015 reshape_85" [id=2015, type=reshape]; +"2016 _frozen_param158" [id=2016, type=get_attr]; +"2017 reshape_85_0_0_nncf_smooth_quant_0" [id=2017, type=call_module]; +"2018 quantize_per_tensor_default_117" [id=2018, type=quantize_per_tensor]; +"2019 dequantize_per_tensor_default_117" [id=2019, type=dequantize_per_tensor]; +"2020 scale_updated_constant79" [id=2020, type=get_attr]; +"2021 compressed_weight_updated_constant79" [id=2021, type=get_attr]; +"2022 mul_tensor_79" [id=2022, type=mul]; +"2023 zero_point_updated_constant79" [id=2023, type=get_attr]; +"2024 sub_tensor_79" [id=2024, type=sub]; +"2025 linear_118" [id=2025, type=linear]; +"2026 reshape_86" [id=2026, type=reshape]; +"2027 permute_88" [id=2027, type=permute]; +"2028 select_57" [id=2028, type=select]; +"2029 select_58" [id=2029, type=select]; +"2030 select_59" [id=2030, type=select]; +"2031 linalg_vector_norm_38" [id=2031, type=linalg_vector_norm]; +"2032 clamp_min_38" [id=2032, type=clamp_min]; +"2033 expand_as_38" [id=2033, type=expand_as]; +"2034 div_38" [id=2034, type=div]; +"2035 quantize_per_tensor_default_118" [id=2035, type=quantize_per_tensor]; +"2036 dequantize_per_tensor_default_118" [id=2036, type=dequantize_per_tensor]; +"2037 linalg_vector_norm_39" [id=2037, type=linalg_vector_norm]; +"2038 clamp_min_39" [id=2038, type=clamp_min]; +"2039 expand_as_39" [id=2039, type=expand_as]; +"2040 div_39" [id=2040, type=div]; +"2041 quantize_per_tensor_default_119" [id=2041, type=quantize_per_tensor]; +"2042 dequantize_per_tensor_default_119" [id=2042, type=dequantize_per_tensor]; +"2043 transpose_38" [id=2043, type=transpose]; +"2044 matmul_38" [id=2044, type=matmul]; +"2045 _frozen_param160" [id=2045, type=get_attr]; +"2046 mul_39" [id=2046, type=mul]; +"2047 add_66" [id=2047, type=add]; +"2048 new_zeros_9" [id=2048, type=new_zeros]; +"2049 view_106" [id=2049, type=view]; +"2050 permute_89" [id=2050, type=permute]; +"2051 reshape_87" [id=2051, type=reshape]; +"2052 unsqueeze_56" [id=2052, type=unsqueeze]; +"2053 unsqueeze_57" [id=2053, type=unsqueeze]; +"2054 sub_9" [id=2054, type=sub]; +"2055 ne_9" [id=2055, type=ne]; +"2056 masked_fill_18" [id=2056, type=masked_fill]; +"2057 eq_9" [id=2057, type=eq]; +"2058 masked_fill_19" [id=2058, type=masked_fill]; +"2059 view_107" [id=2059, type=view]; +"2060 unsqueeze_58" [id=2060, type=unsqueeze]; +"2061 unsqueeze_59" [id=2061, type=unsqueeze]; +"2062 add_67" [id=2062, type=add]; +"2063 view_108" [id=2063, type=view]; +"2064 softmax_19" [id=2064, type=softmax]; +"2065 dropout_76" [id=2065, type=dropout]; +"2066 matmul_39" [id=2066, type=matmul]; +"2067 transpose_39" [id=2067, type=transpose]; +"2068 reshape_88" [id=2068, type=reshape]; +"2069 reshape_88_0_0_nncf_smooth_quant_0" [id=2069, type=call_module]; +"2070 quantize_per_tensor_default_120" [id=2070, type=quantize_per_tensor]; +"2071 dequantize_per_tensor_default_120" [id=2071, type=dequantize_per_tensor]; +"2072 scale_updated_constant80" [id=2072, type=get_attr]; +"2073 compressed_weight_updated_constant80" [id=2073, type=get_attr]; +"2074 mul_tensor_80" [id=2074, type=mul]; +"2075 zero_point_updated_constant80" [id=2075, type=get_attr]; +"2076 sub_tensor_80" [id=2076, type=sub]; +"2077 linear_119" [id=2077, type=linear]; +"2078 dropout_77" [id=2078, type=dropout]; +"2079 view_109" [id=2079, type=view]; +"2080 permute_90" [id=2080, type=permute]; +"2081 reshape_89" [id=2081, type=reshape]; +"2082 roll_19" [id=2082, type=roll]; +"2083 slice_297" [id=2083, type=slice]; +"2084 slice_298" [id=2084, type=slice]; +"2085 slice_299" [id=2085, type=slice]; +"2086 slice_300" [id=2086, type=slice]; +"2087 contiguous_37" [id=2087, type=contiguous]; +"2088 layer_norm_41" [id=2088, type=layer_norm]; +"2089 add_68" [id=2089, type=add]; +"2090 add_68_0_0_nncf_smooth_quant_0" [id=2090, type=call_module]; +"2091 quantize_per_tensor_default_121" [id=2091, type=quantize_per_tensor]; +"2092 dequantize_per_tensor_default_121" [id=2092, type=dequantize_per_tensor]; +"2093 scale_updated_constant81" [id=2093, type=get_attr]; +"2094 compressed_weight_updated_constant81" [id=2094, type=get_attr]; +"2095 mul_tensor_81" [id=2095, type=mul]; +"2096 zero_point_updated_constant81" [id=2096, type=get_attr]; +"2097 sub_tensor_81" [id=2097, type=sub]; +"2098 linear_120" [id=2098, type=linear]; +"2099 gelu_19" [id=2099, type=gelu]; +"2100 dropout_78" [id=2100, type=dropout]; +"2101 dropout_78_0_0_nncf_smooth_quant_0" [id=2101, type=call_module]; +"2102 quantize_per_tensor_default_122" [id=2102, type=quantize_per_tensor]; +"2103 dequantize_per_tensor_default_122" [id=2103, type=dequantize_per_tensor]; +"2104 scale_updated_constant82" [id=2104, type=get_attr]; +"2105 compressed_weight_updated_constant82" [id=2105, type=get_attr]; +"2106 mul_tensor_82" [id=2106, type=mul]; +"2107 zero_point_updated_constant82" [id=2107, type=get_attr]; +"2108 sub_tensor_82" [id=2108, type=sub]; +"2109 linear_121" [id=2109, type=linear]; +"2110 dropout_79" [id=2110, type=dropout]; +"2111 layer_norm_42" [id=2111, type=layer_norm]; +"2112 add_69" [id=2112, type=add]; +"2113 _frozen_param170" [id=2113, type=get_attr]; +"2114 pad_22" [id=2114, type=pad]; +"2115 view_112" [id=2115, type=view]; +"2116 permute_92" [id=2116, type=permute]; +"2117 reshape_90" [id=2117, type=reshape]; +"2118 _frozen_param171" [id=2118, type=get_attr]; +"2119 reshape_90_0_0_nncf_smooth_quant_0" [id=2119, type=call_module]; +"2120 quantize_per_tensor_default_123" [id=2120, type=quantize_per_tensor]; +"2121 dequantize_per_tensor_default_123" [id=2121, type=dequantize_per_tensor]; +"2122 scale_updated_constant83" [id=2122, type=get_attr]; +"2123 compressed_weight_updated_constant83" [id=2123, 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softmax_23" [id=2447, type=softmax]; +"2448 dropout_92" [id=2448, type=dropout]; +"2449 matmul_47" [id=2449, type=matmul]; +"2450 transpose_47" [id=2450, type=transpose]; +"2451 reshape_105" [id=2451, type=reshape]; +"2452 reshape_105_0_0_nncf_smooth_quant_0" [id=2452, type=call_module]; +"2453 quantize_per_tensor_default_145" [id=2453, type=quantize_per_tensor]; +"2454 dequantize_per_tensor_default_145" [id=2454, type=dequantize_per_tensor]; +"2455 scale_updated_constant97" [id=2455, type=get_attr]; +"2456 compressed_weight_updated_constant97" [id=2456, type=get_attr]; +"2457 mul_tensor_97" [id=2457, type=mul]; +"2458 zero_point_updated_constant97" [id=2458, type=get_attr]; +"2459 sub_tensor_97" [id=2459, type=sub]; +"2460 linear_144" [id=2460, type=linear]; +"2461 dropout_93" [id=2461, type=dropout]; +"2462 view_128" [id=2462, type=view]; +"2463 permute_107" [id=2463, type=permute]; +"2464 reshape_106" [id=2464, type=reshape]; +"2465 slice_347" [id=2465, type=slice]; +"2466 slice_348" [id=2466, type=slice]; +"2467 slice_349" [id=2467, type=slice]; +"2468 slice_350" [id=2468, type=slice]; +"2469 contiguous_45" [id=2469, type=contiguous]; +"2470 layer_norm_50" [id=2470, type=layer_norm]; +"2471 add_81" [id=2471, type=add]; +"2472 add_81_0_0_nncf_smooth_quant_0" [id=2472, type=call_module]; +"2473 quantize_per_tensor_default_146" [id=2473, type=quantize_per_tensor]; +"2474 dequantize_per_tensor_default_146" [id=2474, type=dequantize_per_tensor]; +"2475 scale_updated_constant98" [id=2475, type=get_attr]; +"2476 compressed_weight_updated_constant98" [id=2476, type=get_attr]; +"2477 mul_tensor_98" [id=2477, type=mul]; +"2478 zero_point_updated_constant98" [id=2478, type=get_attr]; +"2479 sub_tensor_98" [id=2479, type=sub]; +"2480 linear_145" [id=2480, type=linear]; +"2481 gelu_23" [id=2481, type=gelu]; +"2482 dropout_94" [id=2482, type=dropout]; +"2483 dropout_94_0_0_nncf_smooth_quant_0" [id=2483, type=call_module]; +"2484 quantize_per_tensor_default_147" [id=2484, type=quantize_per_tensor]; +"2485 dequantize_per_tensor_default_147" [id=2485, type=dequantize_per_tensor]; +"2486 scale_updated_constant99" [id=2486, type=get_attr]; +"2487 compressed_weight_updated_constant99" [id=2487, type=get_attr]; +"2488 mul_tensor_99" [id=2488, type=mul]; +"2489 zero_point_updated_constant99" [id=2489, type=get_attr]; +"2490 sub_tensor_99" [id=2490, type=sub]; +"2491 linear_146" [id=2491, type=linear]; +"2492 dropout_95" [id=2492, type=dropout]; +"2493 layer_norm_51" [id=2493, type=layer_norm]; +"2494 add_82" [id=2494, type=add]; +"2495 layer_norm_52" [id=2495, type=layer_norm]; +"2496 permute_108" [id=2496, type=permute]; +"2497 adaptive_avg_pool2d" [id=2497, type=adaptive_avg_pool2d]; +"2498 flatten" [id=2498, type=flatten]; +"2499 flatten_0_0_nncf_smooth_quant_0" [id=2499, type=call_module]; +"2500 quantize_per_tensor_default_148" [id=2500, type=quantize_per_tensor]; +"2501 dequantize_per_tensor_default_148" [id=2501, type=dequantize_per_tensor]; "2502 scale_updated_constant100" [id=2502, type=get_attr]; "2503 compressed_weight_updated_constant100" [id=2503, type=get_attr]; "2504 mul_tensor_100" [id=2504, type=mul]; @@ -2508,2753 +2508,2753 @@ strict digraph { "2506 sub_tensor_100" [id=2506, type=sub]; "2507 linear_147" [id=2507, type=linear]; "2508 output" [id=2508, type=output]; -"0 features_0_2_weight" -> "117 layer_norm" [label="(96,)", style=solid]; -"1 features_0_2_bias" -> "117 layer_norm" [label="(96,)", style=solid]; -"2 features_1_0_norm1_weight" -> "176 layer_norm_1" [label="(96,)", style=solid]; -"3 features_1_0_norm1_bias" -> "176 layer_norm_1" [label="(96,)", style=solid]; -"4 features_1_0_norm2_weight" -> "201 layer_norm_2" [label="(96,)", style=solid]; -"5 features_1_0_norm2_bias" -> "201 layer_norm_2" [label="(96,)", style=solid]; -"6 features_1_1_norm1_weight" -> "279 layer_norm_3" [label="(96,)", style=solid]; -"7 features_1_1_norm1_bias" -> "279 layer_norm_3" [label="(96,)", style=solid]; -"8 features_1_1_norm2_weight" -> "304 layer_norm_4" [label="(96,)", style=solid]; -"9 features_1_1_norm2_bias" -> "304 layer_norm_4" [label="(96,)", style=solid]; -"10 features_2_norm_weight" -> "329 layer_norm_5" [label="(192,)", style=solid]; -"11 features_2_norm_bias" -> "329 layer_norm_5" [label="(192,)", style=solid]; -"12 features_3_0_norm1_weight" -> "391 layer_norm_6" [label="(192,)", style=solid]; -"13 features_3_0_norm1_bias" -> "391 layer_norm_6" [label="(192,)", style=solid]; -"14 features_3_0_norm2_weight" -> "416 layer_norm_7" [label="(192,)", style=solid]; -"15 features_3_0_norm2_bias" -> "416 layer_norm_7" [label="(192,)", style=solid]; -"16 features_3_1_norm1_weight" -> "497 layer_norm_8" [label="(192,)", style=solid]; -"17 features_3_1_norm1_bias" -> "497 layer_norm_8" [label="(192,)", style=solid]; -"18 features_3_1_norm2_weight" -> "522 layer_norm_9" [label="(192,)", style=solid]; -"19 features_3_1_norm2_bias" -> "522 layer_norm_9" [label="(192,)", style=solid]; -"20 features_4_norm_weight" -> "547 layer_norm_10" [label="(384,)", style=solid]; -"21 features_4_norm_bias" -> "547 layer_norm_10" [label="(384,)", style=solid]; -"22 features_5_0_norm1_weight" -> "609 layer_norm_11" [label="(384,)", style=solid]; -"23 features_5_0_norm1_bias" -> "609 layer_norm_11" [label="(384,)", style=solid]; -"24 features_5_0_norm2_weight" -> "634 layer_norm_12" [label="(384,)", style=solid]; -"25 features_5_0_norm2_bias" -> "634 layer_norm_12" [label="(384,)", style=solid]; -"26 features_5_1_norm1_weight" -> "715 layer_norm_13" [label="(384,)", style=solid]; -"27 features_5_1_norm1_bias" -> "715 layer_norm_13" [label="(384,)", style=solid]; -"28 features_5_1_norm2_weight" -> "740 layer_norm_14" [label="(384,)", style=solid]; -"29 features_5_1_norm2_bias" -> "740 layer_norm_14" [label="(384,)", style=solid]; -"30 features_5_2_norm1_weight" -> "803 layer_norm_15" [label="(384,)", style=solid]; -"31 features_5_2_norm1_bias" -> "803 layer_norm_15" [label="(384,)", style=solid]; -"32 features_5_2_norm2_weight" -> "828 layer_norm_16" [label="(384,)", style=solid]; -"33 features_5_2_norm2_bias" -> "828 layer_norm_16" [label="(384,)", style=solid]; -"34 features_5_3_norm1_weight" -> "909 layer_norm_17" [label="(384,)", style=solid]; -"35 features_5_3_norm1_bias" -> "909 layer_norm_17" [label="(384,)", style=solid]; -"36 features_5_3_norm2_weight" -> "934 layer_norm_18" [label="(384,)", style=solid]; -"37 features_5_3_norm2_bias" -> "934 layer_norm_18" [label="(384,)", style=solid]; -"38 features_5_4_norm1_weight" -> "997 layer_norm_19" [label="(384,)", style=solid]; -"39 features_5_4_norm1_bias" -> "997 layer_norm_19" [label="(384,)", style=solid]; -"40 features_5_4_norm2_weight" -> "1022 layer_norm_20" [label="(384,)", style=solid]; -"41 features_5_4_norm2_bias" -> "1022 layer_norm_20" [label="(384,)", style=solid]; -"42 features_5_5_norm1_weight" -> "1103 layer_norm_21" [label="(384,)", style=solid]; -"43 features_5_5_norm1_bias" -> "1103 layer_norm_21" [label="(384,)", style=solid]; -"44 features_5_5_norm2_weight" -> "1128 layer_norm_22" [label="(384,)", style=solid]; -"45 features_5_5_norm2_bias" -> "1128 layer_norm_22" [label="(384,)", style=solid]; -"46 features_5_6_norm1_weight" -> "1191 layer_norm_23" [label="(384,)", style=solid]; -"47 features_5_6_norm1_bias" -> "1191 layer_norm_23" [label="(384,)", style=solid]; -"48 features_5_6_norm2_weight" -> "1216 layer_norm_24" [label="(384,)", style=solid]; -"49 features_5_6_norm2_bias" -> "1216 layer_norm_24" [label="(384,)", style=solid]; -"50 features_5_7_norm1_weight" -> "1297 layer_norm_25" [label="(384,)", style=solid]; -"51 features_5_7_norm1_bias" -> "1297 layer_norm_25" [label="(384,)", style=solid]; -"52 features_5_7_norm2_weight" -> "1322 layer_norm_26" [label="(384,)", style=solid]; -"53 features_5_7_norm2_bias" -> "1322 layer_norm_26" [label="(384,)", style=solid]; -"54 features_5_8_norm1_weight" -> "1385 layer_norm_27" [label="(384,)", style=solid]; -"55 features_5_8_norm1_bias" -> "1385 layer_norm_27" [label="(384,)", style=solid]; -"56 features_5_8_norm2_weight" -> "1410 layer_norm_28" [label="(384,)", style=solid]; -"57 features_5_8_norm2_bias" -> "1410 layer_norm_28" [label="(384,)", style=solid]; -"58 features_5_9_norm1_weight" -> "1491 layer_norm_29" [label="(384,)", style=solid]; -"59 features_5_9_norm1_bias" -> "1491 layer_norm_29" [label="(384,)", style=solid]; -"60 features_5_9_norm2_weight" -> "1516 layer_norm_30" [label="(384,)", style=solid]; -"61 features_5_9_norm2_bias" -> "1516 layer_norm_30" [label="(384,)", style=solid]; -"62 features_5_10_norm1_weight" -> "1579 layer_norm_31" [label="(384,)", style=solid]; -"63 features_5_10_norm1_bias" -> "1579 layer_norm_31" [label="(384,)", style=solid]; -"64 features_5_10_norm2_weight" -> "1604 layer_norm_32" [label="(384,)", style=solid]; -"65 features_5_10_norm2_bias" -> "1604 layer_norm_32" [label="(384,)", style=solid]; -"66 features_5_11_norm1_weight" -> "1685 layer_norm_33" [label="(384,)", style=solid]; -"67 features_5_11_norm1_bias" -> "1685 layer_norm_33" [label="(384,)", style=solid]; -"68 features_5_11_norm2_weight" -> "1710 layer_norm_34" [label="(384,)", style=solid]; -"69 features_5_11_norm2_bias" -> "1710 layer_norm_34" [label="(384,)", style=solid]; -"70 features_5_12_norm1_weight" -> "1773 layer_norm_35" [label="(384,)", style=solid]; -"71 features_5_12_norm1_bias" -> "1773 layer_norm_35" [label="(384,)", style=solid]; -"72 features_5_12_norm2_weight" -> "1798 layer_norm_36" [label="(384,)", style=solid]; -"73 features_5_12_norm2_bias" -> "1798 layer_norm_36" [label="(384,)", style=solid]; -"74 features_5_13_norm1_weight" -> "1879 layer_norm_37" [label="(384,)", style=solid]; -"75 features_5_13_norm1_bias" -> "1879 layer_norm_37" [label="(384,)", style=solid]; -"76 features_5_13_norm2_weight" -> "1904 layer_norm_38" [label="(384,)", style=solid]; -"77 features_5_13_norm2_bias" -> "1904 layer_norm_38" [label="(384,)", style=solid]; -"78 features_5_14_norm1_weight" -> "1967 layer_norm_39" [label="(384,)", style=solid]; -"79 features_5_14_norm1_bias" -> "1967 layer_norm_39" [label="(384,)", style=solid]; -"80 features_5_14_norm2_weight" -> "1992 layer_norm_40" [label="(384,)", style=solid]; -"81 features_5_14_norm2_bias" -> "1992 layer_norm_40" [label="(384,)", style=solid]; -"82 features_5_15_norm1_weight" -> "2073 layer_norm_41" [label="(384,)", style=solid]; -"83 features_5_15_norm1_bias" -> "2073 layer_norm_41" [label="(384,)", style=solid]; -"84 features_5_15_norm2_weight" -> "2098 layer_norm_42" [label="(384,)", style=solid]; -"85 features_5_15_norm2_bias" -> "2098 layer_norm_42" [label="(384,)", style=solid]; -"86 features_5_16_norm1_weight" -> "2161 layer_norm_43" [label="(384,)", style=solid]; -"87 features_5_16_norm1_bias" -> "2161 layer_norm_43" [label="(384,)", style=solid]; -"88 features_5_16_norm2_weight" -> "2186 layer_norm_44" [label="(384,)", style=solid]; -"89 features_5_16_norm2_bias" -> "2186 layer_norm_44" [label="(384,)", style=solid]; -"90 features_5_17_norm1_weight" -> "2267 layer_norm_45" [label="(384,)", style=solid]; -"91 features_5_17_norm1_bias" -> "2267 layer_norm_45" [label="(384,)", style=solid]; -"92 features_5_17_norm2_weight" -> "2292 layer_norm_46" [label="(384,)", style=solid]; -"93 features_5_17_norm2_bias" -> "2292 layer_norm_46" [label="(384,)", style=solid]; -"94 features_6_norm_weight" -> "2317 layer_norm_47" [label="(768,)", style=solid]; -"95 features_6_norm_bias" -> "2317 layer_norm_47" [label="(768,)", style=solid]; -"96 features_7_0_norm1_weight" -> "2379 layer_norm_48" [label="(768,)", style=solid]; -"97 features_7_0_norm1_bias" -> "2379 layer_norm_48" [label="(768,)", style=solid]; -"98 features_7_0_norm2_weight" -> "2404 layer_norm_49" [label="(768,)", style=solid]; -"99 features_7_0_norm2_bias" -> "2404 layer_norm_49" [label="(768,)", style=solid]; -"100 features_7_1_norm1_weight" -> "2467 layer_norm_50" [label="(768,)", style=solid]; -"101 features_7_1_norm1_bias" -> "2467 layer_norm_50" [label="(768,)", style=solid]; -"102 features_7_1_norm2_weight" -> "2492 layer_norm_51" [label="(768,)", style=solid]; -"103 features_7_1_norm2_bias" -> "2492 layer_norm_51" [label="(768,)", style=solid]; -"104 norm_weight" -> "2494 layer_norm_52" [label="(768,)", style=solid]; -"105 norm_bias" -> "2494 layer_norm_52" [label="(768,)", style=solid]; -"106 x" -> "107 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; -"107 quantize_per_tensor_default" -> "108 dequantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; -"108 dequantize_per_tensor_default" -> "115 conv2d" [label="(1, 3, 224, 224)", style=solid]; -"109 features_0_0_bias_0_0" -> "115 conv2d" [label="(96,)", style=solid]; -"110 scale_updated_constant0" -> "112 mul_tensor" [label="(96, 1, 1, 1)", style=solid]; -"111 compressed_weight_updated_constant0" -> "112 mul_tensor" [label="(96, 3, 4, 4)", style=solid]; -"112 mul_tensor" -> "114 sub_tensor" [label="(96, 3, 4, 4)", style=solid]; -"113 zero_point_updated_constant0" -> "114 sub_tensor" [label="(96, 1, 1, 1)", style=solid]; -"114 sub_tensor" -> "115 conv2d" [label="(96, 3, 4, 4)", style=solid]; -"115 conv2d" -> "116 permute" [label="(1, 96, 56, 56)", style=solid]; -"116 permute" -> "117 layer_norm" [label="(1, 56, 56, 96)", style=solid]; -"117 layer_norm" -> "119 pad" [label="(1, 56, 56, 96)", style=solid]; -"117 layer_norm" -> "177 add_1" [label="(1, 56, 56, 96)", style=solid]; -"118 _frozen_param0" -> "154 add" [label="(1, 3, 64, 64)", style=solid]; -"119 pad" -> "120 view_2" [label="(1, 56, 56, 96)", style=solid]; -"120 view_2" -> "121 permute_2" [label="(1, 7, 8, 7, 8, 96)", style=solid]; -"121 permute_2" -> "122 reshape" [label="(1, 7, 7, 8, 8, 96)", style=solid]; -"122 reshape" -> "123 reshape_0_0_nncf_smooth_quant_0" [label="(49, 64, 96)", style=solid]; -"123 reshape_0_0_nncf_smooth_quant_0" -> "124 quantize_per_tensor_default_1" [label="(49, 64, 96)", style=solid]; -"124 quantize_per_tensor_default_1" -> "125 dequantize_per_tensor_default_1" [label="(49, 64, 96)", style=solid]; -"125 dequantize_per_tensor_default_1" -> "132 linear_2" [label="(49, 64, 96)", style=solid]; -"126 _frozen_param1_0_0" -> "132 linear_2" [label="(288,)", style=solid]; -"127 scale_updated_constant1" -> "129 mul_tensor_1" [label="(288, 1)", style=solid]; -"128 compressed_weight_updated_constant1" -> "129 mul_tensor_1" [label="(288, 96)", style=solid]; -"129 mul_tensor_1" -> "131 sub_tensor_1" [label="(288, 96)", style=solid]; -"130 zero_point_updated_constant1" -> "131 sub_tensor_1" [label="(288, 1)", style=solid]; -"131 sub_tensor_1" -> "132 linear_2" [label="(288, 96)", style=solid]; -"132 linear_2" -> "133 reshape_1" [label="(49, 64, 288)", style=solid]; -"133 reshape_1" -> "134 permute_3" [label="(49, 64, 3, 3, 32)", style=solid]; -"134 permute_3" -> "135 select" [label="(3, 49, 3, 64, 32)", style=solid]; -"134 permute_3" -> "136 select_1" [label="(3, 49, 3, 64, 32)", style=solid]; -"134 permute_3" -> "137 select_2" [label="(3, 49, 3, 64, 32)", style=solid]; -"135 select" -> "138 linalg_vector_norm" [label="(49, 3, 64, 32)", style=solid]; -"135 select" -> "140 expand_as" [label="(49, 3, 64, 32)", style=solid]; -"135 select" -> "141 div" [label="(49, 3, 64, 32)", style=solid]; -"136 select_1" -> "144 linalg_vector_norm_1" [label="(49, 3, 64, 32)", style=solid]; -"136 select_1" -> "146 expand_as_1" [label="(49, 3, 64, 32)", style=solid]; -"136 select_1" -> "147 div_1" [label="(49, 3, 64, 32)", style=solid]; -"137 select_2" -> "157 matmul_1" [label="(49, 3, 64, 32)", style=solid]; -"138 linalg_vector_norm" -> "139 clamp_min" [label="(49, 3, 64, 1)", style=solid]; -"139 clamp_min" -> "140 expand_as" [label="(49, 3, 64, 1)", style=solid]; -"140 expand_as" -> "141 div" [label="(49, 3, 64, 32)", style=solid]; -"141 div" -> "142 quantize_per_tensor_default_2" [label="(49, 3, 64, 32)", style=solid]; -"142 quantize_per_tensor_default_2" -> "143 dequantize_per_tensor_default_2" [label="(49, 3, 64, 32)", style=solid]; -"143 dequantize_per_tensor_default_2" -> "151 matmul" [label="(49, 3, 64, 32)", style=solid]; -"144 linalg_vector_norm_1" -> "145 clamp_min_1" [label="(49, 3, 64, 1)", style=solid]; -"145 clamp_min_1" -> "146 expand_as_1" [label="(49, 3, 64, 1)", style=solid]; -"146 expand_as_1" -> "147 div_1" [label="(49, 3, 64, 32)", style=solid]; -"147 div_1" -> "148 quantize_per_tensor_default_3" [label="(49, 3, 64, 32)", style=solid]; -"148 quantize_per_tensor_default_3" -> "149 dequantize_per_tensor_default_3" [label="(49, 3, 64, 32)", style=solid]; -"149 dequantize_per_tensor_default_3" -> "150 transpose" [label="(49, 3, 64, 32)", style=solid]; -"150 transpose" -> "151 matmul" [label="(49, 3, 32, 64)", style=solid]; -"151 matmul" -> "153 mul_1" [label="(49, 3, 64, 64)", style=solid]; -"152 _frozen_param3" -> "153 mul_1" [label="(3, 1, 1)", style=solid]; -"153 mul_1" -> "154 add" [label="(49, 3, 64, 64)", style=solid]; -"154 add" -> "155 softmax" [label="(49, 3, 64, 64)", style=solid]; -"155 softmax" -> "156 dropout" [label="(49, 3, 64, 64)", style=solid]; -"156 dropout" -> "157 matmul_1" [label="(49, 3, 64, 64)", style=solid]; -"157 matmul_1" -> "158 transpose_1" [label="(49, 3, 64, 32)", style=solid]; -"158 transpose_1" -> "159 reshape_2" [label="(49, 64, 3, 32)", style=solid]; -"159 reshape_2" -> "160 reshape_2_0_0_nncf_smooth_quant_0" [label="(49, 64, 96)", style=solid]; -"160 reshape_2_0_0_nncf_smooth_quant_0" -> "161 quantize_per_tensor_default_4" [label="(49, 64, 96)", style=solid]; -"161 quantize_per_tensor_default_4" -> "162 dequantize_per_tensor_default_4" [label="(49, 64, 96)", style=solid]; -"162 dequantize_per_tensor_default_4" -> "169 linear_3" [label="(49, 64, 96)", style=solid]; -"163 features_1_0_attn_proj_bias_0_0" -> "169 linear_3" [label="(96,)", style=solid]; -"164 scale_updated_constant2" -> "166 mul_tensor_2" [label="(96, 1)", style=solid]; -"165 compressed_weight_updated_constant2" -> "166 mul_tensor_2" [label="(96, 96)", style=solid]; -"166 mul_tensor_2" -> "168 sub_tensor_2" [label="(96, 96)", style=solid]; -"167 zero_point_updated_constant2" -> "168 sub_tensor_2" [label="(96, 1)", style=solid]; -"168 sub_tensor_2" -> "169 linear_3" [label="(96, 96)", style=solid]; -"169 linear_3" -> "170 dropout_1" [label="(49, 64, 96)", style=solid]; -"170 dropout_1" -> "171 view_3" [label="(49, 64, 96)", style=solid]; -"171 view_3" -> "172 permute_4" [label="(1, 7, 7, 8, 8, 96)", style=solid]; -"172 permute_4" -> "173 reshape_3" [label="(1, 7, 8, 7, 8, 96)", style=solid]; -"173 reshape_3" -> "174 slice_2" [label="(1, 56, 56, 96)", style=solid]; -"174 slice_2" -> "175 slice_3" [label="(1, 56, 56, 96)", style=solid]; -"175 slice_3" -> "176 layer_norm_1" [label="(1, 56, 56, 96)", style=solid]; -"176 layer_norm_1" -> "177 add_1" [label="(1, 56, 56, 96)", style=solid]; -"177 add_1" -> "178 add_1_0_0_nncf_smooth_quant_0" [label="(1, 56, 56, 96)", style=solid]; -"177 add_1" -> "202 add_2" [label="(1, 56, 56, 96)", style=solid]; -"178 add_1_0_0_nncf_smooth_quant_0" -> "179 quantize_per_tensor_default_5" [label="(1, 56, 56, 96)", style=solid]; -"179 quantize_per_tensor_default_5" -> "180 dequantize_per_tensor_default_5" [label="(1, 56, 56, 96)", style=solid]; -"180 dequantize_per_tensor_default_5" -> "187 linear_4" [label="(1, 56, 56, 96)", style=solid]; -"181 features_1_0_mlp_0_bias_0_0" -> "187 linear_4" [label="(384,)", style=solid]; -"182 scale_updated_constant3" -> "184 mul_tensor_3" [label="(384, 1)", style=solid]; -"183 compressed_weight_updated_constant3" -> "184 mul_tensor_3" [label="(384, 96)", style=solid]; -"184 mul_tensor_3" -> "186 sub_tensor_3" [label="(384, 96)", style=solid]; -"185 zero_point_updated_constant3" -> "186 sub_tensor_3" [label="(384, 1)", style=solid]; -"186 sub_tensor_3" -> "187 linear_4" [label="(384, 96)", style=solid]; -"187 linear_4" -> "188 gelu" [label="(1, 56, 56, 384)", style=solid]; -"188 gelu" -> "189 dropout_2" [label="(1, 56, 56, 384)", style=solid]; -"189 dropout_2" -> "190 dropout_2_0_0_nncf_smooth_quant_0" [label="(1, 56, 56, 384)", style=solid]; -"190 dropout_2_0_0_nncf_smooth_quant_0" -> "191 quantize_per_tensor_default_6" [label="(1, 56, 56, 384)", style=solid]; -"191 quantize_per_tensor_default_6" -> "192 dequantize_per_tensor_default_6" [label="(1, 56, 56, 384)", style=solid]; -"192 dequantize_per_tensor_default_6" -> "199 linear_5" [label="(1, 56, 56, 384)", style=solid]; -"193 features_1_0_mlp_3_bias_0_0" -> "199 linear_5" [label="(96,)", style=solid]; -"194 scale_updated_constant4" -> "196 mul_tensor_4" [label="(96, 1)", style=solid]; -"195 compressed_weight_updated_constant4" -> "196 mul_tensor_4" [label="(96, 384)", style=solid]; -"196 mul_tensor_4" -> "198 sub_tensor_4" [label="(96, 384)", style=solid]; -"197 zero_point_updated_constant4" -> "198 sub_tensor_4" [label="(96, 1)", style=solid]; -"198 sub_tensor_4" -> "199 linear_5" [label="(96, 384)", style=solid]; -"199 linear_5" -> "200 dropout_3" [label="(1, 56, 56, 96)", style=solid]; -"200 dropout_3" -> "201 layer_norm_2" [label="(1, 56, 56, 96)", style=solid]; -"201 layer_norm_2" -> "202 add_2" [label="(1, 56, 56, 96)", style=solid]; -"202 add_2" -> "204 pad_1" [label="(1, 56, 56, 96)", style=solid]; -"202 add_2" -> "280 add_5" [label="(1, 56, 56, 96)", style=solid]; -"203 _frozen_param4" -> "240 add_3" [label="(1, 3, 64, 64)", style=solid]; -"204 pad_1" -> "205 roll" [label="(1, 56, 56, 96)", style=solid]; -"205 roll" -> "206 view_6" [label="(1, 56, 56, 96)", style=solid]; -"206 view_6" -> "207 permute_6" [label="(1, 7, 8, 7, 8, 96)", style=solid]; -"207 permute_6" -> "208 reshape_4" [label="(1, 7, 7, 8, 8, 96)", style=solid]; -"208 reshape_4" -> "209 reshape_4_0_0_nncf_smooth_quant_0" [label="(49, 64, 96)", style=solid]; -"208 reshape_4" -> "241 new_zeros" [label="(49, 64, 96)", style=solid]; -"209 reshape_4_0_0_nncf_smooth_quant_0" -> "210 quantize_per_tensor_default_7" [label="(49, 64, 96)", style=solid]; -"210 quantize_per_tensor_default_7" -> "211 dequantize_per_tensor_default_7" [label="(49, 64, 96)", style=solid]; -"211 dequantize_per_tensor_default_7" -> "218 linear_8" [label="(49, 64, 96)", style=solid]; -"212 _frozen_param5_0_0" -> "218 linear_8" [label="(288,)", style=solid]; -"213 scale_updated_constant5" -> "215 mul_tensor_5" [label="(288, 1)", style=solid]; -"214 compressed_weight_updated_constant5" -> "215 mul_tensor_5" [label="(288, 96)", style=solid]; -"215 mul_tensor_5" -> "217 sub_tensor_5" [label="(288, 96)", style=solid]; -"216 zero_point_updated_constant5" -> "217 sub_tensor_5" [label="(288, 1)", style=solid]; -"217 sub_tensor_5" -> "218 linear_8" [label="(288, 96)", style=solid]; -"218 linear_8" -> "219 reshape_5" [label="(49, 64, 288)", style=solid]; -"219 reshape_5" -> "220 permute_7" [label="(49, 64, 3, 3, 32)", style=solid]; -"220 permute_7" -> "221 select_3" [label="(3, 49, 3, 64, 32)", style=solid]; -"220 permute_7" -> "222 select_4" [label="(3, 49, 3, 64, 32)", style=solid]; -"220 permute_7" -> "223 select_5" [label="(3, 49, 3, 64, 32)", style=solid]; -"221 select_3" -> "224 linalg_vector_norm_2" [label="(49, 3, 64, 32)", style=solid]; -"221 select_3" -> "226 expand_as_2" [label="(49, 3, 64, 32)", style=solid]; -"221 select_3" -> "227 div_2" [label="(49, 3, 64, 32)", style=solid]; -"222 select_4" -> "230 linalg_vector_norm_3" [label="(49, 3, 64, 32)", style=solid]; -"222 select_4" -> "232 expand_as_3" [label="(49, 3, 64, 32)", style=solid]; -"222 select_4" -> "233 div_3" [label="(49, 3, 64, 32)", style=solid]; -"223 select_5" -> "259 matmul_3" [label="(49, 3, 64, 32)", style=solid]; -"224 linalg_vector_norm_2" -> "225 clamp_min_2" [label="(49, 3, 64, 1)", style=solid]; -"225 clamp_min_2" -> "226 expand_as_2" [label="(49, 3, 64, 1)", style=solid]; -"226 expand_as_2" -> "227 div_2" [label="(49, 3, 64, 32)", style=solid]; -"227 div_2" -> "228 quantize_per_tensor_default_8" [label="(49, 3, 64, 32)", style=solid]; -"228 quantize_per_tensor_default_8" -> "229 dequantize_per_tensor_default_8" [label="(49, 3, 64, 32)", style=solid]; -"229 dequantize_per_tensor_default_8" -> "237 matmul_2" [label="(49, 3, 64, 32)", style=solid]; -"230 linalg_vector_norm_3" -> "231 clamp_min_3" [label="(49, 3, 64, 1)", style=solid]; -"231 clamp_min_3" -> "232 expand_as_3" [label="(49, 3, 64, 1)", style=solid]; -"232 expand_as_3" -> "233 div_3" [label="(49, 3, 64, 32)", style=solid]; -"233 div_3" -> "234 quantize_per_tensor_default_9" [label="(49, 3, 64, 32)", style=solid]; -"234 quantize_per_tensor_default_9" -> "235 dequantize_per_tensor_default_9" [label="(49, 3, 64, 32)", style=solid]; -"235 dequantize_per_tensor_default_9" -> "236 transpose_2" [label="(49, 3, 64, 32)", style=solid]; -"236 transpose_2" -> "237 matmul_2" [label="(49, 3, 32, 64)", style=solid]; -"237 matmul_2" -> "239 mul_3" [label="(49, 3, 64, 64)", style=solid]; -"238 _frozen_param7" -> "239 mul_3" [label="(3, 1, 1)", style=solid]; -"239 mul_3" -> "240 add_3" [label="(49, 3, 64, 64)", style=solid]; -"240 add_3" -> "252 view_8" [label="(49, 3, 64, 64)", style=solid]; -"241 new_zeros" -> "242 view_7" [label="(56, 56)", style=solid]; -"242 view_7" -> "243 permute_8" [label="(7, 8, 7, 8)", style=solid]; -"243 permute_8" -> "244 reshape_6" [label="(7, 7, 8, 8)", style=solid]; -"244 reshape_6" -> "245 unsqueeze_2" [label="(49, 64)", style=solid]; -"244 reshape_6" -> "246 unsqueeze_3" [label="(49, 64)", style=solid]; -"245 unsqueeze_2" -> "247 sub" [label="(49, 1, 64)", style=solid]; -"246 unsqueeze_3" -> "247 sub" [label="(49, 64, 1)", style=solid]; -"247 sub" -> "248 ne" [label="(49, 64, 64)", style=solid]; -"247 sub" -> "249 masked_fill" [label="(49, 64, 64)", style=solid]; -"247 sub" -> "250 eq" [label="(49, 64, 64)", style=solid]; -"248 ne" -> "249 masked_fill" [label="(49, 64, 64)", style=solid]; -"249 masked_fill" -> "251 masked_fill_1" [label="(49, 64, 64)", style=solid]; -"250 eq" -> "251 masked_fill_1" [label="(49, 64, 64)", style=solid]; -"251 masked_fill_1" -> "253 unsqueeze_4" [label="(49, 64, 64)", style=solid]; -"252 view_8" -> "255 add_4" [label="(1, 49, 3, 64, 64)", style=solid]; -"253 unsqueeze_4" -> "254 unsqueeze_5" [label="(49, 1, 64, 64)", style=solid]; -"254 unsqueeze_5" -> "255 add_4" [label="(1, 49, 1, 64, 64)", style=solid]; -"255 add_4" -> "256 view_9" [label="(1, 49, 3, 64, 64)", style=solid]; -"256 view_9" -> "257 softmax_1" [label="(49, 3, 64, 64)", style=solid]; -"257 softmax_1" -> "258 dropout_4" [label="(49, 3, 64, 64)", style=solid]; -"258 dropout_4" -> "259 matmul_3" [label="(49, 3, 64, 64)", style=solid]; -"259 matmul_3" -> "260 transpose_3" [label="(49, 3, 64, 32)", style=solid]; -"260 transpose_3" -> "261 reshape_7" [label="(49, 64, 3, 32)", style=solid]; -"261 reshape_7" -> "262 reshape_7_0_0_nncf_smooth_quant_0" [label="(49, 64, 96)", style=solid]; -"262 reshape_7_0_0_nncf_smooth_quant_0" -> "263 quantize_per_tensor_default_10" [label="(49, 64, 96)", style=solid]; -"263 quantize_per_tensor_default_10" -> "264 dequantize_per_tensor_default_10" [label="(49, 64, 96)", style=solid]; -"264 dequantize_per_tensor_default_10" -> "271 linear_9" [label="(49, 64, 96)", style=solid]; -"265 features_1_1_attn_proj_bias_0_0" -> "271 linear_9" [label="(96,)", style=solid]; -"266 scale_updated_constant6" -> "268 mul_tensor_6" [label="(96, 1)", style=solid]; -"267 compressed_weight_updated_constant6" -> "268 mul_tensor_6" [label="(96, 96)", style=solid]; -"268 mul_tensor_6" -> "270 sub_tensor_6" [label="(96, 96)", style=solid]; -"269 zero_point_updated_constant6" -> "270 sub_tensor_6" [label="(96, 1)", style=solid]; -"270 sub_tensor_6" -> "271 linear_9" [label="(96, 96)", style=solid]; -"271 linear_9" -> "272 dropout_5" [label="(49, 64, 96)", style=solid]; -"272 dropout_5" -> "273 view_10" [label="(49, 64, 96)", style=solid]; -"273 view_10" -> "274 permute_9" [label="(1, 7, 7, 8, 8, 96)", style=solid]; -"274 permute_9" -> "275 reshape_8" [label="(1, 7, 8, 7, 8, 96)", style=solid]; -"275 reshape_8" -> "276 roll_1" [label="(1, 56, 56, 96)", style=solid]; -"276 roll_1" -> "277 slice_23" [label="(1, 56, 56, 96)", style=solid]; -"277 slice_23" -> "278 slice_24" [label="(1, 56, 56, 96)", style=solid]; -"278 slice_24" -> "279 layer_norm_3" [label="(1, 56, 56, 96)", style=solid]; -"279 layer_norm_3" -> "280 add_5" [label="(1, 56, 56, 96)", style=solid]; -"280 add_5" -> "281 add_5_0_0_nncf_smooth_quant_0" [label="(1, 56, 56, 96)", style=solid]; -"280 add_5" -> "305 add_6" [label="(1, 56, 56, 96)", style=solid]; -"281 add_5_0_0_nncf_smooth_quant_0" -> "282 quantize_per_tensor_default_11" [label="(1, 56, 56, 96)", style=solid]; -"282 quantize_per_tensor_default_11" -> "283 dequantize_per_tensor_default_11" [label="(1, 56, 56, 96)", style=solid]; -"283 dequantize_per_tensor_default_11" -> "290 linear_10" [label="(1, 56, 56, 96)", style=solid]; -"284 features_1_1_mlp_0_bias_0_0" -> "290 linear_10" [label="(384,)", style=solid]; -"285 scale_updated_constant7" -> "287 mul_tensor_7" [label="(384, 1)", style=solid]; -"286 compressed_weight_updated_constant7" -> "287 mul_tensor_7" [label="(384, 96)", style=solid]; -"287 mul_tensor_7" -> "289 sub_tensor_7" [label="(384, 96)", style=solid]; -"288 zero_point_updated_constant7" -> "289 sub_tensor_7" [label="(384, 1)", style=solid]; -"289 sub_tensor_7" -> "290 linear_10" [label="(384, 96)", style=solid]; -"290 linear_10" -> "291 gelu_1" [label="(1, 56, 56, 384)", style=solid]; -"291 gelu_1" -> "292 dropout_6" [label="(1, 56, 56, 384)", style=solid]; -"292 dropout_6" -> "293 dropout_6_0_0_nncf_smooth_quant_0" [label="(1, 56, 56, 384)", style=solid]; -"293 dropout_6_0_0_nncf_smooth_quant_0" -> "294 quantize_per_tensor_default_12" [label="(1, 56, 56, 384)", style=solid]; -"294 quantize_per_tensor_default_12" -> "295 dequantize_per_tensor_default_12" [label="(1, 56, 56, 384)", style=solid]; -"295 dequantize_per_tensor_default_12" -> "302 linear_11" [label="(1, 56, 56, 384)", style=solid]; -"296 features_1_1_mlp_3_bias_0_0" -> "302 linear_11" [label="(96,)", style=solid]; -"297 scale_updated_constant8" -> "299 mul_tensor_8" [label="(96, 1)", style=solid]; -"298 compressed_weight_updated_constant8" -> "299 mul_tensor_8" [label="(96, 384)", style=solid]; -"299 mul_tensor_8" -> "301 sub_tensor_8" [label="(96, 384)", style=solid]; -"300 zero_point_updated_constant8" -> "301 sub_tensor_8" [label="(96, 1)", style=solid]; -"301 sub_tensor_8" -> "302 linear_11" [label="(96, 384)", style=solid]; -"302 linear_11" -> "303 dropout_7" [label="(1, 56, 56, 96)", style=solid]; -"303 dropout_7" -> "304 layer_norm_4" [label="(1, 56, 56, 96)", style=solid]; -"304 layer_norm_4" -> "305 add_6" [label="(1, 56, 56, 96)", style=solid]; -"305 add_6" -> "306 pad_2" [label="(1, 56, 56, 96)", style=solid]; -"306 pad_2" -> "307 slice_25" [label="(1, 56, 56, 96)", style=solid]; -"306 pad_2" -> "310 slice_28" [label="(1, 56, 56, 96)", style=solid]; -"306 pad_2" -> "313 slice_31" [label="(1, 56, 56, 96)", style=solid]; -"306 pad_2" -> "316 slice_34" [label="(1, 56, 56, 96)", style=solid]; -"307 slice_25" -> "308 slice_26" [label="(1, 28, 56, 96)", style=solid]; -"308 slice_26" -> "309 slice_27" [label="(1, 28, 28, 96)", style=solid]; -"309 slice_27" -> "319 cat" [label="(1, 28, 28, 96)", style=solid]; -"310 slice_28" -> "311 slice_29" [label="(1, 28, 56, 96)", style=solid]; -"311 slice_29" -> "312 slice_30" [label="(1, 28, 28, 96)", style=solid]; -"312 slice_30" -> "319 cat" [label="(1, 28, 28, 96)", style=solid]; -"313 slice_31" -> "314 slice_32" [label="(1, 28, 56, 96)", style=solid]; -"314 slice_32" -> "315 slice_33" [label="(1, 28, 28, 96)", style=solid]; -"315 slice_33" -> "319 cat" [label="(1, 28, 28, 96)", style=solid]; -"316 slice_34" -> "317 slice_35" [label="(1, 28, 56, 96)", style=solid]; -"317 slice_35" -> "318 slice_36" [label="(1, 28, 28, 96)", style=solid]; -"318 slice_36" -> 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layer_norm_5" -> "331 pad_3" [label="(1, 28, 28, 192)", style=solid]; -"329 layer_norm_5" -> "392 add_8" [label="(1, 28, 28, 192)", style=solid]; -"330 _frozen_param17" -> "366 add_7" [label="(1, 6, 64, 64)", style=solid]; -"331 pad_3" -> "332 view_13" [label="(1, 32, 32, 192)", style=solid]; -"332 view_13" -> "333 permute_11" [label="(1, 4, 8, 4, 8, 192)", style=solid]; -"333 permute_11" -> "334 reshape_9" [label="(1, 4, 4, 8, 8, 192)", style=solid]; -"334 reshape_9" -> "335 reshape_9_0_0_nncf_smooth_quant_0" [label="(16, 64, 192)", style=solid]; -"335 reshape_9_0_0_nncf_smooth_quant_0" -> "336 quantize_per_tensor_default_14" [label="(16, 64, 192)", style=solid]; -"336 quantize_per_tensor_default_14" -> "337 dequantize_per_tensor_default_14" [label="(16, 64, 192)", style=solid]; -"337 dequantize_per_tensor_default_14" -> "344 linear_15" [label="(16, 64, 192)", style=solid]; -"338 _frozen_param18_0_0" -> "344 linear_15" [label="(576,)", style=solid]; -"339 scale_updated_constant10" -> 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transpose_5" [label="(16, 6, 64, 32)", style=solid]; -"370 transpose_5" -> "371 reshape_11" [label="(16, 64, 6, 32)", style=solid]; -"371 reshape_11" -> "372 reshape_11_0_0_nncf_smooth_quant_0" [label="(16, 64, 192)", style=solid]; -"372 reshape_11_0_0_nncf_smooth_quant_0" -> "373 quantize_per_tensor_default_17" [label="(16, 64, 192)", style=solid]; -"373 quantize_per_tensor_default_17" -> "374 dequantize_per_tensor_default_17" [label="(16, 64, 192)", style=solid]; -"374 dequantize_per_tensor_default_17" -> "381 linear_16" [label="(16, 64, 192)", style=solid]; -"375 features_3_0_attn_proj_bias_0_0" -> "381 linear_16" [label="(192,)", style=solid]; -"376 scale_updated_constant11" -> "378 mul_tensor_11" [label="(192, 1)", style=solid]; -"377 compressed_weight_updated_constant11" -> "378 mul_tensor_11" [label="(192, 192)", style=solid]; -"378 mul_tensor_11" -> "380 sub_tensor_11" [label="(192, 192)", style=solid]; -"379 zero_point_updated_constant11" -> "380 sub_tensor_11" [label="(192, 1)", style=solid]; -"380 sub_tensor_11" -> "381 linear_16" [label="(192, 192)", style=solid]; -"381 linear_16" -> "382 dropout_9" [label="(16, 64, 192)", style=solid]; -"382 dropout_9" -> "383 view_14" [label="(16, 64, 192)", style=solid]; -"383 view_14" -> "384 permute_13" [label="(1, 4, 4, 8, 8, 192)", style=solid]; -"384 permute_13" -> "385 reshape_12" [label="(1, 4, 8, 4, 8, 192)", style=solid]; -"385 reshape_12" -> "386 slice_38" [label="(1, 32, 32, 192)", style=solid]; -"386 slice_38" -> "387 slice_39" [label="(1, 32, 32, 192)", style=solid]; -"387 slice_39" -> "388 slice_40" [label="(1, 28, 32, 192)", style=solid]; -"388 slice_40" -> "389 slice_41" [label="(1, 28, 28, 192)", style=solid]; -"389 slice_41" -> "390 contiguous_3" [label="(1, 28, 28, 192)", style=solid]; -"390 contiguous_3" -> "391 layer_norm_6" [label="(1, 28, 28, 192)", style=solid]; -"391 layer_norm_6" -> "392 add_8" [label="(1, 28, 28, 192)", style=solid]; -"392 add_8" -> "393 add_8_0_0_nncf_smooth_quant_0" [label="(1, 28, 28, 192)", style=solid]; -"392 add_8" -> "417 add_9" [label="(1, 28, 28, 192)", style=solid]; -"393 add_8_0_0_nncf_smooth_quant_0" -> "394 quantize_per_tensor_default_18" [label="(1, 28, 28, 192)", style=solid]; -"394 quantize_per_tensor_default_18" -> "395 dequantize_per_tensor_default_18" [label="(1, 28, 28, 192)", style=solid]; -"395 dequantize_per_tensor_default_18" -> "402 linear_17" [label="(1, 28, 28, 192)", style=solid]; -"396 features_3_0_mlp_0_bias_0_0" -> "402 linear_17" [label="(768,)", style=solid]; -"397 scale_updated_constant12" -> "399 mul_tensor_12" [label="(768, 1)", style=solid]; -"398 compressed_weight_updated_constant12" -> "399 mul_tensor_12" [label="(768, 192)", style=solid]; -"399 mul_tensor_12" -> "401 sub_tensor_12" [label="(768, 192)", style=solid]; -"400 zero_point_updated_constant12" -> "401 sub_tensor_12" [label="(768, 1)", style=solid]; -"401 sub_tensor_12" -> "402 linear_17" [label="(768, 192)", style=solid]; -"402 linear_17" -> "403 gelu_2" [label="(1, 28, 28, 768)", style=solid]; -"403 gelu_2" -> "404 dropout_10" [label="(1, 28, 28, 768)", style=solid]; -"404 dropout_10" -> "405 dropout_10_0_0_nncf_smooth_quant_0" [label="(1, 28, 28, 768)", style=solid]; -"405 dropout_10_0_0_nncf_smooth_quant_0" -> "406 quantize_per_tensor_default_19" [label="(1, 28, 28, 768)", style=solid]; -"406 quantize_per_tensor_default_19" -> "407 dequantize_per_tensor_default_19" [label="(1, 28, 28, 768)", style=solid]; -"407 dequantize_per_tensor_default_19" -> "414 linear_18" [label="(1, 28, 28, 768)", style=solid]; -"408 features_3_0_mlp_3_bias_0_0" -> "414 linear_18" [label="(192,)", style=solid]; -"409 scale_updated_constant13" -> "411 mul_tensor_13" [label="(192, 1)", style=solid]; -"410 compressed_weight_updated_constant13" -> "411 mul_tensor_13" [label="(192, 768)", style=solid]; -"411 mul_tensor_13" -> "413 sub_tensor_13" [label="(192, 768)", style=solid]; -"412 zero_point_updated_constant13" -> "413 sub_tensor_13" [label="(192, 1)", style=solid]; -"413 sub_tensor_13" -> "414 linear_18" [label="(192, 768)", style=solid]; -"414 linear_18" -> "415 dropout_11" [label="(1, 28, 28, 192)", style=solid]; -"415 dropout_11" -> "416 layer_norm_7" [label="(1, 28, 28, 192)", style=solid]; -"416 layer_norm_7" -> "417 add_9" [label="(1, 28, 28, 192)", style=solid]; -"417 add_9" -> "419 pad_4" [label="(1, 28, 28, 192)", style=solid]; -"417 add_9" -> "498 add_12" [label="(1, 28, 28, 192)", style=solid]; -"418 _frozen_param21" -> "455 add_10" [label="(1, 6, 64, 64)", style=solid]; -"419 pad_4" -> "420 roll_2" [label="(1, 32, 32, 192)", style=solid]; -"420 roll_2" -> "421 view_17" [label="(1, 32, 32, 192)", style=solid]; -"421 view_17" -> "422 permute_15" [label="(1, 4, 8, 4, 8, 192)", style=solid]; -"422 permute_15" -> "423 reshape_13" [label="(1, 4, 4, 8, 8, 192)", style=solid]; -"423 reshape_13" -> "424 reshape_13_0_0_nncf_smooth_quant_0" [label="(16, 64, 192)", style=solid]; -"423 reshape_13" -> "456 new_zeros_1" [label="(16, 64, 192)", style=solid]; -"424 reshape_13_0_0_nncf_smooth_quant_0" -> "425 quantize_per_tensor_default_20" [label="(16, 64, 192)", style=solid]; -"425 quantize_per_tensor_default_20" -> "426 dequantize_per_tensor_default_20" [label="(16, 64, 192)", style=solid]; -"426 dequantize_per_tensor_default_20" -> "433 linear_21" [label="(16, 64, 192)", style=solid]; -"427 _frozen_param22_0_0" -> "433 linear_21" [label="(576,)", style=solid]; -"428 scale_updated_constant14" -> "430 mul_tensor_14" [label="(576, 1)", style=solid]; -"429 compressed_weight_updated_constant14" -> "430 mul_tensor_14" [label="(576, 192)", style=solid]; -"430 mul_tensor_14" -> "432 sub_tensor_14" [label="(576, 192)", style=solid]; -"431 zero_point_updated_constant14" -> "432 sub_tensor_14" [label="(576, 1)", style=solid]; -"432 sub_tensor_14" -> "433 linear_21" [label="(576, 192)", style=solid]; -"433 linear_21" -> "434 reshape_14" [label="(16, 64, 576)", style=solid]; -"434 reshape_14" -> "435 permute_16" [label="(16, 64, 3, 6, 32)", style=solid]; -"435 permute_16" -> "436 select_9" [label="(3, 16, 6, 64, 32)", style=solid]; -"435 permute_16" -> "437 select_10" [label="(3, 16, 6, 64, 32)", style=solid]; -"435 permute_16" -> "438 select_11" [label="(3, 16, 6, 64, 32)", style=solid]; -"436 select_9" -> "439 linalg_vector_norm_6" [label="(16, 6, 64, 32)", style=solid]; -"436 select_9" -> "441 expand_as_6" [label="(16, 6, 64, 32)", style=solid]; -"436 select_9" -> "442 div_6" [label="(16, 6, 64, 32)", style=solid]; -"437 select_10" -> "445 linalg_vector_norm_7" [label="(16, 6, 64, 32)", style=solid]; -"437 select_10" -> "447 expand_as_7" [label="(16, 6, 64, 32)", style=solid]; -"437 select_10" -> "448 div_7" [label="(16, 6, 64, 32)", style=solid]; -"438 select_11" -> "474 matmul_7" [label="(16, 6, 64, 32)", style=solid]; -"439 linalg_vector_norm_6" -> "440 clamp_min_6" [label="(16, 6, 64, 1)", style=solid]; -"440 clamp_min_6" -> "441 expand_as_6" [label="(16, 6, 64, 1)", style=solid]; -"441 expand_as_6" -> "442 div_6" [label="(16, 6, 64, 32)", style=solid]; -"442 div_6" -> "443 quantize_per_tensor_default_21" [label="(16, 6, 64, 32)", style=solid]; -"443 quantize_per_tensor_default_21" -> "444 dequantize_per_tensor_default_21" [label="(16, 6, 64, 32)", style=solid]; -"444 dequantize_per_tensor_default_21" -> "452 matmul_6" [label="(16, 6, 64, 32)", style=solid]; -"445 linalg_vector_norm_7" -> "446 clamp_min_7" [label="(16, 6, 64, 1)", style=solid]; -"446 clamp_min_7" -> "447 expand_as_7" [label="(16, 6, 64, 1)", style=solid]; -"447 expand_as_7" -> "448 div_7" [label="(16, 6, 64, 32)", style=solid]; -"448 div_7" -> "449 quantize_per_tensor_default_22" [label="(16, 6, 64, 32)", style=solid]; -"449 quantize_per_tensor_default_22" -> "450 dequantize_per_tensor_default_22" [label="(16, 6, 64, 32)", style=solid]; -"450 dequantize_per_tensor_default_22" -> "451 transpose_6" [label="(16, 6, 64, 32)", style=solid]; -"451 transpose_6" -> "452 matmul_6" [label="(16, 6, 32, 64)", style=solid]; -"452 matmul_6" -> "454 mul_7" [label="(16, 6, 64, 64)", style=solid]; -"453 _frozen_param24" -> "454 mul_7" [label="(6, 1, 1)", style=solid]; -"454 mul_7" -> "455 add_10" [label="(16, 6, 64, 64)", style=solid]; -"455 add_10" -> "467 view_19" [label="(16, 6, 64, 64)", style=solid]; -"456 new_zeros_1" -> "457 view_18" [label="(32, 32)", style=solid]; -"457 view_18" -> "458 permute_17" [label="(4, 8, 4, 8)", style=solid]; -"458 permute_17" -> "459 reshape_15" [label="(4, 4, 8, 8)", style=solid]; -"459 reshape_15" -> "460 unsqueeze_8" [label="(16, 64)", style=solid]; -"459 reshape_15" -> "461 unsqueeze_9" [label="(16, 64)", style=solid]; -"460 unsqueeze_8" -> "462 sub_1" [label="(16, 1, 64)", style=solid]; -"461 unsqueeze_9" -> "462 sub_1" [label="(16, 64, 1)", style=solid]; -"462 sub_1" -> "463 ne_1" [label="(16, 64, 64)", style=solid]; -"462 sub_1" -> "464 masked_fill_2" [label="(16, 64, 64)", style=solid]; -"462 sub_1" -> "465 eq_1" [label="(16, 64, 64)", style=solid]; 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[label="(16, 64, 192)", style=solid]; -"487 dropout_13" -> "488 view_21" [label="(16, 64, 192)", style=solid]; -"488 view_21" -> "489 permute_18" [label="(1, 4, 4, 8, 8, 192)", style=solid]; -"489 permute_18" -> "490 reshape_17" [label="(1, 4, 8, 4, 8, 192)", style=solid]; -"490 reshape_17" -> "491 roll_3" [label="(1, 32, 32, 192)", style=solid]; -"491 roll_3" -> "492 slice_61" [label="(1, 32, 32, 192)", style=solid]; -"492 slice_61" -> "493 slice_62" [label="(1, 32, 32, 192)", style=solid]; -"493 slice_62" -> "494 slice_63" [label="(1, 28, 32, 192)", style=solid]; -"494 slice_63" -> "495 slice_64" [label="(1, 28, 28, 192)", style=solid]; -"495 slice_64" -> "496 contiguous_5" [label="(1, 28, 28, 192)", style=solid]; -"496 contiguous_5" -> "497 layer_norm_8" [label="(1, 28, 28, 192)", style=solid]; -"497 layer_norm_8" -> "498 add_12" [label="(1, 28, 28, 192)", style=solid]; -"498 add_12" -> "499 add_12_0_0_nncf_smooth_quant_0" [label="(1, 28, 28, 192)", style=solid]; -"498 add_12" -> "523 add_13" [label="(1, 28, 28, 192)", style=solid]; -"499 add_12_0_0_nncf_smooth_quant_0" -> "500 quantize_per_tensor_default_24" [label="(1, 28, 28, 192)", style=solid]; -"500 quantize_per_tensor_default_24" -> "501 dequantize_per_tensor_default_24" [label="(1, 28, 28, 192)", style=solid]; -"501 dequantize_per_tensor_default_24" -> "508 linear_23" [label="(1, 28, 28, 192)", style=solid]; -"502 features_3_1_mlp_0_bias_0_0" -> "508 linear_23" [label="(768,)", style=solid]; -"503 scale_updated_constant16" -> "505 mul_tensor_16" [label="(768, 1)", style=solid]; -"504 compressed_weight_updated_constant16" -> "505 mul_tensor_16" [label="(768, 192)", style=solid]; -"505 mul_tensor_16" -> "507 sub_tensor_16" [label="(768, 192)", style=solid]; -"506 zero_point_updated_constant16" -> "507 sub_tensor_16" [label="(768, 1)", style=solid]; -"507 sub_tensor_16" -> "508 linear_23" [label="(768, 192)", style=solid]; -"508 linear_23" -> "509 gelu_3" [label="(1, 28, 28, 768)", style=solid]; -"509 gelu_3" -> "510 dropout_14" [label="(1, 28, 28, 768)", style=solid]; -"510 dropout_14" -> "511 dropout_14_0_0_nncf_smooth_quant_0" [label="(1, 28, 28, 768)", style=solid]; -"511 dropout_14_0_0_nncf_smooth_quant_0" -> "512 quantize_per_tensor_default_25" [label="(1, 28, 28, 768)", style=solid]; -"512 quantize_per_tensor_default_25" -> "513 dequantize_per_tensor_default_25" [label="(1, 28, 28, 768)", style=solid]; -"513 dequantize_per_tensor_default_25" -> "520 linear_24" [label="(1, 28, 28, 768)", style=solid]; -"514 features_3_1_mlp_3_bias_0_0" -> "520 linear_24" [label="(192,)", style=solid]; -"515 scale_updated_constant17" -> "517 mul_tensor_17" [label="(192, 1)", style=solid]; -"516 compressed_weight_updated_constant17" -> "517 mul_tensor_17" [label="(192, 768)", style=solid]; -"517 mul_tensor_17" -> "519 sub_tensor_17" [label="(192, 768)", style=solid]; -"518 zero_point_updated_constant17" -> "519 sub_tensor_17" [label="(192, 1)", style=solid]; -"519 sub_tensor_17" -> "520 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style=solid]; -"530 slice_70" -> "537 cat_1" [label="(1, 14, 14, 192)", style=solid]; -"531 slice_71" -> "532 slice_72" [label="(1, 14, 28, 192)", style=solid]; -"532 slice_72" -> "533 slice_73" [label="(1, 14, 14, 192)", style=solid]; -"533 slice_73" -> "537 cat_1" [label="(1, 14, 14, 192)", style=solid]; -"534 slice_74" -> "535 slice_75" [label="(1, 14, 28, 192)", style=solid]; -"535 slice_75" -> "536 slice_76" [label="(1, 14, 14, 192)", style=solid]; -"536 slice_76" -> "537 cat_1" [label="(1, 14, 14, 192)", style=solid]; -"537 cat_1" -> "538 cat_1_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 768)", style=solid]; -"538 cat_1_0_0_nncf_smooth_quant_0" -> "539 quantize_per_tensor_default_26" [label="(1, 14, 14, 768)", style=solid]; -"539 quantize_per_tensor_default_26" -> "540 dequantize_per_tensor_default_26" [label="(1, 14, 14, 768)", style=solid]; -"540 dequantize_per_tensor_default_26" -> "546 linear_25" [label="(1, 14, 14, 768)", style=solid]; -"541 scale_updated_constant18" -> 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"971 mul_17" [label="(12, 1, 1)", style=solid]; -"971 mul_17" -> "972 add_28" [label="(4, 12, 64, 64)", style=solid]; -"972 add_28" -> "973 softmax_8" [label="(4, 12, 64, 64)", style=solid]; -"973 softmax_8" -> "974 dropout_32" [label="(4, 12, 64, 64)", style=solid]; -"974 dropout_32" -> "975 matmul_17" [label="(4, 12, 64, 64)", style=solid]; -"975 matmul_17" -> "976 transpose_17" [label="(4, 12, 64, 32)", style=solid]; -"976 transpose_17" -> "977 reshape_38" [label="(4, 64, 12, 32)", style=solid]; -"977 reshape_38" -> "978 reshape_38_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; -"978 reshape_38_0_0_nncf_smooth_quant_0" -> "979 quantize_per_tensor_default_54" [label="(4, 64, 384)", style=solid]; -"979 quantize_per_tensor_default_54" -> "980 dequantize_per_tensor_default_54" [label="(4, 64, 384)", style=solid]; -"980 dequantize_per_tensor_default_54" -> "987 linear_53" [label="(4, 64, 384)", style=solid]; -"981 features_5_4_attn_proj_bias_0_0" -> "987 linear_53" 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style=solid]; -"1683 slice_244" -> "1684 contiguous_29" [label="(1, 14, 14, 384)", style=solid]; -"1684 contiguous_29" -> "1685 layer_norm_33" [label="(1, 14, 14, 384)", style=solid]; -"1685 layer_norm_33" -> "1686 add_54" [label="(1, 14, 14, 384)", style=solid]; -"1686 add_54" -> "1687 add_54_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; -"1686 add_54" -> "1711 add_55" [label="(1, 14, 14, 384)", style=solid]; -"1687 add_54_0_0_nncf_smooth_quant_0" -> "1688 quantize_per_tensor_default_97" [label="(1, 14, 14, 384)", style=solid]; -"1688 quantize_per_tensor_default_97" -> "1689 dequantize_per_tensor_default_97" [label="(1, 14, 14, 384)", style=solid]; -"1689 dequantize_per_tensor_default_97" -> "1696 linear_96" [label="(1, 14, 14, 384)", style=solid]; -"1690 features_5_11_mlp_0_bias_0_0" -> "1696 linear_96" [label="(1536,)", style=solid]; -"1691 scale_updated_constant65" -> "1693 mul_tensor_65" [label="(1536, 1)", style=solid]; -"1692 compressed_weight_updated_constant65" -> "1693 mul_tensor_65" [label="(1536, 384)", style=solid]; -"1693 mul_tensor_65" -> "1695 sub_tensor_65" [label="(1536, 384)", style=solid]; -"1694 zero_point_updated_constant65" -> "1695 sub_tensor_65" [label="(1536, 1)", style=solid]; -"1695 sub_tensor_65" -> "1696 linear_96" [label="(1536, 384)", style=solid]; -"1696 linear_96" -> "1697 gelu_15" [label="(1, 14, 14, 1536)", style=solid]; -"1697 gelu_15" -> "1698 dropout_62" [label="(1, 14, 14, 1536)", style=solid]; -"1698 dropout_62" -> "1699 dropout_62_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; -"1699 dropout_62_0_0_nncf_smooth_quant_0" -> "1700 quantize_per_tensor_default_98" [label="(1, 14, 14, 1536)", style=solid]; -"1700 quantize_per_tensor_default_98" -> "1701 dequantize_per_tensor_default_98" [label="(1, 14, 14, 1536)", style=solid]; -"1701 dequantize_per_tensor_default_98" -> "1708 linear_97" [label="(1, 14, 14, 1536)", style=solid]; -"1702 features_5_11_mlp_3_bias_0_0" -> "1708 linear_97" [label="(384,)", style=solid]; -"1703 scale_updated_constant66" -> "1705 mul_tensor_66" [label="(384, 1)", style=solid]; -"1704 compressed_weight_updated_constant66" -> "1705 mul_tensor_66" [label="(384, 1536)", style=solid]; -"1705 mul_tensor_66" -> "1707 sub_tensor_66" [label="(384, 1536)", style=solid]; -"1706 zero_point_updated_constant66" -> "1707 sub_tensor_66" [label="(384, 1)", style=solid]; -"1707 sub_tensor_66" -> "1708 linear_97" [label="(384, 1536)", style=solid]; -"1708 linear_97" -> "1709 dropout_63" [label="(1, 14, 14, 384)", style=solid]; -"1709 dropout_63" -> "1710 layer_norm_34" [label="(1, 14, 14, 384)", style=solid]; -"1710 layer_norm_34" -> "1711 add_55" [label="(1, 14, 14, 384)", style=solid]; -"1711 add_55" -> "1713 pad_18" [label="(1, 14, 14, 384)", style=solid]; -"1711 add_55" -> "1774 add_57" [label="(1, 14, 14, 384)", style=solid]; -"1712 _frozen_param136" -> "1748 add_56" [label="(1, 12, 64, 64)", style=solid]; -"1713 pad_18" -> "1714 view_90" [label="(1, 16, 16, 384)", style=solid]; -"1714 view_90" -> "1715 permute_74" [label="(1, 2, 8, 2, 8, 384)", style=solid]; -"1715 permute_74" -> "1716 reshape_72" [label="(1, 2, 2, 8, 8, 384)", style=solid]; -"1716 reshape_72" -> "1717 reshape_72_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; -"1717 reshape_72_0_0_nncf_smooth_quant_0" -> "1718 quantize_per_tensor_default_99" [label="(4, 64, 384)", style=solid]; -"1718 quantize_per_tensor_default_99" -> "1719 dequantize_per_tensor_default_99" [label="(4, 64, 384)", style=solid]; -"1719 dequantize_per_tensor_default_99" -> "1726 linear_100" [label="(4, 64, 384)", style=solid]; -"1720 _frozen_param137_0_0" -> "1726 linear_100" [label="(1152,)", style=solid]; -"1721 scale_updated_constant67" -> "1723 mul_tensor_67" [label="(1152, 1)", style=solid]; -"1722 compressed_weight_updated_constant67" -> "1723 mul_tensor_67" [label="(1152, 384)", style=solid]; -"1723 mul_tensor_67" -> "1725 sub_tensor_67" [label="(1152, 384)", style=solid]; -"1724 zero_point_updated_constant67" -> "1725 sub_tensor_67" [label="(1152, 1)", style=solid]; -"1725 sub_tensor_67" -> "1726 linear_100" [label="(1152, 384)", style=solid]; -"1726 linear_100" -> "1727 reshape_73" [label="(4, 64, 1152)", style=solid]; -"1727 reshape_73" -> "1728 permute_75" [label="(4, 64, 3, 12, 32)", style=solid]; -"1728 permute_75" -> "1729 select_48" [label="(3, 4, 12, 64, 32)", style=solid]; -"1728 permute_75" -> "1730 select_49" [label="(3, 4, 12, 64, 32)", style=solid]; -"1728 permute_75" -> "1731 select_50" [label="(3, 4, 12, 64, 32)", style=solid]; -"1729 select_48" -> "1732 linalg_vector_norm_32" [label="(4, 12, 64, 32)", style=solid]; -"1729 select_48" -> "1734 expand_as_32" [label="(4, 12, 64, 32)", style=solid]; -"1729 select_48" -> "1735 div_32" [label="(4, 12, 64, 32)", style=solid]; -"1730 select_49" -> "1738 linalg_vector_norm_33" [label="(4, 12, 64, 32)", style=solid]; -"1730 select_49" -> "1740 expand_as_33" [label="(4, 12, 64, 32)", style=solid]; -"1730 select_49" -> "1741 div_33" [label="(4, 12, 64, 32)", style=solid]; -"1731 select_50" -> "1751 matmul_33" [label="(4, 12, 64, 32)", style=solid]; -"1732 linalg_vector_norm_32" -> "1733 clamp_min_32" [label="(4, 12, 64, 1)", style=solid]; -"1733 clamp_min_32" -> "1734 expand_as_32" [label="(4, 12, 64, 1)", style=solid]; -"1734 expand_as_32" -> "1735 div_32" [label="(4, 12, 64, 32)", style=solid]; -"1735 div_32" -> "1736 quantize_per_tensor_default_100" [label="(4, 12, 64, 32)", style=solid]; -"1736 quantize_per_tensor_default_100" -> "1737 dequantize_per_tensor_default_100" [label="(4, 12, 64, 32)", style=solid]; -"1737 dequantize_per_tensor_default_100" -> "1745 matmul_32" [label="(4, 12, 64, 32)", style=solid]; -"1738 linalg_vector_norm_33" -> "1739 clamp_min_33" [label="(4, 12, 64, 1)", style=solid]; -"1739 clamp_min_33" -> "1740 expand_as_33" [label="(4, 12, 64, 1)", style=solid]; -"1740 expand_as_33" -> "1741 div_33" [label="(4, 12, 64, 32)", style=solid]; -"1741 div_33" -> "1742 quantize_per_tensor_default_101" [label="(4, 12, 64, 32)", style=solid]; -"1742 quantize_per_tensor_default_101" -> "1743 dequantize_per_tensor_default_101" [label="(4, 12, 64, 32)", style=solid]; -"1743 dequantize_per_tensor_default_101" -> "1744 transpose_32" [label="(4, 12, 64, 32)", style=solid]; -"1744 transpose_32" -> "1745 matmul_32" [label="(4, 12, 32, 64)", style=solid]; -"1745 matmul_32" -> "1747 mul_33" [label="(4, 12, 64, 64)", style=solid]; -"1746 _frozen_param139" -> "1747 mul_33" [label="(12, 1, 1)", style=solid]; -"1747 mul_33" -> "1748 add_56" [label="(4, 12, 64, 64)", style=solid]; -"1748 add_56" -> "1749 softmax_16" [label="(4, 12, 64, 64)", style=solid]; -"1749 softmax_16" -> "1750 dropout_64" [label="(4, 12, 64, 64)", style=solid]; -"1750 dropout_64" -> "1751 matmul_33" [label="(4, 12, 64, 64)", style=solid]; -"1751 matmul_33" -> "1752 transpose_33" [label="(4, 12, 64, 32)", style=solid]; 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sub_tensor_68" -> "1763 linear_101" [label="(384, 384)", style=solid]; -"1763 linear_101" -> "1764 dropout_65" [label="(4, 64, 384)", style=solid]; -"1764 dropout_65" -> "1765 view_91" [label="(4, 64, 384)", style=solid]; -"1765 view_91" -> "1766 permute_76" [label="(1, 2, 2, 8, 8, 384)", style=solid]; -"1766 permute_76" -> "1767 reshape_75" [label="(1, 2, 8, 2, 8, 384)", style=solid]; -"1767 reshape_75" -> "1768 slice_246" [label="(1, 16, 16, 384)", style=solid]; -"1768 slice_246" -> "1769 slice_247" [label="(1, 16, 16, 384)", style=solid]; -"1769 slice_247" -> "1770 slice_248" [label="(1, 14, 16, 384)", style=solid]; -"1770 slice_248" -> "1771 slice_249" [label="(1, 14, 14, 384)", style=solid]; -"1771 slice_249" -> "1772 contiguous_31" [label="(1, 14, 14, 384)", style=solid]; -"1772 contiguous_31" -> "1773 layer_norm_35" [label="(1, 14, 14, 384)", style=solid]; -"1773 layer_norm_35" -> "1774 add_57" [label="(1, 14, 14, 384)", style=solid]; -"1774 add_57" -> "1775 add_57_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; -"1774 add_57" -> "1799 add_58" [label="(1, 14, 14, 384)", style=solid]; -"1775 add_57_0_0_nncf_smooth_quant_0" -> "1776 quantize_per_tensor_default_103" [label="(1, 14, 14, 384)", style=solid]; -"1776 quantize_per_tensor_default_103" -> "1777 dequantize_per_tensor_default_103" [label="(1, 14, 14, 384)", style=solid]; -"1777 dequantize_per_tensor_default_103" -> "1784 linear_102" [label="(1, 14, 14, 384)", style=solid]; -"1778 features_5_12_mlp_0_bias_0_0" -> "1784 linear_102" [label="(1536,)", style=solid]; -"1779 scale_updated_constant69" -> "1781 mul_tensor_69" [label="(1536, 1)", style=solid]; -"1780 compressed_weight_updated_constant69" -> "1781 mul_tensor_69" [label="(1536, 384)", style=solid]; -"1781 mul_tensor_69" -> "1783 sub_tensor_69" [label="(1536, 384)", style=solid]; -"1782 zero_point_updated_constant69" -> "1783 sub_tensor_69" [label="(1536, 1)", style=solid]; -"1783 sub_tensor_69" -> "1784 linear_102" [label="(1536, 384)", style=solid]; -"1784 linear_102" -> "1785 gelu_16" [label="(1, 14, 14, 1536)", style=solid]; -"1785 gelu_16" -> "1786 dropout_66" [label="(1, 14, 14, 1536)", style=solid]; -"1786 dropout_66" -> "1787 dropout_66_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; -"1787 dropout_66_0_0_nncf_smooth_quant_0" -> "1788 quantize_per_tensor_default_104" [label="(1, 14, 14, 1536)", style=solid]; -"1788 quantize_per_tensor_default_104" -> "1789 dequantize_per_tensor_default_104" [label="(1, 14, 14, 1536)", style=solid]; -"1789 dequantize_per_tensor_default_104" -> "1796 linear_103" [label="(1, 14, 14, 1536)", style=solid]; -"1790 features_5_12_mlp_3_bias_0_0" -> "1796 linear_103" [label="(384,)", style=solid]; -"1791 scale_updated_constant70" -> "1793 mul_tensor_70" [label="(384, 1)", style=solid]; -"1792 compressed_weight_updated_constant70" -> "1793 mul_tensor_70" [label="(384, 1536)", style=solid]; -"1793 mul_tensor_70" -> "1795 sub_tensor_70" [label="(384, 1536)", style=solid]; -"1794 zero_point_updated_constant70" -> "1795 sub_tensor_70" [label="(384, 1)", style=solid]; -"1795 sub_tensor_70" -> "1796 linear_103" [label="(384, 1536)", style=solid]; -"1796 linear_103" -> "1797 dropout_67" [label="(1, 14, 14, 384)", style=solid]; -"1797 dropout_67" -> "1798 layer_norm_36" [label="(1, 14, 14, 384)", style=solid]; -"1798 layer_norm_36" -> "1799 add_58" [label="(1, 14, 14, 384)", style=solid]; -"1799 add_58" -> "1801 pad_19" [label="(1, 14, 14, 384)", style=solid]; -"1799 add_58" -> "1880 add_61" [label="(1, 14, 14, 384)", style=solid]; -"1800 _frozen_param140" -> "1837 add_59" [label="(1, 12, 64, 64)", style=solid]; -"1801 pad_19" -> "1802 roll_16" [label="(1, 16, 16, 384)", style=solid]; -"1802 roll_16" -> "1803 view_94" [label="(1, 16, 16, 384)", style=solid]; -"1803 view_94" -> "1804 permute_78" [label="(1, 2, 8, 2, 8, 384)", style=solid]; -"1804 permute_78" -> "1805 reshape_76" [label="(1, 2, 2, 8, 8, 384)", style=solid]; -"1805 reshape_76" -> "1806 reshape_76_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; -"1805 reshape_76" -> "1838 new_zeros_8" [label="(4, 64, 384)", style=solid]; -"1806 reshape_76_0_0_nncf_smooth_quant_0" -> "1807 quantize_per_tensor_default_105" [label="(4, 64, 384)", style=solid]; -"1807 quantize_per_tensor_default_105" -> "1808 dequantize_per_tensor_default_105" [label="(4, 64, 384)", style=solid]; -"1808 dequantize_per_tensor_default_105" -> "1815 linear_106" [label="(4, 64, 384)", style=solid]; -"1809 _frozen_param141_0_0" -> "1815 linear_106" [label="(1152,)", style=solid]; -"1810 scale_updated_constant71" -> "1812 mul_tensor_71" [label="(1152, 1)", style=solid]; -"1811 compressed_weight_updated_constant71" -> "1812 mul_tensor_71" [label="(1152, 384)", style=solid]; -"1812 mul_tensor_71" -> "1814 sub_tensor_71" [label="(1152, 384)", style=solid]; -"1813 zero_point_updated_constant71" -> "1814 sub_tensor_71" [label="(1152, 1)", style=solid]; -"1814 sub_tensor_71" -> "1815 linear_106" [label="(1152, 384)", style=solid]; -"1815 linear_106" -> "1816 reshape_77" [label="(4, 64, 1152)", style=solid]; -"1816 reshape_77" -> "1817 permute_79" [label="(4, 64, 3, 12, 32)", style=solid]; -"1817 permute_79" -> "1818 select_51" [label="(3, 4, 12, 64, 32)", style=solid]; -"1817 permute_79" -> "1819 select_52" [label="(3, 4, 12, 64, 32)", style=solid]; -"1817 permute_79" -> "1820 select_53" [label="(3, 4, 12, 64, 32)", style=solid]; -"1818 select_51" -> "1821 linalg_vector_norm_34" [label="(4, 12, 64, 32)", style=solid]; -"1818 select_51" -> "1823 expand_as_34" [label="(4, 12, 64, 32)", style=solid]; -"1818 select_51" -> "1824 div_34" [label="(4, 12, 64, 32)", style=solid]; -"1819 select_52" -> "1827 linalg_vector_norm_35" [label="(4, 12, 64, 32)", style=solid]; -"1819 select_52" -> "1829 expand_as_35" [label="(4, 12, 64, 32)", style=solid]; -"1819 select_52" -> "1830 div_35" [label="(4, 12, 64, 32)", style=solid]; -"1820 select_53" -> "1856 matmul_35" [label="(4, 12, 64, 32)", style=solid]; -"1821 linalg_vector_norm_34" -> "1822 clamp_min_34" [label="(4, 12, 64, 1)", style=solid]; -"1822 clamp_min_34" -> "1823 expand_as_34" [label="(4, 12, 64, 1)", style=solid]; -"1823 expand_as_34" -> "1824 div_34" [label="(4, 12, 64, 32)", style=solid]; -"1824 div_34" -> "1825 quantize_per_tensor_default_106" [label="(4, 12, 64, 32)", style=solid]; -"1825 quantize_per_tensor_default_106" -> "1826 dequantize_per_tensor_default_106" [label="(4, 12, 64, 32)", style=solid]; -"1826 dequantize_per_tensor_default_106" -> "1834 matmul_34" [label="(4, 12, 64, 32)", style=solid]; -"1827 linalg_vector_norm_35" -> "1828 clamp_min_35" [label="(4, 12, 64, 1)", style=solid]; -"1828 clamp_min_35" -> "1829 expand_as_35" [label="(4, 12, 64, 1)", style=solid]; -"1829 expand_as_35" -> "1830 div_35" [label="(4, 12, 64, 32)", style=solid]; -"1830 div_35" -> "1831 quantize_per_tensor_default_107" [label="(4, 12, 64, 32)", style=solid]; -"1831 quantize_per_tensor_default_107" -> "1832 dequantize_per_tensor_default_107" [label="(4, 12, 64, 32)", style=solid]; -"1832 dequantize_per_tensor_default_107" -> "1833 transpose_34" [label="(4, 12, 64, 32)", style=solid]; -"1833 transpose_34" -> "1834 matmul_34" [label="(4, 12, 32, 64)", style=solid]; -"1834 matmul_34" -> "1836 mul_35" [label="(4, 12, 64, 64)", style=solid]; -"1835 _frozen_param143" -> "1836 mul_35" [label="(12, 1, 1)", style=solid]; -"1836 mul_35" -> "1837 add_59" [label="(4, 12, 64, 64)", style=solid]; -"1837 add_59" -> "1849 view_96" [label="(4, 12, 64, 64)", style=solid]; -"1838 new_zeros_8" -> "1839 view_95" [label="(16, 16)", style=solid]; -"1839 view_95" -> "1840 permute_80" [label="(2, 8, 2, 8)", style=solid]; -"1840 permute_80" -> "1841 reshape_78" [label="(2, 2, 8, 8)", style=solid]; -"1841 reshape_78" -> "1842 unsqueeze_50" [label="(4, 64)", style=solid]; -"1841 reshape_78" -> "1843 unsqueeze_51" [label="(4, 64)", style=solid]; -"1842 unsqueeze_50" -> "1844 sub_8" [label="(4, 1, 64)", style=solid]; -"1843 unsqueeze_51" -> "1844 sub_8" [label="(4, 64, 1)", style=solid]; -"1844 sub_8" -> "1845 ne_8" [label="(4, 64, 64)", style=solid]; -"1844 sub_8" -> "1846 masked_fill_16" [label="(4, 64, 64)", style=solid]; -"1844 sub_8" -> "1847 eq_8" [label="(4, 64, 64)", style=solid]; -"1845 ne_8" -> "1846 masked_fill_16" [label="(4, 64, 64)", style=solid]; -"1846 masked_fill_16" -> "1848 masked_fill_17" [label="(4, 64, 64)", style=solid]; -"1847 eq_8" -> "1848 masked_fill_17" [label="(4, 64, 64)", style=solid]; -"1848 masked_fill_17" -> "1850 unsqueeze_52" [label="(4, 64, 64)", style=solid]; -"1849 view_96" -> "1852 add_60" [label="(1, 4, 12, 64, 64)", style=solid]; -"1850 unsqueeze_52" -> "1851 unsqueeze_53" [label="(4, 1, 64, 64)", style=solid]; -"1851 unsqueeze_53" -> "1852 add_60" [label="(1, 4, 1, 64, 64)", style=solid]; -"1852 add_60" -> "1853 view_97" [label="(1, 4, 12, 64, 64)", style=solid]; -"1853 view_97" -> "1854 softmax_17" [label="(4, 12, 64, 64)", style=solid]; -"1854 softmax_17" -> "1855 dropout_68" [label="(4, 12, 64, 64)", style=solid]; -"1855 dropout_68" -> "1856 matmul_35" [label="(4, 12, 64, 64)", style=solid]; -"1856 matmul_35" -> "1857 transpose_35" [label="(4, 12, 64, 32)", style=solid]; -"1857 transpose_35" -> "1858 reshape_79" [label="(4, 64, 12, 32)", style=solid]; -"1858 reshape_79" -> "1859 reshape_79_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; -"1859 reshape_79_0_0_nncf_smooth_quant_0" -> "1860 quantize_per_tensor_default_108" [label="(4, 64, 384)", style=solid]; -"1860 quantize_per_tensor_default_108" -> "1861 dequantize_per_tensor_default_108" [label="(4, 64, 384)", style=solid]; -"1861 dequantize_per_tensor_default_108" -> "1868 linear_107" [label="(4, 64, 384)", style=solid]; -"1862 features_5_13_attn_proj_bias_0_0" -> "1868 linear_107" [label="(384,)", style=solid]; -"1863 scale_updated_constant72" -> "1865 mul_tensor_72" [label="(384, 1)", style=solid]; -"1864 compressed_weight_updated_constant72" -> "1865 mul_tensor_72" [label="(384, 384)", style=solid]; -"1865 mul_tensor_72" -> "1867 sub_tensor_72" [label="(384, 384)", style=solid]; -"1866 zero_point_updated_constant72" -> "1867 sub_tensor_72" [label="(384, 1)", style=solid]; -"1867 sub_tensor_72" -> "1868 linear_107" [label="(384, 384)", style=solid]; -"1868 linear_107" -> "1869 dropout_69" [label="(4, 64, 384)", style=solid]; -"1869 dropout_69" -> "1870 view_98" [label="(4, 64, 384)", style=solid]; -"1870 view_98" -> "1871 permute_81" [label="(1, 2, 2, 8, 8, 384)", style=solid]; -"1871 permute_81" -> "1872 reshape_80" [label="(1, 2, 8, 2, 8, 384)", style=solid]; -"1872 reshape_80" -> "1873 roll_17" [label="(1, 16, 16, 384)", style=solid]; -"1873 roll_17" -> "1874 slice_269" [label="(1, 16, 16, 384)", style=solid]; -"1874 slice_269" -> "1875 slice_270" [label="(1, 16, 16, 384)", style=solid]; -"1875 slice_270" -> "1876 slice_271" [label="(1, 14, 16, 384)", style=solid]; -"1876 slice_271" -> "1877 slice_272" [label="(1, 14, 14, 384)", style=solid]; -"1877 slice_272" -> "1878 contiguous_33" [label="(1, 14, 14, 384)", style=solid]; -"1878 contiguous_33" -> "1879 layer_norm_37" [label="(1, 14, 14, 384)", style=solid]; -"1879 layer_norm_37" -> "1880 add_61" [label="(1, 14, 14, 384)", style=solid]; -"1880 add_61" -> "1881 add_61_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; -"1880 add_61" -> "1905 add_62" [label="(1, 14, 14, 384)", style=solid]; -"1881 add_61_0_0_nncf_smooth_quant_0" -> "1882 quantize_per_tensor_default_109" [label="(1, 14, 14, 384)", style=solid]; -"1882 quantize_per_tensor_default_109" -> "1883 dequantize_per_tensor_default_109" [label="(1, 14, 14, 384)", style=solid]; -"1883 dequantize_per_tensor_default_109" -> "1890 linear_108" [label="(1, 14, 14, 384)", style=solid]; -"1884 features_5_13_mlp_0_bias_0_0" -> "1890 linear_108" [label="(1536,)", style=solid]; -"1885 scale_updated_constant73" -> "1887 mul_tensor_73" [label="(1536, 1)", style=solid]; -"1886 compressed_weight_updated_constant73" -> "1887 mul_tensor_73" [label="(1536, 384)", style=solid]; -"1887 mul_tensor_73" -> "1889 sub_tensor_73" [label="(1536, 384)", style=solid]; -"1888 zero_point_updated_constant73" -> "1889 sub_tensor_73" [label="(1536, 1)", style=solid]; -"1889 sub_tensor_73" -> "1890 linear_108" [label="(1536, 384)", style=solid]; -"1890 linear_108" -> "1891 gelu_17" [label="(1, 14, 14, 1536)", style=solid]; -"1891 gelu_17" -> "1892 dropout_70" [label="(1, 14, 14, 1536)", style=solid]; -"1892 dropout_70" -> "1893 dropout_70_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; -"1893 dropout_70_0_0_nncf_smooth_quant_0" -> "1894 quantize_per_tensor_default_110" [label="(1, 14, 14, 1536)", style=solid]; -"1894 quantize_per_tensor_default_110" -> "1895 dequantize_per_tensor_default_110" [label="(1, 14, 14, 1536)", style=solid]; -"1895 dequantize_per_tensor_default_110" -> "1902 linear_109" [label="(1, 14, 14, 1536)", style=solid]; -"1896 features_5_13_mlp_3_bias_0_0" -> "1902 linear_109" [label="(384,)", style=solid]; -"1897 scale_updated_constant74" -> "1899 mul_tensor_74" [label="(384, 1)", style=solid]; -"1898 compressed_weight_updated_constant74" -> "1899 mul_tensor_74" [label="(384, 1536)", style=solid]; -"1899 mul_tensor_74" -> "1901 sub_tensor_74" [label="(384, 1536)", style=solid]; -"1900 zero_point_updated_constant74" -> "1901 sub_tensor_74" [label="(384, 1)", style=solid]; -"1901 sub_tensor_74" -> "1902 linear_109" [label="(384, 1536)", style=solid]; -"1902 linear_109" -> "1903 dropout_71" [label="(1, 14, 14, 384)", style=solid]; -"1903 dropout_71" -> "1904 layer_norm_38" [label="(1, 14, 14, 384)", style=solid]; -"1904 layer_norm_38" -> "1905 add_62" [label="(1, 14, 14, 384)", style=solid]; -"1905 add_62" -> "1907 pad_20" [label="(1, 14, 14, 384)", style=solid]; -"1905 add_62" -> "1968 add_64" [label="(1, 14, 14, 384)", style=solid]; -"1906 _frozen_param153" -> "1942 add_63" [label="(1, 12, 64, 64)", style=solid]; -"1907 pad_20" -> "1908 view_101" [label="(1, 16, 16, 384)", style=solid]; -"1908 view_101" -> "1909 permute_83" [label="(1, 2, 8, 2, 8, 384)", style=solid]; -"1909 permute_83" -> "1910 reshape_81" [label="(1, 2, 2, 8, 8, 384)", style=solid]; -"1910 reshape_81" -> "1911 reshape_81_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; -"1911 reshape_81_0_0_nncf_smooth_quant_0" -> "1912 quantize_per_tensor_default_111" [label="(4, 64, 384)", style=solid]; -"1912 quantize_per_tensor_default_111" -> "1913 dequantize_per_tensor_default_111" [label="(4, 64, 384)", style=solid]; -"1913 dequantize_per_tensor_default_111" -> "1920 linear_112" [label="(4, 64, 384)", style=solid]; -"1914 _frozen_param154_0_0" -> "1920 linear_112" [label="(1152,)", style=solid]; -"1915 scale_updated_constant75" -> "1917 mul_tensor_75" [label="(1152, 1)", style=solid]; -"1916 compressed_weight_updated_constant75" -> "1917 mul_tensor_75" [label="(1152, 384)", style=solid]; -"1917 mul_tensor_75" -> "1919 sub_tensor_75" [label="(1152, 384)", style=solid]; -"1918 zero_point_updated_constant75" -> "1919 sub_tensor_75" [label="(1152, 1)", style=solid]; -"1919 sub_tensor_75" -> "1920 linear_112" [label="(1152, 384)", style=solid]; -"1920 linear_112" -> "1921 reshape_82" [label="(4, 64, 1152)", style=solid]; -"1921 reshape_82" -> "1922 permute_84" [label="(4, 64, 3, 12, 32)", style=solid]; -"1922 permute_84" -> "1923 select_54" [label="(3, 4, 12, 64, 32)", style=solid]; -"1922 permute_84" -> "1924 select_55" [label="(3, 4, 12, 64, 32)", style=solid]; -"1922 permute_84" -> "1925 select_56" [label="(3, 4, 12, 64, 32)", style=solid]; -"1923 select_54" -> "1926 linalg_vector_norm_36" [label="(4, 12, 64, 32)", style=solid]; -"1923 select_54" -> "1928 expand_as_36" [label="(4, 12, 64, 32)", style=solid]; -"1923 select_54" -> "1929 div_36" [label="(4, 12, 64, 32)", style=solid]; -"1924 select_55" -> "1932 linalg_vector_norm_37" [label="(4, 12, 64, 32)", style=solid]; -"1924 select_55" -> "1934 expand_as_37" [label="(4, 12, 64, 32)", style=solid]; -"1924 select_55" -> "1935 div_37" [label="(4, 12, 64, 32)", style=solid]; -"1925 select_56" -> "1945 matmul_37" [label="(4, 12, 64, 32)", style=solid]; -"1926 linalg_vector_norm_36" -> "1927 clamp_min_36" [label="(4, 12, 64, 1)", style=solid]; -"1927 clamp_min_36" -> "1928 expand_as_36" [label="(4, 12, 64, 1)", style=solid]; -"1928 expand_as_36" -> "1929 div_36" [label="(4, 12, 64, 32)", style=solid]; -"1929 div_36" -> "1930 quantize_per_tensor_default_112" [label="(4, 12, 64, 32)", style=solid]; -"1930 quantize_per_tensor_default_112" -> "1931 dequantize_per_tensor_default_112" [label="(4, 12, 64, 32)", style=solid]; -"1931 dequantize_per_tensor_default_112" -> "1939 matmul_36" [label="(4, 12, 64, 32)", style=solid]; -"1932 linalg_vector_norm_37" -> "1933 clamp_min_37" [label="(4, 12, 64, 1)", style=solid]; -"1933 clamp_min_37" -> "1934 expand_as_37" [label="(4, 12, 64, 1)", style=solid]; -"1934 expand_as_37" -> "1935 div_37" [label="(4, 12, 64, 32)", style=solid]; -"1935 div_37" -> "1936 quantize_per_tensor_default_113" [label="(4, 12, 64, 32)", style=solid]; -"1936 quantize_per_tensor_default_113" -> "1937 dequantize_per_tensor_default_113" [label="(4, 12, 64, 32)", style=solid]; -"1937 dequantize_per_tensor_default_113" -> "1938 transpose_36" [label="(4, 12, 64, 32)", style=solid]; -"1938 transpose_36" -> "1939 matmul_36" [label="(4, 12, 32, 64)", style=solid]; -"1939 matmul_36" -> "1941 mul_37" [label="(4, 12, 64, 64)", style=solid]; -"1940 _frozen_param156" -> "1941 mul_37" [label="(12, 1, 1)", style=solid]; -"1941 mul_37" -> "1942 add_63" [label="(4, 12, 64, 64)", style=solid]; -"1942 add_63" -> "1943 softmax_18" [label="(4, 12, 64, 64)", style=solid]; -"1943 softmax_18" -> "1944 dropout_72" [label="(4, 12, 64, 64)", style=solid]; -"1944 dropout_72" -> "1945 matmul_37" [label="(4, 12, 64, 64)", style=solid]; -"1945 matmul_37" -> "1946 transpose_37" [label="(4, 12, 64, 32)", style=solid]; -"1946 transpose_37" -> "1947 reshape_83" [label="(4, 64, 12, 32)", style=solid]; -"1947 reshape_83" -> "1948 reshape_83_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; -"1948 reshape_83_0_0_nncf_smooth_quant_0" -> "1949 quantize_per_tensor_default_114" [label="(4, 64, 384)", style=solid]; -"1949 quantize_per_tensor_default_114" -> "1950 dequantize_per_tensor_default_114" [label="(4, 64, 384)", style=solid]; -"1950 dequantize_per_tensor_default_114" -> "1957 linear_113" [label="(4, 64, 384)", style=solid]; -"1951 features_5_14_attn_proj_bias_0_0" -> "1957 linear_113" [label="(384,)", style=solid]; -"1952 scale_updated_constant76" -> "1954 mul_tensor_76" [label="(384, 1)", style=solid]; -"1953 compressed_weight_updated_constant76" -> "1954 mul_tensor_76" [label="(384, 384)", style=solid]; -"1954 mul_tensor_76" -> "1956 sub_tensor_76" [label="(384, 384)", style=solid]; -"1955 zero_point_updated_constant76" -> "1956 sub_tensor_76" [label="(384, 1)", style=solid]; -"1956 sub_tensor_76" -> "1957 linear_113" [label="(384, 384)", style=solid]; -"1957 linear_113" -> "1958 dropout_73" [label="(4, 64, 384)", style=solid]; -"1958 dropout_73" -> "1959 view_102" [label="(4, 64, 384)", style=solid]; -"1959 view_102" -> "1960 permute_85" [label="(1, 2, 2, 8, 8, 384)", style=solid]; -"1960 permute_85" -> "1961 reshape_84" [label="(1, 2, 8, 2, 8, 384)", style=solid]; -"1961 reshape_84" -> "1962 slice_274" [label="(1, 16, 16, 384)", style=solid]; -"1962 slice_274" -> "1963 slice_275" [label="(1, 16, 16, 384)", style=solid]; -"1963 slice_275" -> "1964 slice_276" [label="(1, 14, 16, 384)", style=solid]; -"1964 slice_276" -> "1965 slice_277" [label="(1, 14, 14, 384)", style=solid]; -"1965 slice_277" -> "1966 contiguous_35" [label="(1, 14, 14, 384)", style=solid]; -"1966 contiguous_35" -> "1967 layer_norm_39" [label="(1, 14, 14, 384)", style=solid]; -"1967 layer_norm_39" -> "1968 add_64" [label="(1, 14, 14, 384)", style=solid]; -"1968 add_64" -> "1969 add_64_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; -"1968 add_64" -> "1993 add_65" [label="(1, 14, 14, 384)", style=solid]; -"1969 add_64_0_0_nncf_smooth_quant_0" -> "1970 quantize_per_tensor_default_115" [label="(1, 14, 14, 384)", style=solid]; -"1970 quantize_per_tensor_default_115" -> "1971 dequantize_per_tensor_default_115" [label="(1, 14, 14, 384)", style=solid]; -"1971 dequantize_per_tensor_default_115" -> "1978 linear_114" [label="(1, 14, 14, 384)", style=solid]; -"1972 features_5_14_mlp_0_bias_0_0" -> "1978 linear_114" [label="(1536,)", style=solid]; -"1973 scale_updated_constant77" -> "1975 mul_tensor_77" [label="(1536, 1)", style=solid]; -"1974 compressed_weight_updated_constant77" -> "1975 mul_tensor_77" [label="(1536, 384)", style=solid]; -"1975 mul_tensor_77" -> "1977 sub_tensor_77" [label="(1536, 384)", style=solid]; -"1976 zero_point_updated_constant77" -> "1977 sub_tensor_77" [label="(1536, 1)", style=solid]; -"1977 sub_tensor_77" -> "1978 linear_114" [label="(1536, 384)", style=solid]; -"1978 linear_114" -> "1979 gelu_18" [label="(1, 14, 14, 1536)", style=solid]; -"1979 gelu_18" -> "1980 dropout_74" [label="(1, 14, 14, 1536)", style=solid]; -"1980 dropout_74" -> "1981 dropout_74_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; -"1981 dropout_74_0_0_nncf_smooth_quant_0" -> "1982 quantize_per_tensor_default_116" [label="(1, 14, 14, 1536)", style=solid]; -"1982 quantize_per_tensor_default_116" -> "1983 dequantize_per_tensor_default_116" [label="(1, 14, 14, 1536)", style=solid]; -"1983 dequantize_per_tensor_default_116" -> "1990 linear_115" [label="(1, 14, 14, 1536)", style=solid]; -"1984 features_5_14_mlp_3_bias_0_0" -> "1990 linear_115" [label="(384,)", style=solid]; -"1985 scale_updated_constant78" -> "1987 mul_tensor_78" [label="(384, 1)", style=solid]; -"1986 compressed_weight_updated_constant78" -> "1987 mul_tensor_78" [label="(384, 1536)", style=solid]; -"1987 mul_tensor_78" -> "1989 sub_tensor_78" [label="(384, 1536)", style=solid]; -"1988 zero_point_updated_constant78" -> "1989 sub_tensor_78" [label="(384, 1)", style=solid]; -"1989 sub_tensor_78" -> "1990 linear_115" [label="(384, 1536)", style=solid]; -"1990 linear_115" -> "1991 dropout_75" [label="(1, 14, 14, 384)", style=solid]; -"1991 dropout_75" -> "1992 layer_norm_40" [label="(1, 14, 14, 384)", style=solid]; -"1992 layer_norm_40" -> "1993 add_65" [label="(1, 14, 14, 384)", style=solid]; -"1993 add_65" -> "1995 pad_21" [label="(1, 14, 14, 384)", style=solid]; -"1993 add_65" -> "2074 add_68" [label="(1, 14, 14, 384)", style=solid]; -"1994 _frozen_param157" -> "2031 add_66" [label="(1, 12, 64, 64)", style=solid]; -"1995 pad_21" -> "1996 roll_18" [label="(1, 16, 16, 384)", style=solid]; -"1996 roll_18" -> "1997 view_105" [label="(1, 16, 16, 384)", style=solid]; -"1997 view_105" -> "1998 permute_87" [label="(1, 2, 8, 2, 8, 384)", style=solid]; -"1998 permute_87" -> "1999 reshape_85" [label="(1, 2, 2, 8, 8, 384)", style=solid]; -"1999 reshape_85" -> "2000 reshape_85_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; -"1999 reshape_85" -> "2032 new_zeros_9" [label="(4, 64, 384)", style=solid]; -"2000 reshape_85_0_0_nncf_smooth_quant_0" -> "2001 quantize_per_tensor_default_117" [label="(4, 64, 384)", style=solid]; -"2001 quantize_per_tensor_default_117" -> "2002 dequantize_per_tensor_default_117" [label="(4, 64, 384)", style=solid]; -"2002 dequantize_per_tensor_default_117" -> "2009 linear_118" [label="(4, 64, 384)", style=solid]; -"2003 _frozen_param158_0_0" -> "2009 linear_118" [label="(1152,)", style=solid]; -"2004 scale_updated_constant79" -> "2006 mul_tensor_79" [label="(1152, 1)", style=solid]; -"2005 compressed_weight_updated_constant79" -> "2006 mul_tensor_79" [label="(1152, 384)", style=solid]; -"2006 mul_tensor_79" -> "2008 sub_tensor_79" [label="(1152, 384)", style=solid]; -"2007 zero_point_updated_constant79" -> "2008 sub_tensor_79" [label="(1152, 1)", style=solid]; -"2008 sub_tensor_79" -> "2009 linear_118" [label="(1152, 384)", style=solid]; -"2009 linear_118" -> "2010 reshape_86" [label="(4, 64, 1152)", style=solid]; -"2010 reshape_86" -> "2011 permute_88" [label="(4, 64, 3, 12, 32)", style=solid]; -"2011 permute_88" -> "2012 select_57" [label="(3, 4, 12, 64, 32)", style=solid]; -"2011 permute_88" -> "2013 select_58" [label="(3, 4, 12, 64, 32)", style=solid]; -"2011 permute_88" -> "2014 select_59" [label="(3, 4, 12, 64, 32)", style=solid]; -"2012 select_57" -> "2015 linalg_vector_norm_38" [label="(4, 12, 64, 32)", style=solid]; -"2012 select_57" -> "2017 expand_as_38" [label="(4, 12, 64, 32)", style=solid]; -"2012 select_57" -> "2018 div_38" [label="(4, 12, 64, 32)", style=solid]; -"2013 select_58" -> "2021 linalg_vector_norm_39" [label="(4, 12, 64, 32)", style=solid]; -"2013 select_58" -> "2023 expand_as_39" [label="(4, 12, 64, 32)", style=solid]; -"2013 select_58" -> "2024 div_39" [label="(4, 12, 64, 32)", style=solid]; -"2014 select_59" -> "2050 matmul_39" [label="(4, 12, 64, 32)", style=solid]; -"2015 linalg_vector_norm_38" -> "2016 clamp_min_38" [label="(4, 12, 64, 1)", style=solid]; -"2016 clamp_min_38" -> "2017 expand_as_38" [label="(4, 12, 64, 1)", style=solid]; -"2017 expand_as_38" -> "2018 div_38" [label="(4, 12, 64, 32)", style=solid]; -"2018 div_38" -> "2019 quantize_per_tensor_default_118" [label="(4, 12, 64, 32)", style=solid]; -"2019 quantize_per_tensor_default_118" -> "2020 dequantize_per_tensor_default_118" [label="(4, 12, 64, 32)", style=solid]; -"2020 dequantize_per_tensor_default_118" -> "2028 matmul_38" [label="(4, 12, 64, 32)", style=solid]; -"2021 linalg_vector_norm_39" -> "2022 clamp_min_39" [label="(4, 12, 64, 1)", style=solid]; -"2022 clamp_min_39" -> "2023 expand_as_39" [label="(4, 12, 64, 1)", style=solid]; -"2023 expand_as_39" -> "2024 div_39" [label="(4, 12, 64, 32)", style=solid]; -"2024 div_39" -> "2025 quantize_per_tensor_default_119" [label="(4, 12, 64, 32)", style=solid]; -"2025 quantize_per_tensor_default_119" -> "2026 dequantize_per_tensor_default_119" [label="(4, 12, 64, 32)", style=solid]; -"2026 dequantize_per_tensor_default_119" -> "2027 transpose_38" [label="(4, 12, 64, 32)", style=solid]; -"2027 transpose_38" -> "2028 matmul_38" [label="(4, 12, 32, 64)", style=solid]; -"2028 matmul_38" -> "2030 mul_39" [label="(4, 12, 64, 64)", style=solid]; -"2029 _frozen_param160" -> "2030 mul_39" [label="(12, 1, 1)", style=solid]; -"2030 mul_39" -> "2031 add_66" [label="(4, 12, 64, 64)", style=solid]; -"2031 add_66" -> "2043 view_107" [label="(4, 12, 64, 64)", style=solid]; -"2032 new_zeros_9" -> "2033 view_106" [label="(16, 16)", style=solid]; -"2033 view_106" -> "2034 permute_89" [label="(2, 8, 2, 8)", style=solid]; -"2034 permute_89" -> "2035 reshape_87" [label="(2, 2, 8, 8)", style=solid]; -"2035 reshape_87" -> "2036 unsqueeze_56" [label="(4, 64)", style=solid]; -"2035 reshape_87" -> "2037 unsqueeze_57" [label="(4, 64)", style=solid]; -"2036 unsqueeze_56" -> "2038 sub_9" [label="(4, 1, 64)", style=solid]; -"2037 unsqueeze_57" -> "2038 sub_9" [label="(4, 64, 1)", style=solid]; -"2038 sub_9" -> "2039 ne_9" [label="(4, 64, 64)", style=solid]; -"2038 sub_9" -> "2040 masked_fill_18" [label="(4, 64, 64)", style=solid]; -"2038 sub_9" -> "2041 eq_9" [label="(4, 64, 64)", style=solid]; -"2039 ne_9" -> "2040 masked_fill_18" [label="(4, 64, 64)", style=solid]; -"2040 masked_fill_18" -> "2042 masked_fill_19" [label="(4, 64, 64)", style=solid]; -"2041 eq_9" -> "2042 masked_fill_19" [label="(4, 64, 64)", style=solid]; -"2042 masked_fill_19" -> "2044 unsqueeze_58" [label="(4, 64, 64)", style=solid]; -"2043 view_107" -> "2046 add_67" [label="(1, 4, 12, 64, 64)", style=solid]; -"2044 unsqueeze_58" -> "2045 unsqueeze_59" [label="(4, 1, 64, 64)", style=solid]; -"2045 unsqueeze_59" -> "2046 add_67" [label="(1, 4, 1, 64, 64)", style=solid]; -"2046 add_67" -> "2047 view_108" [label="(1, 4, 12, 64, 64)", style=solid]; -"2047 view_108" -> "2048 softmax_19" [label="(4, 12, 64, 64)", style=solid]; -"2048 softmax_19" -> "2049 dropout_76" [label="(4, 12, 64, 64)", style=solid]; -"2049 dropout_76" -> "2050 matmul_39" [label="(4, 12, 64, 64)", style=solid]; -"2050 matmul_39" -> "2051 transpose_39" [label="(4, 12, 64, 32)", style=solid]; -"2051 transpose_39" -> "2052 reshape_88" [label="(4, 64, 12, 32)", style=solid]; -"2052 reshape_88" -> "2053 reshape_88_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; -"2053 reshape_88_0_0_nncf_smooth_quant_0" -> "2054 quantize_per_tensor_default_120" [label="(4, 64, 384)", style=solid]; -"2054 quantize_per_tensor_default_120" -> "2055 dequantize_per_tensor_default_120" [label="(4, 64, 384)", style=solid]; -"2055 dequantize_per_tensor_default_120" -> "2062 linear_119" [label="(4, 64, 384)", style=solid]; -"2056 features_5_15_attn_proj_bias_0_0" -> "2062 linear_119" [label="(384,)", style=solid]; -"2057 scale_updated_constant80" -> "2059 mul_tensor_80" [label="(384, 1)", style=solid]; -"2058 compressed_weight_updated_constant80" -> "2059 mul_tensor_80" [label="(384, 384)", style=solid]; -"2059 mul_tensor_80" -> "2061 sub_tensor_80" [label="(384, 384)", style=solid]; -"2060 zero_point_updated_constant80" -> "2061 sub_tensor_80" [label="(384, 1)", style=solid]; -"2061 sub_tensor_80" -> "2062 linear_119" [label="(384, 384)", style=solid]; -"2062 linear_119" -> "2063 dropout_77" [label="(4, 64, 384)", style=solid]; -"2063 dropout_77" -> "2064 view_109" [label="(4, 64, 384)", style=solid]; -"2064 view_109" -> "2065 permute_90" [label="(1, 2, 2, 8, 8, 384)", style=solid]; -"2065 permute_90" -> "2066 reshape_89" [label="(1, 2, 8, 2, 8, 384)", style=solid]; -"2066 reshape_89" -> "2067 roll_19" [label="(1, 16, 16, 384)", style=solid]; -"2067 roll_19" -> "2068 slice_297" [label="(1, 16, 16, 384)", style=solid]; -"2068 slice_297" -> "2069 slice_298" [label="(1, 16, 16, 384)", style=solid]; -"2069 slice_298" -> "2070 slice_299" [label="(1, 14, 16, 384)", style=solid]; -"2070 slice_299" -> "2071 slice_300" [label="(1, 14, 14, 384)", style=solid]; -"2071 slice_300" -> "2072 contiguous_37" [label="(1, 14, 14, 384)", style=solid]; -"2072 contiguous_37" -> "2073 layer_norm_41" [label="(1, 14, 14, 384)", style=solid]; -"2073 layer_norm_41" -> "2074 add_68" [label="(1, 14, 14, 384)", style=solid]; -"2074 add_68" -> "2075 add_68_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; -"2074 add_68" -> "2099 add_69" [label="(1, 14, 14, 384)", style=solid]; -"2075 add_68_0_0_nncf_smooth_quant_0" -> "2076 quantize_per_tensor_default_121" [label="(1, 14, 14, 384)", style=solid]; -"2076 quantize_per_tensor_default_121" -> "2077 dequantize_per_tensor_default_121" [label="(1, 14, 14, 384)", style=solid]; -"2077 dequantize_per_tensor_default_121" -> "2084 linear_120" [label="(1, 14, 14, 384)", style=solid]; -"2078 features_5_15_mlp_0_bias_0_0" -> "2084 linear_120" [label="(1536,)", style=solid]; -"2079 scale_updated_constant81" -> "2081 mul_tensor_81" [label="(1536, 1)", style=solid]; -"2080 compressed_weight_updated_constant81" -> "2081 mul_tensor_81" [label="(1536, 384)", style=solid]; -"2081 mul_tensor_81" -> "2083 sub_tensor_81" [label="(1536, 384)", style=solid]; -"2082 zero_point_updated_constant81" -> "2083 sub_tensor_81" [label="(1536, 1)", style=solid]; -"2083 sub_tensor_81" -> "2084 linear_120" [label="(1536, 384)", style=solid]; -"2084 linear_120" -> "2085 gelu_19" [label="(1, 14, 14, 1536)", style=solid]; -"2085 gelu_19" -> "2086 dropout_78" [label="(1, 14, 14, 1536)", style=solid]; -"2086 dropout_78" -> "2087 dropout_78_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; -"2087 dropout_78_0_0_nncf_smooth_quant_0" -> "2088 quantize_per_tensor_default_122" [label="(1, 14, 14, 1536)", style=solid]; -"2088 quantize_per_tensor_default_122" -> "2089 dequantize_per_tensor_default_122" [label="(1, 14, 14, 1536)", style=solid]; -"2089 dequantize_per_tensor_default_122" -> "2096 linear_121" [label="(1, 14, 14, 1536)", style=solid]; -"2090 features_5_15_mlp_3_bias_0_0" -> "2096 linear_121" [label="(384,)", style=solid]; -"2091 scale_updated_constant82" -> "2093 mul_tensor_82" [label="(384, 1)", style=solid]; -"2092 compressed_weight_updated_constant82" -> "2093 mul_tensor_82" [label="(384, 1536)", style=solid]; -"2093 mul_tensor_82" -> "2095 sub_tensor_82" [label="(384, 1536)", style=solid]; -"2094 zero_point_updated_constant82" -> "2095 sub_tensor_82" [label="(384, 1)", style=solid]; -"2095 sub_tensor_82" -> "2096 linear_121" [label="(384, 1536)", style=solid]; -"2096 linear_121" -> "2097 dropout_79" [label="(1, 14, 14, 384)", style=solid]; -"2097 dropout_79" -> "2098 layer_norm_42" [label="(1, 14, 14, 384)", style=solid]; -"2098 layer_norm_42" -> "2099 add_69" [label="(1, 14, 14, 384)", style=solid]; -"2099 add_69" -> "2101 pad_22" [label="(1, 14, 14, 384)", style=solid]; -"2099 add_69" -> "2162 add_71" [label="(1, 14, 14, 384)", style=solid]; -"2100 _frozen_param170" -> "2136 add_70" [label="(1, 12, 64, 64)", style=solid]; -"2101 pad_22" -> "2102 view_112" [label="(1, 16, 16, 384)", style=solid]; -"2102 view_112" -> "2103 permute_92" [label="(1, 2, 8, 2, 8, 384)", style=solid]; -"2103 permute_92" -> "2104 reshape_90" [label="(1, 2, 2, 8, 8, 384)", style=solid]; -"2104 reshape_90" -> "2105 reshape_90_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; -"2105 reshape_90_0_0_nncf_smooth_quant_0" -> "2106 quantize_per_tensor_default_123" [label="(4, 64, 384)", style=solid]; -"2106 quantize_per_tensor_default_123" -> "2107 dequantize_per_tensor_default_123" [label="(4, 64, 384)", style=solid]; -"2107 dequantize_per_tensor_default_123" -> "2114 linear_124" [label="(4, 64, 384)", style=solid]; -"2108 _frozen_param171_0_0" -> "2114 linear_124" [label="(1152,)", style=solid]; -"2109 scale_updated_constant83" -> "2111 mul_tensor_83" [label="(1152, 1)", style=solid]; -"2110 compressed_weight_updated_constant83" -> "2111 mul_tensor_83" [label="(1152, 384)", style=solid]; -"2111 mul_tensor_83" -> "2113 sub_tensor_83" [label="(1152, 384)", style=solid]; -"2112 zero_point_updated_constant83" -> "2113 sub_tensor_83" [label="(1152, 1)", style=solid]; -"2113 sub_tensor_83" -> "2114 linear_124" [label="(1152, 384)", style=solid]; -"2114 linear_124" -> "2115 reshape_91" [label="(4, 64, 1152)", style=solid]; -"2115 reshape_91" -> "2116 permute_93" [label="(4, 64, 3, 12, 32)", style=solid]; -"2116 permute_93" -> "2117 select_60" [label="(3, 4, 12, 64, 32)", style=solid]; -"2116 permute_93" -> "2118 select_61" [label="(3, 4, 12, 64, 32)", style=solid]; -"2116 permute_93" -> "2119 select_62" [label="(3, 4, 12, 64, 32)", style=solid]; -"2117 select_60" -> "2120 linalg_vector_norm_40" [label="(4, 12, 64, 32)", style=solid]; -"2117 select_60" -> "2122 expand_as_40" [label="(4, 12, 64, 32)", style=solid]; -"2117 select_60" -> "2123 div_40" [label="(4, 12, 64, 32)", style=solid]; -"2118 select_61" -> "2126 linalg_vector_norm_41" [label="(4, 12, 64, 32)", style=solid]; -"2118 select_61" -> "2128 expand_as_41" [label="(4, 12, 64, 32)", style=solid]; -"2118 select_61" -> "2129 div_41" [label="(4, 12, 64, 32)", style=solid]; -"2119 select_62" -> "2139 matmul_41" [label="(4, 12, 64, 32)", style=solid]; -"2120 linalg_vector_norm_40" -> "2121 clamp_min_40" [label="(4, 12, 64, 1)", style=solid]; -"2121 clamp_min_40" -> "2122 expand_as_40" [label="(4, 12, 64, 1)", style=solid]; -"2122 expand_as_40" -> "2123 div_40" [label="(4, 12, 64, 32)", style=solid]; -"2123 div_40" -> "2124 quantize_per_tensor_default_124" [label="(4, 12, 64, 32)", style=solid]; -"2124 quantize_per_tensor_default_124" -> "2125 dequantize_per_tensor_default_124" [label="(4, 12, 64, 32)", style=solid]; -"2125 dequantize_per_tensor_default_124" -> "2133 matmul_40" [label="(4, 12, 64, 32)", style=solid]; -"2126 linalg_vector_norm_41" -> "2127 clamp_min_41" [label="(4, 12, 64, 1)", style=solid]; -"2127 clamp_min_41" -> "2128 expand_as_41" [label="(4, 12, 64, 1)", style=solid]; -"2128 expand_as_41" -> "2129 div_41" [label="(4, 12, 64, 32)", style=solid]; -"2129 div_41" -> "2130 quantize_per_tensor_default_125" [label="(4, 12, 64, 32)", style=solid]; -"2130 quantize_per_tensor_default_125" -> "2131 dequantize_per_tensor_default_125" [label="(4, 12, 64, 32)", style=solid]; -"2131 dequantize_per_tensor_default_125" -> "2132 transpose_40" [label="(4, 12, 64, 32)", style=solid]; -"2132 transpose_40" -> "2133 matmul_40" [label="(4, 12, 32, 64)", style=solid]; -"2133 matmul_40" -> "2135 mul_41" [label="(4, 12, 64, 64)", style=solid]; -"2134 _frozen_param173" -> "2135 mul_41" [label="(12, 1, 1)", style=solid]; -"2135 mul_41" -> "2136 add_70" [label="(4, 12, 64, 64)", style=solid]; -"2136 add_70" -> "2137 softmax_20" [label="(4, 12, 64, 64)", style=solid]; -"2137 softmax_20" -> "2138 dropout_80" [label="(4, 12, 64, 64)", style=solid]; -"2138 dropout_80" -> "2139 matmul_41" [label="(4, 12, 64, 64)", style=solid]; -"2139 matmul_41" -> "2140 transpose_41" [label="(4, 12, 64, 32)", style=solid]; -"2140 transpose_41" -> "2141 reshape_92" [label="(4, 64, 12, 32)", style=solid]; -"2141 reshape_92" -> "2142 reshape_92_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; -"2142 reshape_92_0_0_nncf_smooth_quant_0" -> "2143 quantize_per_tensor_default_126" [label="(4, 64, 384)", style=solid]; -"2143 quantize_per_tensor_default_126" -> "2144 dequantize_per_tensor_default_126" [label="(4, 64, 384)", style=solid]; -"2144 dequantize_per_tensor_default_126" -> "2151 linear_125" [label="(4, 64, 384)", style=solid]; -"2145 features_5_16_attn_proj_bias_0_0" -> "2151 linear_125" [label="(384,)", style=solid]; -"2146 scale_updated_constant84" -> "2148 mul_tensor_84" [label="(384, 1)", style=solid]; -"2147 compressed_weight_updated_constant84" -> "2148 mul_tensor_84" [label="(384, 384)", style=solid]; -"2148 mul_tensor_84" -> "2150 sub_tensor_84" [label="(384, 384)", style=solid]; -"2149 zero_point_updated_constant84" -> "2150 sub_tensor_84" [label="(384, 1)", style=solid]; -"2150 sub_tensor_84" -> "2151 linear_125" [label="(384, 384)", style=solid]; -"2151 linear_125" -> "2152 dropout_81" [label="(4, 64, 384)", style=solid]; -"2152 dropout_81" -> "2153 view_113" [label="(4, 64, 384)", style=solid]; -"2153 view_113" -> "2154 permute_94" [label="(1, 2, 2, 8, 8, 384)", style=solid]; -"2154 permute_94" -> "2155 reshape_93" [label="(1, 2, 8, 2, 8, 384)", style=solid]; -"2155 reshape_93" -> "2156 slice_302" [label="(1, 16, 16, 384)", style=solid]; -"2156 slice_302" -> "2157 slice_303" [label="(1, 16, 16, 384)", style=solid]; -"2157 slice_303" -> "2158 slice_304" [label="(1, 14, 16, 384)", style=solid]; -"2158 slice_304" -> "2159 slice_305" [label="(1, 14, 14, 384)", style=solid]; -"2159 slice_305" -> "2160 contiguous_39" [label="(1, 14, 14, 384)", style=solid]; -"2160 contiguous_39" -> "2161 layer_norm_43" [label="(1, 14, 14, 384)", style=solid]; -"2161 layer_norm_43" -> "2162 add_71" [label="(1, 14, 14, 384)", style=solid]; -"2162 add_71" -> "2163 add_71_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; -"2162 add_71" -> "2187 add_72" [label="(1, 14, 14, 384)", style=solid]; -"2163 add_71_0_0_nncf_smooth_quant_0" -> "2164 quantize_per_tensor_default_127" [label="(1, 14, 14, 384)", style=solid]; -"2164 quantize_per_tensor_default_127" -> "2165 dequantize_per_tensor_default_127" [label="(1, 14, 14, 384)", style=solid]; -"2165 dequantize_per_tensor_default_127" -> "2172 linear_126" [label="(1, 14, 14, 384)", style=solid]; -"2166 features_5_16_mlp_0_bias_0_0" -> "2172 linear_126" [label="(1536,)", style=solid]; -"2167 scale_updated_constant85" -> "2169 mul_tensor_85" [label="(1536, 1)", style=solid]; -"2168 compressed_weight_updated_constant85" -> "2169 mul_tensor_85" [label="(1536, 384)", style=solid]; -"2169 mul_tensor_85" -> "2171 sub_tensor_85" [label="(1536, 384)", style=solid]; -"2170 zero_point_updated_constant85" -> "2171 sub_tensor_85" [label="(1536, 1)", style=solid]; -"2171 sub_tensor_85" -> "2172 linear_126" [label="(1536, 384)", style=solid]; -"2172 linear_126" -> "2173 gelu_20" [label="(1, 14, 14, 1536)", style=solid]; -"2173 gelu_20" -> "2174 dropout_82" [label="(1, 14, 14, 1536)", style=solid]; -"2174 dropout_82" -> "2175 dropout_82_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; -"2175 dropout_82_0_0_nncf_smooth_quant_0" -> "2176 quantize_per_tensor_default_128" [label="(1, 14, 14, 1536)", style=solid]; -"2176 quantize_per_tensor_default_128" -> "2177 dequantize_per_tensor_default_128" [label="(1, 14, 14, 1536)", style=solid]; -"2177 dequantize_per_tensor_default_128" -> "2184 linear_127" [label="(1, 14, 14, 1536)", style=solid]; -"2178 features_5_16_mlp_3_bias_0_0" -> "2184 linear_127" [label="(384,)", style=solid]; -"2179 scale_updated_constant86" -> "2181 mul_tensor_86" [label="(384, 1)", style=solid]; -"2180 compressed_weight_updated_constant86" -> "2181 mul_tensor_86" [label="(384, 1536)", style=solid]; -"2181 mul_tensor_86" -> "2183 sub_tensor_86" [label="(384, 1536)", style=solid]; -"2182 zero_point_updated_constant86" -> "2183 sub_tensor_86" [label="(384, 1)", style=solid]; -"2183 sub_tensor_86" -> "2184 linear_127" [label="(384, 1536)", style=solid]; -"2184 linear_127" -> "2185 dropout_83" [label="(1, 14, 14, 384)", style=solid]; -"2185 dropout_83" -> "2186 layer_norm_44" [label="(1, 14, 14, 384)", style=solid]; -"2186 layer_norm_44" -> "2187 add_72" [label="(1, 14, 14, 384)", style=solid]; -"2187 add_72" -> "2189 pad_23" [label="(1, 14, 14, 384)", style=solid]; -"2187 add_72" -> "2268 add_75" [label="(1, 14, 14, 384)", style=solid]; -"2188 _frozen_param174" -> "2225 add_73" [label="(1, 12, 64, 64)", style=solid]; -"2189 pad_23" -> "2190 roll_20" [label="(1, 16, 16, 384)", style=solid]; -"2190 roll_20" -> "2191 view_116" [label="(1, 16, 16, 384)", style=solid]; -"2191 view_116" -> "2192 permute_96" [label="(1, 2, 8, 2, 8, 384)", style=solid]; -"2192 permute_96" -> "2193 reshape_94" [label="(1, 2, 2, 8, 8, 384)", style=solid]; 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dropout_2_0_0_nncf_smooth_quant_0" -> "262 quantize_per_tensor_default_6" [label="(1, 56, 56, 384)", style=solid]; +"262 quantize_per_tensor_default_6" -> "263 dequantize_per_tensor_default_6" [label="(1, 56, 56, 384)", style=solid]; +"263 dequantize_per_tensor_default_6" -> "269 linear_5" [label="(1, 56, 56, 384)", style=solid]; +"264 scale_updated_constant4" -> "266 mul_tensor_4" [label="(96, 1)", style=solid]; +"265 compressed_weight_updated_constant4" -> "266 mul_tensor_4" [label="(96, 384)", style=solid]; +"266 mul_tensor_4" -> "268 sub_tensor_4" [label="(96, 384)", style=solid]; +"267 zero_point_updated_constant4" -> "268 sub_tensor_4" [label="(96, 1)", style=solid]; +"268 sub_tensor_4" -> "269 linear_5" [label="(96, 384)", style=solid]; +"269 linear_5" -> "270 dropout_3" [label="(1, 56, 56, 96)", style=solid]; +"270 dropout_3" -> "271 layer_norm_2" [label="(1, 56, 56, 96)", style=solid]; +"271 layer_norm_2" -> "272 add_2" [label="(1, 56, 56, 96)", style=solid]; +"272 add_2" -> "274 pad_1" [label="(1, 56, 56, 96)", style=solid]; +"272 add_2" -> "349 add_5" [label="(1, 56, 56, 96)", style=solid]; +"273 _frozen_param4" -> "310 add_3" [label="(1, 3, 64, 64)", style=solid]; +"274 pad_1" -> "275 roll" [label="(1, 56, 56, 96)", style=solid]; +"275 roll" -> "276 view_6" [label="(1, 56, 56, 96)", style=solid]; +"276 view_6" -> "277 permute_6" [label="(1, 7, 8, 7, 8, 96)", style=solid]; +"277 permute_6" -> "278 reshape_4" [label="(1, 7, 7, 8, 8, 96)", style=solid]; +"278 reshape_4" -> "280 reshape_4_0_0_nncf_smooth_quant_0" [label="(49, 64, 96)", style=solid]; +"278 reshape_4" -> "311 new_zeros" [label="(49, 64, 96)", style=solid]; +"279 _frozen_param5" -> "288 linear_8" [label="(288,)", style=solid]; +"280 reshape_4_0_0_nncf_smooth_quant_0" -> "281 quantize_per_tensor_default_7" [label="(49, 64, 96)", style=solid]; +"281 quantize_per_tensor_default_7" -> "282 dequantize_per_tensor_default_7" [label="(49, 64, 96)", style=solid]; +"282 dequantize_per_tensor_default_7" -> "288 linear_8" [label="(49, 64, 96)", style=solid]; +"283 scale_updated_constant5" -> "285 mul_tensor_5" [label="(288, 1)", style=solid]; +"284 compressed_weight_updated_constant5" -> "285 mul_tensor_5" [label="(288, 96)", style=solid]; +"285 mul_tensor_5" -> "287 sub_tensor_5" [label="(288, 96)", style=solid]; +"286 zero_point_updated_constant5" -> "287 sub_tensor_5" [label="(288, 1)", style=solid]; +"287 sub_tensor_5" -> "288 linear_8" [label="(288, 96)", style=solid]; +"288 linear_8" -> "289 reshape_5" [label="(49, 64, 288)", style=solid]; +"289 reshape_5" -> "290 permute_7" [label="(49, 64, 3, 3, 32)", style=solid]; +"290 permute_7" -> "291 select_3" [label="(3, 49, 3, 64, 32)", style=solid]; +"290 permute_7" -> "292 select_4" [label="(3, 49, 3, 64, 32)", style=solid]; +"290 permute_7" -> "293 select_5" [label="(3, 49, 3, 64, 32)", style=solid]; +"291 select_3" -> "294 linalg_vector_norm_2" [label="(49, 3, 64, 32)", style=solid]; +"291 select_3" -> "296 expand_as_2" [label="(49, 3, 64, 32)", style=solid]; +"291 select_3" -> "297 div_2" [label="(49, 3, 64, 32)", style=solid]; +"292 select_4" -> "300 linalg_vector_norm_3" [label="(49, 3, 64, 32)", style=solid]; +"292 select_4" -> "302 expand_as_3" [label="(49, 3, 64, 32)", style=solid]; +"292 select_4" -> "303 div_3" [label="(49, 3, 64, 32)", style=solid]; +"293 select_5" -> "329 matmul_3" [label="(49, 3, 64, 32)", style=solid]; +"294 linalg_vector_norm_2" -> "295 clamp_min_2" [label="(49, 3, 64, 1)", style=solid]; +"295 clamp_min_2" -> "296 expand_as_2" [label="(49, 3, 64, 1)", style=solid]; +"296 expand_as_2" -> "297 div_2" [label="(49, 3, 64, 32)", style=solid]; +"297 div_2" -> "298 quantize_per_tensor_default_8" [label="(49, 3, 64, 32)", style=solid]; +"298 quantize_per_tensor_default_8" -> "299 dequantize_per_tensor_default_8" [label="(49, 3, 64, 32)", style=solid]; +"299 dequantize_per_tensor_default_8" -> "307 matmul_2" [label="(49, 3, 64, 32)", style=solid]; +"300 linalg_vector_norm_3" -> "301 clamp_min_3" [label="(49, 3, 64, 1)", style=solid]; +"301 clamp_min_3" -> "302 expand_as_3" [label="(49, 3, 64, 1)", style=solid]; +"302 expand_as_3" -> "303 div_3" [label="(49, 3, 64, 32)", style=solid]; +"303 div_3" -> "304 quantize_per_tensor_default_9" [label="(49, 3, 64, 32)", style=solid]; +"304 quantize_per_tensor_default_9" -> "305 dequantize_per_tensor_default_9" [label="(49, 3, 64, 32)", style=solid]; +"305 dequantize_per_tensor_default_9" -> "306 transpose_2" [label="(49, 3, 64, 32)", style=solid]; +"306 transpose_2" -> "307 matmul_2" [label="(49, 3, 32, 64)", style=solid]; +"307 matmul_2" -> "309 mul_3" [label="(49, 3, 64, 64)", style=solid]; +"308 _frozen_param7" -> "309 mul_3" [label="(3, 1, 1)", style=solid]; +"309 mul_3" -> "310 add_3" [label="(49, 3, 64, 64)", style=solid]; +"310 add_3" -> "322 view_8" [label="(49, 3, 64, 64)", style=solid]; +"311 new_zeros" -> "312 view_7" [label="(56, 56)", style=solid]; +"312 view_7" -> "313 permute_8" [label="(7, 8, 7, 8)", style=solid]; +"313 permute_8" -> "314 reshape_6" [label="(7, 7, 8, 8)", style=solid]; +"314 reshape_6" -> "315 unsqueeze_2" [label="(49, 64)", style=solid]; +"314 reshape_6" -> "316 unsqueeze_3" [label="(49, 64)", style=solid]; +"315 unsqueeze_2" -> "317 sub" [label="(49, 1, 64)", style=solid]; +"316 unsqueeze_3" -> "317 sub" [label="(49, 64, 1)", style=solid]; +"317 sub" -> "318 ne" [label="(49, 64, 64)", style=solid]; +"317 sub" -> "319 masked_fill" [label="(49, 64, 64)", style=solid]; +"317 sub" -> "320 eq" [label="(49, 64, 64)", style=solid]; +"318 ne" -> "319 masked_fill" [label="(49, 64, 64)", style=solid]; +"319 masked_fill" -> "321 masked_fill_1" [label="(49, 64, 64)", style=solid]; +"320 eq" -> "321 masked_fill_1" [label="(49, 64, 64)", style=solid]; +"321 masked_fill_1" -> "323 unsqueeze_4" [label="(49, 64, 64)", style=solid]; +"322 view_8" -> "325 add_4" [label="(1, 49, 3, 64, 64)", style=solid]; +"323 unsqueeze_4" -> "324 unsqueeze_5" [label="(49, 1, 64, 64)", style=solid]; +"324 unsqueeze_5" -> "325 add_4" [label="(1, 49, 1, 64, 64)", style=solid]; +"325 add_4" -> "326 view_9" [label="(1, 49, 3, 64, 64)", style=solid]; +"326 view_9" -> "327 softmax_1" [label="(49, 3, 64, 64)", style=solid]; +"327 softmax_1" -> "328 dropout_4" [label="(49, 3, 64, 64)", style=solid]; +"328 dropout_4" -> "329 matmul_3" [label="(49, 3, 64, 64)", style=solid]; +"329 matmul_3" -> "330 transpose_3" [label="(49, 3, 64, 32)", style=solid]; +"330 transpose_3" -> "331 reshape_7" [label="(49, 64, 3, 32)", style=solid]; +"331 reshape_7" -> "332 reshape_7_0_0_nncf_smooth_quant_0" [label="(49, 64, 96)", style=solid]; +"332 reshape_7_0_0_nncf_smooth_quant_0" -> "333 quantize_per_tensor_default_10" [label="(49, 64, 96)", style=solid]; +"333 quantize_per_tensor_default_10" -> "334 dequantize_per_tensor_default_10" [label="(49, 64, 96)", style=solid]; +"334 dequantize_per_tensor_default_10" -> "340 linear_9" [label="(49, 64, 96)", style=solid]; +"335 scale_updated_constant6" -> "337 mul_tensor_6" [label="(96, 1)", style=solid]; +"336 compressed_weight_updated_constant6" -> "337 mul_tensor_6" [label="(96, 96)", style=solid]; +"337 mul_tensor_6" -> "339 sub_tensor_6" [label="(96, 96)", style=solid]; +"338 zero_point_updated_constant6" -> "339 sub_tensor_6" [label="(96, 1)", style=solid]; +"339 sub_tensor_6" -> "340 linear_9" [label="(96, 96)", style=solid]; +"340 linear_9" -> "341 dropout_5" [label="(49, 64, 96)", style=solid]; +"341 dropout_5" -> "342 view_10" [label="(49, 64, 96)", style=solid]; +"342 view_10" -> "343 permute_9" [label="(1, 7, 7, 8, 8, 96)", style=solid]; +"343 permute_9" -> "344 reshape_8" [label="(1, 7, 8, 7, 8, 96)", style=solid]; +"344 reshape_8" -> "345 roll_1" [label="(1, 56, 56, 96)", style=solid]; +"345 roll_1" -> "346 slice_23" [label="(1, 56, 56, 96)", style=solid]; +"346 slice_23" -> "347 slice_24" [label="(1, 56, 56, 96)", style=solid]; +"347 slice_24" -> "348 layer_norm_3" [label="(1, 56, 56, 96)", style=solid]; +"348 layer_norm_3" -> "349 add_5" [label="(1, 56, 56, 96)", style=solid]; +"349 add_5" -> "350 add_5_0_0_nncf_smooth_quant_0" [label="(1, 56, 56, 96)", style=solid]; +"349 add_5" -> "372 add_6" [label="(1, 56, 56, 96)", style=solid]; +"350 add_5_0_0_nncf_smooth_quant_0" -> "351 quantize_per_tensor_default_11" [label="(1, 56, 56, 96)", style=solid]; +"351 quantize_per_tensor_default_11" -> "352 dequantize_per_tensor_default_11" [label="(1, 56, 56, 96)", style=solid]; +"352 dequantize_per_tensor_default_11" -> "358 linear_10" [label="(1, 56, 56, 96)", style=solid]; +"353 scale_updated_constant7" -> "355 mul_tensor_7" [label="(384, 1)", style=solid]; +"354 compressed_weight_updated_constant7" -> "355 mul_tensor_7" [label="(384, 96)", style=solid]; +"355 mul_tensor_7" -> "357 sub_tensor_7" [label="(384, 96)", style=solid]; +"356 zero_point_updated_constant7" -> "357 sub_tensor_7" [label="(384, 1)", style=solid]; +"357 sub_tensor_7" -> "358 linear_10" [label="(384, 96)", style=solid]; +"358 linear_10" -> "359 gelu_1" [label="(1, 56, 56, 384)", style=solid]; +"359 gelu_1" -> "360 dropout_6" [label="(1, 56, 56, 384)", style=solid]; +"360 dropout_6" -> "361 dropout_6_0_0_nncf_smooth_quant_0" [label="(1, 56, 56, 384)", style=solid]; +"361 dropout_6_0_0_nncf_smooth_quant_0" -> "362 quantize_per_tensor_default_12" [label="(1, 56, 56, 384)", style=solid]; +"362 quantize_per_tensor_default_12" -> "363 dequantize_per_tensor_default_12" [label="(1, 56, 56, 384)", style=solid]; +"363 dequantize_per_tensor_default_12" -> "369 linear_11" [label="(1, 56, 56, 384)", style=solid]; +"364 scale_updated_constant8" -> "366 mul_tensor_8" [label="(96, 1)", style=solid]; +"365 compressed_weight_updated_constant8" -> "366 mul_tensor_8" [label="(96, 384)", style=solid]; +"366 mul_tensor_8" -> "368 sub_tensor_8" [label="(96, 384)", style=solid]; +"367 zero_point_updated_constant8" -> "368 sub_tensor_8" [label="(96, 1)", style=solid]; +"368 sub_tensor_8" -> "369 linear_11" [label="(96, 384)", style=solid]; +"369 linear_11" -> "370 dropout_7" [label="(1, 56, 56, 96)", style=solid]; +"370 dropout_7" -> "371 layer_norm_4" [label="(1, 56, 56, 96)", style=solid]; +"371 layer_norm_4" -> "372 add_6" [label="(1, 56, 56, 96)", style=solid]; +"372 add_6" -> "373 pad_2" [label="(1, 56, 56, 96)", style=solid]; +"373 pad_2" -> "374 slice_25" [label="(1, 56, 56, 96)", style=solid]; +"373 pad_2" -> "377 slice_28" [label="(1, 56, 56, 96)", style=solid]; +"373 pad_2" -> "380 slice_31" [label="(1, 56, 56, 96)", style=solid]; +"373 pad_2" -> "383 slice_34" [label="(1, 56, 56, 96)", style=solid]; +"374 slice_25" -> "375 slice_26" [label="(1, 28, 56, 96)", style=solid]; +"375 slice_26" -> "376 slice_27" [label="(1, 28, 28, 96)", style=solid]; +"376 slice_27" -> "386 cat" [label="(1, 28, 28, 96)", style=solid]; +"377 slice_28" -> "378 slice_29" [label="(1, 28, 56, 96)", style=solid]; +"378 slice_29" -> "379 slice_30" [label="(1, 28, 28, 96)", style=solid]; +"379 slice_30" -> "386 cat" [label="(1, 28, 28, 96)", style=solid]; +"380 slice_31" -> "381 slice_32" [label="(1, 28, 56, 96)", style=solid]; +"381 slice_32" -> "382 slice_33" [label="(1, 28, 28, 96)", style=solid]; +"382 slice_33" -> "386 cat" [label="(1, 28, 28, 96)", style=solid]; +"383 slice_34" -> "384 slice_35" [label="(1, 28, 56, 96)", style=solid]; +"384 slice_35" -> "385 slice_36" [label="(1, 28, 28, 96)", style=solid]; +"385 slice_36" -> "386 cat" [label="(1, 28, 28, 96)", style=solid]; +"386 cat" -> "387 cat_0_0_nncf_smooth_quant_0" [label="(1, 28, 28, 384)", style=solid]; +"387 cat_0_0_nncf_smooth_quant_0" -> "388 quantize_per_tensor_default_13" [label="(1, 28, 28, 384)", style=solid]; +"388 quantize_per_tensor_default_13" -> "389 dequantize_per_tensor_default_13" [label="(1, 28, 28, 384)", style=solid]; +"389 dequantize_per_tensor_default_13" -> "395 linear_12" [label="(1, 28, 28, 384)", style=solid]; +"390 scale_updated_constant9" -> "392 mul_tensor_9" [label="(192, 1)", style=solid]; +"391 compressed_weight_updated_constant9" -> "392 mul_tensor_9" [label="(192, 384)", style=solid]; +"392 mul_tensor_9" -> "394 sub_tensor_9" [label="(192, 384)", style=solid]; +"393 zero_point_updated_constant9" -> "394 sub_tensor_9" [label="(192, 1)", style=solid]; +"394 sub_tensor_9" -> "395 linear_12" [label="(192, 384)", style=solid]; +"395 linear_12" -> "396 layer_norm_5" [label="(1, 28, 28, 192)", style=solid]; +"396 layer_norm_5" -> "398 pad_3" [label="(1, 28, 28, 192)", style=solid]; +"396 layer_norm_5" -> "458 add_8" [label="(1, 28, 28, 192)", style=solid]; +"397 _frozen_param17" -> "433 add_7" [label="(1, 6, 64, 64)", style=solid]; +"398 pad_3" -> "399 view_13" [label="(1, 32, 32, 192)", style=solid]; +"399 view_13" -> "400 permute_11" [label="(1, 4, 8, 4, 8, 192)", style=solid]; +"400 permute_11" -> "401 reshape_9" [label="(1, 4, 4, 8, 8, 192)", style=solid]; +"401 reshape_9" -> "403 reshape_9_0_0_nncf_smooth_quant_0" [label="(16, 64, 192)", style=solid]; +"402 _frozen_param18" -> "411 linear_15" [label="(576,)", style=solid]; +"403 reshape_9_0_0_nncf_smooth_quant_0" -> "404 quantize_per_tensor_default_14" [label="(16, 64, 192)", style=solid]; +"404 quantize_per_tensor_default_14" -> "405 dequantize_per_tensor_default_14" [label="(16, 64, 192)", style=solid]; +"405 dequantize_per_tensor_default_14" -> "411 linear_15" [label="(16, 64, 192)", style=solid]; +"406 scale_updated_constant10" -> "408 mul_tensor_10" [label="(576, 1)", style=solid]; +"407 compressed_weight_updated_constant10" -> "408 mul_tensor_10" [label="(576, 192)", style=solid]; +"408 mul_tensor_10" -> "410 sub_tensor_10" [label="(576, 192)", style=solid]; +"409 zero_point_updated_constant10" -> "410 sub_tensor_10" [label="(576, 1)", style=solid]; +"410 sub_tensor_10" -> "411 linear_15" [label="(576, 192)", style=solid]; +"411 linear_15" -> "412 reshape_10" [label="(16, 64, 576)", style=solid]; +"412 reshape_10" -> "413 permute_12" [label="(16, 64, 3, 6, 32)", style=solid]; +"413 permute_12" -> "414 select_6" [label="(3, 16, 6, 64, 32)", style=solid]; +"413 permute_12" -> "415 select_7" [label="(3, 16, 6, 64, 32)", style=solid]; +"413 permute_12" -> "416 select_8" [label="(3, 16, 6, 64, 32)", style=solid]; +"414 select_6" -> "417 linalg_vector_norm_4" [label="(16, 6, 64, 32)", style=solid]; +"414 select_6" -> "419 expand_as_4" [label="(16, 6, 64, 32)", style=solid]; +"414 select_6" -> "420 div_4" [label="(16, 6, 64, 32)", style=solid]; +"415 select_7" -> "423 linalg_vector_norm_5" [label="(16, 6, 64, 32)", style=solid]; +"415 select_7" -> "425 expand_as_5" [label="(16, 6, 64, 32)", style=solid]; +"415 select_7" -> "426 div_5" [label="(16, 6, 64, 32)", style=solid]; +"416 select_8" -> "436 matmul_5" [label="(16, 6, 64, 32)", style=solid]; +"417 linalg_vector_norm_4" -> "418 clamp_min_4" [label="(16, 6, 64, 1)", style=solid]; +"418 clamp_min_4" -> "419 expand_as_4" [label="(16, 6, 64, 1)", style=solid]; +"419 expand_as_4" -> "420 div_4" [label="(16, 6, 64, 32)", style=solid]; +"420 div_4" -> "421 quantize_per_tensor_default_15" [label="(16, 6, 64, 32)", style=solid]; +"421 quantize_per_tensor_default_15" -> "422 dequantize_per_tensor_default_15" [label="(16, 6, 64, 32)", style=solid]; +"422 dequantize_per_tensor_default_15" -> "430 matmul_4" [label="(16, 6, 64, 32)", style=solid]; +"423 linalg_vector_norm_5" -> "424 clamp_min_5" [label="(16, 6, 64, 1)", style=solid]; +"424 clamp_min_5" -> "425 expand_as_5" [label="(16, 6, 64, 1)", style=solid]; +"425 expand_as_5" -> "426 div_5" [label="(16, 6, 64, 32)", style=solid]; +"426 div_5" -> "427 quantize_per_tensor_default_16" [label="(16, 6, 64, 32)", style=solid]; +"427 quantize_per_tensor_default_16" -> "428 dequantize_per_tensor_default_16" [label="(16, 6, 64, 32)", style=solid]; +"428 dequantize_per_tensor_default_16" -> "429 transpose_4" [label="(16, 6, 64, 32)", style=solid]; +"429 transpose_4" -> "430 matmul_4" [label="(16, 6, 32, 64)", style=solid]; +"430 matmul_4" -> "432 mul_5" [label="(16, 6, 64, 64)", style=solid]; +"431 _frozen_param20" -> "432 mul_5" [label="(6, 1, 1)", style=solid]; +"432 mul_5" -> "433 add_7" [label="(16, 6, 64, 64)", style=solid]; +"433 add_7" -> "434 softmax_2" [label="(16, 6, 64, 64)", style=solid]; +"434 softmax_2" -> "435 dropout_8" [label="(16, 6, 64, 64)", style=solid]; +"435 dropout_8" -> "436 matmul_5" [label="(16, 6, 64, 64)", style=solid]; +"436 matmul_5" -> "437 transpose_5" [label="(16, 6, 64, 32)", style=solid]; +"437 transpose_5" -> "438 reshape_11" [label="(16, 64, 6, 32)", style=solid]; +"438 reshape_11" -> "439 reshape_11_0_0_nncf_smooth_quant_0" [label="(16, 64, 192)", style=solid]; +"439 reshape_11_0_0_nncf_smooth_quant_0" -> "440 quantize_per_tensor_default_17" [label="(16, 64, 192)", style=solid]; +"440 quantize_per_tensor_default_17" -> "441 dequantize_per_tensor_default_17" [label="(16, 64, 192)", style=solid]; +"441 dequantize_per_tensor_default_17" -> "447 linear_16" [label="(16, 64, 192)", style=solid]; +"442 scale_updated_constant11" -> "444 mul_tensor_11" [label="(192, 1)", style=solid]; +"443 compressed_weight_updated_constant11" -> "444 mul_tensor_11" [label="(192, 192)", style=solid]; +"444 mul_tensor_11" -> "446 sub_tensor_11" [label="(192, 192)", style=solid]; +"445 zero_point_updated_constant11" -> "446 sub_tensor_11" [label="(192, 1)", style=solid]; +"446 sub_tensor_11" -> "447 linear_16" [label="(192, 192)", style=solid]; +"447 linear_16" -> "448 dropout_9" [label="(16, 64, 192)", style=solid]; +"448 dropout_9" -> "449 view_14" [label="(16, 64, 192)", style=solid]; +"449 view_14" -> "450 permute_13" [label="(1, 4, 4, 8, 8, 192)", style=solid]; +"450 permute_13" -> "451 reshape_12" [label="(1, 4, 8, 4, 8, 192)", style=solid]; +"451 reshape_12" -> "452 slice_38" [label="(1, 32, 32, 192)", style=solid]; +"452 slice_38" -> "453 slice_39" [label="(1, 32, 32, 192)", style=solid]; +"453 slice_39" -> "454 slice_40" [label="(1, 28, 32, 192)", style=solid]; +"454 slice_40" -> "455 slice_41" [label="(1, 28, 28, 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[label="(768, 192)", style=solid]; +"465 zero_point_updated_constant12" -> "466 sub_tensor_12" [label="(768, 1)", style=solid]; +"466 sub_tensor_12" -> "467 linear_17" [label="(768, 192)", style=solid]; +"467 linear_17" -> "468 gelu_2" [label="(1, 28, 28, 768)", style=solid]; +"468 gelu_2" -> "469 dropout_10" [label="(1, 28, 28, 768)", style=solid]; +"469 dropout_10" -> "470 dropout_10_0_0_nncf_smooth_quant_0" [label="(1, 28, 28, 768)", style=solid]; +"470 dropout_10_0_0_nncf_smooth_quant_0" -> "471 quantize_per_tensor_default_19" [label="(1, 28, 28, 768)", style=solid]; +"471 quantize_per_tensor_default_19" -> "472 dequantize_per_tensor_default_19" [label="(1, 28, 28, 768)", style=solid]; +"472 dequantize_per_tensor_default_19" -> "478 linear_18" [label="(1, 28, 28, 768)", style=solid]; +"473 scale_updated_constant13" -> "475 mul_tensor_13" [label="(192, 1)", style=solid]; +"474 compressed_weight_updated_constant13" -> "475 mul_tensor_13" [label="(192, 768)", style=solid]; +"475 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dequantize_per_tensor_default_22" -> "515 transpose_6" [label="(16, 6, 64, 32)", style=solid]; +"515 transpose_6" -> "516 matmul_6" [label="(16, 6, 32, 64)", style=solid]; +"516 matmul_6" -> "518 mul_7" [label="(16, 6, 64, 64)", style=solid]; +"517 _frozen_param24" -> "518 mul_7" [label="(6, 1, 1)", style=solid]; +"518 mul_7" -> "519 add_10" [label="(16, 6, 64, 64)", style=solid]; +"519 add_10" -> "531 view_19" [label="(16, 6, 64, 64)", style=solid]; +"520 new_zeros_1" -> "521 view_18" [label="(32, 32)", style=solid]; +"521 view_18" -> "522 permute_17" [label="(4, 8, 4, 8)", style=solid]; +"522 permute_17" -> "523 reshape_15" [label="(4, 4, 8, 8)", style=solid]; +"523 reshape_15" -> "524 unsqueeze_8" [label="(16, 64)", style=solid]; +"523 reshape_15" -> "525 unsqueeze_9" [label="(16, 64)", style=solid]; +"524 unsqueeze_8" -> "526 sub_1" [label="(16, 1, 64)", style=solid]; +"525 unsqueeze_9" -> "526 sub_1" [label="(16, 64, 1)", style=solid]; +"526 sub_1" -> "527 ne_1" [label="(16, 64, 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gelu_3" -> "572 dropout_14" [label="(1, 28, 28, 768)", style=solid]; +"572 dropout_14" -> "573 dropout_14_0_0_nncf_smooth_quant_0" [label="(1, 28, 28, 768)", style=solid]; +"573 dropout_14_0_0_nncf_smooth_quant_0" -> "574 quantize_per_tensor_default_25" [label="(1, 28, 28, 768)", style=solid]; +"574 quantize_per_tensor_default_25" -> "575 dequantize_per_tensor_default_25" [label="(1, 28, 28, 768)", style=solid]; +"575 dequantize_per_tensor_default_25" -> "581 linear_24" [label="(1, 28, 28, 768)", style=solid]; +"576 scale_updated_constant17" -> "578 mul_tensor_17" [label="(192, 1)", style=solid]; +"577 compressed_weight_updated_constant17" -> "578 mul_tensor_17" [label="(192, 768)", style=solid]; +"578 mul_tensor_17" -> "580 sub_tensor_17" [label="(192, 768)", style=solid]; +"579 zero_point_updated_constant17" -> "580 sub_tensor_17" [label="(192, 1)", style=solid]; +"580 sub_tensor_17" -> "581 linear_24" [label="(192, 768)", style=solid]; +"581 linear_24" -> "582 dropout_15" 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-> "644 mul_9" [label="(4, 12, 64, 64)", style=solid]; +"643 _frozen_param37" -> "644 mul_9" [label="(12, 1, 1)", style=solid]; +"644 mul_9" -> "645 add_14" [label="(4, 12, 64, 64)", style=solid]; +"645 add_14" -> "646 softmax_4" [label="(4, 12, 64, 64)", style=solid]; +"646 softmax_4" -> "647 dropout_16" [label="(4, 12, 64, 64)", style=solid]; +"647 dropout_16" -> "648 matmul_9" [label="(4, 12, 64, 64)", style=solid]; +"648 matmul_9" -> "649 transpose_9" [label="(4, 12, 64, 32)", style=solid]; +"649 transpose_9" -> "650 reshape_20" [label="(4, 64, 12, 32)", style=solid]; +"650 reshape_20" -> "651 reshape_20_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"651 reshape_20_0_0_nncf_smooth_quant_0" -> "652 quantize_per_tensor_default_30" [label="(4, 64, 384)", style=solid]; +"652 quantize_per_tensor_default_30" -> "653 dequantize_per_tensor_default_30" [label="(4, 64, 384)", style=solid]; +"653 dequantize_per_tensor_default_30" -> "659 linear_29" [label="(4, 64, 384)", style=solid]; +"654 scale_updated_constant20" -> "656 mul_tensor_20" [label="(384, 1)", style=solid]; +"655 compressed_weight_updated_constant20" -> "656 mul_tensor_20" [label="(384, 384)", style=solid]; +"656 mul_tensor_20" -> "658 sub_tensor_20" [label="(384, 384)", style=solid]; +"657 zero_point_updated_constant20" -> "658 sub_tensor_20" [label="(384, 1)", style=solid]; +"658 sub_tensor_20" -> "659 linear_29" [label="(384, 384)", style=solid]; +"659 linear_29" -> "660 dropout_17" [label="(4, 64, 384)", style=solid]; +"660 dropout_17" -> "661 view_25" [label="(4, 64, 384)", style=solid]; +"661 view_25" -> "662 permute_22" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"662 permute_22" -> "663 reshape_21" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"663 reshape_21" -> "664 slice_78" [label="(1, 16, 16, 384)", style=solid]; +"664 slice_78" -> "665 slice_79" [label="(1, 16, 16, 384)", style=solid]; +"665 slice_79" -> "666 slice_80" [label="(1, 14, 16, 384)", style=solid]; +"666 slice_80" -> "667 slice_81" [label="(1, 14, 14, 384)", style=solid]; +"667 slice_81" -> "668 contiguous_7" [label="(1, 14, 14, 384)", style=solid]; +"668 contiguous_7" -> "669 layer_norm_11" [label="(1, 14, 14, 384)", style=solid]; +"669 layer_norm_11" -> "670 add_15" [label="(1, 14, 14, 384)", style=solid]; +"670 add_15" -> "671 add_15_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; +"670 add_15" -> "693 add_16" [label="(1, 14, 14, 384)", style=solid]; +"671 add_15_0_0_nncf_smooth_quant_0" -> "672 quantize_per_tensor_default_31" [label="(1, 14, 14, 384)", style=solid]; +"672 quantize_per_tensor_default_31" -> "673 dequantize_per_tensor_default_31" [label="(1, 14, 14, 384)", style=solid]; +"673 dequantize_per_tensor_default_31" -> "679 linear_30" [label="(1, 14, 14, 384)", style=solid]; +"674 scale_updated_constant21" -> "676 mul_tensor_21" [label="(1536, 1)", style=solid]; +"675 compressed_weight_updated_constant21" -> "676 mul_tensor_21" [label="(1536, 384)", style=solid]; +"676 mul_tensor_21" -> "678 sub_tensor_21" [label="(1536, 384)", style=solid]; +"677 zero_point_updated_constant21" -> "678 sub_tensor_21" [label="(1536, 1)", style=solid]; +"678 sub_tensor_21" -> "679 linear_30" [label="(1536, 384)", style=solid]; +"679 linear_30" -> "680 gelu_4" [label="(1, 14, 14, 1536)", style=solid]; +"680 gelu_4" -> "681 dropout_18" [label="(1, 14, 14, 1536)", style=solid]; +"681 dropout_18" -> "682 dropout_18_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; +"682 dropout_18_0_0_nncf_smooth_quant_0" -> "683 quantize_per_tensor_default_32" [label="(1, 14, 14, 1536)", style=solid]; +"683 quantize_per_tensor_default_32" -> "684 dequantize_per_tensor_default_32" [label="(1, 14, 14, 1536)", style=solid]; +"684 dequantize_per_tensor_default_32" -> "690 linear_31" [label="(1, 14, 14, 1536)", style=solid]; +"685 scale_updated_constant22" -> "687 mul_tensor_22" [label="(384, 1)", style=solid]; +"686 compressed_weight_updated_constant22" -> "687 mul_tensor_22" [label="(384, 1536)", style=solid]; +"687 mul_tensor_22" -> "689 sub_tensor_22" [label="(384, 1536)", style=solid]; +"688 zero_point_updated_constant22" -> "689 sub_tensor_22" [label="(384, 1)", style=solid]; +"689 sub_tensor_22" -> "690 linear_31" [label="(384, 1536)", style=solid]; +"690 linear_31" -> "691 dropout_19" [label="(1, 14, 14, 384)", style=solid]; +"691 dropout_19" -> "692 layer_norm_12" [label="(1, 14, 14, 384)", style=solid]; +"692 layer_norm_12" -> "693 add_16" [label="(1, 14, 14, 384)", style=solid]; +"693 add_16" -> "695 pad_7" [label="(1, 14, 14, 384)", style=solid]; +"693 add_16" -> "773 add_19" [label="(1, 14, 14, 384)", style=solid]; +"694 _frozen_param38" -> "731 add_17" [label="(1, 12, 64, 64)", style=solid]; +"695 pad_7" -> "696 roll_4" [label="(1, 16, 16, 384)", style=solid]; +"696 roll_4" -> "697 view_28" [label="(1, 16, 16, 384)", style=solid]; +"697 view_28" -> "698 permute_24" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"698 permute_24" -> "699 reshape_22" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"699 reshape_22" -> "701 reshape_22_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"699 reshape_22" -> "732 new_zeros_2" [label="(4, 64, 384)", style=solid]; +"700 _frozen_param39" -> "709 linear_34" [label="(1152,)", style=solid]; +"701 reshape_22_0_0_nncf_smooth_quant_0" -> "702 quantize_per_tensor_default_33" [label="(4, 64, 384)", style=solid]; +"702 quantize_per_tensor_default_33" -> "703 dequantize_per_tensor_default_33" [label="(4, 64, 384)", style=solid]; +"703 dequantize_per_tensor_default_33" -> "709 linear_34" [label="(4, 64, 384)", style=solid]; +"704 scale_updated_constant23" -> "706 mul_tensor_23" [label="(1152, 1)", style=solid]; +"705 compressed_weight_updated_constant23" -> "706 mul_tensor_23" [label="(1152, 384)", style=solid]; +"706 mul_tensor_23" -> "708 sub_tensor_23" [label="(1152, 384)", style=solid]; +"707 zero_point_updated_constant23" -> "708 sub_tensor_23" [label="(1152, 1)", style=solid]; +"708 sub_tensor_23" -> "709 linear_34" [label="(1152, 384)", style=solid]; +"709 linear_34" -> "710 reshape_23" [label="(4, 64, 1152)", style=solid]; +"710 reshape_23" -> "711 permute_25" [label="(4, 64, 3, 12, 32)", style=solid]; +"711 permute_25" -> "712 select_15" [label="(3, 4, 12, 64, 32)", style=solid]; +"711 permute_25" -> "713 select_16" [label="(3, 4, 12, 64, 32)", style=solid]; +"711 permute_25" -> "714 select_17" [label="(3, 4, 12, 64, 32)", style=solid]; +"712 select_15" -> "715 linalg_vector_norm_10" [label="(4, 12, 64, 32)", style=solid]; +"712 select_15" -> "717 expand_as_10" [label="(4, 12, 64, 32)", style=solid]; +"712 select_15" -> "718 div_10" [label="(4, 12, 64, 32)", style=solid]; +"713 select_16" -> "721 linalg_vector_norm_11" [label="(4, 12, 64, 32)", style=solid]; +"713 select_16" -> "723 expand_as_11" [label="(4, 12, 64, 32)", style=solid]; +"713 select_16" -> "724 div_11" [label="(4, 12, 64, 32)", style=solid]; +"714 select_17" -> "750 matmul_11" [label="(4, 12, 64, 32)", style=solid]; +"715 linalg_vector_norm_10" -> "716 clamp_min_10" [label="(4, 12, 64, 1)", style=solid]; +"716 clamp_min_10" -> "717 expand_as_10" [label="(4, 12, 64, 1)", style=solid]; +"717 expand_as_10" -> "718 div_10" [label="(4, 12, 64, 32)", style=solid]; +"718 div_10" -> "719 quantize_per_tensor_default_34" [label="(4, 12, 64, 32)", style=solid]; +"719 quantize_per_tensor_default_34" -> "720 dequantize_per_tensor_default_34" [label="(4, 12, 64, 32)", style=solid]; +"720 dequantize_per_tensor_default_34" -> "728 matmul_10" [label="(4, 12, 64, 32)", style=solid]; +"721 linalg_vector_norm_11" -> "722 clamp_min_11" [label="(4, 12, 64, 1)", style=solid]; +"722 clamp_min_11" -> "723 expand_as_11" [label="(4, 12, 64, 1)", style=solid]; +"723 expand_as_11" -> "724 div_11" [label="(4, 12, 64, 32)", style=solid]; +"724 div_11" -> "725 quantize_per_tensor_default_35" [label="(4, 12, 64, 32)", style=solid]; +"725 quantize_per_tensor_default_35" -> "726 dequantize_per_tensor_default_35" [label="(4, 12, 64, 32)", style=solid]; +"726 dequantize_per_tensor_default_35" -> "727 transpose_10" [label="(4, 12, 64, 32)", style=solid]; +"727 transpose_10" -> "728 matmul_10" [label="(4, 12, 32, 64)", style=solid]; +"728 matmul_10" -> "730 mul_11" [label="(4, 12, 64, 64)", style=solid]; +"729 _frozen_param41" -> "730 mul_11" [label="(12, 1, 1)", style=solid]; +"730 mul_11" -> "731 add_17" [label="(4, 12, 64, 64)", style=solid]; +"731 add_17" -> "743 view_30" [label="(4, 12, 64, 64)", style=solid]; +"732 new_zeros_2" -> "733 view_29" [label="(16, 16)", style=solid]; +"733 view_29" -> "734 permute_26" [label="(2, 8, 2, 8)", style=solid]; +"734 permute_26" -> "735 reshape_24" [label="(2, 2, 8, 8)", style=solid]; +"735 reshape_24" -> "736 unsqueeze_14" [label="(4, 64)", style=solid]; +"735 reshape_24" -> "737 unsqueeze_15" [label="(4, 64)", style=solid]; +"736 unsqueeze_14" -> "738 sub_2" [label="(4, 1, 64)", style=solid]; +"737 unsqueeze_15" -> "738 sub_2" [label="(4, 64, 1)", style=solid]; +"738 sub_2" -> "739 ne_2" [label="(4, 64, 64)", style=solid]; +"738 sub_2" -> "740 masked_fill_4" [label="(4, 64, 64)", style=solid]; +"738 sub_2" -> "741 eq_2" [label="(4, 64, 64)", style=solid]; +"739 ne_2" -> "740 masked_fill_4" [label="(4, 64, 64)", style=solid]; +"740 masked_fill_4" -> "742 masked_fill_5" [label="(4, 64, 64)", style=solid]; +"741 eq_2" -> "742 masked_fill_5" [label="(4, 64, 64)", style=solid]; +"742 masked_fill_5" -> "744 unsqueeze_16" [label="(4, 64, 64)", style=solid]; +"743 view_30" -> "746 add_18" [label="(1, 4, 12, 64, 64)", style=solid]; +"744 unsqueeze_16" -> "745 unsqueeze_17" [label="(4, 1, 64, 64)", style=solid]; +"745 unsqueeze_17" -> "746 add_18" [label="(1, 4, 1, 64, 64)", style=solid]; +"746 add_18" -> "747 view_31" [label="(1, 4, 12, 64, 64)", style=solid]; +"747 view_31" -> "748 softmax_5" [label="(4, 12, 64, 64)", style=solid]; +"748 softmax_5" -> "749 dropout_20" [label="(4, 12, 64, 64)", style=solid]; +"749 dropout_20" -> "750 matmul_11" [label="(4, 12, 64, 64)", style=solid]; +"750 matmul_11" -> "751 transpose_11" [label="(4, 12, 64, 32)", style=solid]; +"751 transpose_11" -> "752 reshape_25" [label="(4, 64, 12, 32)", style=solid]; +"752 reshape_25" -> "753 reshape_25_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"753 reshape_25_0_0_nncf_smooth_quant_0" -> "754 quantize_per_tensor_default_36" [label="(4, 64, 384)", style=solid]; +"754 quantize_per_tensor_default_36" -> "755 dequantize_per_tensor_default_36" [label="(4, 64, 384)", style=solid]; +"755 dequantize_per_tensor_default_36" -> "761 linear_35" [label="(4, 64, 384)", style=solid]; +"756 scale_updated_constant24" -> "758 mul_tensor_24" [label="(384, 1)", style=solid]; +"757 compressed_weight_updated_constant24" -> "758 mul_tensor_24" [label="(384, 384)", style=solid]; +"758 mul_tensor_24" -> "760 sub_tensor_24" [label="(384, 384)", style=solid]; +"759 zero_point_updated_constant24" -> "760 sub_tensor_24" [label="(384, 1)", style=solid]; +"760 sub_tensor_24" -> "761 linear_35" [label="(384, 384)", style=solid]; +"761 linear_35" -> "762 dropout_21" [label="(4, 64, 384)", style=solid]; +"762 dropout_21" -> "763 view_32" [label="(4, 64, 384)", style=solid]; +"763 view_32" -> "764 permute_27" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"764 permute_27" -> "765 reshape_26" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"765 reshape_26" -> "766 roll_5" [label="(1, 16, 16, 384)", style=solid]; +"766 roll_5" -> "767 slice_101" [label="(1, 16, 16, 384)", style=solid]; +"767 slice_101" -> "768 slice_102" [label="(1, 16, 16, 384)", style=solid]; +"768 slice_102" -> "769 slice_103" [label="(1, 14, 16, 384)", style=solid]; +"769 slice_103" -> "770 slice_104" [label="(1, 14, 14, 384)", style=solid]; +"770 slice_104" -> "771 contiguous_9" [label="(1, 14, 14, 384)", style=solid]; +"771 contiguous_9" -> "772 layer_norm_13" [label="(1, 14, 14, 384)", style=solid]; +"772 layer_norm_13" -> "773 add_19" [label="(1, 14, 14, 384)", style=solid]; +"773 add_19" -> "774 add_19_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; +"773 add_19" -> "796 add_20" [label="(1, 14, 14, 384)", style=solid]; +"774 add_19_0_0_nncf_smooth_quant_0" -> "775 quantize_per_tensor_default_37" [label="(1, 14, 14, 384)", style=solid]; +"775 quantize_per_tensor_default_37" -> "776 dequantize_per_tensor_default_37" [label="(1, 14, 14, 384)", style=solid]; +"776 dequantize_per_tensor_default_37" -> "782 linear_36" [label="(1, 14, 14, 384)", style=solid]; +"777 scale_updated_constant25" -> "779 mul_tensor_25" [label="(1536, 1)", style=solid]; +"778 compressed_weight_updated_constant25" -> "779 mul_tensor_25" [label="(1536, 384)", style=solid]; +"779 mul_tensor_25" -> "781 sub_tensor_25" [label="(1536, 384)", style=solid]; +"780 zero_point_updated_constant25" -> "781 sub_tensor_25" [label="(1536, 1)", style=solid]; +"781 sub_tensor_25" -> "782 linear_36" [label="(1536, 384)", style=solid]; +"782 linear_36" -> "783 gelu_5" [label="(1, 14, 14, 1536)", style=solid]; +"783 gelu_5" -> "784 dropout_22" [label="(1, 14, 14, 1536)", style=solid]; +"784 dropout_22" -> "785 dropout_22_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; +"785 dropout_22_0_0_nncf_smooth_quant_0" -> "786 quantize_per_tensor_default_38" [label="(1, 14, 14, 1536)", style=solid]; +"786 quantize_per_tensor_default_38" -> "787 dequantize_per_tensor_default_38" [label="(1, 14, 14, 1536)", style=solid]; +"787 dequantize_per_tensor_default_38" -> "793 linear_37" [label="(1, 14, 14, 1536)", style=solid]; +"788 scale_updated_constant26" -> "790 mul_tensor_26" [label="(384, 1)", style=solid]; +"789 compressed_weight_updated_constant26" -> "790 mul_tensor_26" [label="(384, 1536)", style=solid]; +"790 mul_tensor_26" -> "792 sub_tensor_26" [label="(384, 1536)", style=solid]; +"791 zero_point_updated_constant26" -> "792 sub_tensor_26" [label="(384, 1)", style=solid]; +"792 sub_tensor_26" -> "793 linear_37" [label="(384, 1536)", style=solid]; +"793 linear_37" -> "794 dropout_23" [label="(1, 14, 14, 384)", style=solid]; +"794 dropout_23" -> "795 layer_norm_14" [label="(1, 14, 14, 384)", style=solid]; +"795 layer_norm_14" -> "796 add_20" [label="(1, 14, 14, 384)", style=solid]; +"796 add_20" -> "798 pad_8" [label="(1, 14, 14, 384)", style=solid]; +"796 add_20" -> "858 add_22" [label="(1, 14, 14, 384)", style=solid]; +"797 _frozen_param51" -> "833 add_21" [label="(1, 12, 64, 64)", style=solid]; +"798 pad_8" -> "799 view_35" [label="(1, 16, 16, 384)", style=solid]; +"799 view_35" -> "800 permute_29" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"800 permute_29" -> "801 reshape_27" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"801 reshape_27" -> "803 reshape_27_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"802 _frozen_param52" -> "811 linear_40" [label="(1152,)", style=solid]; +"803 reshape_27_0_0_nncf_smooth_quant_0" -> "804 quantize_per_tensor_default_39" [label="(4, 64, 384)", style=solid]; +"804 quantize_per_tensor_default_39" -> "805 dequantize_per_tensor_default_39" [label="(4, 64, 384)", style=solid]; +"805 dequantize_per_tensor_default_39" -> "811 linear_40" [label="(4, 64, 384)", style=solid]; +"806 scale_updated_constant27" -> "808 mul_tensor_27" [label="(1152, 1)", style=solid]; +"807 compressed_weight_updated_constant27" -> "808 mul_tensor_27" [label="(1152, 384)", style=solid]; +"808 mul_tensor_27" -> "810 sub_tensor_27" [label="(1152, 384)", style=solid]; +"809 zero_point_updated_constant27" -> "810 sub_tensor_27" [label="(1152, 1)", style=solid]; +"810 sub_tensor_27" -> "811 linear_40" [label="(1152, 384)", style=solid]; +"811 linear_40" -> "812 reshape_28" [label="(4, 64, 1152)", style=solid]; +"812 reshape_28" -> "813 permute_30" [label="(4, 64, 3, 12, 32)", style=solid]; +"813 permute_30" -> "814 select_18" [label="(3, 4, 12, 64, 32)", style=solid]; +"813 permute_30" -> "815 select_19" [label="(3, 4, 12, 64, 32)", style=solid]; +"813 permute_30" -> "816 select_20" [label="(3, 4, 12, 64, 32)", style=solid]; +"814 select_18" -> "817 linalg_vector_norm_12" [label="(4, 12, 64, 32)", style=solid]; +"814 select_18" -> "819 expand_as_12" [label="(4, 12, 64, 32)", style=solid]; +"814 select_18" -> "820 div_12" [label="(4, 12, 64, 32)", style=solid]; +"815 select_19" -> "823 linalg_vector_norm_13" [label="(4, 12, 64, 32)", style=solid]; +"815 select_19" -> "825 expand_as_13" [label="(4, 12, 64, 32)", style=solid]; +"815 select_19" -> "826 div_13" [label="(4, 12, 64, 32)", style=solid]; +"816 select_20" -> "836 matmul_13" [label="(4, 12, 64, 32)", style=solid]; +"817 linalg_vector_norm_12" -> "818 clamp_min_12" [label="(4, 12, 64, 1)", style=solid]; +"818 clamp_min_12" -> "819 expand_as_12" [label="(4, 12, 64, 1)", style=solid]; +"819 expand_as_12" -> "820 div_12" [label="(4, 12, 64, 32)", style=solid]; +"820 div_12" -> "821 quantize_per_tensor_default_40" [label="(4, 12, 64, 32)", style=solid]; +"821 quantize_per_tensor_default_40" -> "822 dequantize_per_tensor_default_40" [label="(4, 12, 64, 32)", style=solid]; +"822 dequantize_per_tensor_default_40" -> "830 matmul_12" [label="(4, 12, 64, 32)", style=solid]; +"823 linalg_vector_norm_13" -> "824 clamp_min_13" [label="(4, 12, 64, 1)", style=solid]; +"824 clamp_min_13" -> "825 expand_as_13" [label="(4, 12, 64, 1)", style=solid]; +"825 expand_as_13" -> "826 div_13" [label="(4, 12, 64, 32)", style=solid]; +"826 div_13" -> "827 quantize_per_tensor_default_41" [label="(4, 12, 64, 32)", style=solid]; +"827 quantize_per_tensor_default_41" -> "828 dequantize_per_tensor_default_41" [label="(4, 12, 64, 32)", style=solid]; +"828 dequantize_per_tensor_default_41" -> "829 transpose_12" [label="(4, 12, 64, 32)", style=solid]; +"829 transpose_12" -> "830 matmul_12" [label="(4, 12, 32, 64)", style=solid]; +"830 matmul_12" -> "832 mul_13" [label="(4, 12, 64, 64)", style=solid]; +"831 _frozen_param54" -> "832 mul_13" [label="(12, 1, 1)", style=solid]; +"832 mul_13" -> "833 add_21" [label="(4, 12, 64, 64)", style=solid]; +"833 add_21" -> "834 softmax_6" [label="(4, 12, 64, 64)", style=solid]; +"834 softmax_6" -> "835 dropout_24" [label="(4, 12, 64, 64)", style=solid]; +"835 dropout_24" -> "836 matmul_13" [label="(4, 12, 64, 64)", style=solid]; +"836 matmul_13" -> "837 transpose_13" [label="(4, 12, 64, 32)", style=solid]; +"837 transpose_13" -> "838 reshape_29" [label="(4, 64, 12, 32)", style=solid]; +"838 reshape_29" -> "839 reshape_29_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"839 reshape_29_0_0_nncf_smooth_quant_0" -> "840 quantize_per_tensor_default_42" [label="(4, 64, 384)", style=solid]; +"840 quantize_per_tensor_default_42" -> "841 dequantize_per_tensor_default_42" [label="(4, 64, 384)", style=solid]; +"841 dequantize_per_tensor_default_42" -> "847 linear_41" [label="(4, 64, 384)", style=solid]; +"842 scale_updated_constant28" -> "844 mul_tensor_28" [label="(384, 1)", style=solid]; +"843 compressed_weight_updated_constant28" -> "844 mul_tensor_28" [label="(384, 384)", style=solid]; +"844 mul_tensor_28" -> "846 sub_tensor_28" [label="(384, 384)", style=solid]; +"845 zero_point_updated_constant28" -> "846 sub_tensor_28" [label="(384, 1)", style=solid]; +"846 sub_tensor_28" -> "847 linear_41" [label="(384, 384)", style=solid]; +"847 linear_41" -> "848 dropout_25" [label="(4, 64, 384)", style=solid]; +"848 dropout_25" -> "849 view_36" [label="(4, 64, 384)", style=solid]; +"849 view_36" -> "850 permute_31" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"850 permute_31" -> "851 reshape_30" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"851 reshape_30" -> "852 slice_106" [label="(1, 16, 16, 384)", style=solid]; +"852 slice_106" -> "853 slice_107" [label="(1, 16, 16, 384)", style=solid]; +"853 slice_107" -> "854 slice_108" [label="(1, 14, 16, 384)", style=solid]; +"854 slice_108" -> "855 slice_109" [label="(1, 14, 14, 384)", style=solid]; 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mul_tensor_30" -> "877 sub_tensor_30" [label="(384, 1536)", style=solid]; +"876 zero_point_updated_constant30" -> "877 sub_tensor_30" [label="(384, 1)", style=solid]; +"877 sub_tensor_30" -> "878 linear_43" [label="(384, 1536)", style=solid]; +"878 linear_43" -> "879 dropout_27" [label="(1, 14, 14, 384)", style=solid]; +"879 dropout_27" -> "880 layer_norm_16" [label="(1, 14, 14, 384)", style=solid]; +"880 layer_norm_16" -> "881 add_23" [label="(1, 14, 14, 384)", style=solid]; +"881 add_23" -> "883 pad_9" [label="(1, 14, 14, 384)", style=solid]; +"881 add_23" -> "961 add_26" [label="(1, 14, 14, 384)", style=solid]; +"882 _frozen_param55" -> "919 add_24" [label="(1, 12, 64, 64)", style=solid]; +"883 pad_9" -> "884 roll_6" [label="(1, 16, 16, 384)", style=solid]; +"884 roll_6" -> "885 view_39" [label="(1, 16, 16, 384)", style=solid]; +"885 view_39" -> "886 permute_33" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"886 permute_33" -> "887 reshape_31" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"887 reshape_31" -> "889 reshape_31_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"887 reshape_31" -> "920 new_zeros_3" [label="(4, 64, 384)", style=solid]; +"888 _frozen_param56" -> "897 linear_46" [label="(1152,)", style=solid]; +"889 reshape_31_0_0_nncf_smooth_quant_0" -> "890 quantize_per_tensor_default_45" [label="(4, 64, 384)", style=solid]; +"890 quantize_per_tensor_default_45" -> "891 dequantize_per_tensor_default_45" [label="(4, 64, 384)", style=solid]; +"891 dequantize_per_tensor_default_45" -> "897 linear_46" [label="(4, 64, 384)", style=solid]; +"892 scale_updated_constant31" -> "894 mul_tensor_31" [label="(1152, 1)", style=solid]; +"893 compressed_weight_updated_constant31" -> "894 mul_tensor_31" [label="(1152, 384)", style=solid]; +"894 mul_tensor_31" -> "896 sub_tensor_31" [label="(1152, 384)", style=solid]; +"895 zero_point_updated_constant31" -> "896 sub_tensor_31" [label="(1152, 1)", style=solid]; +"896 sub_tensor_31" -> "897 linear_46" [label="(1152, 384)", style=solid]; +"897 linear_46" -> "898 reshape_32" [label="(4, 64, 1152)", style=solid]; +"898 reshape_32" -> "899 permute_34" [label="(4, 64, 3, 12, 32)", style=solid]; +"899 permute_34" -> "900 select_21" [label="(3, 4, 12, 64, 32)", style=solid]; +"899 permute_34" -> "901 select_22" [label="(3, 4, 12, 64, 32)", style=solid]; +"899 permute_34" -> "902 select_23" [label="(3, 4, 12, 64, 32)", style=solid]; +"900 select_21" -> "903 linalg_vector_norm_14" [label="(4, 12, 64, 32)", style=solid]; +"900 select_21" -> "905 expand_as_14" [label="(4, 12, 64, 32)", style=solid]; +"900 select_21" -> "906 div_14" [label="(4, 12, 64, 32)", style=solid]; +"901 select_22" -> "909 linalg_vector_norm_15" [label="(4, 12, 64, 32)", style=solid]; +"901 select_22" -> "911 expand_as_15" [label="(4, 12, 64, 32)", style=solid]; +"901 select_22" -> "912 div_15" [label="(4, 12, 64, 32)", style=solid]; +"902 select_23" -> "938 matmul_15" [label="(4, 12, 64, 32)", style=solid]; +"903 linalg_vector_norm_14" -> "904 clamp_min_14" [label="(4, 12, 64, 1)", style=solid]; +"904 clamp_min_14" -> "905 expand_as_14" [label="(4, 12, 64, 1)", style=solid]; +"905 expand_as_14" -> "906 div_14" [label="(4, 12, 64, 32)", style=solid]; +"906 div_14" -> "907 quantize_per_tensor_default_46" [label="(4, 12, 64, 32)", style=solid]; +"907 quantize_per_tensor_default_46" -> "908 dequantize_per_tensor_default_46" [label="(4, 12, 64, 32)", style=solid]; +"908 dequantize_per_tensor_default_46" -> "916 matmul_14" [label="(4, 12, 64, 32)", style=solid]; +"909 linalg_vector_norm_15" -> "910 clamp_min_15" [label="(4, 12, 64, 1)", style=solid]; +"910 clamp_min_15" -> "911 expand_as_15" [label="(4, 12, 64, 1)", style=solid]; +"911 expand_as_15" -> "912 div_15" [label="(4, 12, 64, 32)", style=solid]; +"912 div_15" -> "913 quantize_per_tensor_default_47" [label="(4, 12, 64, 32)", style=solid]; +"913 quantize_per_tensor_default_47" -> "914 dequantize_per_tensor_default_47" [label="(4, 12, 64, 32)", style=solid]; +"914 dequantize_per_tensor_default_47" -> "915 transpose_14" [label="(4, 12, 64, 32)", style=solid]; +"915 transpose_14" -> "916 matmul_14" [label="(4, 12, 32, 64)", style=solid]; +"916 matmul_14" -> "918 mul_15" [label="(4, 12, 64, 64)", style=solid]; +"917 _frozen_param58" -> "918 mul_15" [label="(12, 1, 1)", style=solid]; +"918 mul_15" -> "919 add_24" [label="(4, 12, 64, 64)", style=solid]; +"919 add_24" -> "931 view_41" [label="(4, 12, 64, 64)", style=solid]; +"920 new_zeros_3" -> "921 view_40" [label="(16, 16)", style=solid]; +"921 view_40" -> "922 permute_35" [label="(2, 8, 2, 8)", style=solid]; +"922 permute_35" -> "923 reshape_33" [label="(2, 2, 8, 8)", style=solid]; +"923 reshape_33" -> "924 unsqueeze_20" [label="(4, 64)", style=solid]; +"923 reshape_33" -> "925 unsqueeze_21" [label="(4, 64)", style=solid]; +"924 unsqueeze_20" -> "926 sub_3" [label="(4, 1, 64)", style=solid]; +"925 unsqueeze_21" -> "926 sub_3" [label="(4, 64, 1)", style=solid]; +"926 sub_3" -> "927 ne_3" [label="(4, 64, 64)", style=solid]; +"926 sub_3" -> "928 masked_fill_6" [label="(4, 64, 64)", style=solid]; +"926 sub_3" -> "929 eq_3" [label="(4, 64, 64)", style=solid]; +"927 ne_3" -> "928 masked_fill_6" [label="(4, 64, 64)", style=solid]; +"928 masked_fill_6" -> "930 masked_fill_7" [label="(4, 64, 64)", style=solid]; +"929 eq_3" -> "930 masked_fill_7" [label="(4, 64, 64)", style=solid]; +"930 masked_fill_7" -> "932 unsqueeze_22" [label="(4, 64, 64)", style=solid]; +"931 view_41" -> "934 add_25" [label="(1, 4, 12, 64, 64)", style=solid]; +"932 unsqueeze_22" -> "933 unsqueeze_23" [label="(4, 1, 64, 64)", style=solid]; +"933 unsqueeze_23" -> "934 add_25" [label="(1, 4, 1, 64, 64)", style=solid]; +"934 add_25" -> "935 view_42" [label="(1, 4, 12, 64, 64)", style=solid]; +"935 view_42" -> "936 softmax_7" [label="(4, 12, 64, 64)", style=solid]; +"936 softmax_7" -> "937 dropout_28" [label="(4, 12, 64, 64)", style=solid]; +"937 dropout_28" -> "938 matmul_15" [label="(4, 12, 64, 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-> "993 dequantize_per_tensor_default_51" [label="(4, 64, 384)", style=solid]; +"993 dequantize_per_tensor_default_51" -> "999 linear_52" [label="(4, 64, 384)", style=solid]; +"994 scale_updated_constant35" -> "996 mul_tensor_35" [label="(1152, 1)", style=solid]; +"995 compressed_weight_updated_constant35" -> "996 mul_tensor_35" [label="(1152, 384)", style=solid]; +"996 mul_tensor_35" -> "998 sub_tensor_35" [label="(1152, 384)", style=solid]; +"997 zero_point_updated_constant35" -> "998 sub_tensor_35" [label="(1152, 1)", style=solid]; +"998 sub_tensor_35" -> "999 linear_52" [label="(1152, 384)", style=solid]; +"999 linear_52" -> "1000 reshape_37" [label="(4, 64, 1152)", style=solid]; +"1000 reshape_37" -> "1001 permute_39" [label="(4, 64, 3, 12, 32)", style=solid]; +"1001 permute_39" -> "1002 select_24" [label="(3, 4, 12, 64, 32)", style=solid]; +"1001 permute_39" -> "1003 select_25" [label="(3, 4, 12, 64, 32)", style=solid]; +"1001 permute_39" -> "1004 select_26" [label="(3, 4, 12, 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quantize_per_tensor_default_88" -> "1574 dequantize_per_tensor_default_88" [label="(4, 12, 64, 32)", style=solid]; +"1574 dequantize_per_tensor_default_88" -> "1582 matmul_28" [label="(4, 12, 64, 32)", style=solid]; +"1575 linalg_vector_norm_29" -> "1576 clamp_min_29" [label="(4, 12, 64, 1)", style=solid]; +"1576 clamp_min_29" -> "1577 expand_as_29" [label="(4, 12, 64, 1)", style=solid]; +"1577 expand_as_29" -> "1578 div_29" [label="(4, 12, 64, 32)", style=solid]; +"1578 div_29" -> "1579 quantize_per_tensor_default_89" [label="(4, 12, 64, 32)", style=solid]; +"1579 quantize_per_tensor_default_89" -> "1580 dequantize_per_tensor_default_89" [label="(4, 12, 64, 32)", style=solid]; +"1580 dequantize_per_tensor_default_89" -> "1581 transpose_28" [label="(4, 12, 64, 32)", style=solid]; +"1581 transpose_28" -> "1582 matmul_28" [label="(4, 12, 32, 64)", style=solid]; +"1582 matmul_28" -> "1584 mul_29" [label="(4, 12, 64, 64)", style=solid]; +"1583 _frozen_param122" -> "1584 mul_29" 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mul_tensor_65" -> "1721 sub_tensor_65" [label="(1536, 384)", style=solid]; +"1720 zero_point_updated_constant65" -> "1721 sub_tensor_65" [label="(1536, 1)", style=solid]; +"1721 sub_tensor_65" -> "1722 linear_96" [label="(1536, 384)", style=solid]; +"1722 linear_96" -> "1723 gelu_15" [label="(1, 14, 14, 1536)", style=solid]; +"1723 gelu_15" -> "1724 dropout_62" [label="(1, 14, 14, 1536)", style=solid]; +"1724 dropout_62" -> "1725 dropout_62_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; +"1725 dropout_62_0_0_nncf_smooth_quant_0" -> "1726 quantize_per_tensor_default_98" [label="(1, 14, 14, 1536)", style=solid]; +"1726 quantize_per_tensor_default_98" -> "1727 dequantize_per_tensor_default_98" [label="(1, 14, 14, 1536)", style=solid]; +"1727 dequantize_per_tensor_default_98" -> "1733 linear_97" [label="(1, 14, 14, 1536)", style=solid]; +"1728 scale_updated_constant66" -> "1730 mul_tensor_66" [label="(384, 1)", style=solid]; +"1729 compressed_weight_updated_constant66" 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dequantize_per_tensor_default_101" [label="(4, 12, 64, 32)", style=solid]; +"1768 dequantize_per_tensor_default_101" -> "1769 transpose_32" [label="(4, 12, 64, 32)", style=solid]; +"1769 transpose_32" -> "1770 matmul_32" [label="(4, 12, 32, 64)", style=solid]; +"1770 matmul_32" -> "1772 mul_33" [label="(4, 12, 64, 64)", style=solid]; +"1771 _frozen_param139" -> "1772 mul_33" [label="(12, 1, 1)", style=solid]; +"1772 mul_33" -> "1773 add_56" [label="(4, 12, 64, 64)", style=solid]; +"1773 add_56" -> "1774 softmax_16" [label="(4, 12, 64, 64)", style=solid]; +"1774 softmax_16" -> "1775 dropout_64" [label="(4, 12, 64, 64)", style=solid]; +"1775 dropout_64" -> "1776 matmul_33" [label="(4, 12, 64, 64)", style=solid]; +"1776 matmul_33" -> "1777 transpose_33" [label="(4, 12, 64, 32)", style=solid]; +"1777 transpose_33" -> "1778 reshape_74" [label="(4, 64, 12, 32)", style=solid]; +"1778 reshape_74" -> "1779 reshape_74_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1779 reshape_74_0_0_nncf_smooth_quant_0" -> "1780 quantize_per_tensor_default_102" [label="(4, 64, 384)", style=solid]; +"1780 quantize_per_tensor_default_102" -> "1781 dequantize_per_tensor_default_102" [label="(4, 64, 384)", style=solid]; +"1781 dequantize_per_tensor_default_102" -> "1787 linear_101" [label="(4, 64, 384)", style=solid]; +"1782 scale_updated_constant68" -> "1784 mul_tensor_68" [label="(384, 1)", style=solid]; +"1783 compressed_weight_updated_constant68" -> "1784 mul_tensor_68" [label="(384, 384)", style=solid]; +"1784 mul_tensor_68" -> "1786 sub_tensor_68" [label="(384, 384)", style=solid]; +"1785 zero_point_updated_constant68" -> "1786 sub_tensor_68" [label="(384, 1)", style=solid]; +"1786 sub_tensor_68" -> "1787 linear_101" [label="(384, 384)", style=solid]; +"1787 linear_101" -> "1788 dropout_65" [label="(4, 64, 384)", style=solid]; +"1788 dropout_65" -> "1789 view_91" [label="(4, 64, 384)", style=solid]; +"1789 view_91" -> "1790 permute_76" [label="(1, 2, 2, 8, 8, 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dequantize_per_tensor_default_105" [label="(4, 64, 384)", style=solid]; +"1831 dequantize_per_tensor_default_105" -> "1837 linear_106" [label="(4, 64, 384)", style=solid]; +"1832 scale_updated_constant71" -> "1834 mul_tensor_71" [label="(1152, 1)", style=solid]; +"1833 compressed_weight_updated_constant71" -> "1834 mul_tensor_71" [label="(1152, 384)", style=solid]; +"1834 mul_tensor_71" -> "1836 sub_tensor_71" [label="(1152, 384)", style=solid]; +"1835 zero_point_updated_constant71" -> "1836 sub_tensor_71" [label="(1152, 1)", style=solid]; +"1836 sub_tensor_71" -> "1837 linear_106" [label="(1152, 384)", style=solid]; +"1837 linear_106" -> "1838 reshape_77" [label="(4, 64, 1152)", style=solid]; +"1838 reshape_77" -> "1839 permute_79" [label="(4, 64, 3, 12, 32)", style=solid]; +"1839 permute_79" -> "1840 select_51" [label="(3, 4, 12, 64, 32)", style=solid]; +"1839 permute_79" -> "1841 select_52" [label="(3, 4, 12, 64, 32)", style=solid]; +"1839 permute_79" -> "1842 select_53" [label="(3, 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reshape_79_0_0_nncf_smooth_quant_0" -> "1882 quantize_per_tensor_default_108" [label="(4, 64, 384)", style=solid]; +"1882 quantize_per_tensor_default_108" -> "1883 dequantize_per_tensor_default_108" [label="(4, 64, 384)", style=solid]; +"1883 dequantize_per_tensor_default_108" -> "1889 linear_107" [label="(4, 64, 384)", style=solid]; +"1884 scale_updated_constant72" -> "1886 mul_tensor_72" [label="(384, 1)", style=solid]; +"1885 compressed_weight_updated_constant72" -> "1886 mul_tensor_72" [label="(384, 384)", style=solid]; +"1886 mul_tensor_72" -> "1888 sub_tensor_72" [label="(384, 384)", style=solid]; +"1887 zero_point_updated_constant72" -> "1888 sub_tensor_72" [label="(384, 1)", style=solid]; +"1888 sub_tensor_72" -> "1889 linear_107" [label="(384, 384)", style=solid]; +"1889 linear_107" -> "1890 dropout_69" [label="(4, 64, 384)", style=solid]; +"1890 dropout_69" -> "1891 view_98" [label="(4, 64, 384)", style=solid]; +"1891 view_98" -> "1892 permute_81" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1892 permute_81" -> "1893 reshape_80" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1893 reshape_80" -> "1894 roll_17" [label="(1, 16, 16, 384)", style=solid]; +"1894 roll_17" -> "1895 slice_269" [label="(1, 16, 16, 384)", style=solid]; +"1895 slice_269" -> "1896 slice_270" [label="(1, 16, 16, 384)", style=solid]; +"1896 slice_270" -> "1897 slice_271" [label="(1, 14, 16, 384)", style=solid]; +"1897 slice_271" -> "1898 slice_272" [label="(1, 14, 14, 384)", style=solid]; +"1898 slice_272" -> "1899 contiguous_33" [label="(1, 14, 14, 384)", style=solid]; +"1899 contiguous_33" -> "1900 layer_norm_37" [label="(1, 14, 14, 384)", style=solid]; +"1900 layer_norm_37" -> "1901 add_61" [label="(1, 14, 14, 384)", style=solid]; +"1901 add_61" -> "1902 add_61_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; +"1901 add_61" -> "1924 add_62" [label="(1, 14, 14, 384)", style=solid]; +"1902 add_61_0_0_nncf_smooth_quant_0" -> "1903 quantize_per_tensor_default_109" [label="(1, 14, 14, 384)", style=solid]; +"1903 quantize_per_tensor_default_109" -> "1904 dequantize_per_tensor_default_109" [label="(1, 14, 14, 384)", style=solid]; +"1904 dequantize_per_tensor_default_109" -> "1910 linear_108" [label="(1, 14, 14, 384)", style=solid]; +"1905 scale_updated_constant73" -> "1907 mul_tensor_73" [label="(1536, 1)", style=solid]; +"1906 compressed_weight_updated_constant73" -> "1907 mul_tensor_73" [label="(1536, 384)", style=solid]; +"1907 mul_tensor_73" -> "1909 sub_tensor_73" [label="(1536, 384)", style=solid]; +"1908 zero_point_updated_constant73" -> "1909 sub_tensor_73" [label="(1536, 1)", style=solid]; +"1909 sub_tensor_73" -> "1910 linear_108" [label="(1536, 384)", style=solid]; +"1910 linear_108" -> "1911 gelu_17" [label="(1, 14, 14, 1536)", style=solid]; +"1911 gelu_17" -> "1912 dropout_70" [label="(1, 14, 14, 1536)", style=solid]; +"1912 dropout_70" -> "1913 dropout_70_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; +"1913 dropout_70_0_0_nncf_smooth_quant_0" -> "1914 quantize_per_tensor_default_110" [label="(1, 14, 14, 1536)", style=solid]; +"1914 quantize_per_tensor_default_110" -> "1915 dequantize_per_tensor_default_110" [label="(1, 14, 14, 1536)", style=solid]; +"1915 dequantize_per_tensor_default_110" -> "1921 linear_109" [label="(1, 14, 14, 1536)", style=solid]; +"1916 scale_updated_constant74" -> "1918 mul_tensor_74" [label="(384, 1)", style=solid]; +"1917 compressed_weight_updated_constant74" -> "1918 mul_tensor_74" [label="(384, 1536)", style=solid]; +"1918 mul_tensor_74" -> "1920 sub_tensor_74" [label="(384, 1536)", style=solid]; +"1919 zero_point_updated_constant74" -> "1920 sub_tensor_74" [label="(384, 1)", style=solid]; +"1920 sub_tensor_74" -> "1921 linear_109" [label="(384, 1536)", style=solid]; +"1921 linear_109" -> "1922 dropout_71" [label="(1, 14, 14, 384)", style=solid]; +"1922 dropout_71" -> "1923 layer_norm_38" [label="(1, 14, 14, 384)", style=solid]; +"1923 layer_norm_38" -> "1924 add_62" [label="(1, 14, 14, 384)", style=solid]; +"1924 add_62" -> "1926 pad_20" [label="(1, 14, 14, 384)", style=solid]; +"1924 add_62" -> "1986 add_64" [label="(1, 14, 14, 384)", style=solid]; +"1925 _frozen_param153" -> "1961 add_63" [label="(1, 12, 64, 64)", style=solid]; +"1926 pad_20" -> "1927 view_101" [label="(1, 16, 16, 384)", style=solid]; +"1927 view_101" -> "1928 permute_83" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1928 permute_83" -> "1929 reshape_81" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1929 reshape_81" -> "1931 reshape_81_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1930 _frozen_param154" -> "1939 linear_112" [label="(1152,)", style=solid]; +"1931 reshape_81_0_0_nncf_smooth_quant_0" -> "1932 quantize_per_tensor_default_111" [label="(4, 64, 384)", style=solid]; +"1932 quantize_per_tensor_default_111" -> "1933 dequantize_per_tensor_default_111" [label="(4, 64, 384)", style=solid]; +"1933 dequantize_per_tensor_default_111" -> "1939 linear_112" [label="(4, 64, 384)", style=solid]; +"1934 scale_updated_constant75" -> "1936 mul_tensor_75" [label="(1152, 1)", style=solid]; +"1935 compressed_weight_updated_constant75" -> "1936 mul_tensor_75" [label="(1152, 384)", style=solid]; +"1936 mul_tensor_75" -> "1938 sub_tensor_75" [label="(1152, 384)", style=solid]; +"1937 zero_point_updated_constant75" -> "1938 sub_tensor_75" [label="(1152, 1)", style=solid]; +"1938 sub_tensor_75" -> "1939 linear_112" [label="(1152, 384)", style=solid]; +"1939 linear_112" -> "1940 reshape_82" [label="(4, 64, 1152)", style=solid]; +"1940 reshape_82" -> "1941 permute_84" [label="(4, 64, 3, 12, 32)", style=solid]; +"1941 permute_84" -> "1942 select_54" [label="(3, 4, 12, 64, 32)", style=solid]; +"1941 permute_84" -> "1943 select_55" [label="(3, 4, 12, 64, 32)", style=solid]; +"1941 permute_84" -> "1944 select_56" [label="(3, 4, 12, 64, 32)", style=solid]; +"1942 select_54" -> "1945 linalg_vector_norm_36" [label="(4, 12, 64, 32)", style=solid]; +"1942 select_54" -> "1947 expand_as_36" [label="(4, 12, 64, 32)", style=solid]; +"1942 select_54" -> "1948 div_36" [label="(4, 12, 64, 32)", style=solid]; +"1943 select_55" -> "1951 linalg_vector_norm_37" [label="(4, 12, 64, 32)", style=solid]; +"1943 select_55" -> "1953 expand_as_37" [label="(4, 12, 64, 32)", style=solid]; +"1943 select_55" -> "1954 div_37" [label="(4, 12, 64, 32)", style=solid]; +"1944 select_56" -> "1964 matmul_37" [label="(4, 12, 64, 32)", style=solid]; +"1945 linalg_vector_norm_36" -> "1946 clamp_min_36" [label="(4, 12, 64, 1)", style=solid]; +"1946 clamp_min_36" -> "1947 expand_as_36" [label="(4, 12, 64, 1)", style=solid]; +"1947 expand_as_36" -> "1948 div_36" [label="(4, 12, 64, 32)", style=solid]; +"1948 div_36" -> "1949 quantize_per_tensor_default_112" [label="(4, 12, 64, 32)", style=solid]; +"1949 quantize_per_tensor_default_112" -> "1950 dequantize_per_tensor_default_112" [label="(4, 12, 64, 32)", style=solid]; +"1950 dequantize_per_tensor_default_112" -> "1958 matmul_36" [label="(4, 12, 64, 32)", style=solid]; +"1951 linalg_vector_norm_37" -> "1952 clamp_min_37" [label="(4, 12, 64, 1)", style=solid]; +"1952 clamp_min_37" -> "1953 expand_as_37" [label="(4, 12, 64, 1)", style=solid]; +"1953 expand_as_37" -> "1954 div_37" [label="(4, 12, 64, 32)", style=solid]; +"1954 div_37" -> "1955 quantize_per_tensor_default_113" [label="(4, 12, 64, 32)", style=solid]; +"1955 quantize_per_tensor_default_113" -> "1956 dequantize_per_tensor_default_113" [label="(4, 12, 64, 32)", style=solid]; +"1956 dequantize_per_tensor_default_113" -> "1957 transpose_36" [label="(4, 12, 64, 32)", style=solid]; +"1957 transpose_36" -> "1958 matmul_36" [label="(4, 12, 32, 64)", style=solid]; +"1958 matmul_36" -> "1960 mul_37" [label="(4, 12, 64, 64)", style=solid]; +"1959 _frozen_param156" -> "1960 mul_37" [label="(12, 1, 1)", style=solid]; +"1960 mul_37" -> "1961 add_63" [label="(4, 12, 64, 64)", style=solid]; +"1961 add_63" -> "1962 softmax_18" [label="(4, 12, 64, 64)", style=solid]; +"1962 softmax_18" -> "1963 dropout_72" [label="(4, 12, 64, 64)", style=solid]; +"1963 dropout_72" -> "1964 matmul_37" [label="(4, 12, 64, 64)", style=solid]; +"1964 matmul_37" -> "1965 transpose_37" [label="(4, 12, 64, 32)", style=solid]; +"1965 transpose_37" -> "1966 reshape_83" [label="(4, 64, 12, 32)", style=solid]; +"1966 reshape_83" -> "1967 reshape_83_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1967 reshape_83_0_0_nncf_smooth_quant_0" -> "1968 quantize_per_tensor_default_114" [label="(4, 64, 384)", style=solid]; +"1968 quantize_per_tensor_default_114" -> "1969 dequantize_per_tensor_default_114" [label="(4, 64, 384)", style=solid]; +"1969 dequantize_per_tensor_default_114" -> "1975 linear_113" [label="(4, 64, 384)", style=solid]; +"1970 scale_updated_constant76" -> "1972 mul_tensor_76" [label="(384, 1)", style=solid]; +"1971 compressed_weight_updated_constant76" -> "1972 mul_tensor_76" [label="(384, 384)", style=solid]; +"1972 mul_tensor_76" -> "1974 sub_tensor_76" [label="(384, 384)", style=solid]; +"1973 zero_point_updated_constant76" -> "1974 sub_tensor_76" [label="(384, 1)", style=solid]; +"1974 sub_tensor_76" -> "1975 linear_113" [label="(384, 384)", style=solid]; +"1975 linear_113" -> "1976 dropout_73" [label="(4, 64, 384)", style=solid]; +"1976 dropout_73" -> "1977 view_102" [label="(4, 64, 384)", style=solid]; +"1977 view_102" -> "1978 permute_85" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1978 permute_85" -> "1979 reshape_84" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1979 reshape_84" -> "1980 slice_274" [label="(1, 16, 16, 384)", style=solid]; +"1980 slice_274" -> "1981 slice_275" [label="(1, 16, 16, 384)", style=solid]; +"1981 slice_275" -> "1982 slice_276" [label="(1, 14, 16, 384)", style=solid]; +"1982 slice_276" -> "1983 slice_277" [label="(1, 14, 14, 384)", style=solid]; +"1983 slice_277" -> "1984 contiguous_35" [label="(1, 14, 14, 384)", style=solid]; +"1984 contiguous_35" -> "1985 layer_norm_39" [label="(1, 14, 14, 384)", style=solid]; +"1985 layer_norm_39" -> "1986 add_64" [label="(1, 14, 14, 384)", style=solid]; +"1986 add_64" -> "1987 add_64_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; +"1986 add_64" -> "2009 add_65" [label="(1, 14, 14, 384)", style=solid]; +"1987 add_64_0_0_nncf_smooth_quant_0" -> "1988 quantize_per_tensor_default_115" [label="(1, 14, 14, 384)", style=solid]; +"1988 quantize_per_tensor_default_115" -> "1989 dequantize_per_tensor_default_115" [label="(1, 14, 14, 384)", style=solid]; +"1989 dequantize_per_tensor_default_115" -> "1995 linear_114" [label="(1, 14, 14, 384)", style=solid]; +"1990 scale_updated_constant77" -> "1992 mul_tensor_77" [label="(1536, 1)", style=solid]; +"1991 compressed_weight_updated_constant77" -> "1992 mul_tensor_77" [label="(1536, 384)", style=solid]; +"1992 mul_tensor_77" -> "1994 sub_tensor_77" [label="(1536, 384)", style=solid]; +"1993 zero_point_updated_constant77" -> "1994 sub_tensor_77" [label="(1536, 1)", style=solid]; +"1994 sub_tensor_77" -> "1995 linear_114" [label="(1536, 384)", style=solid]; +"1995 linear_114" -> "1996 gelu_18" [label="(1, 14, 14, 1536)", style=solid]; +"1996 gelu_18" -> "1997 dropout_74" [label="(1, 14, 14, 1536)", style=solid]; +"1997 dropout_74" -> "1998 dropout_74_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; +"1998 dropout_74_0_0_nncf_smooth_quant_0" -> "1999 quantize_per_tensor_default_116" [label="(1, 14, 14, 1536)", style=solid]; +"1999 quantize_per_tensor_default_116" -> "2000 dequantize_per_tensor_default_116" [label="(1, 14, 14, 1536)", style=solid]; +"2000 dequantize_per_tensor_default_116" -> "2006 linear_115" [label="(1, 14, 14, 1536)", style=solid]; +"2001 scale_updated_constant78" -> "2003 mul_tensor_78" [label="(384, 1)", style=solid]; +"2002 compressed_weight_updated_constant78" -> "2003 mul_tensor_78" [label="(384, 1536)", style=solid]; +"2003 mul_tensor_78" -> "2005 sub_tensor_78" [label="(384, 1536)", style=solid]; +"2004 zero_point_updated_constant78" -> "2005 sub_tensor_78" [label="(384, 1)", style=solid]; +"2005 sub_tensor_78" -> "2006 linear_115" [label="(384, 1536)", style=solid]; +"2006 linear_115" -> "2007 dropout_75" [label="(1, 14, 14, 384)", style=solid]; +"2007 dropout_75" -> "2008 layer_norm_40" [label="(1, 14, 14, 384)", style=solid]; +"2008 layer_norm_40" -> "2009 add_65" [label="(1, 14, 14, 384)", style=solid]; +"2009 add_65" -> "2011 pad_21" [label="(1, 14, 14, 384)", style=solid]; +"2009 add_65" -> "2089 add_68" [label="(1, 14, 14, 384)", style=solid]; +"2010 _frozen_param157" -> "2047 add_66" [label="(1, 12, 64, 64)", style=solid]; +"2011 pad_21" -> "2012 roll_18" [label="(1, 16, 16, 384)", style=solid]; +"2012 roll_18" -> "2013 view_105" [label="(1, 16, 16, 384)", style=solid]; +"2013 view_105" -> "2014 permute_87" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"2014 permute_87" -> "2015 reshape_85" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"2015 reshape_85" -> "2017 reshape_85_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"2015 reshape_85" -> "2048 new_zeros_9" [label="(4, 64, 384)", style=solid]; +"2016 _frozen_param158" -> "2025 linear_118" [label="(1152,)", style=solid]; +"2017 reshape_85_0_0_nncf_smooth_quant_0" -> "2018 quantize_per_tensor_default_117" [label="(4, 64, 384)", style=solid]; +"2018 quantize_per_tensor_default_117" -> "2019 dequantize_per_tensor_default_117" [label="(4, 64, 384)", style=solid]; +"2019 dequantize_per_tensor_default_117" -> "2025 linear_118" [label="(4, 64, 384)", style=solid]; +"2020 scale_updated_constant79" -> "2022 mul_tensor_79" [label="(1152, 1)", style=solid]; +"2021 compressed_weight_updated_constant79" -> "2022 mul_tensor_79" [label="(1152, 384)", style=solid]; +"2022 mul_tensor_79" -> "2024 sub_tensor_79" [label="(1152, 384)", style=solid]; +"2023 zero_point_updated_constant79" -> "2024 sub_tensor_79" [label="(1152, 1)", style=solid]; +"2024 sub_tensor_79" -> "2025 linear_118" 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style=solid]; +"2031 linalg_vector_norm_38" -> "2032 clamp_min_38" [label="(4, 12, 64, 1)", style=solid]; +"2032 clamp_min_38" -> "2033 expand_as_38" [label="(4, 12, 64, 1)", style=solid]; +"2033 expand_as_38" -> "2034 div_38" [label="(4, 12, 64, 32)", style=solid]; +"2034 div_38" -> "2035 quantize_per_tensor_default_118" [label="(4, 12, 64, 32)", style=solid]; +"2035 quantize_per_tensor_default_118" -> "2036 dequantize_per_tensor_default_118" [label="(4, 12, 64, 32)", style=solid]; +"2036 dequantize_per_tensor_default_118" -> "2044 matmul_38" [label="(4, 12, 64, 32)", style=solid]; +"2037 linalg_vector_norm_39" -> "2038 clamp_min_39" [label="(4, 12, 64, 1)", style=solid]; +"2038 clamp_min_39" -> "2039 expand_as_39" [label="(4, 12, 64, 1)", style=solid]; +"2039 expand_as_39" -> "2040 div_39" [label="(4, 12, 64, 32)", style=solid]; +"2040 div_39" -> "2041 quantize_per_tensor_default_119" [label="(4, 12, 64, 32)", style=solid]; +"2041 quantize_per_tensor_default_119" -> "2042 dequantize_per_tensor_default_119" [label="(4, 12, 64, 32)", style=solid]; +"2042 dequantize_per_tensor_default_119" -> "2043 transpose_38" [label="(4, 12, 64, 32)", style=solid]; +"2043 transpose_38" -> "2044 matmul_38" [label="(4, 12, 32, 64)", style=solid]; +"2044 matmul_38" -> "2046 mul_39" [label="(4, 12, 64, 64)", style=solid]; +"2045 _frozen_param160" -> "2046 mul_39" [label="(12, 1, 1)", style=solid]; +"2046 mul_39" -> "2047 add_66" [label="(4, 12, 64, 64)", style=solid]; +"2047 add_66" -> "2059 view_107" [label="(4, 12, 64, 64)", style=solid]; +"2048 new_zeros_9" -> "2049 view_106" [label="(16, 16)", style=solid]; +"2049 view_106" -> "2050 permute_89" [label="(2, 8, 2, 8)", style=solid]; +"2050 permute_89" -> "2051 reshape_87" [label="(2, 2, 8, 8)", style=solid]; +"2051 reshape_87" -> "2052 unsqueeze_56" [label="(4, 64)", style=solid]; +"2051 reshape_87" -> "2053 unsqueeze_57" [label="(4, 64)", style=solid]; +"2052 unsqueeze_56" -> "2054 sub_9" [label="(4, 1, 64)", style=solid]; +"2053 unsqueeze_57" -> "2054 sub_9" [label="(4, 64, 1)", style=solid]; +"2054 sub_9" -> "2055 ne_9" [label="(4, 64, 64)", style=solid]; +"2054 sub_9" -> "2056 masked_fill_18" [label="(4, 64, 64)", style=solid]; +"2054 sub_9" -> "2057 eq_9" [label="(4, 64, 64)", style=solid]; +"2055 ne_9" -> "2056 masked_fill_18" [label="(4, 64, 64)", style=solid]; +"2056 masked_fill_18" -> "2058 masked_fill_19" [label="(4, 64, 64)", style=solid]; +"2057 eq_9" -> "2058 masked_fill_19" [label="(4, 64, 64)", style=solid]; +"2058 masked_fill_19" -> "2060 unsqueeze_58" [label="(4, 64, 64)", style=solid]; +"2059 view_107" -> "2062 add_67" [label="(1, 4, 12, 64, 64)", style=solid]; +"2060 unsqueeze_58" -> "2061 unsqueeze_59" [label="(4, 1, 64, 64)", style=solid]; +"2061 unsqueeze_59" -> "2062 add_67" [label="(1, 4, 1, 64, 64)", style=solid]; +"2062 add_67" -> "2063 view_108" [label="(1, 4, 12, 64, 64)", style=solid]; +"2063 view_108" -> "2064 softmax_19" [label="(4, 12, 64, 64)", style=solid]; 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-> "2270 roll_21" [label="(1, 16, 16, 384)", style=solid]; +"2270 roll_21" -> "2271 slice_325" [label="(1, 16, 16, 384)", style=solid]; +"2271 slice_325" -> "2272 slice_326" [label="(1, 16, 16, 384)", style=solid]; +"2272 slice_326" -> "2273 slice_327" [label="(1, 14, 16, 384)", style=solid]; +"2273 slice_327" -> "2274 slice_328" [label="(1, 14, 14, 384)", style=solid]; +"2274 slice_328" -> "2275 contiguous_41" [label="(1, 14, 14, 384)", style=solid]; +"2275 contiguous_41" -> "2276 layer_norm_45" [label="(1, 14, 14, 384)", style=solid]; +"2276 layer_norm_45" -> "2277 add_75" [label="(1, 14, 14, 384)", style=solid]; +"2277 add_75" -> "2278 add_75_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; +"2277 add_75" -> "2300 add_76" [label="(1, 14, 14, 384)", style=solid]; +"2278 add_75_0_0_nncf_smooth_quant_0" -> "2279 quantize_per_tensor_default_133" [label="(1, 14, 14, 384)", style=solid]; +"2279 quantize_per_tensor_default_133" -> "2280 dequantize_per_tensor_default_133" [label="(1, 14, 14, 384)", style=solid]; +"2280 dequantize_per_tensor_default_133" -> "2286 linear_132" [label="(1, 14, 14, 384)", style=solid]; +"2281 scale_updated_constant89" -> "2283 mul_tensor_89" [label="(1536, 1)", style=solid]; +"2282 compressed_weight_updated_constant89" -> "2283 mul_tensor_89" [label="(1536, 384)", style=solid]; +"2283 mul_tensor_89" -> "2285 sub_tensor_89" [label="(1536, 384)", style=solid]; +"2284 zero_point_updated_constant89" -> "2285 sub_tensor_89" [label="(1536, 1)", style=solid]; +"2285 sub_tensor_89" -> "2286 linear_132" [label="(1536, 384)", style=solid]; +"2286 linear_132" -> "2287 gelu_21" [label="(1, 14, 14, 1536)", style=solid]; +"2287 gelu_21" -> "2288 dropout_86" [label="(1, 14, 14, 1536)", style=solid]; +"2288 dropout_86" -> "2289 dropout_86_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; +"2289 dropout_86_0_0_nncf_smooth_quant_0" -> "2290 quantize_per_tensor_default_134" [label="(1, 14, 14, 1536)", style=solid]; +"2290 quantize_per_tensor_default_134" -> "2291 dequantize_per_tensor_default_134" [label="(1, 14, 14, 1536)", style=solid]; +"2291 dequantize_per_tensor_default_134" -> "2297 linear_133" [label="(1, 14, 14, 1536)", style=solid]; +"2292 scale_updated_constant90" -> "2294 mul_tensor_90" [label="(384, 1)", style=solid]; +"2293 compressed_weight_updated_constant90" -> "2294 mul_tensor_90" [label="(384, 1536)", style=solid]; +"2294 mul_tensor_90" -> "2296 sub_tensor_90" [label="(384, 1536)", style=solid]; +"2295 zero_point_updated_constant90" -> "2296 sub_tensor_90" [label="(384, 1)", style=solid]; +"2296 sub_tensor_90" -> "2297 linear_133" [label="(384, 1536)", style=solid]; +"2297 linear_133" -> "2298 dropout_87" [label="(1, 14, 14, 384)", style=solid]; +"2298 dropout_87" -> "2299 layer_norm_46" [label="(1, 14, 14, 384)", style=solid]; +"2299 layer_norm_46" -> "2300 add_76" [label="(1, 14, 14, 384)", style=solid]; +"2300 add_76" -> "2301 pad_24" [label="(1, 14, 14, 384)", style=solid]; +"2301 pad_24" -> "2302 slice_329" [label="(1, 14, 14, 384)", style=solid]; +"2301 pad_24" -> "2305 slice_332" [label="(1, 14, 14, 384)", style=solid]; +"2301 pad_24" -> "2308 slice_335" [label="(1, 14, 14, 384)", style=solid]; +"2301 pad_24" -> "2311 slice_338" [label="(1, 14, 14, 384)", style=solid]; +"2302 slice_329" -> "2303 slice_330" [label="(1, 7, 14, 384)", style=solid]; +"2303 slice_330" -> "2304 slice_331" [label="(1, 7, 7, 384)", style=solid]; +"2304 slice_331" -> "2314 cat_2" [label="(1, 7, 7, 384)", style=solid]; +"2305 slice_332" -> "2306 slice_333" [label="(1, 7, 14, 384)", style=solid]; +"2306 slice_333" -> "2307 slice_334" [label="(1, 7, 7, 384)", style=solid]; +"2307 slice_334" -> "2314 cat_2" [label="(1, 7, 7, 384)", style=solid]; +"2308 slice_335" -> "2309 slice_336" [label="(1, 7, 14, 384)", style=solid]; +"2309 slice_336" -> "2310 slice_337" [label="(1, 7, 7, 384)", style=solid]; +"2310 slice_337" -> "2314 cat_2" [label="(1, 7, 7, 384)", style=solid]; +"2311 slice_338" -> "2312 slice_339" [label="(1, 7, 14, 384)", style=solid]; +"2312 slice_339" -> "2313 slice_340" [label="(1, 7, 7, 384)", style=solid]; +"2313 slice_340" -> "2314 cat_2" [label="(1, 7, 7, 384)", style=solid]; +"2314 cat_2" -> "2315 cat_2_0_0_nncf_smooth_quant_0" [label="(1, 7, 7, 1536)", style=solid]; +"2315 cat_2_0_0_nncf_smooth_quant_0" -> "2316 quantize_per_tensor_default_135" [label="(1, 7, 7, 1536)", style=solid]; +"2316 quantize_per_tensor_default_135" -> "2317 dequantize_per_tensor_default_135" [label="(1, 7, 7, 1536)", style=solid]; +"2317 dequantize_per_tensor_default_135" -> "2323 linear_134" [label="(1, 7, 7, 1536)", style=solid]; +"2318 scale_updated_constant91" -> "2320 mul_tensor_91" [label="(768, 1)", style=solid]; +"2319 compressed_weight_updated_constant91" -> "2320 mul_tensor_91" [label="(768, 1536)", style=solid]; +"2320 mul_tensor_91" -> "2322 sub_tensor_91" [label="(768, 1536)", style=solid]; +"2321 zero_point_updated_constant91" -> "2322 sub_tensor_91" [label="(768, 1)", style=solid]; +"2322 sub_tensor_91" -> "2323 linear_134" [label="(768, 1536)", style=solid]; +"2323 linear_134" -> "2324 layer_norm_47" [label="(1, 7, 7, 768)", style=solid]; +"2324 layer_norm_47" -> "2326 pad_25" [label="(1, 7, 7, 768)", style=solid]; +"2324 layer_norm_47" -> "2386 add_78" [label="(1, 7, 7, 768)", style=solid]; +"2325 _frozen_param187" -> "2361 add_77" [label="(1, 24, 64, 64)", style=solid]; +"2326 pad_25" -> "2327 view_123" [label="(1, 8, 8, 768)", style=solid]; +"2327 view_123" -> "2328 permute_101" [label="(1, 1, 8, 1, 8, 768)", style=solid]; +"2328 permute_101" -> "2329 reshape_99" [label="(1, 1, 1, 8, 8, 768)", style=solid]; +"2329 reshape_99" -> "2331 reshape_99_0_0_nncf_smooth_quant_0" [label="(1, 64, 768)", style=solid]; +"2330 _frozen_param188" -> "2339 linear_137" [label="(2304,)", style=solid]; +"2331 reshape_99_0_0_nncf_smooth_quant_0" -> "2332 quantize_per_tensor_default_136" [label="(1, 64, 768)", style=solid]; +"2332 quantize_per_tensor_default_136" -> "2333 dequantize_per_tensor_default_136" [label="(1, 64, 768)", style=solid]; +"2333 dequantize_per_tensor_default_136" -> "2339 linear_137" [label="(1, 64, 768)", style=solid]; +"2334 scale_updated_constant92" -> "2336 mul_tensor_92" [label="(2304, 1)", style=solid]; +"2335 compressed_weight_updated_constant92" -> "2336 mul_tensor_92" [label="(2304, 768)", style=solid]; +"2336 mul_tensor_92" -> "2338 sub_tensor_92" [label="(2304, 768)", style=solid]; +"2337 zero_point_updated_constant92" -> "2338 sub_tensor_92" [label="(2304, 1)", style=solid]; +"2338 sub_tensor_92" -> "2339 linear_137" [label="(2304, 768)", style=solid]; +"2339 linear_137" -> "2340 reshape_100" [label="(1, 64, 2304)", style=solid]; +"2340 reshape_100" -> "2341 permute_102" [label="(1, 64, 3, 24, 32)", style=solid]; +"2341 permute_102" -> "2342 select_66" [label="(3, 1, 24, 64, 32)", style=solid]; +"2341 permute_102" -> "2343 select_67" [label="(3, 1, 24, 64, 32)", style=solid]; 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scale_updated_constant93" -> "2372 mul_tensor_93" [label="(768, 1)", style=solid]; +"2371 compressed_weight_updated_constant93" -> "2372 mul_tensor_93" [label="(768, 768)", style=solid]; +"2372 mul_tensor_93" -> "2374 sub_tensor_93" [label="(768, 768)", style=solid]; +"2373 zero_point_updated_constant93" -> "2374 sub_tensor_93" [label="(768, 1)", style=solid]; +"2374 sub_tensor_93" -> "2375 linear_138" [label="(768, 768)", style=solid]; +"2375 linear_138" -> "2376 dropout_89" [label="(1, 64, 768)", style=solid]; +"2376 dropout_89" -> "2377 view_124" [label="(1, 64, 768)", style=solid]; +"2377 view_124" -> "2378 permute_103" [label="(1, 1, 1, 8, 8, 768)", style=solid]; +"2378 permute_103" -> "2379 reshape_102" [label="(1, 1, 8, 1, 8, 768)", style=solid]; +"2379 reshape_102" -> "2380 slice_342" [label="(1, 8, 8, 768)", style=solid]; +"2380 slice_342" -> "2381 slice_343" [label="(1, 8, 8, 768)", style=solid]; +"2381 slice_343" -> "2382 slice_344" [label="(1, 7, 8, 768)", style=solid]; 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[label="(1, 24, 64, 32)", style=solid]; +"2430 linalg_vector_norm_46" -> "2431 clamp_min_46" [label="(1, 24, 64, 1)", style=solid]; +"2431 clamp_min_46" -> "2432 expand_as_46" [label="(1, 24, 64, 1)", style=solid]; +"2432 expand_as_46" -> "2433 div_46" [label="(1, 24, 64, 32)", style=solid]; +"2433 div_46" -> "2434 quantize_per_tensor_default_143" [label="(1, 24, 64, 32)", style=solid]; +"2434 quantize_per_tensor_default_143" -> "2435 dequantize_per_tensor_default_143" [label="(1, 24, 64, 32)", style=solid]; +"2435 dequantize_per_tensor_default_143" -> "2443 matmul_46" [label="(1, 24, 64, 32)", style=solid]; +"2436 linalg_vector_norm_47" -> "2437 clamp_min_47" [label="(1, 24, 64, 1)", style=solid]; +"2437 clamp_min_47" -> "2438 expand_as_47" [label="(1, 24, 64, 1)", style=solid]; +"2438 expand_as_47" -> "2439 div_47" [label="(1, 24, 64, 32)", style=solid]; +"2439 div_47" -> "2440 quantize_per_tensor_default_144" [label="(1, 24, 64, 32)", style=solid]; +"2440 quantize_per_tensor_default_144" -> "2441 dequantize_per_tensor_default_144" [label="(1, 24, 64, 32)", style=solid]; +"2441 dequantize_per_tensor_default_144" -> "2442 transpose_46" [label="(1, 24, 64, 32)", style=solid]; +"2442 transpose_46" -> "2443 matmul_46" [label="(1, 24, 32, 64)", style=solid]; +"2443 matmul_46" -> "2445 mul_47" [label="(1, 24, 64, 64)", style=solid]; +"2444 _frozen_param194" -> "2445 mul_47" [label="(24, 1, 1)", style=solid]; +"2445 mul_47" -> "2446 add_80" [label="(1, 24, 64, 64)", style=solid]; +"2446 add_80" -> "2447 softmax_23" [label="(1, 24, 64, 64)", style=solid]; +"2447 softmax_23" -> "2448 dropout_92" [label="(1, 24, 64, 64)", style=solid]; +"2448 dropout_92" -> "2449 matmul_47" [label="(1, 24, 64, 64)", style=solid]; +"2449 matmul_47" -> "2450 transpose_47" [label="(1, 24, 64, 32)", style=solid]; +"2450 transpose_47" -> "2451 reshape_105" [label="(1, 64, 24, 32)", style=solid]; +"2451 reshape_105" -> "2452 reshape_105_0_0_nncf_smooth_quant_0" [label="(1, 64, 768)", style=solid]; +"2452 reshape_105_0_0_nncf_smooth_quant_0" -> "2453 quantize_per_tensor_default_145" [label="(1, 64, 768)", style=solid]; +"2453 quantize_per_tensor_default_145" -> "2454 dequantize_per_tensor_default_145" [label="(1, 64, 768)", style=solid]; +"2454 dequantize_per_tensor_default_145" -> "2460 linear_144" [label="(1, 64, 768)", style=solid]; +"2455 scale_updated_constant97" -> "2457 mul_tensor_97" [label="(768, 1)", style=solid]; +"2456 compressed_weight_updated_constant97" -> "2457 mul_tensor_97" [label="(768, 768)", style=solid]; +"2457 mul_tensor_97" -> "2459 sub_tensor_97" [label="(768, 768)", style=solid]; +"2458 zero_point_updated_constant97" -> "2459 sub_tensor_97" [label="(768, 1)", style=solid]; +"2459 sub_tensor_97" -> "2460 linear_144" [label="(768, 768)", style=solid]; +"2460 linear_144" -> "2461 dropout_93" [label="(1, 64, 768)", style=solid]; +"2461 dropout_93" -> "2462 view_128" [label="(1, 64, 768)", style=solid]; +"2462 view_128" -> "2463 permute_107" [label="(1, 1, 1, 8, 8, 768)", style=solid]; +"2463 permute_107" -> "2464 reshape_106" [label="(1, 1, 8, 1, 8, 768)", style=solid]; +"2464 reshape_106" -> "2465 slice_347" [label="(1, 8, 8, 768)", style=solid]; +"2465 slice_347" -> "2466 slice_348" [label="(1, 8, 8, 768)", style=solid]; +"2466 slice_348" -> "2467 slice_349" [label="(1, 7, 8, 768)", style=solid]; +"2467 slice_349" -> "2468 slice_350" [label="(1, 7, 7, 768)", style=solid]; +"2468 slice_350" -> "2469 contiguous_45" [label="(1, 7, 7, 768)", style=solid]; +"2469 contiguous_45" -> "2470 layer_norm_50" [label="(1, 7, 7, 768)", style=solid]; +"2470 layer_norm_50" -> "2471 add_81" [label="(1, 7, 7, 768)", style=solid]; +"2471 add_81" -> "2472 add_81_0_0_nncf_smooth_quant_0" [label="(1, 7, 7, 768)", style=solid]; +"2471 add_81" -> "2494 add_82" [label="(1, 7, 7, 768)", style=solid]; +"2472 add_81_0_0_nncf_smooth_quant_0" -> "2473 quantize_per_tensor_default_146" [label="(1, 7, 7, 768)", style=solid]; +"2473 quantize_per_tensor_default_146" -> "2474 dequantize_per_tensor_default_146" [label="(1, 7, 7, 768)", style=solid]; +"2474 dequantize_per_tensor_default_146" -> "2480 linear_145" [label="(1, 7, 7, 768)", style=solid]; +"2475 scale_updated_constant98" -> "2477 mul_tensor_98" [label="(3072, 1)", style=solid]; +"2476 compressed_weight_updated_constant98" -> "2477 mul_tensor_98" [label="(3072, 768)", style=solid]; +"2477 mul_tensor_98" -> "2479 sub_tensor_98" [label="(3072, 768)", style=solid]; +"2478 zero_point_updated_constant98" -> "2479 sub_tensor_98" [label="(3072, 1)", style=solid]; +"2479 sub_tensor_98" -> "2480 linear_145" [label="(3072, 768)", style=solid]; +"2480 linear_145" -> "2481 gelu_23" [label="(1, 7, 7, 3072)", style=solid]; +"2481 gelu_23" -> "2482 dropout_94" [label="(1, 7, 7, 3072)", style=solid]; +"2482 dropout_94" -> "2483 dropout_94_0_0_nncf_smooth_quant_0" [label="(1, 7, 7, 3072)", style=solid]; +"2483 dropout_94_0_0_nncf_smooth_quant_0" -> "2484 quantize_per_tensor_default_147" [label="(1, 7, 7, 3072)", style=solid]; +"2484 quantize_per_tensor_default_147" -> "2485 dequantize_per_tensor_default_147" [label="(1, 7, 7, 3072)", style=solid]; +"2485 dequantize_per_tensor_default_147" -> "2491 linear_146" [label="(1, 7, 7, 3072)", style=solid]; +"2486 scale_updated_constant99" -> "2488 mul_tensor_99" [label="(768, 1)", style=solid]; +"2487 compressed_weight_updated_constant99" -> "2488 mul_tensor_99" [label="(768, 3072)", style=solid]; +"2488 mul_tensor_99" -> "2490 sub_tensor_99" [label="(768, 3072)", style=solid]; +"2489 zero_point_updated_constant99" -> "2490 sub_tensor_99" [label="(768, 1)", style=solid]; +"2490 sub_tensor_99" -> "2491 linear_146" [label="(768, 3072)", style=solid]; +"2491 linear_146" -> "2492 dropout_95" [label="(1, 7, 7, 768)", style=solid]; +"2492 dropout_95" -> "2493 layer_norm_51" [label="(1, 7, 7, 768)", style=solid]; +"2493 layer_norm_51" -> "2494 add_82" [label="(1, 7, 7, 768)", style=solid]; +"2494 add_82" -> "2495 layer_norm_52" [label="(1, 7, 7, 768)", style=solid]; +"2495 layer_norm_52" -> "2496 permute_108" [label="(1, 7, 7, 768)", style=solid]; +"2496 permute_108" -> "2497 adaptive_avg_pool2d" [label="(1, 768, 7, 7)", style=solid]; +"2497 adaptive_avg_pool2d" -> "2498 flatten" [label="(1, 768, 1, 1)", style=solid]; +"2498 flatten" -> "2499 flatten_0_0_nncf_smooth_quant_0" [label="(1, 768)", style=solid]; +"2499 flatten_0_0_nncf_smooth_quant_0" -> "2500 quantize_per_tensor_default_148" [label="(1, 768)", style=solid]; +"2500 quantize_per_tensor_default_148" -> "2501 dequantize_per_tensor_default_148" [label="(1, 768)", style=solid]; +"2501 dequantize_per_tensor_default_148" -> "2507 linear_147" [label="(1, 768)", style=solid]; "2502 scale_updated_constant100" -> "2504 mul_tensor_100" [label="(1000, 1)", style=solid]; "2503 compressed_weight_updated_constant100" -> "2504 mul_tensor_100" [label="(1000, 768)", style=solid]; "2504 mul_tensor_100" -> "2506 sub_tensor_100" [label="(1000, 768)", style=solid]; diff --git a/tests/torch/data/reference_graphs/fx/post_quantization_compressed/synthetic_transformer.dot b/tests/torch/data/reference_graphs/fx/post_quantization_compressed/synthetic_transformer.dot index 44026591fb1..b86178cf5ff 100644 --- a/tests/torch/data/reference_graphs/fx/post_quantization_compressed/synthetic_transformer.dot +++ b/tests/torch/data/reference_graphs/fx/post_quantization_compressed/synthetic_transformer.dot @@ -1,21 +1,21 @@ strict digraph { "0 wte_weight" [id=0, type=get_attr]; -"1 input_ids" [id=1, type=input]; -"2 embedding" [id=2, type=embedding]; -"3 embedding_0_0_nncf_smooth_quant_0" [id=3, type=call_module]; -"4 quantize_per_tensor_default" [id=4, type=quantize_per_tensor]; -"5 dequantize_per_tensor_default" [id=5, type=dequantize_per_tensor]; -"6 linear_bias_0_0" [id=6, type=get_attr]; -"7 scale_updated_constant0" [id=7, type=get_attr]; -"8 compressed_weight_updated_constant0" [id=8, type=get_attr]; -"9 mul_tensor" [id=9, type=mul]; -"10 zero_point_updated_constant0" [id=10, type=get_attr]; -"11 sub_tensor" [id=11, type=sub]; -"12 linear" [id=12, type=linear]; -"13 add_tensor_0_0_nncf_smooth_quant_0" [id=13, type=call_module]; -"14 quantize_per_tensor_default_1" [id=14, type=quantize_per_tensor]; -"15 dequantize_per_tensor_default_1" [id=15, type=dequantize_per_tensor]; -"16 lm_head_bias_0_0" [id=16, type=get_attr]; +"1 linear_bias" [id=1, type=get_attr]; +"2 lm_head_bias" [id=2, type=get_attr]; +"3 input_ids" [id=3, type=input]; +"4 embedding" [id=4, type=embedding]; +"5 embedding_0_0_nncf_smooth_quant_0" [id=5, type=call_module]; +"6 quantize_per_tensor_default" [id=6, type=quantize_per_tensor]; +"7 dequantize_per_tensor_default" [id=7, type=dequantize_per_tensor]; +"8 scale_updated_constant0" [id=8, type=get_attr]; +"9 compressed_weight_updated_constant0" [id=9, type=get_attr]; +"10 mul_tensor" [id=10, type=mul]; +"11 zero_point_updated_constant0" [id=11, type=get_attr]; +"12 sub_tensor" [id=12, type=sub]; +"13 linear" [id=13, type=linear]; +"14 linear_0_0_nncf_smooth_quant_0" [id=14, type=call_module]; +"15 quantize_per_tensor_default_1" [id=15, type=quantize_per_tensor]; +"16 dequantize_per_tensor_default_1" [id=16, type=dequantize_per_tensor]; "17 scale_updated_constant1" [id=17, type=get_attr]; "18 compressed_weight_updated_constant1" [id=18, type=get_attr]; "19 mul_tensor_1" [id=19, type=mul]; @@ -23,23 +23,23 @@ strict digraph { "21 sub_tensor_1" [id=21, type=sub]; "22 linear_1" [id=22, type=linear]; "23 output" [id=23, type=output]; -"0 wte_weight" -> "2 embedding" [label="(10, 5)", style=solid]; -"1 input_ids" -> "2 embedding" [label="(5,)", style=solid]; -"2 embedding" -> "3 embedding_0_0_nncf_smooth_quant_0" [label="(5, 5)", style=solid]; -"3 embedding_0_0_nncf_smooth_quant_0" -> "4 quantize_per_tensor_default" [label="(5, 5)", style=solid]; -"4 quantize_per_tensor_default" -> "5 dequantize_per_tensor_default" [label="(5, 5)", style=solid]; -"5 dequantize_per_tensor_default" -> "12 linear" [label="(5, 5)", style=solid]; -"6 linear_bias_0_0" -> "12 linear" [label="(5,)", style=solid]; -"7 scale_updated_constant0" -> "9 mul_tensor" [label="(5, 1)", style=solid]; -"8 compressed_weight_updated_constant0" -> "9 mul_tensor" [label="(5, 5)", style=solid]; -"9 mul_tensor" -> "11 sub_tensor" [label="(5, 5)", style=solid]; -"10 zero_point_updated_constant0" -> "11 sub_tensor" [label="(5, 1)", style=solid]; -"11 sub_tensor" -> "12 linear" [label="(5, 5)", style=solid]; -"12 linear" -> "13 add_tensor_0_0_nncf_smooth_quant_0" [label="(5, 5)", style=solid]; -"13 add_tensor_0_0_nncf_smooth_quant_0" -> "14 quantize_per_tensor_default_1" [label="(5, 5)", style=solid]; -"14 quantize_per_tensor_default_1" -> "15 dequantize_per_tensor_default_1" [label="(5, 5)", style=solid]; -"15 dequantize_per_tensor_default_1" -> "22 linear_1" [label="(5, 5)", style=solid]; -"16 lm_head_bias_0_0" -> "22 linear_1" [label="(10,)", style=solid]; +"0 wte_weight" -> "4 embedding" [label="(10, 5)", style=solid]; +"1 linear_bias" -> "13 linear" [label="(5,)", style=solid]; +"2 lm_head_bias" -> "22 linear_1" [label="(10,)", style=solid]; +"3 input_ids" -> "4 embedding" [label="(5,)", style=solid]; +"4 embedding" -> "5 embedding_0_0_nncf_smooth_quant_0" [label="(5, 5)", style=solid]; +"5 embedding_0_0_nncf_smooth_quant_0" -> "6 quantize_per_tensor_default" [label="(5, 5)", style=solid]; +"6 quantize_per_tensor_default" -> "7 dequantize_per_tensor_default" [label="(5, 5)", style=solid]; +"7 dequantize_per_tensor_default" -> "13 linear" [label="(5, 5)", style=solid]; +"8 scale_updated_constant0" -> "10 mul_tensor" [label="(5, 1)", style=solid]; +"9 compressed_weight_updated_constant0" -> "10 mul_tensor" [label="(5, 5)", style=solid]; +"10 mul_tensor" -> "12 sub_tensor" [label="(5, 5)", style=solid]; +"11 zero_point_updated_constant0" -> "12 sub_tensor" [label="(5, 1)", style=solid]; +"12 sub_tensor" -> "13 linear" [label="(5, 5)", style=solid]; +"13 linear" -> "14 linear_0_0_nncf_smooth_quant_0" [label="(5, 5)", style=solid]; +"14 linear_0_0_nncf_smooth_quant_0" -> "15 quantize_per_tensor_default_1" [label="(5, 5)", style=solid]; +"15 quantize_per_tensor_default_1" -> "16 dequantize_per_tensor_default_1" [label="(5, 5)", style=solid]; +"16 dequantize_per_tensor_default_1" -> "22 linear_1" [label="(5, 5)", style=solid]; "17 scale_updated_constant1" -> "19 mul_tensor_1" [label="(10, 1)", style=solid]; "18 compressed_weight_updated_constant1" -> "19 mul_tensor_1" [label="(10, 5)", style=solid]; "19 mul_tensor_1" -> "21 sub_tensor_1" [label="(10, 5)", style=solid]; diff --git a/tests/torch/data/reference_graphs/fx/post_quantization_compressed/unet.dot b/tests/torch/data/reference_graphs/fx/post_quantization_compressed/unet.dot index a183dc3d499..03f8579e69c 100644 --- a/tests/torch/data/reference_graphs/fx/post_quantization_compressed/unet.dot +++ b/tests/torch/data/reference_graphs/fx/post_quantization_compressed/unet.dot @@ -1,252 +1,252 @@ strict digraph { -"0 x" [id=0, type=input]; -"1 quantize_per_tensor_default_8" [id=1, type=quantize_per_tensor]; -"2 dequantize_per_tensor_default_12" [id=2, type=dequantize_per_tensor]; -"3 down_path_0_block_0_bias_0_0" [id=3, type=get_attr]; -"4 scale_updated_constant0" [id=4, type=get_attr]; -"5 compressed_weight_updated_constant0" [id=5, type=get_attr]; -"6 mul_tensor" [id=6, type=mul]; -"7 zero_point_updated_constant0" [id=7, type=get_attr]; -"8 sub_tensor" [id=8, type=sub]; -"9 conv2d" [id=9, type=conv2d]; -"10 relu" [id=10, type=relu]; -"11 quantize_per_tensor_default_9" [id=11, type=quantize_per_tensor]; -"12 dequantize_per_tensor_default_13" [id=12, type=dequantize_per_tensor]; -"13 down_path_0_block_3_bias_0_0" [id=13, type=get_attr]; -"14 scale_updated_constant1" [id=14, type=get_attr]; -"15 compressed_weight_updated_constant1" [id=15, type=get_attr]; -"16 mul_tensor_1" [id=16, type=mul]; -"17 zero_point_updated_constant1" [id=17, type=get_attr]; -"18 sub_tensor_1" [id=18, type=sub]; -"19 conv2d_1" [id=19, type=conv2d]; -"20 relu_1" [id=20, type=relu]; -"21 quantize_per_tensor_default" [id=21, type=quantize_per_tensor]; -"22 dequantize_per_tensor_default_1" [id=22, type=dequantize_per_tensor]; -"23 dequantize_per_tensor_default" [id=23, type=dequantize_per_tensor]; -"24 max_pool2d" [id=24, type=max_pool2d]; -"25 down_path_1_block_0_bias_0_0" [id=25, type=get_attr]; -"26 scale_updated_constant2" [id=26, type=get_attr]; -"27 compressed_weight_updated_constant2" [id=27, type=get_attr]; -"28 mul_tensor_2" [id=28, type=mul]; -"29 zero_point_updated_constant2" [id=29, type=get_attr]; -"30 sub_tensor_2" [id=30, type=sub]; -"31 conv2d_2" [id=31, type=conv2d]; -"32 relu_2" [id=32, type=relu]; -"33 quantize_per_tensor_default_10" [id=33, type=quantize_per_tensor]; -"34 dequantize_per_tensor_default_14" [id=34, type=dequantize_per_tensor]; -"35 down_path_1_block_3_bias_0_0" [id=35, type=get_attr]; -"36 scale_updated_constant3" [id=36, type=get_attr]; -"37 compressed_weight_updated_constant3" [id=37, type=get_attr]; -"38 mul_tensor_3" [id=38, type=mul]; -"39 zero_point_updated_constant3" [id=39, type=get_attr]; -"40 sub_tensor_3" [id=40, type=sub]; -"41 conv2d_3" [id=41, type=conv2d]; -"42 relu_3" [id=42, type=relu]; -"43 quantize_per_tensor_default_3" [id=43, type=quantize_per_tensor]; -"44 dequantize_per_tensor_default_5" [id=44, type=dequantize_per_tensor]; -"45 dequantize_per_tensor_default_4" [id=45, type=dequantize_per_tensor]; -"46 max_pool2d_1" [id=46, type=max_pool2d]; -"47 down_path_2_block_0_bias_0_0" [id=47, type=get_attr]; -"48 scale_updated_constant4" [id=48, type=get_attr]; -"49 compressed_weight_updated_constant4" [id=49, type=get_attr]; -"50 mul_tensor_4" [id=50, type=mul]; -"51 zero_point_updated_constant4" [id=51, type=get_attr]; -"52 sub_tensor_4" [id=52, type=sub]; -"53 conv2d_4" [id=53, type=conv2d]; -"54 relu_4" [id=54, type=relu]; -"55 quantize_per_tensor_default_11" [id=55, type=quantize_per_tensor]; -"56 dequantize_per_tensor_default_15" [id=56, type=dequantize_per_tensor]; -"57 down_path_2_block_3_bias_0_0" [id=57, type=get_attr]; -"58 scale_updated_constant5" [id=58, type=get_attr]; -"59 compressed_weight_updated_constant5" [id=59, type=get_attr]; -"60 mul_tensor_5" [id=60, type=mul]; -"61 zero_point_updated_constant5" [id=61, type=get_attr]; -"62 sub_tensor_5" [id=62, type=sub]; -"63 conv2d_5" [id=63, type=conv2d]; -"64 relu_5" [id=64, type=relu]; -"65 quantize_per_tensor_default_4" [id=65, type=quantize_per_tensor]; -"66 dequantize_per_tensor_default_7" [id=66, type=dequantize_per_tensor]; -"67 dequantize_per_tensor_default_6" [id=67, type=dequantize_per_tensor]; -"68 max_pool2d_2" [id=68, type=max_pool2d]; -"69 down_path_3_block_0_bias_0_0" [id=69, type=get_attr]; -"70 scale_updated_constant6" [id=70, type=get_attr]; -"71 compressed_weight_updated_constant6" [id=71, type=get_attr]; -"72 mul_tensor_6" [id=72, type=mul]; -"73 zero_point_updated_constant6" [id=73, type=get_attr]; -"74 sub_tensor_6" [id=74, type=sub]; -"75 conv2d_6" [id=75, type=conv2d]; -"76 relu_6" [id=76, type=relu]; -"77 quantize_per_tensor_default_12" [id=77, type=quantize_per_tensor]; -"78 dequantize_per_tensor_default_16" [id=78, type=dequantize_per_tensor]; -"79 down_path_3_block_3_bias_0_0" [id=79, type=get_attr]; -"80 scale_updated_constant7" [id=80, type=get_attr]; -"81 compressed_weight_updated_constant7" [id=81, type=get_attr]; -"82 mul_tensor_7" [id=82, type=mul]; -"83 zero_point_updated_constant7" [id=83, type=get_attr]; -"84 sub_tensor_7" [id=84, type=sub]; -"85 conv2d_7" [id=85, type=conv2d]; -"86 relu_7" [id=86, type=relu]; -"87 quantize_per_tensor_default_7" [id=87, type=quantize_per_tensor]; -"88 dequantize_per_tensor_default_11" [id=88, type=dequantize_per_tensor]; -"89 dequantize_per_tensor_default_10" [id=89, type=dequantize_per_tensor]; -"90 max_pool2d_3" [id=90, type=max_pool2d]; -"91 down_path_4_block_0_bias_0_0" [id=91, type=get_attr]; -"92 scale_updated_constant8" [id=92, type=get_attr]; -"93 compressed_weight_updated_constant8" [id=93, type=get_attr]; -"94 mul_tensor_8" [id=94, type=mul]; -"95 zero_point_updated_constant8" [id=95, type=get_attr]; -"96 sub_tensor_8" [id=96, type=sub]; -"97 conv2d_8" [id=97, type=conv2d]; -"98 relu_8" [id=98, type=relu]; -"99 quantize_per_tensor_default_13" [id=99, type=quantize_per_tensor]; -"100 dequantize_per_tensor_default_17" [id=100, type=dequantize_per_tensor]; -"101 down_path_4_block_3_bias_0_0" [id=101, type=get_attr]; -"102 scale_updated_constant9" [id=102, type=get_attr]; -"103 compressed_weight_updated_constant9" [id=103, type=get_attr]; -"104 mul_tensor_9" [id=104, type=mul]; -"105 zero_point_updated_constant9" [id=105, type=get_attr]; -"106 sub_tensor_9" [id=106, type=sub]; -"107 conv2d_9" [id=107, type=conv2d]; -"108 relu_9" [id=108, type=relu]; -"109 quantize_per_tensor_default_14" [id=109, type=quantize_per_tensor]; -"110 dequantize_per_tensor_default_18" [id=110, type=dequantize_per_tensor]; -"111 up_path_0_up_bias_0_0" [id=111, type=get_attr]; -"112 scale_updated_constant10" [id=112, type=get_attr]; -"113 compressed_weight_updated_constant10" [id=113, type=get_attr]; -"114 mul_tensor_10" [id=114, type=mul]; -"115 zero_point_updated_constant10" [id=115, type=get_attr]; -"116 sub_tensor_10" [id=116, type=sub]; -"117 conv_transpose2d" [id=117, type=conv_transpose2d]; -"118 quantize_per_tensor_default_6" [id=118, type=quantize_per_tensor]; -"119 dequantize_per_tensor_default_9" [id=119, type=dequantize_per_tensor]; -"120 slice_1" [id=120, type=slice]; -"121 slice_2" [id=121, type=slice]; -"122 slice_3" [id=122, type=slice]; -"123 slice_4" [id=123, type=slice]; -"124 cat" [id=124, type=cat]; -"125 up_path_0_conv_block_block_0_bias_0_0" [id=125, type=get_attr]; -"126 scale_updated_constant11" [id=126, type=get_attr]; -"127 compressed_weight_updated_constant11" [id=127, type=get_attr]; -"128 mul_tensor_11" [id=128, type=mul]; -"129 zero_point_updated_constant11" [id=129, type=get_attr]; -"130 sub_tensor_11" [id=130, type=sub]; -"131 conv2d_10" [id=131, type=conv2d]; -"132 relu_10" [id=132, type=relu]; -"133 quantize_per_tensor_default_15" [id=133, type=quantize_per_tensor]; -"134 dequantize_per_tensor_default_19" [id=134, type=dequantize_per_tensor]; -"135 up_path_0_conv_block_block_3_bias_0_0" [id=135, type=get_attr]; -"136 scale_updated_constant12" [id=136, type=get_attr]; -"137 compressed_weight_updated_constant12" [id=137, type=get_attr]; -"138 mul_tensor_12" [id=138, type=mul]; -"139 zero_point_updated_constant12" [id=139, type=get_attr]; -"140 sub_tensor_12" [id=140, type=sub]; -"141 conv2d_11" [id=141, type=conv2d]; -"142 relu_11" [id=142, type=relu]; -"143 quantize_per_tensor_default_16" [id=143, type=quantize_per_tensor]; -"144 dequantize_per_tensor_default_20" [id=144, type=dequantize_per_tensor]; -"145 up_path_1_up_bias_0_0" [id=145, type=get_attr]; -"146 scale_updated_constant13" [id=146, type=get_attr]; -"147 compressed_weight_updated_constant13" [id=147, type=get_attr]; -"148 mul_tensor_13" [id=148, type=mul]; -"149 zero_point_updated_constant13" [id=149, type=get_attr]; -"150 sub_tensor_13" [id=150, type=sub]; -"151 conv_transpose2d_1" [id=151, type=conv_transpose2d]; -"152 quantize_per_tensor_default_5" [id=152, type=quantize_per_tensor]; -"153 dequantize_per_tensor_default_8" [id=153, type=dequantize_per_tensor]; -"154 slice_5" [id=154, type=slice]; -"155 slice_6" [id=155, type=slice]; -"156 slice_7" [id=156, type=slice]; -"157 slice_8" [id=157, type=slice]; -"158 cat_1" [id=158, type=cat]; -"159 up_path_1_conv_block_block_0_bias_0_0" [id=159, type=get_attr]; -"160 scale_updated_constant14" [id=160, type=get_attr]; -"161 compressed_weight_updated_constant14" [id=161, type=get_attr]; -"162 mul_tensor_14" [id=162, type=mul]; -"163 zero_point_updated_constant14" [id=163, type=get_attr]; -"164 sub_tensor_14" [id=164, type=sub]; -"165 conv2d_12" [id=165, type=conv2d]; -"166 relu_12" [id=166, type=relu]; -"167 quantize_per_tensor_default_17" [id=167, type=quantize_per_tensor]; -"168 dequantize_per_tensor_default_21" [id=168, type=dequantize_per_tensor]; -"169 up_path_1_conv_block_block_3_bias_0_0" [id=169, type=get_attr]; -"170 scale_updated_constant15" [id=170, type=get_attr]; -"171 compressed_weight_updated_constant15" [id=171, type=get_attr]; -"172 mul_tensor_15" [id=172, type=mul]; -"173 zero_point_updated_constant15" [id=173, type=get_attr]; -"174 sub_tensor_15" [id=174, type=sub]; -"175 conv2d_13" [id=175, type=conv2d]; -"176 relu_13" [id=176, type=relu]; -"177 quantize_per_tensor_default_18" [id=177, type=quantize_per_tensor]; -"178 dequantize_per_tensor_default_22" [id=178, type=dequantize_per_tensor]; -"179 up_path_2_up_bias_0_0" [id=179, type=get_attr]; -"180 scale_updated_constant16" [id=180, type=get_attr]; -"181 compressed_weight_updated_constant16" [id=181, type=get_attr]; -"182 mul_tensor_16" [id=182, type=mul]; -"183 zero_point_updated_constant16" [id=183, type=get_attr]; -"184 sub_tensor_16" [id=184, type=sub]; -"185 conv_transpose2d_2" [id=185, type=conv_transpose2d]; -"186 quantize_per_tensor_default_2" [id=186, type=quantize_per_tensor]; -"187 dequantize_per_tensor_default_3" [id=187, type=dequantize_per_tensor]; -"188 slice_9" [id=188, type=slice]; -"189 slice_10" [id=189, type=slice]; -"190 slice_11" [id=190, type=slice]; -"191 slice_12" [id=191, type=slice]; -"192 cat_2" [id=192, type=cat]; -"193 up_path_2_conv_block_block_0_bias_0_0" [id=193, type=get_attr]; -"194 scale_updated_constant17" [id=194, type=get_attr]; -"195 compressed_weight_updated_constant17" [id=195, type=get_attr]; -"196 mul_tensor_17" [id=196, type=mul]; -"197 zero_point_updated_constant17" [id=197, type=get_attr]; -"198 sub_tensor_17" [id=198, type=sub]; -"199 conv2d_14" [id=199, type=conv2d]; -"200 relu_14" [id=200, type=relu]; -"201 quantize_per_tensor_default_19" [id=201, type=quantize_per_tensor]; -"202 dequantize_per_tensor_default_23" [id=202, type=dequantize_per_tensor]; -"203 up_path_2_conv_block_block_3_bias_0_0" [id=203, type=get_attr]; -"204 scale_updated_constant18" [id=204, type=get_attr]; -"205 compressed_weight_updated_constant18" [id=205, type=get_attr]; -"206 mul_tensor_18" [id=206, type=mul]; -"207 zero_point_updated_constant18" [id=207, type=get_attr]; -"208 sub_tensor_18" [id=208, type=sub]; -"209 conv2d_15" [id=209, type=conv2d]; -"210 relu_15" [id=210, type=relu]; -"211 quantize_per_tensor_default_20" [id=211, type=quantize_per_tensor]; -"212 dequantize_per_tensor_default_24" [id=212, type=dequantize_per_tensor]; -"213 up_path_3_up_bias_0_0" [id=213, type=get_attr]; -"214 scale_updated_constant19" [id=214, type=get_attr]; -"215 compressed_weight_updated_constant19" [id=215, type=get_attr]; -"216 mul_tensor_19" [id=216, type=mul]; -"217 zero_point_updated_constant19" [id=217, type=get_attr]; -"218 sub_tensor_19" [id=218, type=sub]; -"219 conv_transpose2d_3" [id=219, type=conv_transpose2d]; -"220 quantize_per_tensor_default_1" [id=220, type=quantize_per_tensor]; -"221 dequantize_per_tensor_default_2" [id=221, type=dequantize_per_tensor]; -"222 slice_13" [id=222, type=slice]; -"223 slice_14" [id=223, type=slice]; -"224 slice_15" [id=224, type=slice]; -"225 slice_16" [id=225, type=slice]; -"226 cat_3" [id=226, type=cat]; -"227 up_path_3_conv_block_block_0_bias_0_0" [id=227, type=get_attr]; -"228 scale_updated_constant20" [id=228, type=get_attr]; -"229 compressed_weight_updated_constant20" [id=229, type=get_attr]; -"230 mul_tensor_20" [id=230, type=mul]; -"231 zero_point_updated_constant20" [id=231, type=get_attr]; -"232 sub_tensor_20" [id=232, type=sub]; -"233 conv2d_16" [id=233, type=conv2d]; -"234 relu_16" [id=234, type=relu]; -"235 quantize_per_tensor_default_21" [id=235, type=quantize_per_tensor]; -"236 dequantize_per_tensor_default_25" [id=236, type=dequantize_per_tensor]; -"237 up_path_3_conv_block_block_3_bias_0_0" [id=237, type=get_attr]; -"238 scale_updated_constant21" [id=238, type=get_attr]; -"239 compressed_weight_updated_constant21" [id=239, type=get_attr]; -"240 mul_tensor_21" [id=240, type=mul]; -"241 zero_point_updated_constant21" [id=241, type=get_attr]; -"242 sub_tensor_21" [id=242, type=sub]; -"243 conv2d_17" [id=243, type=conv2d]; -"244 relu_17" [id=244, type=relu]; -"245 quantize_per_tensor_default_22" [id=245, type=quantize_per_tensor]; -"246 dequantize_per_tensor_default_26" [id=246, type=dequantize_per_tensor]; -"247 last_bias_0_0" [id=247, type=get_attr]; +"0 down_path_0_block_0_bias" [id=0, type=get_attr]; +"1 down_path_0_block_3_bias" [id=1, type=get_attr]; +"2 down_path_1_block_0_bias" [id=2, type=get_attr]; +"3 down_path_1_block_3_bias" [id=3, type=get_attr]; +"4 down_path_2_block_0_bias" [id=4, type=get_attr]; +"5 down_path_2_block_3_bias" [id=5, type=get_attr]; +"6 down_path_3_block_0_bias" [id=6, type=get_attr]; +"7 down_path_3_block_3_bias" [id=7, type=get_attr]; +"8 down_path_4_block_0_bias" [id=8, type=get_attr]; +"9 down_path_4_block_3_bias" [id=9, type=get_attr]; +"10 up_path_0_up_bias" [id=10, type=get_attr]; +"11 up_path_0_conv_block_block_0_bias" [id=11, type=get_attr]; +"12 up_path_0_conv_block_block_3_bias" [id=12, type=get_attr]; +"13 up_path_1_up_bias" [id=13, type=get_attr]; +"14 up_path_1_conv_block_block_0_bias" [id=14, type=get_attr]; +"15 up_path_1_conv_block_block_3_bias" [id=15, type=get_attr]; +"16 up_path_2_up_bias" [id=16, type=get_attr]; +"17 up_path_2_conv_block_block_0_bias" [id=17, type=get_attr]; +"18 up_path_2_conv_block_block_3_bias" [id=18, type=get_attr]; +"19 up_path_3_up_bias" [id=19, type=get_attr]; +"20 up_path_3_conv_block_block_0_bias" [id=20, type=get_attr]; +"21 up_path_3_conv_block_block_3_bias" [id=21, type=get_attr]; +"22 last_bias" [id=22, type=get_attr]; +"23 x" [id=23, type=input]; +"24 quantize_per_tensor_default_8" [id=24, type=quantize_per_tensor]; +"25 dequantize_per_tensor_default_12" [id=25, type=dequantize_per_tensor]; +"26 scale_updated_constant0" [id=26, type=get_attr]; +"27 compressed_weight_updated_constant0" [id=27, type=get_attr]; +"28 mul_tensor" [id=28, type=mul]; +"29 zero_point_updated_constant0" [id=29, type=get_attr]; +"30 sub_tensor" [id=30, type=sub]; +"31 conv2d" [id=31, type=conv2d]; +"32 relu" [id=32, type=relu]; +"33 quantize_per_tensor_default_9" [id=33, type=quantize_per_tensor]; +"34 dequantize_per_tensor_default_13" [id=34, type=dequantize_per_tensor]; +"35 scale_updated_constant1" [id=35, type=get_attr]; +"36 compressed_weight_updated_constant1" [id=36, type=get_attr]; +"37 mul_tensor_1" [id=37, type=mul]; +"38 zero_point_updated_constant1" [id=38, type=get_attr]; +"39 sub_tensor_1" [id=39, type=sub]; +"40 conv2d_1" [id=40, type=conv2d]; +"41 relu_1" [id=41, type=relu]; +"42 quantize_per_tensor_default" [id=42, type=quantize_per_tensor]; +"43 dequantize_per_tensor_default_1" [id=43, type=dequantize_per_tensor]; +"44 dequantize_per_tensor_default" [id=44, type=dequantize_per_tensor]; +"45 max_pool2d" [id=45, type=max_pool2d]; +"46 scale_updated_constant2" [id=46, type=get_attr]; +"47 compressed_weight_updated_constant2" [id=47, type=get_attr]; +"48 mul_tensor_2" [id=48, type=mul]; +"49 zero_point_updated_constant2" [id=49, type=get_attr]; +"50 sub_tensor_2" [id=50, type=sub]; +"51 conv2d_2" [id=51, type=conv2d]; +"52 relu_2" [id=52, type=relu]; +"53 quantize_per_tensor_default_10" [id=53, type=quantize_per_tensor]; +"54 dequantize_per_tensor_default_14" [id=54, type=dequantize_per_tensor]; +"55 scale_updated_constant3" [id=55, type=get_attr]; +"56 compressed_weight_updated_constant3" [id=56, type=get_attr]; +"57 mul_tensor_3" [id=57, type=mul]; +"58 zero_point_updated_constant3" [id=58, type=get_attr]; +"59 sub_tensor_3" [id=59, type=sub]; +"60 conv2d_3" [id=60, type=conv2d]; +"61 relu_3" [id=61, type=relu]; +"62 quantize_per_tensor_default_3" [id=62, type=quantize_per_tensor]; +"63 dequantize_per_tensor_default_5" [id=63, type=dequantize_per_tensor]; +"64 dequantize_per_tensor_default_4" [id=64, type=dequantize_per_tensor]; +"65 max_pool2d_1" [id=65, type=max_pool2d]; +"66 scale_updated_constant4" [id=66, type=get_attr]; +"67 compressed_weight_updated_constant4" [id=67, type=get_attr]; +"68 mul_tensor_4" [id=68, type=mul]; +"69 zero_point_updated_constant4" [id=69, type=get_attr]; +"70 sub_tensor_4" [id=70, type=sub]; +"71 conv2d_4" [id=71, type=conv2d]; +"72 relu_4" [id=72, type=relu]; +"73 quantize_per_tensor_default_11" [id=73, type=quantize_per_tensor]; +"74 dequantize_per_tensor_default_15" [id=74, type=dequantize_per_tensor]; +"75 scale_updated_constant5" [id=75, type=get_attr]; +"76 compressed_weight_updated_constant5" [id=76, type=get_attr]; +"77 mul_tensor_5" [id=77, type=mul]; +"78 zero_point_updated_constant5" [id=78, type=get_attr]; +"79 sub_tensor_5" [id=79, type=sub]; +"80 conv2d_5" [id=80, type=conv2d]; +"81 relu_5" [id=81, type=relu]; +"82 quantize_per_tensor_default_4" [id=82, type=quantize_per_tensor]; +"83 dequantize_per_tensor_default_7" [id=83, type=dequantize_per_tensor]; +"84 dequantize_per_tensor_default_6" [id=84, type=dequantize_per_tensor]; +"85 max_pool2d_2" [id=85, type=max_pool2d]; +"86 scale_updated_constant6" [id=86, type=get_attr]; +"87 compressed_weight_updated_constant6" [id=87, type=get_attr]; +"88 mul_tensor_6" [id=88, type=mul]; +"89 zero_point_updated_constant6" [id=89, type=get_attr]; +"90 sub_tensor_6" [id=90, type=sub]; +"91 conv2d_6" [id=91, type=conv2d]; +"92 relu_6" [id=92, type=relu]; +"93 quantize_per_tensor_default_12" [id=93, type=quantize_per_tensor]; +"94 dequantize_per_tensor_default_16" [id=94, type=dequantize_per_tensor]; +"95 scale_updated_constant7" [id=95, type=get_attr]; +"96 compressed_weight_updated_constant7" [id=96, type=get_attr]; +"97 mul_tensor_7" [id=97, type=mul]; +"98 zero_point_updated_constant7" [id=98, type=get_attr]; +"99 sub_tensor_7" [id=99, type=sub]; +"100 conv2d_7" [id=100, type=conv2d]; +"101 relu_7" [id=101, type=relu]; +"102 quantize_per_tensor_default_7" [id=102, type=quantize_per_tensor]; +"103 dequantize_per_tensor_default_11" [id=103, type=dequantize_per_tensor]; +"104 dequantize_per_tensor_default_10" [id=104, type=dequantize_per_tensor]; +"105 max_pool2d_3" [id=105, type=max_pool2d]; +"106 scale_updated_constant8" [id=106, type=get_attr]; +"107 compressed_weight_updated_constant8" [id=107, type=get_attr]; +"108 mul_tensor_8" [id=108, type=mul]; +"109 zero_point_updated_constant8" [id=109, type=get_attr]; +"110 sub_tensor_8" [id=110, type=sub]; +"111 conv2d_8" [id=111, type=conv2d]; +"112 relu_8" [id=112, type=relu]; +"113 quantize_per_tensor_default_13" [id=113, type=quantize_per_tensor]; +"114 dequantize_per_tensor_default_17" [id=114, type=dequantize_per_tensor]; +"115 scale_updated_constant9" [id=115, type=get_attr]; +"116 compressed_weight_updated_constant9" [id=116, type=get_attr]; +"117 mul_tensor_9" [id=117, type=mul]; +"118 zero_point_updated_constant9" [id=118, type=get_attr]; +"119 sub_tensor_9" [id=119, type=sub]; +"120 conv2d_9" [id=120, type=conv2d]; +"121 relu_9" [id=121, type=relu]; +"122 quantize_per_tensor_default_14" [id=122, type=quantize_per_tensor]; +"123 dequantize_per_tensor_default_18" [id=123, type=dequantize_per_tensor]; +"124 scale_updated_constant10" [id=124, type=get_attr]; +"125 compressed_weight_updated_constant10" [id=125, type=get_attr]; +"126 mul_tensor_10" [id=126, type=mul]; +"127 zero_point_updated_constant10" [id=127, type=get_attr]; +"128 sub_tensor_10" [id=128, type=sub]; +"129 conv_transpose2d" [id=129, type=conv_transpose2d]; +"130 quantize_per_tensor_default_6" [id=130, type=quantize_per_tensor]; +"131 dequantize_per_tensor_default_9" [id=131, type=dequantize_per_tensor]; +"132 slice_1" [id=132, type=slice]; +"133 slice_2" [id=133, type=slice]; +"134 slice_3" [id=134, type=slice]; +"135 slice_4" [id=135, type=slice]; +"136 cat" [id=136, type=cat]; +"137 scale_updated_constant11" [id=137, type=get_attr]; +"138 compressed_weight_updated_constant11" [id=138, type=get_attr]; +"139 mul_tensor_11" [id=139, type=mul]; +"140 zero_point_updated_constant11" [id=140, type=get_attr]; +"141 sub_tensor_11" [id=141, type=sub]; +"142 conv2d_10" [id=142, type=conv2d]; +"143 relu_10" [id=143, type=relu]; +"144 quantize_per_tensor_default_15" [id=144, type=quantize_per_tensor]; +"145 dequantize_per_tensor_default_19" [id=145, type=dequantize_per_tensor]; +"146 scale_updated_constant12" [id=146, type=get_attr]; +"147 compressed_weight_updated_constant12" [id=147, type=get_attr]; +"148 mul_tensor_12" [id=148, type=mul]; +"149 zero_point_updated_constant12" [id=149, type=get_attr]; +"150 sub_tensor_12" [id=150, type=sub]; +"151 conv2d_11" [id=151, type=conv2d]; +"152 relu_11" [id=152, type=relu]; +"153 quantize_per_tensor_default_16" [id=153, type=quantize_per_tensor]; +"154 dequantize_per_tensor_default_20" [id=154, type=dequantize_per_tensor]; +"155 scale_updated_constant13" [id=155, type=get_attr]; +"156 compressed_weight_updated_constant13" [id=156, type=get_attr]; +"157 mul_tensor_13" [id=157, type=mul]; +"158 zero_point_updated_constant13" [id=158, type=get_attr]; +"159 sub_tensor_13" [id=159, type=sub]; +"160 conv_transpose2d_1" [id=160, type=conv_transpose2d]; +"161 quantize_per_tensor_default_5" [id=161, type=quantize_per_tensor]; +"162 dequantize_per_tensor_default_8" [id=162, type=dequantize_per_tensor]; +"163 slice_5" [id=163, type=slice]; +"164 slice_6" [id=164, type=slice]; +"165 slice_7" [id=165, type=slice]; +"166 slice_8" [id=166, type=slice]; +"167 cat_1" [id=167, type=cat]; +"168 scale_updated_constant14" [id=168, type=get_attr]; +"169 compressed_weight_updated_constant14" [id=169, type=get_attr]; +"170 mul_tensor_14" [id=170, type=mul]; +"171 zero_point_updated_constant14" [id=171, type=get_attr]; +"172 sub_tensor_14" [id=172, type=sub]; +"173 conv2d_12" [id=173, type=conv2d]; +"174 relu_12" [id=174, type=relu]; +"175 quantize_per_tensor_default_17" [id=175, type=quantize_per_tensor]; +"176 dequantize_per_tensor_default_21" [id=176, type=dequantize_per_tensor]; +"177 scale_updated_constant15" [id=177, type=get_attr]; +"178 compressed_weight_updated_constant15" [id=178, type=get_attr]; +"179 mul_tensor_15" [id=179, type=mul]; +"180 zero_point_updated_constant15" [id=180, type=get_attr]; +"181 sub_tensor_15" [id=181, type=sub]; +"182 conv2d_13" [id=182, type=conv2d]; +"183 relu_13" [id=183, type=relu]; +"184 quantize_per_tensor_default_18" [id=184, type=quantize_per_tensor]; +"185 dequantize_per_tensor_default_22" [id=185, type=dequantize_per_tensor]; +"186 scale_updated_constant16" [id=186, type=get_attr]; +"187 compressed_weight_updated_constant16" [id=187, type=get_attr]; +"188 mul_tensor_16" [id=188, type=mul]; +"189 zero_point_updated_constant16" [id=189, type=get_attr]; +"190 sub_tensor_16" [id=190, type=sub]; +"191 conv_transpose2d_2" [id=191, type=conv_transpose2d]; +"192 quantize_per_tensor_default_2" [id=192, type=quantize_per_tensor]; +"193 dequantize_per_tensor_default_3" [id=193, type=dequantize_per_tensor]; +"194 slice_9" [id=194, type=slice]; +"195 slice_10" [id=195, type=slice]; +"196 slice_11" [id=196, type=slice]; +"197 slice_12" [id=197, type=slice]; +"198 cat_2" [id=198, type=cat]; +"199 scale_updated_constant17" [id=199, type=get_attr]; +"200 compressed_weight_updated_constant17" [id=200, type=get_attr]; +"201 mul_tensor_17" [id=201, type=mul]; +"202 zero_point_updated_constant17" [id=202, type=get_attr]; +"203 sub_tensor_17" [id=203, type=sub]; +"204 conv2d_14" [id=204, type=conv2d]; +"205 relu_14" [id=205, type=relu]; +"206 quantize_per_tensor_default_19" [id=206, type=quantize_per_tensor]; +"207 dequantize_per_tensor_default_23" [id=207, type=dequantize_per_tensor]; +"208 scale_updated_constant18" [id=208, type=get_attr]; +"209 compressed_weight_updated_constant18" [id=209, type=get_attr]; +"210 mul_tensor_18" [id=210, type=mul]; +"211 zero_point_updated_constant18" [id=211, type=get_attr]; +"212 sub_tensor_18" [id=212, type=sub]; +"213 conv2d_15" [id=213, type=conv2d]; +"214 relu_15" [id=214, type=relu]; +"215 quantize_per_tensor_default_20" [id=215, type=quantize_per_tensor]; +"216 dequantize_per_tensor_default_24" [id=216, type=dequantize_per_tensor]; +"217 scale_updated_constant19" [id=217, type=get_attr]; +"218 compressed_weight_updated_constant19" [id=218, type=get_attr]; +"219 mul_tensor_19" [id=219, type=mul]; +"220 zero_point_updated_constant19" [id=220, type=get_attr]; +"221 sub_tensor_19" [id=221, type=sub]; +"222 conv_transpose2d_3" [id=222, type=conv_transpose2d]; +"223 quantize_per_tensor_default_1" [id=223, type=quantize_per_tensor]; +"224 dequantize_per_tensor_default_2" [id=224, type=dequantize_per_tensor]; +"225 slice_13" [id=225, type=slice]; +"226 slice_14" [id=226, type=slice]; +"227 slice_15" [id=227, type=slice]; +"228 slice_16" [id=228, type=slice]; +"229 cat_3" [id=229, type=cat]; +"230 scale_updated_constant20" [id=230, type=get_attr]; +"231 compressed_weight_updated_constant20" [id=231, type=get_attr]; +"232 mul_tensor_20" [id=232, type=mul]; +"233 zero_point_updated_constant20" [id=233, type=get_attr]; +"234 sub_tensor_20" [id=234, type=sub]; +"235 conv2d_16" [id=235, type=conv2d]; +"236 relu_16" [id=236, type=relu]; +"237 quantize_per_tensor_default_21" [id=237, type=quantize_per_tensor]; +"238 dequantize_per_tensor_default_25" [id=238, type=dequantize_per_tensor]; +"239 scale_updated_constant21" [id=239, type=get_attr]; +"240 compressed_weight_updated_constant21" [id=240, type=get_attr]; +"241 mul_tensor_21" [id=241, type=mul]; +"242 zero_point_updated_constant21" [id=242, type=get_attr]; +"243 sub_tensor_21" [id=243, type=sub]; +"244 conv2d_17" [id=244, type=conv2d]; +"245 relu_17" [id=245, type=relu]; +"246 quantize_per_tensor_default_22" [id=246, type=quantize_per_tensor]; +"247 dequantize_per_tensor_default_26" [id=247, type=dequantize_per_tensor]; "248 scale_updated_constant22" [id=248, type=get_attr]; "249 compressed_weight_updated_constant22" [id=249, type=get_attr]; "250 mul_tensor_22" [id=250, type=mul]; @@ -254,258 +254,258 @@ strict digraph { "252 sub_tensor_22" [id=252, type=sub]; "253 conv2d_18" [id=253, type=conv2d]; "254 output" [id=254, type=output]; -"0 x" -> "1 quantize_per_tensor_default_8" [label="(1, 3, 224, 224)", style=solid]; -"1 quantize_per_tensor_default_8" -> "2 dequantize_per_tensor_default_12" [label="(1, 3, 224, 224)", style=solid]; -"2 dequantize_per_tensor_default_12" -> "9 conv2d" [label="(1, 3, 224, 224)", style=solid]; -"3 down_path_0_block_0_bias_0_0" -> "9 conv2d" [label="(64,)", style=solid]; -"4 scale_updated_constant0" -> "6 mul_tensor" [label="(64, 1, 1, 1)", style=solid]; -"5 compressed_weight_updated_constant0" -> "6 mul_tensor" [label="(64, 3, 3, 3)", style=solid]; -"6 mul_tensor" -> "8 sub_tensor" [label="(64, 3, 3, 3)", style=solid]; -"7 zero_point_updated_constant0" -> "8 sub_tensor" [label="(64, 1, 1, 1)", style=solid]; -"8 sub_tensor" -> "9 conv2d" [label="(64, 3, 3, 3)", style=solid]; -"9 conv2d" -> "10 relu" [label="(1, 64, 222, 222)", style=solid]; -"10 relu" -> "11 quantize_per_tensor_default_9" [label="(1, 64, 222, 222)", style=solid]; -"11 quantize_per_tensor_default_9" -> "12 dequantize_per_tensor_default_13" [label="(1, 64, 222, 222)", style=solid]; -"12 dequantize_per_tensor_default_13" -> "19 conv2d_1" [label="(1, 64, 222, 222)", style=solid]; -"13 down_path_0_block_3_bias_0_0" -> "19 conv2d_1" [label="(64,)", style=solid]; -"14 scale_updated_constant1" -> "16 mul_tensor_1" [label="(64, 1, 1, 1)", style=solid]; -"15 compressed_weight_updated_constant1" -> "16 mul_tensor_1" [label="(64, 64, 3, 3)", style=solid]; -"16 mul_tensor_1" -> "18 sub_tensor_1" [label="(64, 64, 3, 3)", style=solid]; -"17 zero_point_updated_constant1" -> "18 sub_tensor_1" [label="(64, 1, 1, 1)", style=solid]; -"18 sub_tensor_1" -> "19 conv2d_1" [label="(64, 64, 3, 3)", style=solid]; -"19 conv2d_1" -> "20 relu_1" [label="(1, 64, 220, 220)", style=solid]; -"20 relu_1" -> "21 quantize_per_tensor_default" [label="(1, 64, 220, 220)", style=solid]; -"21 quantize_per_tensor_default" -> "22 dequantize_per_tensor_default_1" [label="(1, 64, 220, 220)", style=solid]; -"21 quantize_per_tensor_default" -> "23 dequantize_per_tensor_default" [label="(1, 64, 220, 220)", style=solid]; -"22 dequantize_per_tensor_default_1" -> "222 slice_13" [label="(1, 64, 220, 220)", style=solid]; -"23 dequantize_per_tensor_default" -> "24 max_pool2d" [label="(1, 64, 220, 220)", style=solid]; -"24 max_pool2d" -> "31 conv2d_2" [label="(1, 64, 110, 110)", style=solid]; -"25 down_path_1_block_0_bias_0_0" -> "31 conv2d_2" [label="(128,)", style=solid]; -"26 scale_updated_constant2" -> "28 mul_tensor_2" [label="(128, 1, 1, 1)", style=solid]; -"27 compressed_weight_updated_constant2" -> "28 mul_tensor_2" [label="(128, 64, 3, 3)", style=solid]; -"28 mul_tensor_2" -> "30 sub_tensor_2" [label="(128, 64, 3, 3)", style=solid]; -"29 zero_point_updated_constant2" -> "30 sub_tensor_2" [label="(128, 1, 1, 1)", style=solid]; -"30 sub_tensor_2" -> "31 conv2d_2" [label="(128, 64, 3, 3)", style=solid]; -"31 conv2d_2" -> "32 relu_2" [label="(1, 128, 108, 108)", style=solid]; -"32 relu_2" -> "33 quantize_per_tensor_default_10" [label="(1, 128, 108, 108)", style=solid]; -"33 quantize_per_tensor_default_10" -> "34 dequantize_per_tensor_default_14" [label="(1, 128, 108, 108)", style=solid]; -"34 dequantize_per_tensor_default_14" -> "41 conv2d_3" [label="(1, 128, 108, 108)", style=solid]; -"35 down_path_1_block_3_bias_0_0" -> "41 conv2d_3" [label="(128,)", style=solid]; -"36 scale_updated_constant3" -> "38 mul_tensor_3" [label="(128, 1, 1, 1)", style=solid]; -"37 compressed_weight_updated_constant3" -> "38 mul_tensor_3" [label="(128, 128, 3, 3)", style=solid]; -"38 mul_tensor_3" -> "40 sub_tensor_3" [label="(128, 128, 3, 3)", style=solid]; -"39 zero_point_updated_constant3" -> "40 sub_tensor_3" [label="(128, 1, 1, 1)", style=solid]; -"40 sub_tensor_3" -> "41 conv2d_3" [label="(128, 128, 3, 3)", style=solid]; -"41 conv2d_3" -> "42 relu_3" [label="(1, 128, 106, 106)", style=solid]; -"42 relu_3" -> "43 quantize_per_tensor_default_3" [label="(1, 128, 106, 106)", style=solid]; -"43 quantize_per_tensor_default_3" -> "44 dequantize_per_tensor_default_5" [label="(1, 128, 106, 106)", style=solid]; -"43 quantize_per_tensor_default_3" -> "45 dequantize_per_tensor_default_4" [label="(1, 128, 106, 106)", style=solid]; -"44 dequantize_per_tensor_default_5" -> "188 slice_9" [label="(1, 128, 106, 106)", style=solid]; -"45 dequantize_per_tensor_default_4" -> "46 max_pool2d_1" [label="(1, 128, 106, 106)", style=solid]; -"46 max_pool2d_1" -> "53 conv2d_4" [label="(1, 128, 53, 53)", style=solid]; -"47 down_path_2_block_0_bias_0_0" -> "53 conv2d_4" [label="(256,)", style=solid]; -"48 scale_updated_constant4" -> "50 mul_tensor_4" [label="(256, 1, 1, 1)", style=solid]; -"49 compressed_weight_updated_constant4" -> "50 mul_tensor_4" [label="(256, 128, 3, 3)", style=solid]; -"50 mul_tensor_4" -> "52 sub_tensor_4" [label="(256, 128, 3, 3)", style=solid]; -"51 zero_point_updated_constant4" -> "52 sub_tensor_4" [label="(256, 1, 1, 1)", style=solid]; -"52 sub_tensor_4" -> "53 conv2d_4" [label="(256, 128, 3, 3)", style=solid]; -"53 conv2d_4" -> "54 relu_4" [label="(1, 256, 51, 51)", style=solid]; -"54 relu_4" -> "55 quantize_per_tensor_default_11" [label="(1, 256, 51, 51)", style=solid]; -"55 quantize_per_tensor_default_11" -> "56 dequantize_per_tensor_default_15" [label="(1, 256, 51, 51)", style=solid]; -"56 dequantize_per_tensor_default_15" -> "63 conv2d_5" [label="(1, 256, 51, 51)", style=solid]; -"57 down_path_2_block_3_bias_0_0" -> "63 conv2d_5" [label="(256,)", style=solid]; -"58 scale_updated_constant5" -> "60 mul_tensor_5" [label="(256, 1, 1, 1)", style=solid]; -"59 compressed_weight_updated_constant5" -> "60 mul_tensor_5" [label="(256, 256, 3, 3)", style=solid]; -"60 mul_tensor_5" -> "62 sub_tensor_5" [label="(256, 256, 3, 3)", style=solid]; -"61 zero_point_updated_constant5" -> "62 sub_tensor_5" [label="(256, 1, 1, 1)", style=solid]; -"62 sub_tensor_5" -> "63 conv2d_5" [label="(256, 256, 3, 3)", style=solid]; -"63 conv2d_5" -> "64 relu_5" [label="(1, 256, 49, 49)", style=solid]; -"64 relu_5" -> "65 quantize_per_tensor_default_4" [label="(1, 256, 49, 49)", style=solid]; -"65 quantize_per_tensor_default_4" -> "66 dequantize_per_tensor_default_7" [label="(1, 256, 49, 49)", style=solid]; -"65 quantize_per_tensor_default_4" -> "67 dequantize_per_tensor_default_6" [label="(1, 256, 49, 49)", style=solid]; -"66 dequantize_per_tensor_default_7" -> "154 slice_5" [label="(1, 256, 49, 49)", style=solid]; -"67 dequantize_per_tensor_default_6" -> "68 max_pool2d_2" [label="(1, 256, 49, 49)", style=solid]; -"68 max_pool2d_2" -> "75 conv2d_6" [label="(1, 256, 24, 24)", style=solid]; -"69 down_path_3_block_0_bias_0_0" -> "75 conv2d_6" [label="(512,)", style=solid]; -"70 scale_updated_constant6" -> "72 mul_tensor_6" [label="(512, 1, 1, 1)", style=solid]; -"71 compressed_weight_updated_constant6" -> "72 mul_tensor_6" [label="(512, 256, 3, 3)", style=solid]; -"72 mul_tensor_6" -> "74 sub_tensor_6" [label="(512, 256, 3, 3)", style=solid]; -"73 zero_point_updated_constant6" -> "74 sub_tensor_6" [label="(512, 1, 1, 1)", style=solid]; -"74 sub_tensor_6" -> "75 conv2d_6" [label="(512, 256, 3, 3)", style=solid]; -"75 conv2d_6" -> "76 relu_6" [label="(1, 512, 22, 22)", style=solid]; -"76 relu_6" -> "77 quantize_per_tensor_default_12" [label="(1, 512, 22, 22)", style=solid]; -"77 quantize_per_tensor_default_12" -> "78 dequantize_per_tensor_default_16" [label="(1, 512, 22, 22)", style=solid]; -"78 dequantize_per_tensor_default_16" -> "85 conv2d_7" [label="(1, 512, 22, 22)", style=solid]; -"79 down_path_3_block_3_bias_0_0" -> "85 conv2d_7" [label="(512,)", style=solid]; -"80 scale_updated_constant7" -> "82 mul_tensor_7" [label="(512, 1, 1, 1)", style=solid]; -"81 compressed_weight_updated_constant7" -> "82 mul_tensor_7" [label="(512, 512, 3, 3)", style=solid]; -"82 mul_tensor_7" -> "84 sub_tensor_7" [label="(512, 512, 3, 3)", style=solid]; -"83 zero_point_updated_constant7" -> "84 sub_tensor_7" [label="(512, 1, 1, 1)", style=solid]; -"84 sub_tensor_7" -> "85 conv2d_7" [label="(512, 512, 3, 3)", style=solid]; -"85 conv2d_7" -> "86 relu_7" [label="(1, 512, 20, 20)", style=solid]; -"86 relu_7" -> "87 quantize_per_tensor_default_7" [label="(1, 512, 20, 20)", style=solid]; -"87 quantize_per_tensor_default_7" -> "88 dequantize_per_tensor_default_11" [label="(1, 512, 20, 20)", style=solid]; -"87 quantize_per_tensor_default_7" -> "89 dequantize_per_tensor_default_10" [label="(1, 512, 20, 20)", style=solid]; -"88 dequantize_per_tensor_default_11" -> "120 slice_1" [label="(1, 512, 20, 20)", style=solid]; -"89 dequantize_per_tensor_default_10" -> "90 max_pool2d_3" [label="(1, 512, 20, 20)", style=solid]; -"90 max_pool2d_3" -> "97 conv2d_8" [label="(1, 512, 10, 10)", style=solid]; -"91 down_path_4_block_0_bias_0_0" -> "97 conv2d_8" [label="(1024,)", style=solid]; -"92 scale_updated_constant8" -> "94 mul_tensor_8" [label="(1024, 1, 1, 1)", style=solid]; -"93 compressed_weight_updated_constant8" -> "94 mul_tensor_8" [label="(1024, 512, 3, 3)", style=solid]; -"94 mul_tensor_8" -> "96 sub_tensor_8" [label="(1024, 512, 3, 3)", style=solid]; -"95 zero_point_updated_constant8" -> "96 sub_tensor_8" [label="(1024, 1, 1, 1)", style=solid]; -"96 sub_tensor_8" -> "97 conv2d_8" [label="(1024, 512, 3, 3)", style=solid]; -"97 conv2d_8" -> "98 relu_8" [label="(1, 1024, 8, 8)", style=solid]; -"98 relu_8" -> "99 quantize_per_tensor_default_13" [label="(1, 1024, 8, 8)", style=solid]; -"99 quantize_per_tensor_default_13" -> "100 dequantize_per_tensor_default_17" [label="(1, 1024, 8, 8)", style=solid]; -"100 dequantize_per_tensor_default_17" -> "107 conv2d_9" [label="(1, 1024, 8, 8)", style=solid]; -"101 down_path_4_block_3_bias_0_0" -> "107 conv2d_9" [label="(1024,)", style=solid]; -"102 scale_updated_constant9" -> "104 mul_tensor_9" [label="(1024, 1, 1, 1)", style=solid]; -"103 compressed_weight_updated_constant9" -> "104 mul_tensor_9" [label="(1024, 1024, 3, 3)", style=solid]; -"104 mul_tensor_9" -> "106 sub_tensor_9" [label="(1024, 1024, 3, 3)", style=solid]; -"105 zero_point_updated_constant9" -> "106 sub_tensor_9" [label="(1024, 1, 1, 1)", style=solid]; -"106 sub_tensor_9" -> "107 conv2d_9" [label="(1024, 1024, 3, 3)", style=solid]; -"107 conv2d_9" -> "108 relu_9" [label="(1, 1024, 6, 6)", style=solid]; -"108 relu_9" -> "109 quantize_per_tensor_default_14" [label="(1, 1024, 6, 6)", style=solid]; -"109 quantize_per_tensor_default_14" -> "110 dequantize_per_tensor_default_18" [label="(1, 1024, 6, 6)", style=solid]; -"110 dequantize_per_tensor_default_18" -> "117 conv_transpose2d" [label="(1, 1024, 6, 6)", style=solid]; -"111 up_path_0_up_bias_0_0" -> "117 conv_transpose2d" [label="(512,)", style=solid]; -"112 scale_updated_constant10" -> "114 mul_tensor_10" [label="(1024, 1, 1, 1)", style=solid]; -"113 compressed_weight_updated_constant10" -> "114 mul_tensor_10" [label="(1024, 512, 2, 2)", style=solid]; -"114 mul_tensor_10" -> "116 sub_tensor_10" [label="(1024, 512, 2, 2)", style=solid]; -"115 zero_point_updated_constant10" -> "116 sub_tensor_10" [label="(1024, 1, 1, 1)", style=solid]; -"116 sub_tensor_10" -> "117 conv_transpose2d" [label="(1024, 512, 2, 2)", style=solid]; -"117 conv_transpose2d" -> "118 quantize_per_tensor_default_6" [label="(1, 512, 12, 12)", style=solid]; -"118 quantize_per_tensor_default_6" -> "119 dequantize_per_tensor_default_9" [label="(1, 512, 12, 12)", style=solid]; -"119 dequantize_per_tensor_default_9" -> "124 cat" [label="(1, 512, 12, 12)", style=solid]; -"120 slice_1" -> "121 slice_2" [label="(1, 512, 20, 20)", style=solid]; -"121 slice_2" -> "122 slice_3" [label="(1, 512, 20, 20)", style=solid]; -"122 slice_3" -> "123 slice_4" [label="(1, 512, 12, 20)", style=solid]; -"123 slice_4" -> "124 cat" [label="(1, 512, 12, 12)", style=solid]; -"124 cat" -> "131 conv2d_10" [label="(1, 1024, 12, 12)", style=solid]; -"125 up_path_0_conv_block_block_0_bias_0_0" -> "131 conv2d_10" [label="(512,)", style=solid]; -"126 scale_updated_constant11" -> "128 mul_tensor_11" [label="(512, 1, 1, 1)", style=solid]; -"127 compressed_weight_updated_constant11" -> "128 mul_tensor_11" [label="(512, 1024, 3, 3)", style=solid]; -"128 mul_tensor_11" -> "130 sub_tensor_11" [label="(512, 1024, 3, 3)", style=solid]; -"129 zero_point_updated_constant11" -> "130 sub_tensor_11" [label="(512, 1, 1, 1)", style=solid]; -"130 sub_tensor_11" -> "131 conv2d_10" [label="(512, 1024, 3, 3)", style=solid]; -"131 conv2d_10" -> "132 relu_10" [label="(1, 512, 10, 10)", style=solid]; -"132 relu_10" -> "133 quantize_per_tensor_default_15" [label="(1, 512, 10, 10)", style=solid]; -"133 quantize_per_tensor_default_15" -> "134 dequantize_per_tensor_default_19" [label="(1, 512, 10, 10)", style=solid]; -"134 dequantize_per_tensor_default_19" -> "141 conv2d_11" [label="(1, 512, 10, 10)", style=solid]; -"135 up_path_0_conv_block_block_3_bias_0_0" -> "141 conv2d_11" [label="(512,)", style=solid]; -"136 scale_updated_constant12" -> "138 mul_tensor_12" [label="(512, 1, 1, 1)", style=solid]; -"137 compressed_weight_updated_constant12" -> "138 mul_tensor_12" [label="(512, 512, 3, 3)", style=solid]; -"138 mul_tensor_12" -> "140 sub_tensor_12" [label="(512, 512, 3, 3)", style=solid]; -"139 zero_point_updated_constant12" -> "140 sub_tensor_12" [label="(512, 1, 1, 1)", style=solid]; -"140 sub_tensor_12" -> "141 conv2d_11" [label="(512, 512, 3, 3)", style=solid]; -"141 conv2d_11" -> "142 relu_11" [label="(1, 512, 8, 8)", style=solid]; -"142 relu_11" -> "143 quantize_per_tensor_default_16" [label="(1, 512, 8, 8)", style=solid]; -"143 quantize_per_tensor_default_16" -> "144 dequantize_per_tensor_default_20" [label="(1, 512, 8, 8)", style=solid]; -"144 dequantize_per_tensor_default_20" -> "151 conv_transpose2d_1" [label="(1, 512, 8, 8)", style=solid]; -"145 up_path_1_up_bias_0_0" -> "151 conv_transpose2d_1" [label="(256,)", style=solid]; -"146 scale_updated_constant13" -> "148 mul_tensor_13" [label="(512, 1, 1, 1)", style=solid]; -"147 compressed_weight_updated_constant13" -> "148 mul_tensor_13" [label="(512, 256, 2, 2)", style=solid]; -"148 mul_tensor_13" -> "150 sub_tensor_13" [label="(512, 256, 2, 2)", style=solid]; -"149 zero_point_updated_constant13" -> "150 sub_tensor_13" [label="(512, 1, 1, 1)", style=solid]; -"150 sub_tensor_13" -> "151 conv_transpose2d_1" [label="(512, 256, 2, 2)", style=solid]; -"151 conv_transpose2d_1" -> "152 quantize_per_tensor_default_5" [label="(1, 256, 16, 16)", style=solid]; -"152 quantize_per_tensor_default_5" -> "153 dequantize_per_tensor_default_8" [label="(1, 256, 16, 16)", style=solid]; -"153 dequantize_per_tensor_default_8" -> "158 cat_1" [label="(1, 256, 16, 16)", style=solid]; -"154 slice_5" -> "155 slice_6" [label="(1, 256, 49, 49)", style=solid]; -"155 slice_6" -> "156 slice_7" [label="(1, 256, 49, 49)", style=solid]; -"156 slice_7" -> "157 slice_8" [label="(1, 256, 16, 49)", style=solid]; -"157 slice_8" -> "158 cat_1" [label="(1, 256, 16, 16)", style=solid]; -"158 cat_1" -> "165 conv2d_12" [label="(1, 512, 16, 16)", style=solid]; -"159 up_path_1_conv_block_block_0_bias_0_0" -> "165 conv2d_12" [label="(256,)", style=solid]; -"160 scale_updated_constant14" -> "162 mul_tensor_14" [label="(256, 1, 1, 1)", style=solid]; -"161 compressed_weight_updated_constant14" -> "162 mul_tensor_14" [label="(256, 512, 3, 3)", style=solid]; -"162 mul_tensor_14" -> "164 sub_tensor_14" [label="(256, 512, 3, 3)", style=solid]; -"163 zero_point_updated_constant14" -> "164 sub_tensor_14" [label="(256, 1, 1, 1)", style=solid]; -"164 sub_tensor_14" -> "165 conv2d_12" [label="(256, 512, 3, 3)", style=solid]; -"165 conv2d_12" -> "166 relu_12" [label="(1, 256, 14, 14)", style=solid]; -"166 relu_12" -> "167 quantize_per_tensor_default_17" [label="(1, 256, 14, 14)", style=solid]; -"167 quantize_per_tensor_default_17" -> "168 dequantize_per_tensor_default_21" [label="(1, 256, 14, 14)", style=solid]; -"168 dequantize_per_tensor_default_21" -> "175 conv2d_13" [label="(1, 256, 14, 14)", style=solid]; -"169 up_path_1_conv_block_block_3_bias_0_0" -> "175 conv2d_13" [label="(256,)", style=solid]; -"170 scale_updated_constant15" -> "172 mul_tensor_15" [label="(256, 1, 1, 1)", style=solid]; -"171 compressed_weight_updated_constant15" -> "172 mul_tensor_15" [label="(256, 256, 3, 3)", style=solid]; -"172 mul_tensor_15" -> "174 sub_tensor_15" [label="(256, 256, 3, 3)", style=solid]; -"173 zero_point_updated_constant15" -> "174 sub_tensor_15" [label="(256, 1, 1, 1)", style=solid]; -"174 sub_tensor_15" -> "175 conv2d_13" [label="(256, 256, 3, 3)", style=solid]; -"175 conv2d_13" -> "176 relu_13" [label="(1, 256, 12, 12)", style=solid]; -"176 relu_13" -> "177 quantize_per_tensor_default_18" [label="(1, 256, 12, 12)", style=solid]; -"177 quantize_per_tensor_default_18" -> "178 dequantize_per_tensor_default_22" [label="(1, 256, 12, 12)", style=solid]; -"178 dequantize_per_tensor_default_22" -> "185 conv_transpose2d_2" [label="(1, 256, 12, 12)", style=solid]; -"179 up_path_2_up_bias_0_0" -> "185 conv_transpose2d_2" [label="(128,)", style=solid]; -"180 scale_updated_constant16" -> "182 mul_tensor_16" [label="(256, 1, 1, 1)", style=solid]; -"181 compressed_weight_updated_constant16" -> "182 mul_tensor_16" [label="(256, 128, 2, 2)", style=solid]; -"182 mul_tensor_16" -> "184 sub_tensor_16" [label="(256, 128, 2, 2)", style=solid]; -"183 zero_point_updated_constant16" -> "184 sub_tensor_16" [label="(256, 1, 1, 1)", style=solid]; -"184 sub_tensor_16" -> "185 conv_transpose2d_2" [label="(256, 128, 2, 2)", style=solid]; -"185 conv_transpose2d_2" -> "186 quantize_per_tensor_default_2" [label="(1, 128, 24, 24)", style=solid]; -"186 quantize_per_tensor_default_2" -> "187 dequantize_per_tensor_default_3" [label="(1, 128, 24, 24)", style=solid]; -"187 dequantize_per_tensor_default_3" -> "192 cat_2" [label="(1, 128, 24, 24)", style=solid]; -"188 slice_9" -> "189 slice_10" [label="(1, 128, 106, 106)", style=solid]; -"189 slice_10" -> "190 slice_11" [label="(1, 128, 106, 106)", style=solid]; -"190 slice_11" -> "191 slice_12" [label="(1, 128, 24, 106)", style=solid]; -"191 slice_12" -> "192 cat_2" [label="(1, 128, 24, 24)", style=solid]; -"192 cat_2" -> "199 conv2d_14" [label="(1, 256, 24, 24)", style=solid]; -"193 up_path_2_conv_block_block_0_bias_0_0" -> "199 conv2d_14" [label="(128,)", style=solid]; -"194 scale_updated_constant17" -> "196 mul_tensor_17" [label="(128, 1, 1, 1)", style=solid]; -"195 compressed_weight_updated_constant17" -> "196 mul_tensor_17" [label="(128, 256, 3, 3)", style=solid]; -"196 mul_tensor_17" -> "198 sub_tensor_17" [label="(128, 256, 3, 3)", style=solid]; -"197 zero_point_updated_constant17" -> "198 sub_tensor_17" [label="(128, 1, 1, 1)", style=solid]; -"198 sub_tensor_17" -> "199 conv2d_14" [label="(128, 256, 3, 3)", style=solid]; -"199 conv2d_14" -> "200 relu_14" [label="(1, 128, 22, 22)", style=solid]; -"200 relu_14" -> "201 quantize_per_tensor_default_19" [label="(1, 128, 22, 22)", style=solid]; -"201 quantize_per_tensor_default_19" -> "202 dequantize_per_tensor_default_23" [label="(1, 128, 22, 22)", style=solid]; -"202 dequantize_per_tensor_default_23" -> "209 conv2d_15" [label="(1, 128, 22, 22)", style=solid]; -"203 up_path_2_conv_block_block_3_bias_0_0" -> "209 conv2d_15" [label="(128,)", style=solid]; -"204 scale_updated_constant18" -> "206 mul_tensor_18" [label="(128, 1, 1, 1)", style=solid]; -"205 compressed_weight_updated_constant18" -> "206 mul_tensor_18" [label="(128, 128, 3, 3)", style=solid]; -"206 mul_tensor_18" -> "208 sub_tensor_18" [label="(128, 128, 3, 3)", style=solid]; -"207 zero_point_updated_constant18" -> "208 sub_tensor_18" [label="(128, 1, 1, 1)", style=solid]; -"208 sub_tensor_18" -> "209 conv2d_15" [label="(128, 128, 3, 3)", style=solid]; -"209 conv2d_15" -> "210 relu_15" [label="(1, 128, 20, 20)", style=solid]; -"210 relu_15" -> "211 quantize_per_tensor_default_20" [label="(1, 128, 20, 20)", style=solid]; -"211 quantize_per_tensor_default_20" -> "212 dequantize_per_tensor_default_24" [label="(1, 128, 20, 20)", style=solid]; -"212 dequantize_per_tensor_default_24" -> "219 conv_transpose2d_3" [label="(1, 128, 20, 20)", style=solid]; -"213 up_path_3_up_bias_0_0" -> "219 conv_transpose2d_3" [label="(64,)", style=solid]; -"214 scale_updated_constant19" -> "216 mul_tensor_19" [label="(128, 1, 1, 1)", style=solid]; -"215 compressed_weight_updated_constant19" -> "216 mul_tensor_19" [label="(128, 64, 2, 2)", style=solid]; -"216 mul_tensor_19" -> "218 sub_tensor_19" [label="(128, 64, 2, 2)", style=solid]; -"217 zero_point_updated_constant19" -> "218 sub_tensor_19" [label="(128, 1, 1, 1)", style=solid]; -"218 sub_tensor_19" -> "219 conv_transpose2d_3" [label="(128, 64, 2, 2)", style=solid]; -"219 conv_transpose2d_3" -> "220 quantize_per_tensor_default_1" [label="(1, 64, 40, 40)", style=solid]; -"220 quantize_per_tensor_default_1" -> "221 dequantize_per_tensor_default_2" [label="(1, 64, 40, 40)", style=solid]; -"221 dequantize_per_tensor_default_2" -> "226 cat_3" [label="(1, 64, 40, 40)", style=solid]; -"222 slice_13" -> "223 slice_14" [label="(1, 64, 220, 220)", style=solid]; -"223 slice_14" -> "224 slice_15" [label="(1, 64, 220, 220)", style=solid]; -"224 slice_15" -> "225 slice_16" [label="(1, 64, 40, 220)", style=solid]; -"225 slice_16" -> "226 cat_3" [label="(1, 64, 40, 40)", style=solid]; -"226 cat_3" -> "233 conv2d_16" [label="(1, 128, 40, 40)", style=solid]; -"227 up_path_3_conv_block_block_0_bias_0_0" -> "233 conv2d_16" [label="(64,)", style=solid]; -"228 scale_updated_constant20" -> "230 mul_tensor_20" [label="(64, 1, 1, 1)", style=solid]; -"229 compressed_weight_updated_constant20" -> "230 mul_tensor_20" [label="(64, 128, 3, 3)", style=solid]; -"230 mul_tensor_20" -> "232 sub_tensor_20" [label="(64, 128, 3, 3)", style=solid]; -"231 zero_point_updated_constant20" -> "232 sub_tensor_20" [label="(64, 1, 1, 1)", style=solid]; -"232 sub_tensor_20" -> "233 conv2d_16" [label="(64, 128, 3, 3)", style=solid]; -"233 conv2d_16" -> "234 relu_16" [label="(1, 64, 38, 38)", style=solid]; -"234 relu_16" -> "235 quantize_per_tensor_default_21" [label="(1, 64, 38, 38)", style=solid]; -"235 quantize_per_tensor_default_21" -> "236 dequantize_per_tensor_default_25" [label="(1, 64, 38, 38)", style=solid]; -"236 dequantize_per_tensor_default_25" -> "243 conv2d_17" [label="(1, 64, 38, 38)", style=solid]; -"237 up_path_3_conv_block_block_3_bias_0_0" -> "243 conv2d_17" [label="(64,)", style=solid]; -"238 scale_updated_constant21" -> "240 mul_tensor_21" [label="(64, 1, 1, 1)", style=solid]; -"239 compressed_weight_updated_constant21" -> "240 mul_tensor_21" [label="(64, 64, 3, 3)", style=solid]; -"240 mul_tensor_21" -> "242 sub_tensor_21" [label="(64, 64, 3, 3)", style=solid]; -"241 zero_point_updated_constant21" -> "242 sub_tensor_21" [label="(64, 1, 1, 1)", style=solid]; -"242 sub_tensor_21" -> "243 conv2d_17" [label="(64, 64, 3, 3)", style=solid]; -"243 conv2d_17" -> "244 relu_17" [label="(1, 64, 36, 36)", style=solid]; -"244 relu_17" -> "245 quantize_per_tensor_default_22" [label="(1, 64, 36, 36)", style=solid]; -"245 quantize_per_tensor_default_22" -> "246 dequantize_per_tensor_default_26" [label="(1, 64, 36, 36)", style=solid]; -"246 dequantize_per_tensor_default_26" -> "253 conv2d_18" [label="(1, 64, 36, 36)", style=solid]; -"247 last_bias_0_0" -> "253 conv2d_18" [label="(12,)", style=solid]; +"0 down_path_0_block_0_bias" -> "31 conv2d" [label="(64,)", style=solid]; +"1 down_path_0_block_3_bias" -> "40 conv2d_1" [label="(64,)", style=solid]; +"2 down_path_1_block_0_bias" -> "51 conv2d_2" [label="(128,)", style=solid]; +"3 down_path_1_block_3_bias" -> "60 conv2d_3" [label="(128,)", style=solid]; +"4 down_path_2_block_0_bias" -> "71 conv2d_4" [label="(256,)", style=solid]; +"5 down_path_2_block_3_bias" -> "80 conv2d_5" [label="(256,)", style=solid]; +"6 down_path_3_block_0_bias" -> "91 conv2d_6" [label="(512,)", style=solid]; +"7 down_path_3_block_3_bias" -> "100 conv2d_7" [label="(512,)", style=solid]; +"8 down_path_4_block_0_bias" -> "111 conv2d_8" [label="(1024,)", style=solid]; +"9 down_path_4_block_3_bias" -> "120 conv2d_9" [label="(1024,)", style=solid]; +"10 up_path_0_up_bias" -> "129 conv_transpose2d" [label="(512,)", style=solid]; +"11 up_path_0_conv_block_block_0_bias" -> "142 conv2d_10" [label="(512,)", style=solid]; +"12 up_path_0_conv_block_block_3_bias" -> "151 conv2d_11" [label="(512,)", style=solid]; +"13 up_path_1_up_bias" -> "160 conv_transpose2d_1" [label="(256,)", style=solid]; +"14 up_path_1_conv_block_block_0_bias" -> "173 conv2d_12" [label="(256,)", style=solid]; +"15 up_path_1_conv_block_block_3_bias" -> "182 conv2d_13" [label="(256,)", style=solid]; +"16 up_path_2_up_bias" -> "191 conv_transpose2d_2" [label="(128,)", style=solid]; +"17 up_path_2_conv_block_block_0_bias" -> "204 conv2d_14" [label="(128,)", style=solid]; +"18 up_path_2_conv_block_block_3_bias" -> "213 conv2d_15" [label="(128,)", style=solid]; +"19 up_path_3_up_bias" -> "222 conv_transpose2d_3" [label="(64,)", style=solid]; +"20 up_path_3_conv_block_block_0_bias" -> "235 conv2d_16" [label="(64,)", style=solid]; +"21 up_path_3_conv_block_block_3_bias" -> "244 conv2d_17" [label="(64,)", style=solid]; +"22 last_bias" -> "253 conv2d_18" [label="(12,)", style=solid]; +"23 x" -> "24 quantize_per_tensor_default_8" [label="(1, 3, 224, 224)", style=solid]; +"24 quantize_per_tensor_default_8" -> "25 dequantize_per_tensor_default_12" [label="(1, 3, 224, 224)", style=solid]; +"25 dequantize_per_tensor_default_12" -> "31 conv2d" [label="(1, 3, 224, 224)", style=solid]; +"26 scale_updated_constant0" -> "28 mul_tensor" [label="(64, 1, 1, 1)", style=solid]; +"27 compressed_weight_updated_constant0" -> "28 mul_tensor" [label="(64, 3, 3, 3)", style=solid]; +"28 mul_tensor" -> "30 sub_tensor" [label="(64, 3, 3, 3)", style=solid]; +"29 zero_point_updated_constant0" -> "30 sub_tensor" [label="(64, 1, 1, 1)", style=solid]; +"30 sub_tensor" -> "31 conv2d" [label="(64, 3, 3, 3)", style=solid]; +"31 conv2d" -> "32 relu" [label="(1, 64, 222, 222)", style=solid]; +"32 relu" -> "33 quantize_per_tensor_default_9" [label="(1, 64, 222, 222)", style=solid]; +"33 quantize_per_tensor_default_9" -> "34 dequantize_per_tensor_default_13" [label="(1, 64, 222, 222)", style=solid]; +"34 dequantize_per_tensor_default_13" -> "40 conv2d_1" [label="(1, 64, 222, 222)", style=solid]; +"35 scale_updated_constant1" -> "37 mul_tensor_1" [label="(64, 1, 1, 1)", style=solid]; +"36 compressed_weight_updated_constant1" -> "37 mul_tensor_1" [label="(64, 64, 3, 3)", style=solid]; +"37 mul_tensor_1" -> "39 sub_tensor_1" [label="(64, 64, 3, 3)", style=solid]; +"38 zero_point_updated_constant1" -> "39 sub_tensor_1" [label="(64, 1, 1, 1)", style=solid]; +"39 sub_tensor_1" -> "40 conv2d_1" [label="(64, 64, 3, 3)", style=solid]; +"40 conv2d_1" -> "41 relu_1" [label="(1, 64, 220, 220)", style=solid]; +"41 relu_1" -> "42 quantize_per_tensor_default" [label="(1, 64, 220, 220)", style=solid]; +"42 quantize_per_tensor_default" -> "43 dequantize_per_tensor_default_1" [label="(1, 64, 220, 220)", style=solid]; +"42 quantize_per_tensor_default" -> "44 dequantize_per_tensor_default" [label="(1, 64, 220, 220)", style=solid]; +"43 dequantize_per_tensor_default_1" -> "225 slice_13" [label="(1, 64, 220, 220)", style=solid]; +"44 dequantize_per_tensor_default" -> "45 max_pool2d" [label="(1, 64, 220, 220)", style=solid]; +"45 max_pool2d" -> "51 conv2d_2" [label="(1, 64, 110, 110)", style=solid]; +"46 scale_updated_constant2" -> "48 mul_tensor_2" [label="(128, 1, 1, 1)", style=solid]; +"47 compressed_weight_updated_constant2" -> "48 mul_tensor_2" [label="(128, 64, 3, 3)", style=solid]; +"48 mul_tensor_2" -> "50 sub_tensor_2" [label="(128, 64, 3, 3)", style=solid]; +"49 zero_point_updated_constant2" -> "50 sub_tensor_2" [label="(128, 1, 1, 1)", style=solid]; +"50 sub_tensor_2" -> "51 conv2d_2" [label="(128, 64, 3, 3)", style=solid]; +"51 conv2d_2" -> "52 relu_2" [label="(1, 128, 108, 108)", style=solid]; +"52 relu_2" -> "53 quantize_per_tensor_default_10" [label="(1, 128, 108, 108)", style=solid]; +"53 quantize_per_tensor_default_10" -> "54 dequantize_per_tensor_default_14" [label="(1, 128, 108, 108)", style=solid]; +"54 dequantize_per_tensor_default_14" -> "60 conv2d_3" [label="(1, 128, 108, 108)", style=solid]; +"55 scale_updated_constant3" -> "57 mul_tensor_3" [label="(128, 1, 1, 1)", style=solid]; +"56 compressed_weight_updated_constant3" -> "57 mul_tensor_3" [label="(128, 128, 3, 3)", style=solid]; +"57 mul_tensor_3" -> "59 sub_tensor_3" [label="(128, 128, 3, 3)", style=solid]; +"58 zero_point_updated_constant3" -> "59 sub_tensor_3" [label="(128, 1, 1, 1)", style=solid]; +"59 sub_tensor_3" -> "60 conv2d_3" [label="(128, 128, 3, 3)", style=solid]; +"60 conv2d_3" -> "61 relu_3" [label="(1, 128, 106, 106)", style=solid]; +"61 relu_3" -> "62 quantize_per_tensor_default_3" [label="(1, 128, 106, 106)", style=solid]; +"62 quantize_per_tensor_default_3" -> "63 dequantize_per_tensor_default_5" [label="(1, 128, 106, 106)", style=solid]; +"62 quantize_per_tensor_default_3" -> "64 dequantize_per_tensor_default_4" [label="(1, 128, 106, 106)", style=solid]; +"63 dequantize_per_tensor_default_5" -> "194 slice_9" [label="(1, 128, 106, 106)", style=solid]; +"64 dequantize_per_tensor_default_4" -> "65 max_pool2d_1" [label="(1, 128, 106, 106)", style=solid]; +"65 max_pool2d_1" -> "71 conv2d_4" [label="(1, 128, 53, 53)", style=solid]; +"66 scale_updated_constant4" -> "68 mul_tensor_4" [label="(256, 1, 1, 1)", style=solid]; +"67 compressed_weight_updated_constant4" -> "68 mul_tensor_4" [label="(256, 128, 3, 3)", style=solid]; +"68 mul_tensor_4" -> "70 sub_tensor_4" [label="(256, 128, 3, 3)", style=solid]; +"69 zero_point_updated_constant4" -> "70 sub_tensor_4" [label="(256, 1, 1, 1)", style=solid]; +"70 sub_tensor_4" -> "71 conv2d_4" [label="(256, 128, 3, 3)", style=solid]; +"71 conv2d_4" -> "72 relu_4" [label="(1, 256, 51, 51)", style=solid]; +"72 relu_4" -> "73 quantize_per_tensor_default_11" [label="(1, 256, 51, 51)", style=solid]; +"73 quantize_per_tensor_default_11" -> "74 dequantize_per_tensor_default_15" [label="(1, 256, 51, 51)", style=solid]; +"74 dequantize_per_tensor_default_15" -> "80 conv2d_5" [label="(1, 256, 51, 51)", style=solid]; +"75 scale_updated_constant5" -> "77 mul_tensor_5" [label="(256, 1, 1, 1)", style=solid]; +"76 compressed_weight_updated_constant5" -> "77 mul_tensor_5" [label="(256, 256, 3, 3)", style=solid]; +"77 mul_tensor_5" -> "79 sub_tensor_5" [label="(256, 256, 3, 3)", style=solid]; +"78 zero_point_updated_constant5" -> "79 sub_tensor_5" [label="(256, 1, 1, 1)", style=solid]; +"79 sub_tensor_5" -> "80 conv2d_5" [label="(256, 256, 3, 3)", style=solid]; +"80 conv2d_5" -> "81 relu_5" [label="(1, 256, 49, 49)", style=solid]; +"81 relu_5" -> "82 quantize_per_tensor_default_4" [label="(1, 256, 49, 49)", style=solid]; +"82 quantize_per_tensor_default_4" -> "83 dequantize_per_tensor_default_7" [label="(1, 256, 49, 49)", style=solid]; +"82 quantize_per_tensor_default_4" -> "84 dequantize_per_tensor_default_6" [label="(1, 256, 49, 49)", style=solid]; +"83 dequantize_per_tensor_default_7" -> "163 slice_5" [label="(1, 256, 49, 49)", style=solid]; +"84 dequantize_per_tensor_default_6" -> "85 max_pool2d_2" [label="(1, 256, 49, 49)", style=solid]; +"85 max_pool2d_2" -> "91 conv2d_6" [label="(1, 256, 24, 24)", style=solid]; +"86 scale_updated_constant6" -> "88 mul_tensor_6" [label="(512, 1, 1, 1)", style=solid]; +"87 compressed_weight_updated_constant6" -> "88 mul_tensor_6" [label="(512, 256, 3, 3)", style=solid]; +"88 mul_tensor_6" -> "90 sub_tensor_6" [label="(512, 256, 3, 3)", style=solid]; +"89 zero_point_updated_constant6" -> "90 sub_tensor_6" [label="(512, 1, 1, 1)", style=solid]; +"90 sub_tensor_6" -> "91 conv2d_6" [label="(512, 256, 3, 3)", style=solid]; +"91 conv2d_6" -> "92 relu_6" [label="(1, 512, 22, 22)", style=solid]; +"92 relu_6" -> "93 quantize_per_tensor_default_12" [label="(1, 512, 22, 22)", style=solid]; +"93 quantize_per_tensor_default_12" -> "94 dequantize_per_tensor_default_16" [label="(1, 512, 22, 22)", style=solid]; +"94 dequantize_per_tensor_default_16" -> "100 conv2d_7" [label="(1, 512, 22, 22)", style=solid]; +"95 scale_updated_constant7" -> "97 mul_tensor_7" [label="(512, 1, 1, 1)", style=solid]; +"96 compressed_weight_updated_constant7" -> "97 mul_tensor_7" [label="(512, 512, 3, 3)", style=solid]; +"97 mul_tensor_7" -> "99 sub_tensor_7" [label="(512, 512, 3, 3)", style=solid]; +"98 zero_point_updated_constant7" -> "99 sub_tensor_7" [label="(512, 1, 1, 1)", style=solid]; +"99 sub_tensor_7" -> "100 conv2d_7" [label="(512, 512, 3, 3)", style=solid]; +"100 conv2d_7" -> "101 relu_7" [label="(1, 512, 20, 20)", style=solid]; +"101 relu_7" -> "102 quantize_per_tensor_default_7" [label="(1, 512, 20, 20)", style=solid]; +"102 quantize_per_tensor_default_7" -> "103 dequantize_per_tensor_default_11" [label="(1, 512, 20, 20)", style=solid]; +"102 quantize_per_tensor_default_7" -> "104 dequantize_per_tensor_default_10" [label="(1, 512, 20, 20)", style=solid]; +"103 dequantize_per_tensor_default_11" -> "132 slice_1" [label="(1, 512, 20, 20)", style=solid]; +"104 dequantize_per_tensor_default_10" -> "105 max_pool2d_3" [label="(1, 512, 20, 20)", style=solid]; +"105 max_pool2d_3" -> "111 conv2d_8" [label="(1, 512, 10, 10)", style=solid]; +"106 scale_updated_constant8" -> "108 mul_tensor_8" [label="(1024, 1, 1, 1)", style=solid]; +"107 compressed_weight_updated_constant8" -> "108 mul_tensor_8" [label="(1024, 512, 3, 3)", style=solid]; +"108 mul_tensor_8" -> "110 sub_tensor_8" [label="(1024, 512, 3, 3)", style=solid]; +"109 zero_point_updated_constant8" -> "110 sub_tensor_8" [label="(1024, 1, 1, 1)", style=solid]; +"110 sub_tensor_8" -> "111 conv2d_8" [label="(1024, 512, 3, 3)", style=solid]; +"111 conv2d_8" -> "112 relu_8" [label="(1, 1024, 8, 8)", style=solid]; +"112 relu_8" -> "113 quantize_per_tensor_default_13" [label="(1, 1024, 8, 8)", style=solid]; +"113 quantize_per_tensor_default_13" -> "114 dequantize_per_tensor_default_17" [label="(1, 1024, 8, 8)", style=solid]; +"114 dequantize_per_tensor_default_17" -> "120 conv2d_9" [label="(1, 1024, 8, 8)", style=solid]; +"115 scale_updated_constant9" -> "117 mul_tensor_9" [label="(1024, 1, 1, 1)", style=solid]; +"116 compressed_weight_updated_constant9" -> "117 mul_tensor_9" [label="(1024, 1024, 3, 3)", style=solid]; +"117 mul_tensor_9" -> "119 sub_tensor_9" [label="(1024, 1024, 3, 3)", style=solid]; +"118 zero_point_updated_constant9" -> "119 sub_tensor_9" [label="(1024, 1, 1, 1)", style=solid]; +"119 sub_tensor_9" -> "120 conv2d_9" [label="(1024, 1024, 3, 3)", style=solid]; +"120 conv2d_9" -> "121 relu_9" [label="(1, 1024, 6, 6)", style=solid]; +"121 relu_9" -> "122 quantize_per_tensor_default_14" [label="(1, 1024, 6, 6)", style=solid]; +"122 quantize_per_tensor_default_14" -> "123 dequantize_per_tensor_default_18" [label="(1, 1024, 6, 6)", style=solid]; +"123 dequantize_per_tensor_default_18" -> "129 conv_transpose2d" [label="(1, 1024, 6, 6)", style=solid]; +"124 scale_updated_constant10" -> "126 mul_tensor_10" [label="(1024, 1, 1, 1)", style=solid]; +"125 compressed_weight_updated_constant10" -> "126 mul_tensor_10" [label="(1024, 512, 2, 2)", style=solid]; +"126 mul_tensor_10" -> "128 sub_tensor_10" [label="(1024, 512, 2, 2)", style=solid]; +"127 zero_point_updated_constant10" -> "128 sub_tensor_10" [label="(1024, 1, 1, 1)", style=solid]; +"128 sub_tensor_10" -> "129 conv_transpose2d" [label="(1024, 512, 2, 2)", style=solid]; +"129 conv_transpose2d" -> "130 quantize_per_tensor_default_6" [label="(1, 512, 12, 12)", style=solid]; +"130 quantize_per_tensor_default_6" -> "131 dequantize_per_tensor_default_9" [label="(1, 512, 12, 12)", style=solid]; +"131 dequantize_per_tensor_default_9" -> "136 cat" [label="(1, 512, 12, 12)", style=solid]; +"132 slice_1" -> "133 slice_2" [label="(1, 512, 20, 20)", style=solid]; +"133 slice_2" -> "134 slice_3" [label="(1, 512, 20, 20)", style=solid]; +"134 slice_3" -> "135 slice_4" [label="(1, 512, 12, 20)", style=solid]; +"135 slice_4" -> "136 cat" [label="(1, 512, 12, 12)", style=solid]; +"136 cat" -> "142 conv2d_10" [label="(1, 1024, 12, 12)", style=solid]; +"137 scale_updated_constant11" -> "139 mul_tensor_11" [label="(512, 1, 1, 1)", style=solid]; +"138 compressed_weight_updated_constant11" -> "139 mul_tensor_11" [label="(512, 1024, 3, 3)", style=solid]; +"139 mul_tensor_11" -> "141 sub_tensor_11" [label="(512, 1024, 3, 3)", style=solid]; +"140 zero_point_updated_constant11" -> "141 sub_tensor_11" [label="(512, 1, 1, 1)", style=solid]; +"141 sub_tensor_11" -> "142 conv2d_10" [label="(512, 1024, 3, 3)", style=solid]; +"142 conv2d_10" -> "143 relu_10" [label="(1, 512, 10, 10)", style=solid]; +"143 relu_10" -> "144 quantize_per_tensor_default_15" [label="(1, 512, 10, 10)", style=solid]; +"144 quantize_per_tensor_default_15" -> "145 dequantize_per_tensor_default_19" [label="(1, 512, 10, 10)", style=solid]; +"145 dequantize_per_tensor_default_19" -> "151 conv2d_11" [label="(1, 512, 10, 10)", style=solid]; +"146 scale_updated_constant12" -> "148 mul_tensor_12" [label="(512, 1, 1, 1)", style=solid]; +"147 compressed_weight_updated_constant12" -> "148 mul_tensor_12" [label="(512, 512, 3, 3)", style=solid]; +"148 mul_tensor_12" -> "150 sub_tensor_12" [label="(512, 512, 3, 3)", style=solid]; +"149 zero_point_updated_constant12" -> "150 sub_tensor_12" [label="(512, 1, 1, 1)", style=solid]; +"150 sub_tensor_12" -> "151 conv2d_11" [label="(512, 512, 3, 3)", style=solid]; +"151 conv2d_11" -> "152 relu_11" [label="(1, 512, 8, 8)", style=solid]; +"152 relu_11" -> "153 quantize_per_tensor_default_16" [label="(1, 512, 8, 8)", style=solid]; +"153 quantize_per_tensor_default_16" -> "154 dequantize_per_tensor_default_20" [label="(1, 512, 8, 8)", style=solid]; +"154 dequantize_per_tensor_default_20" -> "160 conv_transpose2d_1" [label="(1, 512, 8, 8)", style=solid]; +"155 scale_updated_constant13" -> "157 mul_tensor_13" [label="(512, 1, 1, 1)", style=solid]; +"156 compressed_weight_updated_constant13" -> "157 mul_tensor_13" [label="(512, 256, 2, 2)", style=solid]; +"157 mul_tensor_13" -> "159 sub_tensor_13" [label="(512, 256, 2, 2)", style=solid]; +"158 zero_point_updated_constant13" -> "159 sub_tensor_13" [label="(512, 1, 1, 1)", style=solid]; +"159 sub_tensor_13" -> "160 conv_transpose2d_1" [label="(512, 256, 2, 2)", style=solid]; +"160 conv_transpose2d_1" -> "161 quantize_per_tensor_default_5" [label="(1, 256, 16, 16)", style=solid]; +"161 quantize_per_tensor_default_5" -> "162 dequantize_per_tensor_default_8" [label="(1, 256, 16, 16)", style=solid]; +"162 dequantize_per_tensor_default_8" -> "167 cat_1" [label="(1, 256, 16, 16)", style=solid]; +"163 slice_5" -> "164 slice_6" [label="(1, 256, 49, 49)", style=solid]; +"164 slice_6" -> "165 slice_7" [label="(1, 256, 49, 49)", style=solid]; +"165 slice_7" -> "166 slice_8" [label="(1, 256, 16, 49)", style=solid]; +"166 slice_8" -> "167 cat_1" [label="(1, 256, 16, 16)", style=solid]; +"167 cat_1" -> "173 conv2d_12" [label="(1, 512, 16, 16)", style=solid]; +"168 scale_updated_constant14" -> "170 mul_tensor_14" [label="(256, 1, 1, 1)", style=solid]; +"169 compressed_weight_updated_constant14" -> "170 mul_tensor_14" [label="(256, 512, 3, 3)", style=solid]; +"170 mul_tensor_14" -> "172 sub_tensor_14" [label="(256, 512, 3, 3)", style=solid]; +"171 zero_point_updated_constant14" -> "172 sub_tensor_14" [label="(256, 1, 1, 1)", style=solid]; +"172 sub_tensor_14" -> "173 conv2d_12" [label="(256, 512, 3, 3)", style=solid]; +"173 conv2d_12" -> "174 relu_12" [label="(1, 256, 14, 14)", style=solid]; +"174 relu_12" -> "175 quantize_per_tensor_default_17" [label="(1, 256, 14, 14)", style=solid]; +"175 quantize_per_tensor_default_17" -> "176 dequantize_per_tensor_default_21" [label="(1, 256, 14, 14)", style=solid]; +"176 dequantize_per_tensor_default_21" -> "182 conv2d_13" [label="(1, 256, 14, 14)", style=solid]; +"177 scale_updated_constant15" -> "179 mul_tensor_15" [label="(256, 1, 1, 1)", style=solid]; +"178 compressed_weight_updated_constant15" -> "179 mul_tensor_15" [label="(256, 256, 3, 3)", style=solid]; +"179 mul_tensor_15" -> "181 sub_tensor_15" [label="(256, 256, 3, 3)", style=solid]; +"180 zero_point_updated_constant15" -> "181 sub_tensor_15" [label="(256, 1, 1, 1)", style=solid]; +"181 sub_tensor_15" -> "182 conv2d_13" [label="(256, 256, 3, 3)", style=solid]; +"182 conv2d_13" -> "183 relu_13" [label="(1, 256, 12, 12)", style=solid]; +"183 relu_13" -> "184 quantize_per_tensor_default_18" [label="(1, 256, 12, 12)", style=solid]; +"184 quantize_per_tensor_default_18" -> "185 dequantize_per_tensor_default_22" [label="(1, 256, 12, 12)", style=solid]; +"185 dequantize_per_tensor_default_22" -> "191 conv_transpose2d_2" [label="(1, 256, 12, 12)", style=solid]; +"186 scale_updated_constant16" -> "188 mul_tensor_16" [label="(256, 1, 1, 1)", style=solid]; +"187 compressed_weight_updated_constant16" -> "188 mul_tensor_16" [label="(256, 128, 2, 2)", style=solid]; +"188 mul_tensor_16" -> "190 sub_tensor_16" [label="(256, 128, 2, 2)", style=solid]; +"189 zero_point_updated_constant16" -> "190 sub_tensor_16" [label="(256, 1, 1, 1)", style=solid]; +"190 sub_tensor_16" -> "191 conv_transpose2d_2" [label="(256, 128, 2, 2)", style=solid]; +"191 conv_transpose2d_2" -> "192 quantize_per_tensor_default_2" [label="(1, 128, 24, 24)", style=solid]; +"192 quantize_per_tensor_default_2" -> "193 dequantize_per_tensor_default_3" [label="(1, 128, 24, 24)", style=solid]; +"193 dequantize_per_tensor_default_3" -> "198 cat_2" [label="(1, 128, 24, 24)", style=solid]; +"194 slice_9" -> "195 slice_10" [label="(1, 128, 106, 106)", style=solid]; +"195 slice_10" -> "196 slice_11" [label="(1, 128, 106, 106)", style=solid]; +"196 slice_11" -> "197 slice_12" [label="(1, 128, 24, 106)", style=solid]; +"197 slice_12" -> "198 cat_2" [label="(1, 128, 24, 24)", style=solid]; +"198 cat_2" -> "204 conv2d_14" [label="(1, 256, 24, 24)", style=solid]; +"199 scale_updated_constant17" -> "201 mul_tensor_17" [label="(128, 1, 1, 1)", style=solid]; +"200 compressed_weight_updated_constant17" -> "201 mul_tensor_17" [label="(128, 256, 3, 3)", style=solid]; +"201 mul_tensor_17" -> "203 sub_tensor_17" [label="(128, 256, 3, 3)", style=solid]; +"202 zero_point_updated_constant17" -> "203 sub_tensor_17" [label="(128, 1, 1, 1)", style=solid]; +"203 sub_tensor_17" -> "204 conv2d_14" [label="(128, 256, 3, 3)", style=solid]; +"204 conv2d_14" -> "205 relu_14" [label="(1, 128, 22, 22)", style=solid]; +"205 relu_14" -> "206 quantize_per_tensor_default_19" [label="(1, 128, 22, 22)", style=solid]; +"206 quantize_per_tensor_default_19" -> "207 dequantize_per_tensor_default_23" [label="(1, 128, 22, 22)", style=solid]; +"207 dequantize_per_tensor_default_23" -> "213 conv2d_15" [label="(1, 128, 22, 22)", style=solid]; +"208 scale_updated_constant18" -> "210 mul_tensor_18" [label="(128, 1, 1, 1)", style=solid]; +"209 compressed_weight_updated_constant18" -> "210 mul_tensor_18" [label="(128, 128, 3, 3)", style=solid]; +"210 mul_tensor_18" -> "212 sub_tensor_18" [label="(128, 128, 3, 3)", style=solid]; +"211 zero_point_updated_constant18" -> "212 sub_tensor_18" [label="(128, 1, 1, 1)", style=solid]; +"212 sub_tensor_18" -> "213 conv2d_15" [label="(128, 128, 3, 3)", style=solid]; +"213 conv2d_15" -> "214 relu_15" [label="(1, 128, 20, 20)", style=solid]; +"214 relu_15" -> "215 quantize_per_tensor_default_20" [label="(1, 128, 20, 20)", style=solid]; +"215 quantize_per_tensor_default_20" -> "216 dequantize_per_tensor_default_24" [label="(1, 128, 20, 20)", style=solid]; +"216 dequantize_per_tensor_default_24" -> "222 conv_transpose2d_3" [label="(1, 128, 20, 20)", style=solid]; +"217 scale_updated_constant19" -> "219 mul_tensor_19" [label="(128, 1, 1, 1)", style=solid]; +"218 compressed_weight_updated_constant19" -> "219 mul_tensor_19" [label="(128, 64, 2, 2)", style=solid]; +"219 mul_tensor_19" -> "221 sub_tensor_19" [label="(128, 64, 2, 2)", style=solid]; +"220 zero_point_updated_constant19" -> "221 sub_tensor_19" [label="(128, 1, 1, 1)", style=solid]; +"221 sub_tensor_19" -> "222 conv_transpose2d_3" [label="(128, 64, 2, 2)", style=solid]; +"222 conv_transpose2d_3" -> "223 quantize_per_tensor_default_1" [label="(1, 64, 40, 40)", style=solid]; +"223 quantize_per_tensor_default_1" -> "224 dequantize_per_tensor_default_2" [label="(1, 64, 40, 40)", style=solid]; +"224 dequantize_per_tensor_default_2" -> "229 cat_3" [label="(1, 64, 40, 40)", style=solid]; +"225 slice_13" -> "226 slice_14" [label="(1, 64, 220, 220)", style=solid]; +"226 slice_14" -> "227 slice_15" [label="(1, 64, 220, 220)", style=solid]; +"227 slice_15" -> "228 slice_16" [label="(1, 64, 40, 220)", style=solid]; +"228 slice_16" -> "229 cat_3" [label="(1, 64, 40, 40)", style=solid]; +"229 cat_3" -> "235 conv2d_16" [label="(1, 128, 40, 40)", style=solid]; +"230 scale_updated_constant20" -> "232 mul_tensor_20" [label="(64, 1, 1, 1)", style=solid]; +"231 compressed_weight_updated_constant20" -> "232 mul_tensor_20" [label="(64, 128, 3, 3)", style=solid]; +"232 mul_tensor_20" -> "234 sub_tensor_20" [label="(64, 128, 3, 3)", style=solid]; +"233 zero_point_updated_constant20" -> "234 sub_tensor_20" [label="(64, 1, 1, 1)", style=solid]; +"234 sub_tensor_20" -> "235 conv2d_16" [label="(64, 128, 3, 3)", style=solid]; +"235 conv2d_16" -> "236 relu_16" [label="(1, 64, 38, 38)", style=solid]; +"236 relu_16" -> "237 quantize_per_tensor_default_21" [label="(1, 64, 38, 38)", style=solid]; +"237 quantize_per_tensor_default_21" -> "238 dequantize_per_tensor_default_25" [label="(1, 64, 38, 38)", style=solid]; +"238 dequantize_per_tensor_default_25" -> "244 conv2d_17" [label="(1, 64, 38, 38)", style=solid]; +"239 scale_updated_constant21" -> "241 mul_tensor_21" [label="(64, 1, 1, 1)", style=solid]; +"240 compressed_weight_updated_constant21" -> "241 mul_tensor_21" [label="(64, 64, 3, 3)", style=solid]; +"241 mul_tensor_21" -> "243 sub_tensor_21" [label="(64, 64, 3, 3)", style=solid]; +"242 zero_point_updated_constant21" -> "243 sub_tensor_21" [label="(64, 1, 1, 1)", style=solid]; +"243 sub_tensor_21" -> "244 conv2d_17" [label="(64, 64, 3, 3)", style=solid]; +"244 conv2d_17" -> "245 relu_17" [label="(1, 64, 36, 36)", style=solid]; +"245 relu_17" -> "246 quantize_per_tensor_default_22" [label="(1, 64, 36, 36)", style=solid]; +"246 quantize_per_tensor_default_22" -> "247 dequantize_per_tensor_default_26" [label="(1, 64, 36, 36)", style=solid]; +"247 dequantize_per_tensor_default_26" -> "253 conv2d_18" [label="(1, 64, 36, 36)", style=solid]; "248 scale_updated_constant22" -> "250 mul_tensor_22" [label="(12, 1, 1, 1)", style=solid]; "249 compressed_weight_updated_constant22" -> "250 mul_tensor_22" [label="(12, 64, 1, 1)", style=solid]; "250 mul_tensor_22" -> "252 sub_tensor_22" [label="(12, 64, 1, 1)", style=solid]; diff --git a/tests/torch/data/reference_graphs/fx/post_quantization_compressed/vit_b_16.dot b/tests/torch/data/reference_graphs/fx/post_quantization_compressed/vit_b_16.dot index 88e4a8c30d1..eaa483dfd25 100644 --- a/tests/torch/data/reference_graphs/fx/post_quantization_compressed/vit_b_16.dot +++ b/tests/torch/data/reference_graphs/fx/post_quantization_compressed/vit_b_16.dot @@ -1,978 +1,978 @@ strict digraph { "0 encoder_pos_embedding" [id=0, type=get_attr]; -"1 encoder_layers_encoder_layer_0_ln_1_weight" [id=1, type=get_attr]; -"2 encoder_layers_encoder_layer_0_ln_1_bias" [id=2, type=get_attr]; -"3 encoder_layers_encoder_layer_0_ln_2_weight" [id=3, type=get_attr]; -"4 encoder_layers_encoder_layer_0_ln_2_bias" [id=4, type=get_attr]; -"5 encoder_layers_encoder_layer_1_ln_1_weight" [id=5, type=get_attr]; -"6 encoder_layers_encoder_layer_1_ln_1_bias" [id=6, type=get_attr]; -"7 encoder_layers_encoder_layer_1_ln_2_weight" [id=7, type=get_attr]; -"8 encoder_layers_encoder_layer_1_ln_2_bias" [id=8, type=get_attr]; -"9 encoder_layers_encoder_layer_2_ln_1_weight" [id=9, type=get_attr]; -"10 encoder_layers_encoder_layer_2_ln_1_bias" [id=10, type=get_attr]; -"11 encoder_layers_encoder_layer_2_ln_2_weight" [id=11, type=get_attr]; -"12 encoder_layers_encoder_layer_2_ln_2_bias" [id=12, type=get_attr]; -"13 encoder_layers_encoder_layer_3_ln_1_weight" [id=13, type=get_attr]; -"14 encoder_layers_encoder_layer_3_ln_1_bias" [id=14, type=get_attr]; -"15 encoder_layers_encoder_layer_3_ln_2_weight" [id=15, type=get_attr]; -"16 encoder_layers_encoder_layer_3_ln_2_bias" [id=16, type=get_attr]; -"17 encoder_layers_encoder_layer_4_ln_1_weight" [id=17, type=get_attr]; -"18 encoder_layers_encoder_layer_4_ln_1_bias" [id=18, type=get_attr]; -"19 encoder_layers_encoder_layer_4_ln_2_weight" [id=19, type=get_attr]; -"20 encoder_layers_encoder_layer_4_ln_2_bias" [id=20, type=get_attr]; -"21 encoder_layers_encoder_layer_5_ln_1_weight" [id=21, type=get_attr]; -"22 encoder_layers_encoder_layer_5_ln_1_bias" [id=22, type=get_attr]; -"23 encoder_layers_encoder_layer_5_ln_2_weight" [id=23, type=get_attr]; -"24 encoder_layers_encoder_layer_5_ln_2_bias" [id=24, type=get_attr]; -"25 encoder_layers_encoder_layer_6_ln_1_weight" [id=25, type=get_attr]; -"26 encoder_layers_encoder_layer_6_ln_1_bias" [id=26, type=get_attr]; -"27 encoder_layers_encoder_layer_6_ln_2_weight" [id=27, type=get_attr]; -"28 encoder_layers_encoder_layer_6_ln_2_bias" [id=28, type=get_attr]; -"29 encoder_layers_encoder_layer_7_ln_1_weight" [id=29, type=get_attr]; -"30 encoder_layers_encoder_layer_7_ln_1_bias" [id=30, type=get_attr]; -"31 encoder_layers_encoder_layer_7_ln_2_weight" [id=31, type=get_attr]; -"32 encoder_layers_encoder_layer_7_ln_2_bias" [id=32, type=get_attr]; -"33 encoder_layers_encoder_layer_8_ln_1_weight" [id=33, type=get_attr]; -"34 encoder_layers_encoder_layer_8_ln_1_bias" [id=34, type=get_attr]; -"35 encoder_layers_encoder_layer_8_ln_2_weight" [id=35, type=get_attr]; -"36 encoder_layers_encoder_layer_8_ln_2_bias" [id=36, type=get_attr]; -"37 encoder_layers_encoder_layer_9_ln_1_weight" [id=37, type=get_attr]; -"38 encoder_layers_encoder_layer_9_ln_1_bias" [id=38, type=get_attr]; -"39 encoder_layers_encoder_layer_9_ln_2_weight" [id=39, type=get_attr]; -"40 encoder_layers_encoder_layer_9_ln_2_bias" [id=40, type=get_attr]; -"41 encoder_layers_encoder_layer_10_ln_1_weight" [id=41, type=get_attr]; -"42 encoder_layers_encoder_layer_10_ln_1_bias" [id=42, type=get_attr]; -"43 encoder_layers_encoder_layer_10_ln_2_weight" [id=43, type=get_attr]; -"44 encoder_layers_encoder_layer_10_ln_2_bias" [id=44, type=get_attr]; -"45 encoder_layers_encoder_layer_11_ln_1_weight" [id=45, type=get_attr]; -"46 encoder_layers_encoder_layer_11_ln_1_bias" [id=46, type=get_attr]; -"47 encoder_layers_encoder_layer_11_ln_2_weight" [id=47, type=get_attr]; -"48 encoder_layers_encoder_layer_11_ln_2_bias" [id=48, type=get_attr]; -"49 encoder_ln_weight" [id=49, type=get_attr]; -"50 encoder_ln_bias" [id=50, type=get_attr]; -"51 x" [id=51, type=input]; -"52 quantize_per_tensor_default" [id=52, type=quantize_per_tensor]; -"53 dequantize_per_tensor_default" [id=53, type=dequantize_per_tensor]; -"54 conv_proj_bias_0_0" [id=54, type=get_attr]; -"55 scale_updated_constant0" [id=55, type=get_attr]; -"56 compressed_weight_updated_constant0" [id=56, type=get_attr]; -"57 mul_tensor" [id=57, type=mul]; -"58 zero_point_updated_constant0" [id=58, type=get_attr]; -"59 sub_tensor" [id=59, type=sub]; -"60 conv2d" [id=60, type=conv2d]; -"61 reshape" [id=61, type=reshape]; -"62 permute" [id=62, type=permute]; -"63 _frozen_param0" [id=63, type=get_attr]; -"64 cat" [id=64, type=cat]; -"65 add" [id=65, type=add]; -"66 dropout" [id=66, type=dropout]; -"67 layer_norm" [id=67, type=layer_norm]; 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[id=86, type=select]; -"87 quantize_per_tensor_default_3" [id=87, type=quantize_per_tensor]; -"88 dequantize_per_tensor_default_3" [id=88, type=dequantize_per_tensor]; -"89 select_1" [id=89, type=select]; -"90 select_2" [id=90, type=select]; -"91 view" [id=91, type=view]; -"92 transpose_2" [id=92, type=transpose]; -"93 view_1" [id=93, type=view]; -"94 transpose_3" [id=94, type=transpose]; -"95 view_2" [id=95, type=view]; -"96 transpose_4" [id=96, type=transpose]; -"97 view_3" [id=97, type=view]; -"98 view_4" [id=98, type=view]; -"99 view_5" [id=99, type=view]; -"100 scaled_dot_product_attention" [id=100, type=scaled_dot_product_attention]; -"101 permute_1" [id=101, type=permute]; -"102 view_6" [id=102, type=view]; -"103 view_6_0_0_nncf_smooth_quant_0" [id=103, type=call_module]; -"104 quantize_per_tensor_default_4" [id=104, type=quantize_per_tensor]; -"105 dequantize_per_tensor_default_4" [id=105, type=dequantize_per_tensor]; -"106 encoder_layers_encoder_layer_0_self_attention_out_proj_bias_0_0" [id=106, type=get_attr]; -"107 scale_updated_constant2" [id=107, type=get_attr]; -"108 compressed_weight_updated_constant2" [id=108, type=get_attr]; -"109 mul_tensor_2" [id=109, type=mul]; -"110 zero_point_updated_constant2" [id=110, type=get_attr]; -"111 sub_tensor_2" [id=111, type=sub]; -"112 linear_1" [id=112, type=linear]; -"113 view_7" [id=113, type=view]; -"114 transpose_5" [id=114, type=transpose]; -"115 dropout_1" [id=115, type=dropout]; -"116 add_1" [id=116, type=add]; -"117 layer_norm_1" [id=117, type=layer_norm]; -"118 layer_norm_1_0_0_nncf_smooth_quant_0" [id=118, type=call_module]; -"119 quantize_per_tensor_default_5" [id=119, type=quantize_per_tensor]; -"120 dequantize_per_tensor_default_5" [id=120, type=dequantize_per_tensor]; -"121 encoder_layers_encoder_layer_0_mlp_0_bias_0_0" [id=121, type=get_attr]; -"122 scale_updated_constant3" [id=122, type=get_attr]; -"123 compressed_weight_updated_constant3" [id=123, type=get_attr]; -"124 mul_tensor_3" [id=124, type=mul]; -"125 zero_point_updated_constant3" [id=125, type=get_attr]; -"126 sub_tensor_3" [id=126, type=sub]; -"127 linear_2" [id=127, type=linear]; -"128 gelu" [id=128, type=gelu]; -"129 dropout_2" [id=129, type=dropout]; -"130 dropout_2_0_0_nncf_smooth_quant_0" [id=130, type=call_module]; -"131 quantize_per_tensor_default_6" [id=131, type=quantize_per_tensor]; -"132 dequantize_per_tensor_default_6" [id=132, type=dequantize_per_tensor]; -"133 encoder_layers_encoder_layer_0_mlp_3_bias_0_0" [id=133, type=get_attr]; -"134 scale_updated_constant4" [id=134, type=get_attr]; -"135 compressed_weight_updated_constant4" [id=135, type=get_attr]; -"136 mul_tensor_4" [id=136, type=mul]; -"137 zero_point_updated_constant4" [id=137, type=get_attr]; -"138 sub_tensor_4" [id=138, type=sub]; -"139 linear_3" [id=139, type=linear]; -"140 dropout_3" [id=140, type=dropout]; -"141 add_2" [id=141, type=add]; -"142 layer_norm_2" [id=142, type=layer_norm]; 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[id=160, type=dequantize_per_tensor]; -"161 select_3" [id=161, type=select]; -"162 quantize_per_tensor_default_9" [id=162, type=quantize_per_tensor]; -"163 dequantize_per_tensor_default_9" [id=163, type=dequantize_per_tensor]; -"164 select_4" [id=164, type=select]; -"165 select_5" [id=165, type=select]; -"166 view_8" [id=166, type=view]; -"167 transpose_8" [id=167, type=transpose]; -"168 view_9" [id=168, type=view]; -"169 transpose_9" [id=169, type=transpose]; -"170 view_10" [id=170, type=view]; -"171 transpose_10" [id=171, type=transpose]; -"172 view_11" [id=172, type=view]; -"173 view_12" [id=173, type=view]; -"174 view_13" [id=174, type=view]; -"175 scaled_dot_product_attention_1" [id=175, type=scaled_dot_product_attention]; -"176 permute_2" [id=176, type=permute]; -"177 view_14" [id=177, type=view]; -"178 view_14_0_0_nncf_smooth_quant_0" [id=178, type=call_module]; -"179 quantize_per_tensor_default_10" [id=179, type=quantize_per_tensor]; -"180 dequantize_per_tensor_default_10" [id=180, type=dequantize_per_tensor]; -"181 encoder_layers_encoder_layer_1_self_attention_out_proj_bias_0_0" [id=181, type=get_attr]; -"182 scale_updated_constant6" [id=182, type=get_attr]; -"183 compressed_weight_updated_constant6" [id=183, type=get_attr]; -"184 mul_tensor_6" [id=184, type=mul]; -"185 zero_point_updated_constant6" [id=185, type=get_attr]; -"186 sub_tensor_6" [id=186, type=sub]; -"187 linear_5" [id=187, type=linear]; -"188 view_15" [id=188, type=view]; -"189 transpose_11" [id=189, type=transpose]; -"190 dropout_4" [id=190, type=dropout]; -"191 add_3" [id=191, type=add]; -"192 layer_norm_3" [id=192, type=layer_norm]; -"193 layer_norm_3_0_0_nncf_smooth_quant_0" [id=193, type=call_module]; -"194 quantize_per_tensor_default_11" [id=194, type=quantize_per_tensor]; -"195 dequantize_per_tensor_default_11" [id=195, type=dequantize_per_tensor]; -"196 encoder_layers_encoder_layer_1_mlp_0_bias_0_0" [id=196, type=get_attr]; -"197 scale_updated_constant7" [id=197, type=get_attr]; 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type=quantize_per_tensor]; -"235 dequantize_per_tensor_default_14" [id=235, type=dequantize_per_tensor]; -"236 select_6" [id=236, type=select]; -"237 quantize_per_tensor_default_15" [id=237, type=quantize_per_tensor]; -"238 dequantize_per_tensor_default_15" [id=238, type=dequantize_per_tensor]; -"239 select_7" [id=239, type=select]; -"240 select_8" [id=240, type=select]; -"241 view_16" [id=241, type=view]; -"242 transpose_14" [id=242, type=transpose]; -"243 view_17" [id=243, type=view]; -"244 transpose_15" [id=244, type=transpose]; -"245 view_18" [id=245, type=view]; -"246 transpose_16" [id=246, type=transpose]; -"247 view_19" [id=247, type=view]; -"248 view_20" [id=248, type=view]; -"249 view_21" [id=249, type=view]; -"250 scaled_dot_product_attention_2" [id=250, type=scaled_dot_product_attention]; -"251 permute_3" [id=251, type=permute]; -"252 view_22" [id=252, type=view]; -"253 view_22_0_0_nncf_smooth_quant_0" [id=253, type=call_module]; -"254 quantize_per_tensor_default_16" [id=254, type=quantize_per_tensor]; -"255 dequantize_per_tensor_default_16" [id=255, type=dequantize_per_tensor]; -"256 encoder_layers_encoder_layer_2_self_attention_out_proj_bias_0_0" [id=256, type=get_attr]; -"257 scale_updated_constant10" [id=257, type=get_attr]; -"258 compressed_weight_updated_constant10" [id=258, type=get_attr]; -"259 mul_tensor_10" [id=259, type=mul]; -"260 zero_point_updated_constant10" [id=260, type=get_attr]; -"261 sub_tensor_10" [id=261, type=sub]; -"262 linear_9" [id=262, type=linear]; -"263 view_23" [id=263, type=view]; -"264 transpose_17" [id=264, type=transpose]; -"265 dropout_7" [id=265, type=dropout]; -"266 add_5" [id=266, type=add]; -"267 layer_norm_5" [id=267, type=layer_norm]; -"268 layer_norm_5_0_0_nncf_smooth_quant_0" [id=268, type=call_module]; -"269 quantize_per_tensor_default_17" [id=269, type=quantize_per_tensor]; -"270 dequantize_per_tensor_default_17" [id=270, type=dequantize_per_tensor]; -"271 encoder_layers_encoder_layer_2_mlp_0_bias_0_0" 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view_30_0_0_nncf_smooth_quant_0" [id=328, type=call_module]; -"329 quantize_per_tensor_default_22" [id=329, type=quantize_per_tensor]; -"330 dequantize_per_tensor_default_22" [id=330, type=dequantize_per_tensor]; -"331 encoder_layers_encoder_layer_3_self_attention_out_proj_bias_0_0" [id=331, type=get_attr]; -"332 scale_updated_constant14" [id=332, type=get_attr]; -"333 compressed_weight_updated_constant14" [id=333, type=get_attr]; -"334 mul_tensor_14" [id=334, type=mul]; -"335 zero_point_updated_constant14" [id=335, type=get_attr]; -"336 sub_tensor_14" [id=336, type=sub]; -"337 linear_13" [id=337, type=linear]; -"338 view_31" [id=338, type=view]; -"339 transpose_23" [id=339, type=transpose]; -"340 dropout_10" [id=340, type=dropout]; -"341 add_7" [id=341, type=add]; -"342 layer_norm_7" [id=342, type=layer_norm]; -"343 layer_norm_7_0_0_nncf_smooth_quant_0" [id=343, type=call_module]; -"344 quantize_per_tensor_default_23" [id=344, type=quantize_per_tensor]; -"345 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type=dequantize_per_tensor]; +"310 scale_updated_constant11" [id=310, type=get_attr]; +"311 compressed_weight_updated_constant11" [id=311, type=get_attr]; +"312 mul_tensor_11" [id=312, type=mul]; +"313 zero_point_updated_constant11" [id=313, type=get_attr]; +"314 sub_tensor_11" [id=314, type=sub]; +"315 linear_10" [id=315, type=linear]; +"316 gelu_2" [id=316, type=gelu]; +"317 dropout_8" [id=317, type=dropout]; +"318 dropout_8_0_0_nncf_smooth_quant_0" [id=318, type=call_module]; +"319 quantize_per_tensor_default_18" [id=319, type=quantize_per_tensor]; +"320 dequantize_per_tensor_default_18" [id=320, type=dequantize_per_tensor]; +"321 scale_updated_constant12" [id=321, type=get_attr]; +"322 compressed_weight_updated_constant12" [id=322, type=get_attr]; +"323 mul_tensor_12" [id=323, type=mul]; +"324 zero_point_updated_constant12" [id=324, type=get_attr]; +"325 sub_tensor_12" [id=325, type=sub]; +"326 linear_11" [id=326, type=linear]; +"327 dropout_9" [id=327, type=dropout]; +"328 add_6" 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type=dequantize_per_tensor]; +"347 select_9" [id=347, type=select]; +"348 quantize_per_tensor_default_21" [id=348, type=quantize_per_tensor]; +"349 dequantize_per_tensor_default_21" [id=349, type=dequantize_per_tensor]; +"350 select_10" [id=350, type=select]; +"351 select_11" [id=351, type=select]; +"352 view_24" [id=352, type=view]; +"353 transpose_20" [id=353, type=transpose]; +"354 view_25" [id=354, type=view]; +"355 transpose_21" [id=355, type=transpose]; +"356 view_26" [id=356, type=view]; +"357 transpose_22" [id=357, type=transpose]; +"358 view_27" [id=358, type=view]; +"359 view_28" [id=359, type=view]; +"360 view_29" [id=360, type=view]; +"361 scaled_dot_product_attention_3" [id=361, type=scaled_dot_product_attention]; +"362 permute_4" [id=362, type=permute]; +"363 view_30" [id=363, type=view]; +"364 view_30_0_0_nncf_smooth_quant_0" [id=364, type=call_module]; +"365 quantize_per_tensor_default_22" [id=365, type=quantize_per_tensor]; +"366 dequantize_per_tensor_default_22" [id=366, type=dequantize_per_tensor]; +"367 scale_updated_constant14" [id=367, type=get_attr]; +"368 compressed_weight_updated_constant14" [id=368, type=get_attr]; +"369 mul_tensor_14" [id=369, type=mul]; +"370 zero_point_updated_constant14" [id=370, type=get_attr]; +"371 sub_tensor_14" [id=371, type=sub]; +"372 linear_13" [id=372, type=linear]; +"373 view_31" [id=373, type=view]; +"374 transpose_23" [id=374, type=transpose]; +"375 dropout_10" [id=375, type=dropout]; +"376 add_7" [id=376, type=add]; +"377 layer_norm_7" [id=377, type=layer_norm]; +"378 layer_norm_7_0_0_nncf_smooth_quant_0" [id=378, type=call_module]; +"379 quantize_per_tensor_default_23" [id=379, type=quantize_per_tensor]; +"380 dequantize_per_tensor_default_23" [id=380, type=dequantize_per_tensor]; +"381 scale_updated_constant15" [id=381, type=get_attr]; +"382 compressed_weight_updated_constant15" [id=382, type=get_attr]; +"383 mul_tensor_15" [id=383, type=mul]; +"384 zero_point_updated_constant15" [id=384, type=get_attr]; +"385 sub_tensor_15" [id=385, type=sub]; +"386 linear_14" [id=386, type=linear]; +"387 gelu_3" [id=387, type=gelu]; +"388 dropout_11" [id=388, type=dropout]; +"389 dropout_11_0_0_nncf_smooth_quant_0" [id=389, type=call_module]; +"390 quantize_per_tensor_default_24" [id=390, type=quantize_per_tensor]; +"391 dequantize_per_tensor_default_24" [id=391, type=dequantize_per_tensor]; +"392 scale_updated_constant16" [id=392, type=get_attr]; +"393 compressed_weight_updated_constant16" [id=393, type=get_attr]; +"394 mul_tensor_16" [id=394, type=mul]; +"395 zero_point_updated_constant16" [id=395, type=get_attr]; +"396 sub_tensor_16" [id=396, type=sub]; +"397 linear_15" [id=397, type=linear]; +"398 dropout_12" [id=398, type=dropout]; +"399 add_8" [id=399, type=add]; +"400 layer_norm_8" [id=400, type=layer_norm]; +"401 transpose_24" [id=401, type=transpose]; +"402 transpose_24_0_0_nncf_smooth_quant_0" [id=402, type=call_module]; +"403 quantize_per_tensor_default_25" [id=403, type=quantize_per_tensor]; +"404 dequantize_per_tensor_default_25" [id=404, type=dequantize_per_tensor]; +"405 scale_updated_constant17" [id=405, type=get_attr]; +"406 compressed_weight_updated_constant17" [id=406, type=get_attr]; +"407 mul_tensor_17" [id=407, type=mul]; +"408 zero_point_updated_constant17" [id=408, type=get_attr]; +"409 sub_tensor_17" [id=409, type=sub]; +"410 linear_16" [id=410, type=linear]; +"411 unflatten_4" [id=411, type=unflatten]; +"412 unsqueeze_4" [id=412, type=unsqueeze]; +"413 transpose_25" [id=413, type=transpose]; +"414 squeeze_4" [id=414, type=squeeze]; +"415 contiguous_4" [id=415, type=contiguous]; +"416 quantize_per_tensor_default_26" [id=416, type=quantize_per_tensor]; +"417 dequantize_per_tensor_default_26" [id=417, type=dequantize_per_tensor]; +"418 select_12" [id=418, type=select]; +"419 quantize_per_tensor_default_27" [id=419, type=quantize_per_tensor]; +"420 dequantize_per_tensor_default_27" [id=420, type=dequantize_per_tensor]; +"421 select_13" [id=421, type=select]; +"422 select_14" [id=422, type=select]; +"423 view_32" [id=423, type=view]; +"424 transpose_26" [id=424, type=transpose]; +"425 view_33" [id=425, type=view]; +"426 transpose_27" [id=426, type=transpose]; +"427 view_34" [id=427, type=view]; +"428 transpose_28" [id=428, type=transpose]; +"429 view_35" [id=429, type=view]; +"430 view_36" [id=430, type=view]; +"431 view_37" [id=431, type=view]; +"432 scaled_dot_product_attention_4" [id=432, type=scaled_dot_product_attention]; +"433 permute_5" [id=433, type=permute]; +"434 view_38" [id=434, type=view]; +"435 view_38_0_0_nncf_smooth_quant_0" [id=435, type=call_module]; +"436 quantize_per_tensor_default_28" [id=436, type=quantize_per_tensor]; +"437 dequantize_per_tensor_default_28" [id=437, type=dequantize_per_tensor]; +"438 scale_updated_constant18" [id=438, type=get_attr]; +"439 compressed_weight_updated_constant18" [id=439, type=get_attr]; +"440 mul_tensor_18" [id=440, type=mul]; +"441 zero_point_updated_constant18" [id=441, type=get_attr]; +"442 sub_tensor_18" [id=442, type=sub]; +"443 linear_17" [id=443, type=linear]; +"444 view_39" [id=444, type=view]; +"445 transpose_29" [id=445, type=transpose]; +"446 dropout_13" [id=446, type=dropout]; +"447 add_9" [id=447, type=add]; +"448 layer_norm_9" [id=448, type=layer_norm]; +"449 layer_norm_9_0_0_nncf_smooth_quant_0" [id=449, type=call_module]; +"450 quantize_per_tensor_default_29" [id=450, type=quantize_per_tensor]; +"451 dequantize_per_tensor_default_29" [id=451, type=dequantize_per_tensor]; +"452 scale_updated_constant19" [id=452, type=get_attr]; +"453 compressed_weight_updated_constant19" [id=453, type=get_attr]; +"454 mul_tensor_19" [id=454, type=mul]; +"455 zero_point_updated_constant19" [id=455, type=get_attr]; +"456 sub_tensor_19" [id=456, type=sub]; +"457 linear_18" [id=457, type=linear]; +"458 gelu_4" [id=458, type=gelu]; +"459 dropout_14" [id=459, type=dropout]; +"460 dropout_14_0_0_nncf_smooth_quant_0" [id=460, type=call_module]; +"461 quantize_per_tensor_default_30" [id=461, type=quantize_per_tensor]; +"462 dequantize_per_tensor_default_30" [id=462, type=dequantize_per_tensor]; +"463 scale_updated_constant20" [id=463, type=get_attr]; +"464 compressed_weight_updated_constant20" [id=464, type=get_attr]; +"465 mul_tensor_20" [id=465, type=mul]; +"466 zero_point_updated_constant20" [id=466, type=get_attr]; +"467 sub_tensor_20" [id=467, type=sub]; +"468 linear_19" [id=468, type=linear]; +"469 dropout_15" [id=469, type=dropout]; +"470 add_10" [id=470, type=add]; +"471 layer_norm_10" [id=471, type=layer_norm]; +"472 transpose_30" [id=472, type=transpose]; +"473 transpose_30_0_0_nncf_smooth_quant_0" [id=473, type=call_module]; +"474 quantize_per_tensor_default_31" [id=474, type=quantize_per_tensor]; +"475 dequantize_per_tensor_default_31" [id=475, type=dequantize_per_tensor]; +"476 scale_updated_constant21" [id=476, type=get_attr]; +"477 compressed_weight_updated_constant21" [id=477, type=get_attr]; +"478 mul_tensor_21" [id=478, type=mul]; +"479 zero_point_updated_constant21" [id=479, type=get_attr]; +"480 sub_tensor_21" [id=480, type=sub]; +"481 linear_20" [id=481, type=linear]; +"482 unflatten_5" [id=482, type=unflatten]; +"483 unsqueeze_5" [id=483, type=unsqueeze]; +"484 transpose_31" [id=484, type=transpose]; +"485 squeeze_5" [id=485, type=squeeze]; +"486 contiguous_5" [id=486, type=contiguous]; +"487 quantize_per_tensor_default_32" [id=487, type=quantize_per_tensor]; +"488 dequantize_per_tensor_default_32" [id=488, type=dequantize_per_tensor]; +"489 select_15" [id=489, type=select]; +"490 quantize_per_tensor_default_33" [id=490, type=quantize_per_tensor]; +"491 dequantize_per_tensor_default_33" [id=491, type=dequantize_per_tensor]; +"492 select_16" [id=492, type=select]; +"493 select_17" [id=493, type=select]; +"494 view_40" [id=494, type=view]; +"495 transpose_32" [id=495, type=transpose]; +"496 view_41" [id=496, type=view]; +"497 transpose_33" [id=497, type=transpose]; +"498 view_42" [id=498, type=view]; +"499 transpose_34" [id=499, type=transpose]; +"500 view_43" [id=500, type=view]; +"501 view_44" [id=501, type=view]; +"502 view_45" [id=502, type=view]; +"503 scaled_dot_product_attention_5" [id=503, type=scaled_dot_product_attention]; +"504 permute_6" [id=504, type=permute]; +"505 view_46" [id=505, type=view]; +"506 view_46_0_0_nncf_smooth_quant_0" [id=506, type=call_module]; +"507 quantize_per_tensor_default_34" [id=507, type=quantize_per_tensor]; +"508 dequantize_per_tensor_default_34" [id=508, type=dequantize_per_tensor]; +"509 scale_updated_constant22" [id=509, type=get_attr]; +"510 compressed_weight_updated_constant22" [id=510, type=get_attr]; +"511 mul_tensor_22" [id=511, type=mul]; +"512 zero_point_updated_constant22" [id=512, type=get_attr]; +"513 sub_tensor_22" [id=513, type=sub]; +"514 linear_21" [id=514, type=linear]; +"515 view_47" [id=515, type=view]; +"516 transpose_35" [id=516, type=transpose]; +"517 dropout_16" [id=517, type=dropout]; +"518 add_11" [id=518, type=add]; +"519 layer_norm_11" [id=519, type=layer_norm]; +"520 layer_norm_11_0_0_nncf_smooth_quant_0" [id=520, type=call_module]; +"521 quantize_per_tensor_default_35" [id=521, type=quantize_per_tensor]; +"522 dequantize_per_tensor_default_35" [id=522, type=dequantize_per_tensor]; +"523 scale_updated_constant23" [id=523, type=get_attr]; +"524 compressed_weight_updated_constant23" [id=524, type=get_attr]; +"525 mul_tensor_23" [id=525, type=mul]; +"526 zero_point_updated_constant23" [id=526, type=get_attr]; +"527 sub_tensor_23" [id=527, type=sub]; +"528 linear_22" [id=528, type=linear]; +"529 gelu_5" [id=529, type=gelu]; +"530 dropout_17" [id=530, type=dropout]; +"531 dropout_17_0_0_nncf_smooth_quant_0" [id=531, type=call_module]; +"532 quantize_per_tensor_default_36" [id=532, type=quantize_per_tensor]; +"533 dequantize_per_tensor_default_36" [id=533, type=dequantize_per_tensor]; +"534 scale_updated_constant24" [id=534, type=get_attr]; +"535 compressed_weight_updated_constant24" [id=535, type=get_attr]; +"536 mul_tensor_24" [id=536, type=mul]; +"537 zero_point_updated_constant24" [id=537, type=get_attr]; +"538 sub_tensor_24" [id=538, type=sub]; +"539 linear_23" [id=539, type=linear]; +"540 dropout_18" [id=540, type=dropout]; +"541 add_12" [id=541, type=add]; +"542 layer_norm_12" [id=542, type=layer_norm]; +"543 transpose_36" [id=543, type=transpose]; +"544 transpose_36_0_0_nncf_smooth_quant_0" [id=544, type=call_module]; +"545 quantize_per_tensor_default_37" [id=545, type=quantize_per_tensor]; +"546 dequantize_per_tensor_default_37" [id=546, type=dequantize_per_tensor]; +"547 scale_updated_constant25" [id=547, type=get_attr]; +"548 compressed_weight_updated_constant25" [id=548, type=get_attr]; +"549 mul_tensor_25" [id=549, type=mul]; +"550 zero_point_updated_constant25" [id=550, type=get_attr]; +"551 sub_tensor_25" [id=551, type=sub]; +"552 linear_24" [id=552, type=linear]; +"553 unflatten_6" [id=553, type=unflatten]; +"554 unsqueeze_6" [id=554, type=unsqueeze]; +"555 transpose_37" [id=555, type=transpose]; +"556 squeeze_6" [id=556, type=squeeze]; +"557 contiguous_6" [id=557, type=contiguous]; +"558 quantize_per_tensor_default_38" [id=558, type=quantize_per_tensor]; +"559 dequantize_per_tensor_default_38" [id=559, type=dequantize_per_tensor]; +"560 select_18" [id=560, type=select]; +"561 quantize_per_tensor_default_39" [id=561, type=quantize_per_tensor]; +"562 dequantize_per_tensor_default_39" [id=562, type=dequantize_per_tensor]; +"563 select_19" [id=563, type=select]; +"564 select_20" [id=564, type=select]; +"565 view_48" [id=565, type=view]; +"566 transpose_38" [id=566, type=transpose]; +"567 view_49" [id=567, type=view]; +"568 transpose_39" [id=568, type=transpose]; +"569 view_50" [id=569, type=view]; +"570 transpose_40" [id=570, type=transpose]; +"571 view_51" [id=571, type=view]; +"572 view_52" [id=572, type=view]; +"573 view_53" [id=573, type=view]; +"574 scaled_dot_product_attention_6" [id=574, type=scaled_dot_product_attention]; +"575 permute_7" [id=575, type=permute]; +"576 view_54" [id=576, type=view]; +"577 view_54_0_0_nncf_smooth_quant_0" [id=577, type=call_module]; +"578 quantize_per_tensor_default_40" [id=578, type=quantize_per_tensor]; +"579 dequantize_per_tensor_default_40" [id=579, type=dequantize_per_tensor]; +"580 scale_updated_constant26" [id=580, type=get_attr]; +"581 compressed_weight_updated_constant26" [id=581, type=get_attr]; +"582 mul_tensor_26" [id=582, type=mul]; +"583 zero_point_updated_constant26" [id=583, type=get_attr]; +"584 sub_tensor_26" [id=584, type=sub]; +"585 linear_25" [id=585, type=linear]; +"586 view_55" [id=586, type=view]; +"587 transpose_41" [id=587, type=transpose]; +"588 dropout_19" [id=588, type=dropout]; +"589 add_13" [id=589, type=add]; +"590 layer_norm_13" [id=590, type=layer_norm]; +"591 layer_norm_13_0_0_nncf_smooth_quant_0" [id=591, type=call_module]; +"592 quantize_per_tensor_default_41" [id=592, type=quantize_per_tensor]; +"593 dequantize_per_tensor_default_41" [id=593, type=dequantize_per_tensor]; +"594 scale_updated_constant27" [id=594, type=get_attr]; +"595 compressed_weight_updated_constant27" [id=595, type=get_attr]; +"596 mul_tensor_27" [id=596, type=mul]; +"597 zero_point_updated_constant27" [id=597, type=get_attr]; +"598 sub_tensor_27" [id=598, type=sub]; +"599 linear_26" [id=599, type=linear]; +"600 gelu_6" [id=600, type=gelu]; +"601 dropout_20" [id=601, type=dropout]; +"602 dropout_20_0_0_nncf_smooth_quant_0" [id=602, type=call_module]; +"603 quantize_per_tensor_default_42" [id=603, type=quantize_per_tensor]; +"604 dequantize_per_tensor_default_42" [id=604, type=dequantize_per_tensor]; +"605 scale_updated_constant28" [id=605, type=get_attr]; +"606 compressed_weight_updated_constant28" [id=606, type=get_attr]; +"607 mul_tensor_28" [id=607, type=mul]; +"608 zero_point_updated_constant28" [id=608, type=get_attr]; +"609 sub_tensor_28" [id=609, type=sub]; +"610 linear_27" [id=610, type=linear]; +"611 dropout_21" [id=611, type=dropout]; +"612 add_14" [id=612, type=add]; +"613 layer_norm_14" [id=613, type=layer_norm]; +"614 transpose_42" [id=614, type=transpose]; +"615 transpose_42_0_0_nncf_smooth_quant_0" [id=615, type=call_module]; +"616 quantize_per_tensor_default_43" [id=616, type=quantize_per_tensor]; +"617 dequantize_per_tensor_default_43" [id=617, type=dequantize_per_tensor]; +"618 scale_updated_constant29" [id=618, type=get_attr]; +"619 compressed_weight_updated_constant29" [id=619, type=get_attr]; +"620 mul_tensor_29" [id=620, type=mul]; +"621 zero_point_updated_constant29" [id=621, type=get_attr]; +"622 sub_tensor_29" [id=622, type=sub]; +"623 linear_28" [id=623, type=linear]; +"624 unflatten_7" [id=624, type=unflatten]; +"625 unsqueeze_7" [id=625, type=unsqueeze]; +"626 transpose_43" [id=626, type=transpose]; +"627 squeeze_7" [id=627, type=squeeze]; +"628 contiguous_7" [id=628, type=contiguous]; +"629 quantize_per_tensor_default_44" [id=629, type=quantize_per_tensor]; +"630 dequantize_per_tensor_default_44" [id=630, type=dequantize_per_tensor]; +"631 select_21" [id=631, type=select]; +"632 quantize_per_tensor_default_45" [id=632, type=quantize_per_tensor]; +"633 dequantize_per_tensor_default_45" [id=633, type=dequantize_per_tensor]; +"634 select_22" [id=634, type=select]; +"635 select_23" [id=635, type=select]; +"636 view_56" [id=636, type=view]; +"637 transpose_44" [id=637, type=transpose]; +"638 view_57" [id=638, type=view]; +"639 transpose_45" [id=639, type=transpose]; +"640 view_58" [id=640, type=view]; +"641 transpose_46" [id=641, type=transpose]; +"642 view_59" [id=642, type=view]; +"643 view_60" [id=643, type=view]; +"644 view_61" [id=644, type=view]; +"645 scaled_dot_product_attention_7" [id=645, type=scaled_dot_product_attention]; +"646 permute_8" [id=646, type=permute]; +"647 view_62" [id=647, type=view]; +"648 view_62_0_0_nncf_smooth_quant_0" [id=648, type=call_module]; +"649 quantize_per_tensor_default_46" [id=649, type=quantize_per_tensor]; +"650 dequantize_per_tensor_default_46" [id=650, type=dequantize_per_tensor]; +"651 scale_updated_constant30" [id=651, type=get_attr]; +"652 compressed_weight_updated_constant30" [id=652, type=get_attr]; +"653 mul_tensor_30" [id=653, type=mul]; +"654 zero_point_updated_constant30" [id=654, type=get_attr]; +"655 sub_tensor_30" [id=655, type=sub]; +"656 linear_29" [id=656, type=linear]; +"657 view_63" [id=657, type=view]; +"658 transpose_47" [id=658, type=transpose]; +"659 dropout_22" [id=659, type=dropout]; +"660 add_15" [id=660, type=add]; +"661 layer_norm_15" [id=661, type=layer_norm]; +"662 layer_norm_15_0_0_nncf_smooth_quant_0" [id=662, type=call_module]; +"663 quantize_per_tensor_default_47" [id=663, type=quantize_per_tensor]; +"664 dequantize_per_tensor_default_47" [id=664, type=dequantize_per_tensor]; +"665 scale_updated_constant31" [id=665, type=get_attr]; +"666 compressed_weight_updated_constant31" [id=666, type=get_attr]; +"667 mul_tensor_31" [id=667, type=mul]; +"668 zero_point_updated_constant31" [id=668, type=get_attr]; +"669 sub_tensor_31" [id=669, type=sub]; +"670 linear_30" [id=670, type=linear]; +"671 gelu_7" [id=671, type=gelu]; +"672 dropout_23" [id=672, type=dropout]; +"673 dropout_23_0_0_nncf_smooth_quant_0" [id=673, type=call_module]; +"674 quantize_per_tensor_default_48" [id=674, type=quantize_per_tensor]; +"675 dequantize_per_tensor_default_48" [id=675, type=dequantize_per_tensor]; +"676 scale_updated_constant32" [id=676, type=get_attr]; +"677 compressed_weight_updated_constant32" [id=677, type=get_attr]; +"678 mul_tensor_32" [id=678, type=mul]; +"679 zero_point_updated_constant32" [id=679, type=get_attr]; +"680 sub_tensor_32" [id=680, type=sub]; +"681 linear_31" [id=681, type=linear]; +"682 dropout_24" [id=682, type=dropout]; +"683 add_16" [id=683, type=add]; +"684 layer_norm_16" [id=684, type=layer_norm]; +"685 transpose_48" [id=685, type=transpose]; +"686 transpose_48_0_0_nncf_smooth_quant_0" [id=686, type=call_module]; +"687 quantize_per_tensor_default_49" [id=687, type=quantize_per_tensor]; +"688 dequantize_per_tensor_default_49" [id=688, type=dequantize_per_tensor]; +"689 scale_updated_constant33" [id=689, type=get_attr]; +"690 compressed_weight_updated_constant33" [id=690, type=get_attr]; +"691 mul_tensor_33" [id=691, type=mul]; +"692 zero_point_updated_constant33" [id=692, type=get_attr]; +"693 sub_tensor_33" [id=693, type=sub]; +"694 linear_32" [id=694, type=linear]; +"695 unflatten_8" [id=695, type=unflatten]; +"696 unsqueeze_8" [id=696, type=unsqueeze]; +"697 transpose_49" [id=697, type=transpose]; +"698 squeeze_8" [id=698, type=squeeze]; +"699 contiguous_8" [id=699, type=contiguous]; +"700 quantize_per_tensor_default_50" [id=700, type=quantize_per_tensor]; +"701 dequantize_per_tensor_default_50" [id=701, type=dequantize_per_tensor]; +"702 select_24" [id=702, type=select]; +"703 quantize_per_tensor_default_51" [id=703, type=quantize_per_tensor]; +"704 dequantize_per_tensor_default_51" [id=704, type=dequantize_per_tensor]; +"705 select_25" [id=705, type=select]; +"706 select_26" [id=706, type=select]; +"707 view_64" [id=707, type=view]; +"708 transpose_50" [id=708, type=transpose]; +"709 view_65" [id=709, type=view]; +"710 transpose_51" [id=710, type=transpose]; +"711 view_66" [id=711, type=view]; +"712 transpose_52" [id=712, type=transpose]; +"713 view_67" [id=713, type=view]; +"714 view_68" [id=714, type=view]; +"715 view_69" [id=715, type=view]; +"716 scaled_dot_product_attention_8" [id=716, type=scaled_dot_product_attention]; +"717 permute_9" [id=717, type=permute]; +"718 view_70" [id=718, type=view]; +"719 view_70_0_0_nncf_smooth_quant_0" [id=719, type=call_module]; +"720 quantize_per_tensor_default_52" [id=720, type=quantize_per_tensor]; +"721 dequantize_per_tensor_default_52" [id=721, type=dequantize_per_tensor]; +"722 scale_updated_constant34" [id=722, type=get_attr]; +"723 compressed_weight_updated_constant34" [id=723, type=get_attr]; +"724 mul_tensor_34" [id=724, type=mul]; +"725 zero_point_updated_constant34" [id=725, type=get_attr]; +"726 sub_tensor_34" [id=726, type=sub]; +"727 linear_33" [id=727, type=linear]; +"728 view_71" [id=728, type=view]; +"729 transpose_53" [id=729, type=transpose]; +"730 dropout_25" [id=730, type=dropout]; +"731 add_17" [id=731, type=add]; +"732 layer_norm_17" [id=732, type=layer_norm]; +"733 layer_norm_17_0_0_nncf_smooth_quant_0" [id=733, type=call_module]; +"734 quantize_per_tensor_default_53" [id=734, type=quantize_per_tensor]; +"735 dequantize_per_tensor_default_53" [id=735, type=dequantize_per_tensor]; +"736 scale_updated_constant35" [id=736, type=get_attr]; +"737 compressed_weight_updated_constant35" [id=737, type=get_attr]; +"738 mul_tensor_35" [id=738, type=mul]; +"739 zero_point_updated_constant35" [id=739, type=get_attr]; +"740 sub_tensor_35" [id=740, type=sub]; +"741 linear_34" [id=741, type=linear]; +"742 gelu_8" [id=742, type=gelu]; +"743 dropout_26" [id=743, type=dropout]; +"744 dropout_26_0_0_nncf_smooth_quant_0" [id=744, type=call_module]; +"745 quantize_per_tensor_default_54" [id=745, type=quantize_per_tensor]; +"746 dequantize_per_tensor_default_54" [id=746, type=dequantize_per_tensor]; +"747 scale_updated_constant36" [id=747, type=get_attr]; +"748 compressed_weight_updated_constant36" [id=748, type=get_attr]; +"749 mul_tensor_36" [id=749, type=mul]; +"750 zero_point_updated_constant36" [id=750, type=get_attr]; +"751 sub_tensor_36" [id=751, type=sub]; +"752 linear_35" [id=752, type=linear]; +"753 dropout_27" [id=753, type=dropout]; +"754 add_18" [id=754, type=add]; +"755 layer_norm_18" [id=755, type=layer_norm]; +"756 transpose_54" [id=756, type=transpose]; +"757 transpose_54_0_0_nncf_smooth_quant_0" [id=757, type=call_module]; +"758 quantize_per_tensor_default_55" [id=758, type=quantize_per_tensor]; +"759 dequantize_per_tensor_default_55" [id=759, type=dequantize_per_tensor]; +"760 scale_updated_constant37" [id=760, type=get_attr]; +"761 compressed_weight_updated_constant37" [id=761, type=get_attr]; +"762 mul_tensor_37" [id=762, type=mul]; +"763 zero_point_updated_constant37" [id=763, type=get_attr]; +"764 sub_tensor_37" [id=764, type=sub]; +"765 linear_36" [id=765, type=linear]; +"766 unflatten_9" [id=766, type=unflatten]; +"767 unsqueeze_9" [id=767, type=unsqueeze]; +"768 transpose_55" [id=768, type=transpose]; +"769 squeeze_9" [id=769, type=squeeze]; +"770 contiguous_9" [id=770, type=contiguous]; +"771 quantize_per_tensor_default_56" [id=771, type=quantize_per_tensor]; +"772 dequantize_per_tensor_default_56" [id=772, type=dequantize_per_tensor]; +"773 select_27" [id=773, type=select]; +"774 quantize_per_tensor_default_57" [id=774, type=quantize_per_tensor]; +"775 dequantize_per_tensor_default_57" [id=775, type=dequantize_per_tensor]; +"776 select_28" [id=776, type=select]; +"777 select_29" [id=777, type=select]; +"778 view_72" [id=778, type=view]; +"779 transpose_56" [id=779, type=transpose]; +"780 view_73" [id=780, type=view]; +"781 transpose_57" [id=781, type=transpose]; +"782 view_74" [id=782, type=view]; +"783 transpose_58" [id=783, type=transpose]; +"784 view_75" [id=784, type=view]; +"785 view_76" [id=785, type=view]; +"786 view_77" [id=786, type=view]; +"787 scaled_dot_product_attention_9" [id=787, type=scaled_dot_product_attention]; +"788 permute_10" [id=788, type=permute]; +"789 view_78" [id=789, type=view]; +"790 view_78_0_0_nncf_smooth_quant_0" [id=790, type=call_module]; +"791 quantize_per_tensor_default_58" [id=791, type=quantize_per_tensor]; +"792 dequantize_per_tensor_default_58" [id=792, type=dequantize_per_tensor]; +"793 scale_updated_constant38" [id=793, type=get_attr]; +"794 compressed_weight_updated_constant38" [id=794, type=get_attr]; +"795 mul_tensor_38" [id=795, type=mul]; +"796 zero_point_updated_constant38" [id=796, type=get_attr]; +"797 sub_tensor_38" [id=797, type=sub]; +"798 linear_37" [id=798, type=linear]; +"799 view_79" [id=799, type=view]; +"800 transpose_59" [id=800, type=transpose]; +"801 dropout_28" [id=801, type=dropout]; +"802 add_19" [id=802, type=add]; +"803 layer_norm_19" [id=803, type=layer_norm]; +"804 layer_norm_19_0_0_nncf_smooth_quant_0" [id=804, type=call_module]; +"805 quantize_per_tensor_default_59" [id=805, type=quantize_per_tensor]; +"806 dequantize_per_tensor_default_59" [id=806, type=dequantize_per_tensor]; +"807 scale_updated_constant39" [id=807, type=get_attr]; +"808 compressed_weight_updated_constant39" [id=808, type=get_attr]; +"809 mul_tensor_39" [id=809, type=mul]; +"810 zero_point_updated_constant39" [id=810, type=get_attr]; +"811 sub_tensor_39" [id=811, type=sub]; +"812 linear_38" [id=812, type=linear]; +"813 gelu_9" [id=813, type=gelu]; +"814 dropout_29" [id=814, type=dropout]; +"815 dropout_29_0_0_nncf_smooth_quant_0" [id=815, type=call_module]; +"816 quantize_per_tensor_default_60" [id=816, type=quantize_per_tensor]; +"817 dequantize_per_tensor_default_60" [id=817, type=dequantize_per_tensor]; +"818 scale_updated_constant40" [id=818, type=get_attr]; +"819 compressed_weight_updated_constant40" [id=819, type=get_attr]; +"820 mul_tensor_40" [id=820, type=mul]; +"821 zero_point_updated_constant40" [id=821, type=get_attr]; +"822 sub_tensor_40" [id=822, type=sub]; +"823 linear_39" [id=823, type=linear]; +"824 dropout_30" [id=824, type=dropout]; +"825 add_20" [id=825, type=add]; +"826 layer_norm_20" [id=826, type=layer_norm]; +"827 transpose_60" [id=827, type=transpose]; +"828 transpose_60_0_0_nncf_smooth_quant_0" [id=828, type=call_module]; +"829 quantize_per_tensor_default_61" [id=829, type=quantize_per_tensor]; +"830 dequantize_per_tensor_default_61" [id=830, type=dequantize_per_tensor]; +"831 scale_updated_constant41" [id=831, type=get_attr]; +"832 compressed_weight_updated_constant41" [id=832, type=get_attr]; +"833 mul_tensor_41" [id=833, type=mul]; +"834 zero_point_updated_constant41" [id=834, type=get_attr]; +"835 sub_tensor_41" [id=835, type=sub]; +"836 linear_40" [id=836, type=linear]; +"837 unflatten_10" [id=837, type=unflatten]; +"838 unsqueeze_10" [id=838, type=unsqueeze]; +"839 transpose_61" [id=839, type=transpose]; +"840 squeeze_10" [id=840, type=squeeze]; +"841 contiguous_10" [id=841, type=contiguous]; +"842 quantize_per_tensor_default_62" [id=842, type=quantize_per_tensor]; +"843 dequantize_per_tensor_default_62" [id=843, type=dequantize_per_tensor]; +"844 select_30" [id=844, type=select]; +"845 quantize_per_tensor_default_63" [id=845, type=quantize_per_tensor]; +"846 dequantize_per_tensor_default_63" [id=846, type=dequantize_per_tensor]; +"847 select_31" [id=847, type=select]; +"848 select_32" [id=848, type=select]; +"849 view_80" [id=849, type=view]; +"850 transpose_62" [id=850, type=transpose]; +"851 view_81" [id=851, type=view]; +"852 transpose_63" [id=852, type=transpose]; +"853 view_82" [id=853, type=view]; +"854 transpose_64" [id=854, type=transpose]; +"855 view_83" [id=855, type=view]; +"856 view_84" [id=856, type=view]; +"857 view_85" [id=857, type=view]; +"858 scaled_dot_product_attention_10" [id=858, type=scaled_dot_product_attention]; +"859 permute_11" [id=859, type=permute]; +"860 view_86" [id=860, type=view]; +"861 view_86_0_0_nncf_smooth_quant_0" [id=861, type=call_module]; +"862 quantize_per_tensor_default_64" [id=862, type=quantize_per_tensor]; +"863 dequantize_per_tensor_default_64" [id=863, type=dequantize_per_tensor]; +"864 scale_updated_constant42" [id=864, type=get_attr]; +"865 compressed_weight_updated_constant42" [id=865, type=get_attr]; +"866 mul_tensor_42" [id=866, type=mul]; +"867 zero_point_updated_constant42" [id=867, type=get_attr]; +"868 sub_tensor_42" [id=868, type=sub]; +"869 linear_41" [id=869, type=linear]; +"870 view_87" [id=870, type=view]; +"871 transpose_65" [id=871, type=transpose]; +"872 dropout_31" [id=872, type=dropout]; +"873 add_21" [id=873, type=add]; +"874 layer_norm_21" [id=874, type=layer_norm]; +"875 layer_norm_21_0_0_nncf_smooth_quant_0" [id=875, type=call_module]; +"876 quantize_per_tensor_default_65" [id=876, type=quantize_per_tensor]; +"877 dequantize_per_tensor_default_65" [id=877, type=dequantize_per_tensor]; +"878 scale_updated_constant43" [id=878, type=get_attr]; +"879 compressed_weight_updated_constant43" [id=879, type=get_attr]; +"880 mul_tensor_43" [id=880, type=mul]; +"881 zero_point_updated_constant43" [id=881, type=get_attr]; +"882 sub_tensor_43" [id=882, type=sub]; +"883 linear_42" [id=883, type=linear]; +"884 gelu_10" [id=884, type=gelu]; +"885 dropout_32" [id=885, type=dropout]; +"886 dropout_32_0_0_nncf_smooth_quant_0" [id=886, type=call_module]; +"887 quantize_per_tensor_default_66" [id=887, type=quantize_per_tensor]; +"888 dequantize_per_tensor_default_66" [id=888, type=dequantize_per_tensor]; +"889 scale_updated_constant44" [id=889, type=get_attr]; +"890 compressed_weight_updated_constant44" [id=890, type=get_attr]; +"891 mul_tensor_44" [id=891, type=mul]; +"892 zero_point_updated_constant44" [id=892, type=get_attr]; +"893 sub_tensor_44" [id=893, type=sub]; +"894 linear_43" [id=894, type=linear]; +"895 dropout_33" [id=895, type=dropout]; +"896 add_22" [id=896, type=add]; +"897 layer_norm_22" [id=897, type=layer_norm]; +"898 transpose_66" [id=898, type=transpose]; +"899 transpose_66_0_0_nncf_smooth_quant_0" [id=899, type=call_module]; +"900 quantize_per_tensor_default_67" [id=900, type=quantize_per_tensor]; +"901 dequantize_per_tensor_default_67" [id=901, type=dequantize_per_tensor]; +"902 scale_updated_constant45" [id=902, type=get_attr]; +"903 compressed_weight_updated_constant45" [id=903, type=get_attr]; +"904 mul_tensor_45" [id=904, type=mul]; +"905 zero_point_updated_constant45" [id=905, type=get_attr]; +"906 sub_tensor_45" [id=906, type=sub]; +"907 linear_44" [id=907, type=linear]; +"908 unflatten_11" [id=908, type=unflatten]; +"909 unsqueeze_11" [id=909, type=unsqueeze]; +"910 transpose_67" [id=910, type=transpose]; +"911 squeeze_11" [id=911, type=squeeze]; +"912 contiguous_11" [id=912, type=contiguous]; +"913 quantize_per_tensor_default_68" [id=913, type=quantize_per_tensor]; +"914 dequantize_per_tensor_default_68" [id=914, type=dequantize_per_tensor]; +"915 select_33" [id=915, type=select]; +"916 quantize_per_tensor_default_69" [id=916, type=quantize_per_tensor]; +"917 dequantize_per_tensor_default_69" [id=917, type=dequantize_per_tensor]; +"918 select_34" [id=918, type=select]; +"919 select_35" [id=919, type=select]; +"920 view_88" [id=920, type=view]; +"921 transpose_68" [id=921, type=transpose]; +"922 view_89" [id=922, type=view]; +"923 transpose_69" [id=923, type=transpose]; +"924 view_90" [id=924, type=view]; +"925 transpose_70" [id=925, type=transpose]; +"926 view_91" [id=926, type=view]; +"927 view_92" [id=927, type=view]; +"928 view_93" [id=928, type=view]; +"929 scaled_dot_product_attention_11" [id=929, type=scaled_dot_product_attention]; +"930 permute_12" [id=930, type=permute]; +"931 view_94" [id=931, type=view]; +"932 view_94_0_0_nncf_smooth_quant_0" [id=932, type=call_module]; +"933 quantize_per_tensor_default_70" [id=933, type=quantize_per_tensor]; +"934 dequantize_per_tensor_default_70" [id=934, type=dequantize_per_tensor]; +"935 scale_updated_constant46" [id=935, type=get_attr]; +"936 compressed_weight_updated_constant46" [id=936, type=get_attr]; +"937 mul_tensor_46" [id=937, type=mul]; +"938 zero_point_updated_constant46" [id=938, type=get_attr]; +"939 sub_tensor_46" [id=939, type=sub]; +"940 linear_45" [id=940, type=linear]; +"941 view_95" [id=941, type=view]; +"942 transpose_71" [id=942, type=transpose]; +"943 dropout_34" [id=943, type=dropout]; +"944 add_23" [id=944, type=add]; +"945 layer_norm_23" [id=945, type=layer_norm]; +"946 layer_norm_23_0_0_nncf_smooth_quant_0" [id=946, type=call_module]; +"947 quantize_per_tensor_default_71" [id=947, type=quantize_per_tensor]; +"948 dequantize_per_tensor_default_71" [id=948, type=dequantize_per_tensor]; +"949 scale_updated_constant47" [id=949, type=get_attr]; +"950 compressed_weight_updated_constant47" [id=950, type=get_attr]; +"951 mul_tensor_47" [id=951, type=mul]; +"952 zero_point_updated_constant47" [id=952, type=get_attr]; +"953 sub_tensor_47" [id=953, type=sub]; +"954 linear_46" [id=954, type=linear]; +"955 gelu_11" [id=955, type=gelu]; +"956 dropout_35" [id=956, type=dropout]; +"957 dropout_35_0_0_nncf_smooth_quant_0" [id=957, type=call_module]; +"958 quantize_per_tensor_default_72" [id=958, type=quantize_per_tensor]; +"959 dequantize_per_tensor_default_72" [id=959, type=dequantize_per_tensor]; +"960 scale_updated_constant48" [id=960, type=get_attr]; +"961 compressed_weight_updated_constant48" [id=961, type=get_attr]; +"962 mul_tensor_48" [id=962, type=mul]; +"963 zero_point_updated_constant48" [id=963, type=get_attr]; +"964 sub_tensor_48" [id=964, type=sub]; +"965 linear_47" [id=965, type=linear]; +"966 dropout_36" [id=966, type=dropout]; +"967 add_24" [id=967, type=add]; +"968 layer_norm_24" [id=968, type=layer_norm]; +"969 slice_1" [id=969, type=slice]; +"970 select_36" [id=970, type=select]; +"971 select_36_0_0_nncf_smooth_quant_0" [id=971, type=call_module]; +"972 quantize_per_tensor_default_73" [id=972, type=quantize_per_tensor]; +"973 dequantize_per_tensor_default_73" [id=973, type=dequantize_per_tensor]; "974 scale_updated_constant49" [id=974, type=get_attr]; "975 compressed_weight_updated_constant49" [id=975, type=get_attr]; "976 mul_tensor_49" [id=976, type=mul]; @@ -980,1028 +980,1028 @@ strict digraph { "978 sub_tensor_49" [id=978, type=sub]; "979 linear_48" [id=979, type=linear]; "980 output" [id=980, type=output]; -"0 encoder_pos_embedding" -> "65 add" [label="(1, 197, 768)", style=solid]; -"1 encoder_layers_encoder_layer_0_ln_1_weight" -> "67 layer_norm" [label="(768,)", style=solid]; -"2 encoder_layers_encoder_layer_0_ln_1_bias" -> "67 layer_norm" [label="(768,)", style=solid]; -"3 encoder_layers_encoder_layer_0_ln_2_weight" -> "117 layer_norm_1" [label="(768,)", style=solid]; -"4 encoder_layers_encoder_layer_0_ln_2_bias" -> "117 layer_norm_1" [label="(768,)", style=solid]; -"5 encoder_layers_encoder_layer_1_ln_1_weight" -> "142 layer_norm_2" [label="(768,)", style=solid]; -"6 encoder_layers_encoder_layer_1_ln_1_bias" -> "142 layer_norm_2" [label="(768,)", style=solid]; -"7 encoder_layers_encoder_layer_1_ln_2_weight" -> "192 layer_norm_3" [label="(768,)", style=solid]; -"8 encoder_layers_encoder_layer_1_ln_2_bias" -> "192 layer_norm_3" [label="(768,)", style=solid]; -"9 encoder_layers_encoder_layer_2_ln_1_weight" -> "217 layer_norm_4" [label="(768,)", style=solid]; -"10 encoder_layers_encoder_layer_2_ln_1_bias" -> "217 layer_norm_4" [label="(768,)", style=solid]; -"11 encoder_layers_encoder_layer_2_ln_2_weight" -> "267 layer_norm_5" [label="(768,)", style=solid]; -"12 encoder_layers_encoder_layer_2_ln_2_bias" -> "267 layer_norm_5" [label="(768,)", style=solid]; -"13 encoder_layers_encoder_layer_3_ln_1_weight" -> "292 layer_norm_6" [label="(768,)", style=solid]; -"14 encoder_layers_encoder_layer_3_ln_1_bias" -> "292 layer_norm_6" [label="(768,)", style=solid]; -"15 encoder_layers_encoder_layer_3_ln_2_weight" -> "342 layer_norm_7" [label="(768,)", style=solid]; -"16 encoder_layers_encoder_layer_3_ln_2_bias" -> "342 layer_norm_7" [label="(768,)", style=solid]; -"17 encoder_layers_encoder_layer_4_ln_1_weight" -> "367 layer_norm_8" [label="(768,)", style=solid]; -"18 encoder_layers_encoder_layer_4_ln_1_bias" -> "367 layer_norm_8" [label="(768,)", style=solid]; -"19 encoder_layers_encoder_layer_4_ln_2_weight" -> "417 layer_norm_9" [label="(768,)", style=solid]; -"20 encoder_layers_encoder_layer_4_ln_2_bias" -> "417 layer_norm_9" [label="(768,)", style=solid]; -"21 encoder_layers_encoder_layer_5_ln_1_weight" -> "442 layer_norm_10" [label="(768,)", style=solid]; -"22 encoder_layers_encoder_layer_5_ln_1_bias" -> "442 layer_norm_10" [label="(768,)", style=solid]; -"23 encoder_layers_encoder_layer_5_ln_2_weight" -> "492 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encoder_layers_encoder_layer_8_ln_1_weight" -> "667 layer_norm_16" [label="(768,)", style=solid]; -"34 encoder_layers_encoder_layer_8_ln_1_bias" -> "667 layer_norm_16" [label="(768,)", style=solid]; -"35 encoder_layers_encoder_layer_8_ln_2_weight" -> "717 layer_norm_17" [label="(768,)", style=solid]; -"36 encoder_layers_encoder_layer_8_ln_2_bias" -> "717 layer_norm_17" [label="(768,)", style=solid]; -"37 encoder_layers_encoder_layer_9_ln_1_weight" -> "742 layer_norm_18" [label="(768,)", style=solid]; -"38 encoder_layers_encoder_layer_9_ln_1_bias" -> "742 layer_norm_18" [label="(768,)", style=solid]; -"39 encoder_layers_encoder_layer_9_ln_2_weight" -> "792 layer_norm_19" [label="(768,)", style=solid]; -"40 encoder_layers_encoder_layer_9_ln_2_bias" -> "792 layer_norm_19" [label="(768,)", style=solid]; -"41 encoder_layers_encoder_layer_10_ln_1_weight" -> "817 layer_norm_20" [label="(768,)", style=solid]; -"42 encoder_layers_encoder_layer_10_ln_1_bias" -> "817 layer_norm_20" 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dropout" -> "67 layer_norm" [label="(1, 197, 768)", style=solid]; -"66 dropout" -> "116 add_1" [label="(1, 197, 768)", style=solid]; -"67 layer_norm" -> "68 transpose" [label="(1, 197, 768)", style=solid]; -"68 transpose" -> "69 transpose_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; -"69 transpose_0_0_nncf_smooth_quant_0" -> "70 quantize_per_tensor_default_1" [label="(197, 1, 768)", style=solid]; -"70 quantize_per_tensor_default_1" -> "71 dequantize_per_tensor_default_1" [label="(197, 1, 768)", style=solid]; -"71 dequantize_per_tensor_default_1" -> "78 linear" [label="(197, 1, 768)", style=solid]; -"72 encoder_layers_encoder_layer_0_self_attention_in_proj_bias_0_0" -> "78 linear" [label="(2304,)", style=solid]; -"73 scale_updated_constant1" -> "75 mul_tensor_1" [label="(2304, 1)", style=solid]; -"74 compressed_weight_updated_constant1" -> "75 mul_tensor_1" [label="(2304, 768)", style=solid]; -"75 mul_tensor_1" -> "77 sub_tensor_1" [label="(2304, 768)", style=solid]; 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[label="(1, 12, 197, 64)", style=solid]; -"99 view_5" -> "100 scaled_dot_product_attention" [label="(1, 12, 197, 64)", style=solid]; -"100 scaled_dot_product_attention" -> "101 permute_1" [label="(1, 12, 197, 64)", style=solid]; -"101 permute_1" -> "102 view_6" [label="(197, 1, 12, 64)", style=solid]; -"102 view_6" -> "103 view_6_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; -"103 view_6_0_0_nncf_smooth_quant_0" -> "104 quantize_per_tensor_default_4" [label="(197, 768)", style=solid]; -"104 quantize_per_tensor_default_4" -> "105 dequantize_per_tensor_default_4" [label="(197, 768)", style=solid]; -"105 dequantize_per_tensor_default_4" -> "112 linear_1" [label="(197, 768)", style=solid]; -"106 encoder_layers_encoder_layer_0_self_attention_out_proj_bias_0_0" -> "112 linear_1" [label="(768,)", style=solid]; -"107 scale_updated_constant2" -> "109 mul_tensor_2" [label="(768, 1)", style=solid]; -"108 compressed_weight_updated_constant2" -> "109 mul_tensor_2" [label="(768, 768)", style=solid]; -"109 mul_tensor_2" -> "111 sub_tensor_2" [label="(768, 768)", style=solid]; -"110 zero_point_updated_constant2" -> "111 sub_tensor_2" [label="(768, 1)", style=solid]; -"111 sub_tensor_2" -> "112 linear_1" [label="(768, 768)", style=solid]; -"112 linear_1" -> "113 view_7" [label="(197, 768)", style=solid]; -"113 view_7" -> "114 transpose_5" [label="(197, 1, 768)", style=solid]; -"114 transpose_5" -> "115 dropout_1" [label="(1, 197, 768)", style=solid]; -"115 dropout_1" -> "116 add_1" [label="(1, 197, 768)", style=solid]; -"116 add_1" -> "117 layer_norm_1" [label="(1, 197, 768)", style=solid]; -"116 add_1" -> "141 add_2" [label="(1, 197, 768)", style=solid]; -"117 layer_norm_1" -> "118 layer_norm_1_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; -"118 layer_norm_1_0_0_nncf_smooth_quant_0" -> "119 quantize_per_tensor_default_5" [label="(1, 197, 768)", style=solid]; -"119 quantize_per_tensor_default_5" -> "120 dequantize_per_tensor_default_5" [label="(1, 197, 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style=solid]; -"131 quantize_per_tensor_default_6" -> "132 dequantize_per_tensor_default_6" [label="(1, 197, 3072)", style=solid]; -"132 dequantize_per_tensor_default_6" -> "139 linear_3" [label="(1, 197, 3072)", style=solid]; -"133 encoder_layers_encoder_layer_0_mlp_3_bias_0_0" -> "139 linear_3" [label="(768,)", style=solid]; -"134 scale_updated_constant4" -> "136 mul_tensor_4" [label="(768, 1)", style=solid]; -"135 compressed_weight_updated_constant4" -> "136 mul_tensor_4" [label="(768, 3072)", style=solid]; -"136 mul_tensor_4" -> "138 sub_tensor_4" [label="(768, 3072)", style=solid]; -"137 zero_point_updated_constant4" -> "138 sub_tensor_4" [label="(768, 1)", style=solid]; -"138 sub_tensor_4" -> "139 linear_3" [label="(768, 3072)", style=solid]; -"139 linear_3" -> "140 dropout_3" [label="(1, 197, 768)", style=solid]; -"140 dropout_3" -> "141 add_2" [label="(1, 197, 768)", style=solid]; -"141 add_2" -> "142 layer_norm_2" [label="(1, 197, 768)", style=solid]; -"141 add_2" -> "191 add_3" [label="(1, 197, 768)", style=solid]; -"142 layer_norm_2" -> "143 transpose_6" [label="(1, 197, 768)", style=solid]; -"143 transpose_6" -> "144 transpose_6_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; -"144 transpose_6_0_0_nncf_smooth_quant_0" -> "145 quantize_per_tensor_default_7" [label="(197, 1, 768)", style=solid]; -"145 quantize_per_tensor_default_7" -> "146 dequantize_per_tensor_default_7" [label="(197, 1, 768)", style=solid]; -"146 dequantize_per_tensor_default_7" -> "153 linear_4" [label="(197, 1, 768)", style=solid]; -"147 encoder_layers_encoder_layer_1_self_attention_in_proj_bias_0_0" -> "153 linear_4" [label="(2304,)", style=solid]; -"148 scale_updated_constant5" -> "150 mul_tensor_5" [label="(2304, 1)", style=solid]; -"149 compressed_weight_updated_constant5" -> "150 mul_tensor_5" [label="(2304, 768)", style=solid]; -"150 mul_tensor_5" -> "152 sub_tensor_5" [label="(2304, 768)", style=solid]; -"151 zero_point_updated_constant5" -> "152 sub_tensor_5" 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style=solid]; -"161 select_3" -> "166 view_8" [label="(197, 1, 768)", style=solid]; -"162 quantize_per_tensor_default_9" -> "163 dequantize_per_tensor_default_9" [label="(3, 197, 1, 768)", style=solid]; -"163 dequantize_per_tensor_default_9" -> "164 select_4" [label="(3, 197, 1, 768)", style=solid]; -"164 select_4" -> "168 view_9" [label="(197, 1, 768)", style=solid]; -"165 select_5" -> "170 view_10" [label="(197, 1, 768)", style=solid]; -"166 view_8" -> "167 transpose_8" [label="(197, 12, 64)", style=solid]; -"167 transpose_8" -> "172 view_11" [label="(12, 197, 64)", style=solid]; -"168 view_9" -> "169 transpose_9" [label="(197, 12, 64)", style=solid]; -"169 transpose_9" -> "173 view_12" [label="(12, 197, 64)", style=solid]; -"170 view_10" -> "171 transpose_10" [label="(197, 12, 64)", style=solid]; -"171 transpose_10" -> "174 view_13" [label="(12, 197, 64)", style=solid]; -"172 view_11" -> "175 scaled_dot_product_attention_1" [label="(1, 12, 197, 64)", style=solid]; -"173 view_12" -> 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dropout_5_0_0_nncf_smooth_quant_0" -> "206 quantize_per_tensor_default_12" [label="(1, 197, 3072)", style=solid]; -"206 quantize_per_tensor_default_12" -> "207 dequantize_per_tensor_default_12" [label="(1, 197, 3072)", style=solid]; -"207 dequantize_per_tensor_default_12" -> "214 linear_7" [label="(1, 197, 3072)", style=solid]; -"208 encoder_layers_encoder_layer_1_mlp_3_bias_0_0" -> "214 linear_7" [label="(768,)", style=solid]; -"209 scale_updated_constant8" -> "211 mul_tensor_8" [label="(768, 1)", style=solid]; -"210 compressed_weight_updated_constant8" -> "211 mul_tensor_8" [label="(768, 3072)", style=solid]; -"211 mul_tensor_8" -> "213 sub_tensor_8" [label="(768, 3072)", style=solid]; -"212 zero_point_updated_constant8" -> "213 sub_tensor_8" [label="(768, 1)", style=solid]; -"213 sub_tensor_8" -> "214 linear_7" [label="(768, 3072)", style=solid]; -"214 linear_7" -> "215 dropout_6" [label="(1, 197, 768)", style=solid]; -"215 dropout_6" -> "216 add_4" [label="(1, 197, 768)", style=solid]; -"216 add_4" -> "217 layer_norm_4" [label="(1, 197, 768)", style=solid]; -"216 add_4" -> "266 add_5" [label="(1, 197, 768)", style=solid]; -"217 layer_norm_4" -> "218 transpose_12" [label="(1, 197, 768)", style=solid]; -"218 transpose_12" -> "219 transpose_12_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; -"219 transpose_12_0_0_nncf_smooth_quant_0" -> "220 quantize_per_tensor_default_13" [label="(197, 1, 768)", style=solid]; -"220 quantize_per_tensor_default_13" -> "221 dequantize_per_tensor_default_13" [label="(197, 1, 768)", style=solid]; -"221 dequantize_per_tensor_default_13" -> "228 linear_8" [label="(197, 1, 768)", style=solid]; -"222 encoder_layers_encoder_layer_2_self_attention_in_proj_bias_0_0" -> "228 linear_8" [label="(2304,)", style=solid]; -"223 scale_updated_constant9" -> "225 mul_tensor_9" [label="(2304, 1)", style=solid]; -"224 compressed_weight_updated_constant9" -> "225 mul_tensor_9" [label="(2304, 768)", style=solid]; -"225 mul_tensor_9" -> "227 sub_tensor_9" [label="(2304, 768)", style=solid]; -"226 zero_point_updated_constant9" -> "227 sub_tensor_9" [label="(2304, 1)", style=solid]; -"227 sub_tensor_9" -> "228 linear_8" [label="(2304, 768)", style=solid]; -"228 linear_8" -> "229 unflatten_2" [label="(197, 1, 2304)", style=solid]; -"229 unflatten_2" -> "230 unsqueeze_2" [label="(197, 1, 3, 768)", style=solid]; -"230 unsqueeze_2" -> "231 transpose_13" [label="(1, 197, 1, 3, 768)", style=solid]; -"231 transpose_13" -> "232 squeeze_2" [label="(3, 197, 1, 1, 768)", style=solid]; -"232 squeeze_2" -> "233 contiguous_2" [label="(3, 197, 1, 768)", style=solid]; -"233 contiguous_2" -> "234 quantize_per_tensor_default_14" [label="(3, 197, 1, 768)", style=solid]; -"233 contiguous_2" -> "237 quantize_per_tensor_default_15" [label="(3, 197, 1, 768)", style=solid]; -"233 contiguous_2" -> "240 select_8" [label="(3, 197, 1, 768)", style=solid]; -"234 quantize_per_tensor_default_14" -> "235 dequantize_per_tensor_default_14" [label="(3, 197, 1, 768)", style=solid]; -"235 dequantize_per_tensor_default_14" -> "236 select_6" [label="(3, 197, 1, 768)", style=solid]; -"236 select_6" -> "241 view_16" [label="(197, 1, 768)", style=solid]; -"237 quantize_per_tensor_default_15" -> "238 dequantize_per_tensor_default_15" [label="(3, 197, 1, 768)", style=solid]; -"238 dequantize_per_tensor_default_15" -> "239 select_7" [label="(3, 197, 1, 768)", style=solid]; -"239 select_7" -> "243 view_17" [label="(197, 1, 768)", style=solid]; -"240 select_8" -> "245 view_18" [label="(197, 1, 768)", style=solid]; -"241 view_16" -> "242 transpose_14" [label="(197, 12, 64)", style=solid]; -"242 transpose_14" -> "247 view_19" [label="(12, 197, 64)", style=solid]; -"243 view_17" -> "244 transpose_15" [label="(197, 12, 64)", style=solid]; -"244 transpose_15" -> "248 view_20" [label="(12, 197, 64)", style=solid]; -"245 view_18" -> "246 transpose_16" [label="(197, 12, 64)", style=solid]; -"246 transpose_16" -> "249 view_21" [label="(12, 197, 64)", style=solid]; -"247 view_19" -> "250 scaled_dot_product_attention_2" [label="(1, 12, 197, 64)", style=solid]; -"248 view_20" -> "250 scaled_dot_product_attention_2" [label="(1, 12, 197, 64)", style=solid]; -"249 view_21" -> "250 scaled_dot_product_attention_2" [label="(1, 12, 197, 64)", style=solid]; -"250 scaled_dot_product_attention_2" -> "251 permute_3" [label="(1, 12, 197, 64)", style=solid]; -"251 permute_3" -> "252 view_22" [label="(197, 1, 12, 64)", style=solid]; -"252 view_22" -> "253 view_22_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; -"253 view_22_0_0_nncf_smooth_quant_0" -> "254 quantize_per_tensor_default_16" [label="(197, 768)", style=solid]; -"254 quantize_per_tensor_default_16" -> "255 dequantize_per_tensor_default_16" [label="(197, 768)", style=solid]; -"255 dequantize_per_tensor_default_16" -> "262 linear_9" [label="(197, 768)", style=solid]; -"256 encoder_layers_encoder_layer_2_self_attention_out_proj_bias_0_0" -> "262 linear_9" [label="(768,)", style=solid]; -"257 scale_updated_constant10" -> "259 mul_tensor_10" [label="(768, 1)", style=solid]; -"258 compressed_weight_updated_constant10" -> "259 mul_tensor_10" [label="(768, 768)", style=solid]; -"259 mul_tensor_10" -> "261 sub_tensor_10" [label="(768, 768)", style=solid]; -"260 zero_point_updated_constant10" -> "261 sub_tensor_10" [label="(768, 1)", style=solid]; -"261 sub_tensor_10" -> "262 linear_9" [label="(768, 768)", style=solid]; -"262 linear_9" -> "263 view_23" [label="(197, 768)", style=solid]; -"263 view_23" -> "264 transpose_17" [label="(197, 1, 768)", style=solid]; -"264 transpose_17" -> "265 dropout_7" [label="(1, 197, 768)", style=solid]; -"265 dropout_7" -> "266 add_5" [label="(1, 197, 768)", style=solid]; -"266 add_5" -> "267 layer_norm_5" [label="(1, 197, 768)", style=solid]; -"266 add_5" -> "291 add_6" [label="(1, 197, 768)", style=solid]; -"267 layer_norm_5" -> "268 layer_norm_5_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; -"268 layer_norm_5_0_0_nncf_smooth_quant_0" -> "269 quantize_per_tensor_default_17" [label="(1, 197, 768)", style=solid]; -"269 quantize_per_tensor_default_17" -> "270 dequantize_per_tensor_default_17" [label="(1, 197, 768)", style=solid]; -"270 dequantize_per_tensor_default_17" -> "277 linear_10" [label="(1, 197, 768)", style=solid]; -"271 encoder_layers_encoder_layer_2_mlp_0_bias_0_0" -> "277 linear_10" [label="(3072,)", style=solid]; -"272 scale_updated_constant11" -> "274 mul_tensor_11" [label="(3072, 1)", style=solid]; -"273 compressed_weight_updated_constant11" -> "274 mul_tensor_11" [label="(3072, 768)", style=solid]; -"274 mul_tensor_11" -> "276 sub_tensor_11" [label="(3072, 768)", style=solid]; -"275 zero_point_updated_constant11" -> "276 sub_tensor_11" [label="(3072, 1)", style=solid]; -"276 sub_tensor_11" -> "277 linear_10" [label="(3072, 768)", style=solid]; -"277 linear_10" -> "278 gelu_2" [label="(1, 197, 3072)", style=solid]; -"278 gelu_2" -> "279 dropout_8" [label="(1, 197, 3072)", style=solid]; -"279 dropout_8" -> "280 dropout_8_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; -"280 dropout_8_0_0_nncf_smooth_quant_0" -> "281 quantize_per_tensor_default_18" [label="(1, 197, 3072)", style=solid]; -"281 quantize_per_tensor_default_18" -> "282 dequantize_per_tensor_default_18" [label="(1, 197, 3072)", style=solid]; -"282 dequantize_per_tensor_default_18" -> "289 linear_11" [label="(1, 197, 3072)", style=solid]; -"283 encoder_layers_encoder_layer_2_mlp_3_bias_0_0" -> "289 linear_11" [label="(768,)", style=solid]; -"284 scale_updated_constant12" -> "286 mul_tensor_12" [label="(768, 1)", style=solid]; -"285 compressed_weight_updated_constant12" -> "286 mul_tensor_12" [label="(768, 3072)", style=solid]; -"286 mul_tensor_12" -> "288 sub_tensor_12" [label="(768, 3072)", style=solid]; -"287 zero_point_updated_constant12" -> "288 sub_tensor_12" [label="(768, 1)", style=solid]; -"288 sub_tensor_12" -> "289 linear_11" [label="(768, 3072)", style=solid]; -"289 linear_11" -> "290 dropout_9" [label="(1, 197, 768)", style=solid]; -"290 dropout_9" -> "291 add_6" [label="(1, 197, 768)", style=solid]; -"291 add_6" -> "292 layer_norm_6" [label="(1, 197, 768)", style=solid]; -"291 add_6" -> "341 add_7" [label="(1, 197, 768)", style=solid]; -"292 layer_norm_6" -> "293 transpose_18" [label="(1, 197, 768)", style=solid]; -"293 transpose_18" -> "294 transpose_18_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; -"294 transpose_18_0_0_nncf_smooth_quant_0" -> "295 quantize_per_tensor_default_19" [label="(197, 1, 768)", style=solid]; -"295 quantize_per_tensor_default_19" -> "296 dequantize_per_tensor_default_19" [label="(197, 1, 768)", style=solid]; -"296 dequantize_per_tensor_default_19" -> "303 linear_12" [label="(197, 1, 768)", style=solid]; -"297 encoder_layers_encoder_layer_3_self_attention_in_proj_bias_0_0" -> "303 linear_12" [label="(2304,)", style=solid]; -"298 scale_updated_constant13" -> "300 mul_tensor_13" [label="(2304, 1)", style=solid]; -"299 compressed_weight_updated_constant13" -> "300 mul_tensor_13" [label="(2304, 768)", style=solid]; -"300 mul_tensor_13" -> "302 sub_tensor_13" [label="(2304, 768)", style=solid]; -"301 zero_point_updated_constant13" -> "302 sub_tensor_13" [label="(2304, 1)", style=solid]; -"302 sub_tensor_13" -> "303 linear_12" [label="(2304, 768)", style=solid]; -"303 linear_12" -> "304 unflatten_3" [label="(197, 1, 2304)", style=solid]; -"304 unflatten_3" -> "305 unsqueeze_3" [label="(197, 1, 3, 768)", style=solid]; -"305 unsqueeze_3" -> "306 transpose_19" [label="(1, 197, 1, 3, 768)", style=solid]; -"306 transpose_19" -> "307 squeeze_3" [label="(3, 197, 1, 1, 768)", style=solid]; -"307 squeeze_3" -> "308 contiguous_3" [label="(3, 197, 1, 768)", style=solid]; -"308 contiguous_3" -> "309 quantize_per_tensor_default_20" [label="(3, 197, 1, 768)", style=solid]; -"308 contiguous_3" -> "312 quantize_per_tensor_default_21" [label="(3, 197, 1, 768)", style=solid]; -"308 contiguous_3" -> "315 select_11" [label="(3, 197, 1, 768)", style=solid]; -"309 quantize_per_tensor_default_20" -> "310 dequantize_per_tensor_default_20" [label="(3, 197, 1, 768)", style=solid]; -"310 dequantize_per_tensor_default_20" -> "311 select_9" [label="(3, 197, 1, 768)", style=solid]; -"311 select_9" -> "316 view_24" [label="(197, 1, 768)", style=solid]; -"312 quantize_per_tensor_default_21" -> "313 dequantize_per_tensor_default_21" [label="(3, 197, 1, 768)", style=solid]; -"313 dequantize_per_tensor_default_21" -> "314 select_10" [label="(3, 197, 1, 768)", style=solid]; -"314 select_10" -> "318 view_25" [label="(197, 1, 768)", style=solid]; -"315 select_11" -> "320 view_26" [label="(197, 1, 768)", style=solid]; -"316 view_24" -> "317 transpose_20" [label="(197, 12, 64)", style=solid]; -"317 transpose_20" -> "322 view_27" [label="(12, 197, 64)", style=solid]; -"318 view_25" -> "319 transpose_21" [label="(197, 12, 64)", style=solid]; -"319 transpose_21" -> "323 view_28" [label="(12, 197, 64)", style=solid]; -"320 view_26" -> "321 transpose_22" [label="(197, 12, 64)", style=solid]; -"321 transpose_22" -> "324 view_29" [label="(12, 197, 64)", style=solid]; -"322 view_27" -> "325 scaled_dot_product_attention_3" [label="(1, 12, 197, 64)", style=solid]; -"323 view_28" -> "325 scaled_dot_product_attention_3" [label="(1, 12, 197, 64)", style=solid]; -"324 view_29" -> "325 scaled_dot_product_attention_3" [label="(1, 12, 197, 64)", style=solid]; -"325 scaled_dot_product_attention_3" -> "326 permute_4" [label="(1, 12, 197, 64)", style=solid]; -"326 permute_4" -> "327 view_30" [label="(197, 1, 12, 64)", style=solid]; -"327 view_30" -> "328 view_30_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; -"328 view_30_0_0_nncf_smooth_quant_0" -> "329 quantize_per_tensor_default_22" [label="(197, 768)", style=solid]; -"329 quantize_per_tensor_default_22" -> "330 dequantize_per_tensor_default_22" [label="(197, 768)", style=solid]; -"330 dequantize_per_tensor_default_22" -> "337 linear_13" [label="(197, 768)", style=solid]; -"331 encoder_layers_encoder_layer_3_self_attention_out_proj_bias_0_0" -> "337 linear_13" [label="(768,)", style=solid]; -"332 scale_updated_constant14" -> "334 mul_tensor_14" [label="(768, 1)", style=solid]; -"333 compressed_weight_updated_constant14" -> "334 mul_tensor_14" [label="(768, 768)", style=solid]; -"334 mul_tensor_14" -> "336 sub_tensor_14" [label="(768, 768)", style=solid]; -"335 zero_point_updated_constant14" -> "336 sub_tensor_14" [label="(768, 1)", style=solid]; -"336 sub_tensor_14" -> "337 linear_13" [label="(768, 768)", style=solid]; -"337 linear_13" -> "338 view_31" [label="(197, 768)", style=solid]; -"338 view_31" -> "339 transpose_23" [label="(197, 1, 768)", style=solid]; -"339 transpose_23" -> "340 dropout_10" [label="(1, 197, 768)", style=solid]; -"340 dropout_10" -> "341 add_7" [label="(1, 197, 768)", style=solid]; -"341 add_7" -> "342 layer_norm_7" [label="(1, 197, 768)", style=solid]; -"341 add_7" -> "366 add_8" [label="(1, 197, 768)", style=solid]; -"342 layer_norm_7" -> "343 layer_norm_7_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; -"343 layer_norm_7_0_0_nncf_smooth_quant_0" -> "344 quantize_per_tensor_default_23" [label="(1, 197, 768)", style=solid]; -"344 quantize_per_tensor_default_23" -> "345 dequantize_per_tensor_default_23" [label="(1, 197, 768)", style=solid]; -"345 dequantize_per_tensor_default_23" -> "352 linear_14" [label="(1, 197, 768)", style=solid]; -"346 encoder_layers_encoder_layer_3_mlp_0_bias_0_0" -> "352 linear_14" [label="(3072,)", style=solid]; -"347 scale_updated_constant15" -> "349 mul_tensor_15" [label="(3072, 1)", style=solid]; -"348 compressed_weight_updated_constant15" -> "349 mul_tensor_15" [label="(3072, 768)", style=solid]; -"349 mul_tensor_15" -> "351 sub_tensor_15" [label="(3072, 768)", style=solid]; -"350 zero_point_updated_constant15" -> "351 sub_tensor_15" [label="(3072, 1)", style=solid]; -"351 sub_tensor_15" -> "352 linear_14" [label="(3072, 768)", style=solid]; -"352 linear_14" -> "353 gelu_3" [label="(1, 197, 3072)", style=solid]; -"353 gelu_3" -> "354 dropout_11" [label="(1, 197, 3072)", style=solid]; -"354 dropout_11" -> "355 dropout_11_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; -"355 dropout_11_0_0_nncf_smooth_quant_0" -> "356 quantize_per_tensor_default_24" [label="(1, 197, 3072)", style=solid]; -"356 quantize_per_tensor_default_24" -> "357 dequantize_per_tensor_default_24" [label="(1, 197, 3072)", style=solid]; -"357 dequantize_per_tensor_default_24" -> "364 linear_15" [label="(1, 197, 3072)", style=solid]; -"358 encoder_layers_encoder_layer_3_mlp_3_bias_0_0" -> "364 linear_15" [label="(768,)", style=solid]; -"359 scale_updated_constant16" -> "361 mul_tensor_16" [label="(768, 1)", style=solid]; -"360 compressed_weight_updated_constant16" -> "361 mul_tensor_16" [label="(768, 3072)", style=solid]; -"361 mul_tensor_16" -> "363 sub_tensor_16" [label="(768, 3072)", style=solid]; -"362 zero_point_updated_constant16" -> "363 sub_tensor_16" [label="(768, 1)", style=solid]; -"363 sub_tensor_16" -> "364 linear_15" [label="(768, 3072)", style=solid]; -"364 linear_15" -> "365 dropout_12" [label="(1, 197, 768)", style=solid]; -"365 dropout_12" -> "366 add_8" [label="(1, 197, 768)", style=solid]; -"366 add_8" -> "367 layer_norm_8" [label="(1, 197, 768)", style=solid]; -"366 add_8" -> "416 add_9" [label="(1, 197, 768)", style=solid]; -"367 layer_norm_8" -> "368 transpose_24" [label="(1, 197, 768)", style=solid]; -"368 transpose_24" -> "369 transpose_24_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; -"369 transpose_24_0_0_nncf_smooth_quant_0" -> "370 quantize_per_tensor_default_25" [label="(197, 1, 768)", style=solid]; -"370 quantize_per_tensor_default_25" -> "371 dequantize_per_tensor_default_25" [label="(197, 1, 768)", style=solid]; -"371 dequantize_per_tensor_default_25" -> "378 linear_16" [label="(197, 1, 768)", style=solid]; -"372 encoder_layers_encoder_layer_4_self_attention_in_proj_bias_0_0" -> "378 linear_16" [label="(2304,)", style=solid]; -"373 scale_updated_constant17" -> "375 mul_tensor_17" [label="(2304, 1)", style=solid]; -"374 compressed_weight_updated_constant17" -> "375 mul_tensor_17" [label="(2304, 768)", style=solid]; -"375 mul_tensor_17" -> "377 sub_tensor_17" [label="(2304, 768)", style=solid]; -"376 zero_point_updated_constant17" -> "377 sub_tensor_17" [label="(2304, 1)", style=solid]; -"377 sub_tensor_17" -> "378 linear_16" [label="(2304, 768)", style=solid]; -"378 linear_16" -> "379 unflatten_4" [label="(197, 1, 2304)", style=solid]; -"379 unflatten_4" -> "380 unsqueeze_4" [label="(197, 1, 3, 768)", style=solid]; -"380 unsqueeze_4" -> "381 transpose_25" [label="(1, 197, 1, 3, 768)", style=solid]; -"381 transpose_25" -> "382 squeeze_4" [label="(3, 197, 1, 1, 768)", style=solid]; -"382 squeeze_4" -> "383 contiguous_4" [label="(3, 197, 1, 768)", style=solid]; -"383 contiguous_4" -> "384 quantize_per_tensor_default_26" [label="(3, 197, 1, 768)", style=solid]; -"383 contiguous_4" -> "387 quantize_per_tensor_default_27" [label="(3, 197, 1, 768)", style=solid]; -"383 contiguous_4" -> "390 select_14" [label="(3, 197, 1, 768)", style=solid]; -"384 quantize_per_tensor_default_26" -> "385 dequantize_per_tensor_default_26" [label="(3, 197, 1, 768)", style=solid]; -"385 dequantize_per_tensor_default_26" -> "386 select_12" [label="(3, 197, 1, 768)", style=solid]; -"386 select_12" -> "391 view_32" [label="(197, 1, 768)", style=solid]; -"387 quantize_per_tensor_default_27" -> "388 dequantize_per_tensor_default_27" [label="(3, 197, 1, 768)", style=solid]; -"388 dequantize_per_tensor_default_27" -> "389 select_13" [label="(3, 197, 1, 768)", style=solid]; -"389 select_13" -> "393 view_33" [label="(197, 1, 768)", style=solid]; -"390 select_14" -> "395 view_34" [label="(197, 1, 768)", style=solid]; -"391 view_32" -> "392 transpose_26" [label="(197, 12, 64)", style=solid]; -"392 transpose_26" -> "397 view_35" [label="(12, 197, 64)", style=solid]; -"393 view_33" -> "394 transpose_27" [label="(197, 12, 64)", style=solid]; -"394 transpose_27" -> "398 view_36" [label="(12, 197, 64)", style=solid]; -"395 view_34" -> "396 transpose_28" [label="(197, 12, 64)", style=solid]; -"396 transpose_28" -> "399 view_37" [label="(12, 197, 64)", style=solid]; -"397 view_35" -> "400 scaled_dot_product_attention_4" [label="(1, 12, 197, 64)", style=solid]; -"398 view_36" -> "400 scaled_dot_product_attention_4" [label="(1, 12, 197, 64)", style=solid]; -"399 view_37" -> "400 scaled_dot_product_attention_4" [label="(1, 12, 197, 64)", style=solid]; -"400 scaled_dot_product_attention_4" -> "401 permute_5" [label="(1, 12, 197, 64)", style=solid]; -"401 permute_5" -> "402 view_38" [label="(197, 1, 12, 64)", style=solid]; -"402 view_38" -> "403 view_38_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; -"403 view_38_0_0_nncf_smooth_quant_0" -> "404 quantize_per_tensor_default_28" [label="(197, 768)", style=solid]; -"404 quantize_per_tensor_default_28" -> "405 dequantize_per_tensor_default_28" [label="(197, 768)", style=solid]; -"405 dequantize_per_tensor_default_28" -> "412 linear_17" [label="(197, 768)", style=solid]; -"406 encoder_layers_encoder_layer_4_self_attention_out_proj_bias_0_0" -> "412 linear_17" [label="(768,)", style=solid]; -"407 scale_updated_constant18" -> "409 mul_tensor_18" [label="(768, 1)", style=solid]; -"408 compressed_weight_updated_constant18" -> "409 mul_tensor_18" [label="(768, 768)", style=solid]; -"409 mul_tensor_18" -> "411 sub_tensor_18" [label="(768, 768)", style=solid]; -"410 zero_point_updated_constant18" -> "411 sub_tensor_18" [label="(768, 1)", style=solid]; -"411 sub_tensor_18" -> "412 linear_17" [label="(768, 768)", style=solid]; -"412 linear_17" -> "413 view_39" [label="(197, 768)", style=solid]; -"413 view_39" -> "414 transpose_29" [label="(197, 1, 768)", style=solid]; -"414 transpose_29" -> "415 dropout_13" [label="(1, 197, 768)", style=solid]; -"415 dropout_13" -> "416 add_9" [label="(1, 197, 768)", style=solid]; -"416 add_9" -> "417 layer_norm_9" [label="(1, 197, 768)", style=solid]; -"416 add_9" -> "441 add_10" [label="(1, 197, 768)", style=solid]; -"417 layer_norm_9" -> "418 layer_norm_9_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; -"418 layer_norm_9_0_0_nncf_smooth_quant_0" -> "419 quantize_per_tensor_default_29" [label="(1, 197, 768)", style=solid]; -"419 quantize_per_tensor_default_29" -> "420 dequantize_per_tensor_default_29" [label="(1, 197, 768)", style=solid]; -"420 dequantize_per_tensor_default_29" -> "427 linear_18" [label="(1, 197, 768)", style=solid]; -"421 encoder_layers_encoder_layer_4_mlp_0_bias_0_0" -> "427 linear_18" [label="(3072,)", style=solid]; -"422 scale_updated_constant19" -> "424 mul_tensor_19" [label="(3072, 1)", style=solid]; -"423 compressed_weight_updated_constant19" -> "424 mul_tensor_19" [label="(3072, 768)", style=solid]; -"424 mul_tensor_19" -> "426 sub_tensor_19" [label="(3072, 768)", style=solid]; -"425 zero_point_updated_constant19" -> "426 sub_tensor_19" [label="(3072, 1)", style=solid]; -"426 sub_tensor_19" -> "427 linear_18" [label="(3072, 768)", style=solid]; -"427 linear_18" -> "428 gelu_4" [label="(1, 197, 3072)", style=solid]; -"428 gelu_4" -> "429 dropout_14" [label="(1, 197, 3072)", style=solid]; -"429 dropout_14" -> "430 dropout_14_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; -"430 dropout_14_0_0_nncf_smooth_quant_0" -> "431 quantize_per_tensor_default_30" [label="(1, 197, 3072)", style=solid]; -"431 quantize_per_tensor_default_30" -> "432 dequantize_per_tensor_default_30" [label="(1, 197, 3072)", style=solid]; -"432 dequantize_per_tensor_default_30" -> "439 linear_19" [label="(1, 197, 3072)", style=solid]; -"433 encoder_layers_encoder_layer_4_mlp_3_bias_0_0" -> "439 linear_19" [label="(768,)", style=solid]; -"434 scale_updated_constant20" -> "436 mul_tensor_20" [label="(768, 1)", style=solid]; -"435 compressed_weight_updated_constant20" -> "436 mul_tensor_20" [label="(768, 3072)", style=solid]; -"436 mul_tensor_20" -> "438 sub_tensor_20" [label="(768, 3072)", style=solid]; -"437 zero_point_updated_constant20" -> "438 sub_tensor_20" [label="(768, 1)", style=solid]; -"438 sub_tensor_20" -> "439 linear_19" [label="(768, 3072)", style=solid]; -"439 linear_19" -> "440 dropout_15" [label="(1, 197, 768)", style=solid]; -"440 dropout_15" -> "441 add_10" [label="(1, 197, 768)", style=solid]; -"441 add_10" -> "442 layer_norm_10" [label="(1, 197, 768)", style=solid]; -"441 add_10" -> "491 add_11" [label="(1, 197, 768)", style=solid]; -"442 layer_norm_10" -> "443 transpose_30" [label="(1, 197, 768)", style=solid]; -"443 transpose_30" -> "444 transpose_30_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; -"444 transpose_30_0_0_nncf_smooth_quant_0" -> "445 quantize_per_tensor_default_31" [label="(197, 1, 768)", style=solid]; 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768)", style=solid]; -"456 transpose_31" -> "457 squeeze_5" [label="(3, 197, 1, 1, 768)", style=solid]; -"457 squeeze_5" -> "458 contiguous_5" [label="(3, 197, 1, 768)", style=solid]; -"458 contiguous_5" -> "459 quantize_per_tensor_default_32" [label="(3, 197, 1, 768)", style=solid]; -"458 contiguous_5" -> "462 quantize_per_tensor_default_33" [label="(3, 197, 1, 768)", style=solid]; -"458 contiguous_5" -> "465 select_17" [label="(3, 197, 1, 768)", style=solid]; -"459 quantize_per_tensor_default_32" -> "460 dequantize_per_tensor_default_32" [label="(3, 197, 1, 768)", style=solid]; -"460 dequantize_per_tensor_default_32" -> "461 select_15" [label="(3, 197, 1, 768)", style=solid]; -"461 select_15" -> "466 view_40" [label="(197, 1, 768)", style=solid]; -"462 quantize_per_tensor_default_33" -> "463 dequantize_per_tensor_default_33" [label="(3, 197, 1, 768)", style=solid]; -"463 dequantize_per_tensor_default_33" -> "464 select_16" [label="(3, 197, 1, 768)", style=solid]; -"464 select_16" -> "468 view_41" [label="(197, 1, 768)", style=solid]; -"465 select_17" -> "470 view_42" [label="(197, 1, 768)", style=solid]; -"466 view_40" -> "467 transpose_32" [label="(197, 12, 64)", style=solid]; -"467 transpose_32" -> "472 view_43" [label="(12, 197, 64)", style=solid]; -"468 view_41" -> "469 transpose_33" [label="(197, 12, 64)", style=solid]; -"469 transpose_33" -> "473 view_44" [label="(12, 197, 64)", style=solid]; -"470 view_42" -> "471 transpose_34" [label="(197, 12, 64)", style=solid]; -"471 transpose_34" -> "474 view_45" [label="(12, 197, 64)", style=solid]; -"472 view_43" -> "475 scaled_dot_product_attention_5" [label="(1, 12, 197, 64)", style=solid]; -"473 view_44" -> "475 scaled_dot_product_attention_5" [label="(1, 12, 197, 64)", style=solid]; -"474 view_45" -> "475 scaled_dot_product_attention_5" [label="(1, 12, 197, 64)", style=solid]; -"475 scaled_dot_product_attention_5" -> "476 permute_6" [label="(1, 12, 197, 64)", style=solid]; -"476 permute_6" -> "477 view_46" [label="(197, 1, 12, 64)", style=solid]; -"477 view_46" -> "478 view_46_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; -"478 view_46_0_0_nncf_smooth_quant_0" -> "479 quantize_per_tensor_default_34" [label="(197, 768)", style=solid]; -"479 quantize_per_tensor_default_34" -> "480 dequantize_per_tensor_default_34" [label="(197, 768)", style=solid]; -"480 dequantize_per_tensor_default_34" -> "487 linear_21" [label="(197, 768)", style=solid]; -"481 encoder_layers_encoder_layer_5_self_attention_out_proj_bias_0_0" -> "487 linear_21" [label="(768,)", style=solid]; -"482 scale_updated_constant22" -> "484 mul_tensor_22" [label="(768, 1)", style=solid]; -"483 compressed_weight_updated_constant22" -> "484 mul_tensor_22" [label="(768, 768)", style=solid]; -"484 mul_tensor_22" -> "486 sub_tensor_22" [label="(768, 768)", style=solid]; -"485 zero_point_updated_constant22" -> "486 sub_tensor_22" [label="(768, 1)", style=solid]; -"486 sub_tensor_22" -> "487 linear_21" [label="(768, 768)", style=solid]; -"487 linear_21" -> "488 view_47" [label="(197, 768)", style=solid]; -"488 view_47" -> "489 transpose_35" [label="(197, 1, 768)", style=solid]; -"489 transpose_35" -> "490 dropout_16" [label="(1, 197, 768)", style=solid]; -"490 dropout_16" -> "491 add_11" [label="(1, 197, 768)", style=solid]; -"491 add_11" -> "492 layer_norm_11" [label="(1, 197, 768)", style=solid]; -"491 add_11" -> "516 add_12" [label="(1, 197, 768)", style=solid]; -"492 layer_norm_11" -> "493 layer_norm_11_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; -"493 layer_norm_11_0_0_nncf_smooth_quant_0" -> "494 quantize_per_tensor_default_35" [label="(1, 197, 768)", style=solid]; -"494 quantize_per_tensor_default_35" -> "495 dequantize_per_tensor_default_35" [label="(1, 197, 768)", style=solid]; -"495 dequantize_per_tensor_default_35" -> "502 linear_22" [label="(1, 197, 768)", style=solid]; -"496 encoder_layers_encoder_layer_5_mlp_0_bias_0_0" -> "502 linear_22" [label="(3072,)", style=solid]; 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197, 3072)", style=solid]; -"508 encoder_layers_encoder_layer_5_mlp_3_bias_0_0" -> "514 linear_23" [label="(768,)", style=solid]; -"509 scale_updated_constant24" -> "511 mul_tensor_24" [label="(768, 1)", style=solid]; -"510 compressed_weight_updated_constant24" -> "511 mul_tensor_24" [label="(768, 3072)", style=solid]; -"511 mul_tensor_24" -> "513 sub_tensor_24" [label="(768, 3072)", style=solid]; -"512 zero_point_updated_constant24" -> "513 sub_tensor_24" [label="(768, 1)", style=solid]; -"513 sub_tensor_24" -> "514 linear_23" [label="(768, 3072)", style=solid]; -"514 linear_23" -> "515 dropout_18" [label="(1, 197, 768)", style=solid]; -"515 dropout_18" -> "516 add_12" [label="(1, 197, 768)", style=solid]; -"516 add_12" -> "517 layer_norm_12" [label="(1, 197, 768)", style=solid]; -"516 add_12" -> "566 add_13" [label="(1, 197, 768)", style=solid]; -"517 layer_norm_12" -> "518 transpose_36" [label="(1, 197, 768)", style=solid]; -"518 transpose_36" -> "519 transpose_36_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; -"519 transpose_36_0_0_nncf_smooth_quant_0" -> "520 quantize_per_tensor_default_37" [label="(197, 1, 768)", style=solid]; -"520 quantize_per_tensor_default_37" -> "521 dequantize_per_tensor_default_37" [label="(197, 1, 768)", style=solid]; -"521 dequantize_per_tensor_default_37" -> "528 linear_24" [label="(197, 1, 768)", style=solid]; -"522 encoder_layers_encoder_layer_6_self_attention_in_proj_bias_0_0" -> "528 linear_24" [label="(2304,)", style=solid]; -"523 scale_updated_constant25" -> "525 mul_tensor_25" [label="(2304, 1)", style=solid]; -"524 compressed_weight_updated_constant25" -> "525 mul_tensor_25" [label="(2304, 768)", style=solid]; -"525 mul_tensor_25" -> "527 sub_tensor_25" [label="(2304, 768)", style=solid]; -"526 zero_point_updated_constant25" -> "527 sub_tensor_25" [label="(2304, 1)", style=solid]; -"527 sub_tensor_25" -> "528 linear_24" [label="(2304, 768)", style=solid]; -"528 linear_24" -> "529 unflatten_6" [label="(197, 1, 2304)", style=solid]; -"529 unflatten_6" -> "530 unsqueeze_6" [label="(197, 1, 3, 768)", style=solid]; -"530 unsqueeze_6" -> "531 transpose_37" [label="(1, 197, 1, 3, 768)", style=solid]; -"531 transpose_37" -> "532 squeeze_6" [label="(3, 197, 1, 1, 768)", style=solid]; -"532 squeeze_6" -> "533 contiguous_6" [label="(3, 197, 1, 768)", style=solid]; -"533 contiguous_6" -> "534 quantize_per_tensor_default_38" [label="(3, 197, 1, 768)", style=solid]; -"533 contiguous_6" -> "537 quantize_per_tensor_default_39" [label="(3, 197, 1, 768)", style=solid]; -"533 contiguous_6" -> "540 select_20" [label="(3, 197, 1, 768)", style=solid]; -"534 quantize_per_tensor_default_38" -> "535 dequantize_per_tensor_default_38" [label="(3, 197, 1, 768)", style=solid]; -"535 dequantize_per_tensor_default_38" -> "536 select_18" [label="(3, 197, 1, 768)", style=solid]; -"536 select_18" -> "541 view_48" [label="(197, 1, 768)", style=solid]; -"537 quantize_per_tensor_default_39" -> "538 dequantize_per_tensor_default_39" [label="(3, 197, 1, 768)", style=solid]; -"538 dequantize_per_tensor_default_39" -> "539 select_19" [label="(3, 197, 1, 768)", style=solid]; -"539 select_19" -> "543 view_49" [label="(197, 1, 768)", style=solid]; -"540 select_20" -> "545 view_50" [label="(197, 1, 768)", style=solid]; -"541 view_48" -> "542 transpose_38" [label="(197, 12, 64)", style=solid]; -"542 transpose_38" -> "547 view_51" [label="(12, 197, 64)", style=solid]; -"543 view_49" -> "544 transpose_39" [label="(197, 12, 64)", style=solid]; -"544 transpose_39" -> "548 view_52" [label="(12, 197, 64)", style=solid]; -"545 view_50" -> "546 transpose_40" [label="(197, 12, 64)", style=solid]; -"546 transpose_40" -> "549 view_53" [label="(12, 197, 64)", style=solid]; -"547 view_51" -> "550 scaled_dot_product_attention_6" [label="(1, 12, 197, 64)", style=solid]; -"548 view_52" -> "550 scaled_dot_product_attention_6" [label="(1, 12, 197, 64)", style=solid]; -"549 view_53" -> "550 scaled_dot_product_attention_6" [label="(1, 12, 197, 64)", style=solid]; -"550 scaled_dot_product_attention_6" -> "551 permute_7" [label="(1, 12, 197, 64)", style=solid]; -"551 permute_7" -> "552 view_54" [label="(197, 1, 12, 64)", style=solid]; -"552 view_54" -> "553 view_54_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; -"553 view_54_0_0_nncf_smooth_quant_0" -> "554 quantize_per_tensor_default_40" [label="(197, 768)", style=solid]; -"554 quantize_per_tensor_default_40" -> "555 dequantize_per_tensor_default_40" [label="(197, 768)", style=solid]; -"555 dequantize_per_tensor_default_40" -> "562 linear_25" [label="(197, 768)", style=solid]; -"556 encoder_layers_encoder_layer_6_self_attention_out_proj_bias_0_0" -> "562 linear_25" [label="(768,)", style=solid]; -"557 scale_updated_constant26" -> "559 mul_tensor_26" [label="(768, 1)", style=solid]; -"558 compressed_weight_updated_constant26" -> "559 mul_tensor_26" [label="(768, 768)", style=solid]; -"559 mul_tensor_26" -> "561 sub_tensor_26" [label="(768, 768)", style=solid]; -"560 zero_point_updated_constant26" -> "561 sub_tensor_26" [label="(768, 1)", style=solid]; -"561 sub_tensor_26" -> "562 linear_25" [label="(768, 768)", style=solid]; -"562 linear_25" -> "563 view_55" [label="(197, 768)", style=solid]; -"563 view_55" -> "564 transpose_41" [label="(197, 1, 768)", style=solid]; -"564 transpose_41" -> "565 dropout_19" [label="(1, 197, 768)", style=solid]; -"565 dropout_19" -> "566 add_13" [label="(1, 197, 768)", style=solid]; -"566 add_13" -> "567 layer_norm_13" [label="(1, 197, 768)", style=solid]; -"566 add_13" -> "591 add_14" [label="(1, 197, 768)", style=solid]; -"567 layer_norm_13" -> "568 layer_norm_13_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; -"568 layer_norm_13_0_0_nncf_smooth_quant_0" -> "569 quantize_per_tensor_default_41" [label="(1, 197, 768)", style=solid]; -"569 quantize_per_tensor_default_41" -> "570 dequantize_per_tensor_default_41" [label="(1, 197, 768)", style=solid]; -"570 dequantize_per_tensor_default_41" -> "577 linear_26" [label="(1, 197, 768)", style=solid]; -"571 encoder_layers_encoder_layer_6_mlp_0_bias_0_0" -> "577 linear_26" [label="(3072,)", style=solid]; -"572 scale_updated_constant27" -> "574 mul_tensor_27" [label="(3072, 1)", style=solid]; -"573 compressed_weight_updated_constant27" -> "574 mul_tensor_27" [label="(3072, 768)", style=solid]; -"574 mul_tensor_27" -> "576 sub_tensor_27" [label="(3072, 768)", style=solid]; -"575 zero_point_updated_constant27" -> "576 sub_tensor_27" [label="(3072, 1)", style=solid]; -"576 sub_tensor_27" -> "577 linear_26" [label="(3072, 768)", style=solid]; -"577 linear_26" -> "578 gelu_6" [label="(1, 197, 3072)", style=solid]; -"578 gelu_6" -> "579 dropout_20" [label="(1, 197, 3072)", style=solid]; -"579 dropout_20" -> "580 dropout_20_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; -"580 dropout_20_0_0_nncf_smooth_quant_0" -> "581 quantize_per_tensor_default_42" [label="(1, 197, 3072)", style=solid]; -"581 quantize_per_tensor_default_42" -> "582 dequantize_per_tensor_default_42" [label="(1, 197, 3072)", style=solid]; -"582 dequantize_per_tensor_default_42" -> "589 linear_27" [label="(1, 197, 3072)", style=solid]; -"583 encoder_layers_encoder_layer_6_mlp_3_bias_0_0" -> "589 linear_27" [label="(768,)", style=solid]; -"584 scale_updated_constant28" -> "586 mul_tensor_28" [label="(768, 1)", style=solid]; -"585 compressed_weight_updated_constant28" -> "586 mul_tensor_28" [label="(768, 3072)", style=solid]; -"586 mul_tensor_28" -> "588 sub_tensor_28" [label="(768, 3072)", style=solid]; -"587 zero_point_updated_constant28" -> "588 sub_tensor_28" [label="(768, 1)", style=solid]; -"588 sub_tensor_28" -> "589 linear_27" [label="(768, 3072)", style=solid]; -"589 linear_27" -> "590 dropout_21" [label="(1, 197, 768)", style=solid]; -"590 dropout_21" -> "591 add_14" [label="(1, 197, 768)", style=solid]; -"591 add_14" -> "592 layer_norm_14" [label="(1, 197, 768)", style=solid]; -"591 add_14" -> "641 add_15" [label="(1, 197, 768)", style=solid]; -"592 layer_norm_14" -> "593 transpose_42" [label="(1, 197, 768)", style=solid]; -"593 transpose_42" -> "594 transpose_42_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; -"594 transpose_42_0_0_nncf_smooth_quant_0" -> "595 quantize_per_tensor_default_43" [label="(197, 1, 768)", style=solid]; -"595 quantize_per_tensor_default_43" -> "596 dequantize_per_tensor_default_43" [label="(197, 1, 768)", style=solid]; -"596 dequantize_per_tensor_default_43" -> "603 linear_28" [label="(197, 1, 768)", style=solid]; -"597 encoder_layers_encoder_layer_7_self_attention_in_proj_bias_0_0" -> "603 linear_28" [label="(2304,)", style=solid]; -"598 scale_updated_constant29" -> "600 mul_tensor_29" [label="(2304, 1)", style=solid]; -"599 compressed_weight_updated_constant29" -> "600 mul_tensor_29" [label="(2304, 768)", style=solid]; -"600 mul_tensor_29" -> "602 sub_tensor_29" [label="(2304, 768)", style=solid]; 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encoder_layers_encoder_layer_4_mlp_3_bias" -> "468 linear_19" [label="(768,)", style=solid]; +"42 encoder_layers_encoder_layer_5_ln_1_weight" -> "471 layer_norm_10" [label="(768,)", style=solid]; +"43 encoder_layers_encoder_layer_5_ln_1_bias" -> "471 layer_norm_10" [label="(768,)", style=solid]; +"44 encoder_layers_encoder_layer_5_self_attention_in_proj_bias" -> "481 linear_20" [label="(2304,)", style=solid]; +"45 encoder_layers_encoder_layer_5_self_attention_out_proj_bias" -> "514 linear_21" [label="(768,)", style=solid]; +"46 encoder_layers_encoder_layer_5_ln_2_weight" -> "519 layer_norm_11" [label="(768,)", style=solid]; +"47 encoder_layers_encoder_layer_5_ln_2_bias" -> "519 layer_norm_11" [label="(768,)", style=solid]; +"48 encoder_layers_encoder_layer_5_mlp_0_bias" -> "528 linear_22" [label="(3072,)", style=solid]; +"49 encoder_layers_encoder_layer_5_mlp_3_bias" -> "539 linear_23" [label="(768,)", style=solid]; +"50 encoder_layers_encoder_layer_6_ln_1_weight" -> "542 layer_norm_12" [label="(768,)", style=solid]; +"51 encoder_layers_encoder_layer_6_ln_1_bias" -> "542 layer_norm_12" [label="(768,)", style=solid]; +"52 encoder_layers_encoder_layer_6_self_attention_in_proj_bias" -> "552 linear_24" [label="(2304,)", style=solid]; +"53 encoder_layers_encoder_layer_6_self_attention_out_proj_bias" -> "585 linear_25" [label="(768,)", style=solid]; +"54 encoder_layers_encoder_layer_6_ln_2_weight" -> "590 layer_norm_13" [label="(768,)", style=solid]; +"55 encoder_layers_encoder_layer_6_ln_2_bias" -> "590 layer_norm_13" [label="(768,)", style=solid]; +"56 encoder_layers_encoder_layer_6_mlp_0_bias" -> "599 linear_26" [label="(3072,)", style=solid]; +"57 encoder_layers_encoder_layer_6_mlp_3_bias" -> "610 linear_27" [label="(768,)", style=solid]; +"58 encoder_layers_encoder_layer_7_ln_1_weight" -> "613 layer_norm_14" [label="(768,)", style=solid]; +"59 encoder_layers_encoder_layer_7_ln_1_bias" -> "613 layer_norm_14" [label="(768,)", style=solid]; +"60 encoder_layers_encoder_layer_7_self_attention_in_proj_bias" -> "623 linear_28" [label="(2304,)", style=solid]; +"61 encoder_layers_encoder_layer_7_self_attention_out_proj_bias" -> "656 linear_29" [label="(768,)", style=solid]; +"62 encoder_layers_encoder_layer_7_ln_2_weight" -> "661 layer_norm_15" [label="(768,)", style=solid]; +"63 encoder_layers_encoder_layer_7_ln_2_bias" -> "661 layer_norm_15" [label="(768,)", style=solid]; +"64 encoder_layers_encoder_layer_7_mlp_0_bias" -> "670 linear_30" [label="(3072,)", style=solid]; +"65 encoder_layers_encoder_layer_7_mlp_3_bias" -> "681 linear_31" [label="(768,)", style=solid]; +"66 encoder_layers_encoder_layer_8_ln_1_weight" -> "684 layer_norm_16" [label="(768,)", style=solid]; +"67 encoder_layers_encoder_layer_8_ln_1_bias" -> "684 layer_norm_16" [label="(768,)", style=solid]; +"68 encoder_layers_encoder_layer_8_self_attention_in_proj_bias" -> "694 linear_32" [label="(2304,)", style=solid]; +"69 encoder_layers_encoder_layer_8_self_attention_out_proj_bias" -> "727 linear_33" [label="(768,)", style=solid]; +"70 encoder_layers_encoder_layer_8_ln_2_weight" -> "732 layer_norm_17" [label="(768,)", style=solid]; +"71 encoder_layers_encoder_layer_8_ln_2_bias" -> "732 layer_norm_17" [label="(768,)", style=solid]; +"72 encoder_layers_encoder_layer_8_mlp_0_bias" -> "741 linear_34" [label="(3072,)", style=solid]; +"73 encoder_layers_encoder_layer_8_mlp_3_bias" -> "752 linear_35" [label="(768,)", style=solid]; +"74 encoder_layers_encoder_layer_9_ln_1_weight" -> "755 layer_norm_18" [label="(768,)", style=solid]; +"75 encoder_layers_encoder_layer_9_ln_1_bias" -> "755 layer_norm_18" [label="(768,)", style=solid]; +"76 encoder_layers_encoder_layer_9_self_attention_in_proj_bias" -> "765 linear_36" [label="(2304,)", style=solid]; +"77 encoder_layers_encoder_layer_9_self_attention_out_proj_bias" -> "798 linear_37" [label="(768,)", style=solid]; +"78 encoder_layers_encoder_layer_9_ln_2_weight" -> "803 layer_norm_19" [label="(768,)", style=solid]; +"79 encoder_layers_encoder_layer_9_ln_2_bias" -> "803 layer_norm_19" [label="(768,)", style=solid]; +"80 encoder_layers_encoder_layer_9_mlp_0_bias" -> "812 linear_38" [label="(3072,)", style=solid]; +"81 encoder_layers_encoder_layer_9_mlp_3_bias" -> "823 linear_39" [label="(768,)", style=solid]; +"82 encoder_layers_encoder_layer_10_ln_1_weight" -> "826 layer_norm_20" [label="(768,)", style=solid]; +"83 encoder_layers_encoder_layer_10_ln_1_bias" -> "826 layer_norm_20" [label="(768,)", style=solid]; +"84 encoder_layers_encoder_layer_10_self_attention_in_proj_bias" -> "836 linear_40" [label="(2304,)", style=solid]; +"85 encoder_layers_encoder_layer_10_self_attention_out_proj_bias" -> "869 linear_41" [label="(768,)", style=solid]; +"86 encoder_layers_encoder_layer_10_ln_2_weight" -> "874 layer_norm_21" [label="(768,)", style=solid]; +"87 encoder_layers_encoder_layer_10_ln_2_bias" -> "874 layer_norm_21" [label="(768,)", style=solid]; +"88 encoder_layers_encoder_layer_10_mlp_0_bias" -> "883 linear_42" [label="(3072,)", style=solid]; +"89 encoder_layers_encoder_layer_10_mlp_3_bias" -> "894 linear_43" [label="(768,)", style=solid]; +"90 encoder_layers_encoder_layer_11_ln_1_weight" -> "897 layer_norm_22" [label="(768,)", style=solid]; +"91 encoder_layers_encoder_layer_11_ln_1_bias" -> "897 layer_norm_22" [label="(768,)", style=solid]; +"92 encoder_layers_encoder_layer_11_self_attention_in_proj_bias" -> "907 linear_44" [label="(2304,)", style=solid]; +"93 encoder_layers_encoder_layer_11_self_attention_out_proj_bias" -> "940 linear_45" [label="(768,)", style=solid]; +"94 encoder_layers_encoder_layer_11_ln_2_weight" -> "945 layer_norm_23" [label="(768,)", style=solid]; +"95 encoder_layers_encoder_layer_11_ln_2_bias" -> "945 layer_norm_23" [label="(768,)", style=solid]; +"96 encoder_layers_encoder_layer_11_mlp_0_bias" -> "954 linear_46" [label="(3072,)", style=solid]; +"97 encoder_layers_encoder_layer_11_mlp_3_bias" -> "965 linear_47" [label="(768,)", style=solid]; +"98 encoder_ln_weight" -> "968 layer_norm_24" [label="(768,)", style=solid]; +"99 encoder_ln_bias" -> "968 layer_norm_24" [label="(768,)", style=solid]; +"100 heads_head_bias" -> "979 linear_48" [label="(1000,)", style=solid]; +"101 x" -> "102 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"102 quantize_per_tensor_default" -> "103 dequantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"103 dequantize_per_tensor_default" -> "109 conv2d" [label="(1, 3, 224, 224)", style=solid]; +"104 scale_updated_constant0" -> "106 mul_tensor" [label="(768, 1, 1, 1)", style=solid]; +"105 compressed_weight_updated_constant0" -> "106 mul_tensor" [label="(768, 3, 16, 16)", style=solid]; +"106 mul_tensor" -> "108 sub_tensor" [label="(768, 3, 16, 16)", style=solid]; +"107 zero_point_updated_constant0" -> "108 sub_tensor" [label="(768, 1, 1, 1)", style=solid]; +"108 sub_tensor" -> "109 conv2d" [label="(768, 3, 16, 16)", style=solid]; +"109 conv2d" -> "110 reshape" [label="(1, 768, 14, 14)", style=solid]; +"110 reshape" -> "111 permute" [label="(1, 768, 196)", style=solid]; +"111 permute" -> "113 cat" [label="(1, 196, 768)", style=solid]; +"112 _frozen_param0" -> "113 cat" [label="(1, 1, 768)", style=solid]; +"113 cat" -> "114 add" [label="(1, 197, 768)", style=solid]; +"114 add" -> "115 dropout" [label="(1, 197, 768)", style=solid]; +"115 dropout" -> "116 layer_norm" [label="(1, 197, 768)", style=solid]; +"115 dropout" -> "163 add_1" [label="(1, 197, 768)", style=solid]; +"116 layer_norm" -> "117 transpose" [label="(1, 197, 768)", style=solid]; +"117 transpose" -> "118 transpose_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"118 transpose_0_0_nncf_smooth_quant_0" -> "119 quantize_per_tensor_default_1" [label="(197, 1, 768)", style=solid]; +"119 quantize_per_tensor_default_1" -> "120 dequantize_per_tensor_default_1" [label="(197, 1, 768)", style=solid]; +"120 dequantize_per_tensor_default_1" -> "126 linear" [label="(197, 1, 768)", style=solid]; +"121 scale_updated_constant1" -> "123 mul_tensor_1" [label="(2304, 1)", style=solid]; +"122 compressed_weight_updated_constant1" -> "123 mul_tensor_1" [label="(2304, 768)", style=solid]; +"123 mul_tensor_1" -> "125 sub_tensor_1" [label="(2304, 768)", style=solid]; +"124 zero_point_updated_constant1" -> "125 sub_tensor_1" [label="(2304, 1)", style=solid]; +"125 sub_tensor_1" -> "126 linear" [label="(2304, 768)", style=solid]; +"126 linear" -> "127 unflatten" [label="(197, 1, 2304)", style=solid]; +"127 unflatten" -> "128 unsqueeze" [label="(197, 1, 3, 768)", style=solid]; +"128 unsqueeze" -> "129 transpose_1" [label="(1, 197, 1, 3, 768)", style=solid]; +"129 transpose_1" -> "130 squeeze" [label="(3, 197, 1, 1, 768)", style=solid]; +"130 squeeze" -> "131 contiguous" [label="(3, 197, 1, 768)", style=solid]; +"131 contiguous" -> "132 quantize_per_tensor_default_2" [label="(3, 197, 1, 768)", style=solid]; +"131 contiguous" -> "135 quantize_per_tensor_default_3" [label="(3, 197, 1, 768)", style=solid]; +"131 contiguous" -> "138 select_2" [label="(3, 197, 1, 768)", style=solid]; +"132 quantize_per_tensor_default_2" -> "133 dequantize_per_tensor_default_2" [label="(3, 197, 1, 768)", style=solid]; +"133 dequantize_per_tensor_default_2" -> "134 select" [label="(3, 197, 1, 768)", style=solid]; +"134 select" -> "139 view" [label="(197, 1, 768)", style=solid]; +"135 quantize_per_tensor_default_3" -> "136 dequantize_per_tensor_default_3" [label="(3, 197, 1, 768)", style=solid]; +"136 dequantize_per_tensor_default_3" -> "137 select_1" [label="(3, 197, 1, 768)", style=solid]; +"137 select_1" -> "141 view_1" [label="(197, 1, 768)", style=solid]; +"138 select_2" -> "143 view_2" [label="(197, 1, 768)", style=solid]; +"139 view" -> "140 transpose_2" [label="(197, 12, 64)", style=solid]; +"140 transpose_2" -> "145 view_3" [label="(12, 197, 64)", style=solid]; +"141 view_1" -> "142 transpose_3" [label="(197, 12, 64)", style=solid]; +"142 transpose_3" -> "146 view_4" [label="(12, 197, 64)", style=solid]; +"143 view_2" -> "144 transpose_4" [label="(197, 12, 64)", style=solid]; +"144 transpose_4" -> "147 view_5" [label="(12, 197, 64)", style=solid]; +"145 view_3" -> "148 scaled_dot_product_attention" [label="(1, 12, 197, 64)", style=solid]; +"146 view_4" -> "148 scaled_dot_product_attention" [label="(1, 12, 197, 64)", style=solid]; +"147 view_5" -> "148 scaled_dot_product_attention" [label="(1, 12, 197, 64)", style=solid]; +"148 scaled_dot_product_attention" -> "149 permute_1" [label="(1, 12, 197, 64)", style=solid]; +"149 permute_1" -> "150 view_6" [label="(197, 1, 12, 64)", style=solid]; +"150 view_6" -> "151 view_6_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"151 view_6_0_0_nncf_smooth_quant_0" -> "152 quantize_per_tensor_default_4" [label="(197, 768)", style=solid]; +"152 quantize_per_tensor_default_4" -> "153 dequantize_per_tensor_default_4" [label="(197, 768)", style=solid]; +"153 dequantize_per_tensor_default_4" -> "159 linear_1" [label="(197, 768)", style=solid]; +"154 scale_updated_constant2" -> "156 mul_tensor_2" [label="(768, 1)", style=solid]; +"155 compressed_weight_updated_constant2" -> "156 mul_tensor_2" [label="(768, 768)", style=solid]; +"156 mul_tensor_2" -> "158 sub_tensor_2" [label="(768, 768)", style=solid]; +"157 zero_point_updated_constant2" -> "158 sub_tensor_2" [label="(768, 1)", style=solid]; +"158 sub_tensor_2" -> "159 linear_1" [label="(768, 768)", style=solid]; +"159 linear_1" -> "160 view_7" [label="(197, 768)", style=solid]; +"160 view_7" -> "161 transpose_5" [label="(197, 1, 768)", style=solid]; +"161 transpose_5" -> "162 dropout_1" [label="(1, 197, 768)", style=solid]; +"162 dropout_1" -> "163 add_1" [label="(1, 197, 768)", style=solid]; +"163 add_1" -> "164 layer_norm_1" [label="(1, 197, 768)", style=solid]; +"163 add_1" -> "186 add_2" [label="(1, 197, 768)", style=solid]; +"164 layer_norm_1" -> "165 layer_norm_1_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"165 layer_norm_1_0_0_nncf_smooth_quant_0" -> "166 quantize_per_tensor_default_5" [label="(1, 197, 768)", style=solid]; +"166 quantize_per_tensor_default_5" -> "167 dequantize_per_tensor_default_5" [label="(1, 197, 768)", style=solid]; +"167 dequantize_per_tensor_default_5" -> "173 linear_2" [label="(1, 197, 768)", style=solid]; +"168 scale_updated_constant3" -> "170 mul_tensor_3" [label="(3072, 1)", style=solid]; +"169 compressed_weight_updated_constant3" -> "170 mul_tensor_3" [label="(3072, 768)", style=solid]; +"170 mul_tensor_3" -> "172 sub_tensor_3" [label="(3072, 768)", style=solid]; +"171 zero_point_updated_constant3" -> "172 sub_tensor_3" [label="(3072, 1)", style=solid]; +"172 sub_tensor_3" -> "173 linear_2" [label="(3072, 768)", style=solid]; +"173 linear_2" -> "174 gelu" [label="(1, 197, 3072)", style=solid]; +"174 gelu" -> "175 dropout_2" [label="(1, 197, 3072)", style=solid]; +"175 dropout_2" -> "176 dropout_2_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"176 dropout_2_0_0_nncf_smooth_quant_0" -> "177 quantize_per_tensor_default_6" [label="(1, 197, 3072)", style=solid]; +"177 quantize_per_tensor_default_6" -> "178 dequantize_per_tensor_default_6" [label="(1, 197, 3072)", style=solid]; +"178 dequantize_per_tensor_default_6" -> "184 linear_3" [label="(1, 197, 3072)", style=solid]; +"179 scale_updated_constant4" -> "181 mul_tensor_4" [label="(768, 1)", style=solid]; +"180 compressed_weight_updated_constant4" -> "181 mul_tensor_4" [label="(768, 3072)", style=solid]; +"181 mul_tensor_4" -> "183 sub_tensor_4" [label="(768, 3072)", style=solid]; +"182 zero_point_updated_constant4" -> "183 sub_tensor_4" [label="(768, 1)", style=solid]; +"183 sub_tensor_4" -> "184 linear_3" [label="(768, 3072)", style=solid]; +"184 linear_3" -> "185 dropout_3" [label="(1, 197, 768)", style=solid]; +"185 dropout_3" -> "186 add_2" [label="(1, 197, 768)", style=solid]; +"186 add_2" -> "187 layer_norm_2" [label="(1, 197, 768)", style=solid]; +"186 add_2" -> "234 add_3" [label="(1, 197, 768)", style=solid]; +"187 layer_norm_2" -> "188 transpose_6" [label="(1, 197, 768)", style=solid]; +"188 transpose_6" -> "189 transpose_6_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"189 transpose_6_0_0_nncf_smooth_quant_0" -> "190 quantize_per_tensor_default_7" [label="(197, 1, 768)", style=solid]; +"190 quantize_per_tensor_default_7" -> "191 dequantize_per_tensor_default_7" [label="(197, 1, 768)", style=solid]; +"191 dequantize_per_tensor_default_7" -> "197 linear_4" [label="(197, 1, 768)", style=solid]; +"192 scale_updated_constant5" -> "194 mul_tensor_5" [label="(2304, 1)", style=solid]; +"193 compressed_weight_updated_constant5" -> "194 mul_tensor_5" [label="(2304, 768)", style=solid]; +"194 mul_tensor_5" -> "196 sub_tensor_5" [label="(2304, 768)", style=solid]; +"195 zero_point_updated_constant5" -> "196 sub_tensor_5" [label="(2304, 1)", style=solid]; +"196 sub_tensor_5" -> "197 linear_4" [label="(2304, 768)", style=solid]; +"197 linear_4" -> "198 unflatten_1" [label="(197, 1, 2304)", style=solid]; +"198 unflatten_1" -> "199 unsqueeze_1" [label="(197, 1, 3, 768)", style=solid]; +"199 unsqueeze_1" -> "200 transpose_7" [label="(1, 197, 1, 3, 768)", style=solid]; +"200 transpose_7" -> "201 squeeze_1" [label="(3, 197, 1, 1, 768)", style=solid]; +"201 squeeze_1" -> "202 contiguous_1" [label="(3, 197, 1, 768)", style=solid]; +"202 contiguous_1" -> "203 quantize_per_tensor_default_8" [label="(3, 197, 1, 768)", style=solid]; +"202 contiguous_1" -> "206 quantize_per_tensor_default_9" [label="(3, 197, 1, 768)", style=solid]; +"202 contiguous_1" -> "209 select_5" [label="(3, 197, 1, 768)", style=solid]; +"203 quantize_per_tensor_default_8" -> "204 dequantize_per_tensor_default_8" [label="(3, 197, 1, 768)", style=solid]; +"204 dequantize_per_tensor_default_8" -> "205 select_3" [label="(3, 197, 1, 768)", style=solid]; +"205 select_3" -> "210 view_8" [label="(197, 1, 768)", style=solid]; +"206 quantize_per_tensor_default_9" -> "207 dequantize_per_tensor_default_9" [label="(3, 197, 1, 768)", style=solid]; +"207 dequantize_per_tensor_default_9" -> "208 select_4" [label="(3, 197, 1, 768)", style=solid]; +"208 select_4" -> "212 view_9" [label="(197, 1, 768)", style=solid]; +"209 select_5" -> "214 view_10" [label="(197, 1, 768)", style=solid]; +"210 view_8" -> "211 transpose_8" [label="(197, 12, 64)", style=solid]; +"211 transpose_8" -> "216 view_11" [label="(12, 197, 64)", style=solid]; +"212 view_9" -> "213 transpose_9" [label="(197, 12, 64)", style=solid]; +"213 transpose_9" -> "217 view_12" [label="(12, 197, 64)", style=solid]; +"214 view_10" -> "215 transpose_10" [label="(197, 12, 64)", style=solid]; +"215 transpose_10" -> "218 view_13" [label="(12, 197, 64)", style=solid]; +"216 view_11" -> "219 scaled_dot_product_attention_1" [label="(1, 12, 197, 64)", style=solid]; +"217 view_12" -> "219 scaled_dot_product_attention_1" [label="(1, 12, 197, 64)", style=solid]; +"218 view_13" -> "219 scaled_dot_product_attention_1" [label="(1, 12, 197, 64)", style=solid]; +"219 scaled_dot_product_attention_1" -> "220 permute_2" [label="(1, 12, 197, 64)", style=solid]; +"220 permute_2" -> "221 view_14" [label="(197, 1, 12, 64)", style=solid]; +"221 view_14" -> "222 view_14_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"222 view_14_0_0_nncf_smooth_quant_0" -> "223 quantize_per_tensor_default_10" [label="(197, 768)", style=solid]; +"223 quantize_per_tensor_default_10" -> "224 dequantize_per_tensor_default_10" [label="(197, 768)", style=solid]; +"224 dequantize_per_tensor_default_10" -> "230 linear_5" [label="(197, 768)", style=solid]; +"225 scale_updated_constant6" -> "227 mul_tensor_6" [label="(768, 1)", style=solid]; +"226 compressed_weight_updated_constant6" -> "227 mul_tensor_6" [label="(768, 768)", style=solid]; +"227 mul_tensor_6" -> "229 sub_tensor_6" [label="(768, 768)", style=solid]; +"228 zero_point_updated_constant6" -> "229 sub_tensor_6" [label="(768, 1)", style=solid]; +"229 sub_tensor_6" -> "230 linear_5" [label="(768, 768)", style=solid]; +"230 linear_5" -> "231 view_15" [label="(197, 768)", style=solid]; +"231 view_15" -> "232 transpose_11" [label="(197, 1, 768)", style=solid]; +"232 transpose_11" -> "233 dropout_4" [label="(1, 197, 768)", style=solid]; +"233 dropout_4" -> "234 add_3" [label="(1, 197, 768)", style=solid]; +"234 add_3" -> "235 layer_norm_3" [label="(1, 197, 768)", style=solid]; +"234 add_3" -> "257 add_4" [label="(1, 197, 768)", style=solid]; +"235 layer_norm_3" -> "236 layer_norm_3_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"236 layer_norm_3_0_0_nncf_smooth_quant_0" -> "237 quantize_per_tensor_default_11" [label="(1, 197, 768)", style=solid]; +"237 quantize_per_tensor_default_11" -> "238 dequantize_per_tensor_default_11" [label="(1, 197, 768)", style=solid]; +"238 dequantize_per_tensor_default_11" -> "244 linear_6" [label="(1, 197, 768)", style=solid]; +"239 scale_updated_constant7" -> "241 mul_tensor_7" [label="(3072, 1)", style=solid]; +"240 compressed_weight_updated_constant7" -> "241 mul_tensor_7" [label="(3072, 768)", style=solid]; +"241 mul_tensor_7" -> "243 sub_tensor_7" [label="(3072, 768)", style=solid]; +"242 zero_point_updated_constant7" -> "243 sub_tensor_7" [label="(3072, 1)", style=solid]; +"243 sub_tensor_7" -> "244 linear_6" [label="(3072, 768)", style=solid]; +"244 linear_6" -> "245 gelu_1" [label="(1, 197, 3072)", style=solid]; +"245 gelu_1" -> "246 dropout_5" [label="(1, 197, 3072)", style=solid]; +"246 dropout_5" -> "247 dropout_5_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"247 dropout_5_0_0_nncf_smooth_quant_0" -> "248 quantize_per_tensor_default_12" [label="(1, 197, 3072)", style=solid]; +"248 quantize_per_tensor_default_12" -> "249 dequantize_per_tensor_default_12" [label="(1, 197, 3072)", style=solid]; +"249 dequantize_per_tensor_default_12" -> "255 linear_7" [label="(1, 197, 3072)", style=solid]; +"250 scale_updated_constant8" -> "252 mul_tensor_8" [label="(768, 1)", style=solid]; +"251 compressed_weight_updated_constant8" -> "252 mul_tensor_8" [label="(768, 3072)", style=solid]; +"252 mul_tensor_8" -> "254 sub_tensor_8" [label="(768, 3072)", style=solid]; +"253 zero_point_updated_constant8" -> "254 sub_tensor_8" [label="(768, 1)", style=solid]; +"254 sub_tensor_8" -> "255 linear_7" [label="(768, 3072)", style=solid]; +"255 linear_7" -> "256 dropout_6" [label="(1, 197, 768)", style=solid]; +"256 dropout_6" -> "257 add_4" [label="(1, 197, 768)", style=solid]; +"257 add_4" -> "258 layer_norm_4" [label="(1, 197, 768)", style=solid]; +"257 add_4" -> "305 add_5" [label="(1, 197, 768)", style=solid]; +"258 layer_norm_4" -> "259 transpose_12" [label="(1, 197, 768)", style=solid]; +"259 transpose_12" -> "260 transpose_12_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"260 transpose_12_0_0_nncf_smooth_quant_0" -> "261 quantize_per_tensor_default_13" [label="(197, 1, 768)", style=solid]; +"261 quantize_per_tensor_default_13" -> "262 dequantize_per_tensor_default_13" [label="(197, 1, 768)", style=solid]; +"262 dequantize_per_tensor_default_13" -> "268 linear_8" [label="(197, 1, 768)", style=solid]; +"263 scale_updated_constant9" -> "265 mul_tensor_9" [label="(2304, 1)", style=solid]; +"264 compressed_weight_updated_constant9" -> "265 mul_tensor_9" [label="(2304, 768)", style=solid]; +"265 mul_tensor_9" -> "267 sub_tensor_9" [label="(2304, 768)", style=solid]; +"266 zero_point_updated_constant9" -> "267 sub_tensor_9" [label="(2304, 1)", style=solid]; +"267 sub_tensor_9" -> "268 linear_8" [label="(2304, 768)", style=solid]; +"268 linear_8" -> "269 unflatten_2" [label="(197, 1, 2304)", style=solid]; +"269 unflatten_2" -> "270 unsqueeze_2" [label="(197, 1, 3, 768)", style=solid]; +"270 unsqueeze_2" -> "271 transpose_13" [label="(1, 197, 1, 3, 768)", style=solid]; +"271 transpose_13" -> "272 squeeze_2" [label="(3, 197, 1, 1, 768)", style=solid]; +"272 squeeze_2" -> "273 contiguous_2" [label="(3, 197, 1, 768)", style=solid]; +"273 contiguous_2" -> "274 quantize_per_tensor_default_14" [label="(3, 197, 1, 768)", style=solid]; +"273 contiguous_2" -> "277 quantize_per_tensor_default_15" [label="(3, 197, 1, 768)", style=solid]; +"273 contiguous_2" -> "280 select_8" [label="(3, 197, 1, 768)", style=solid]; +"274 quantize_per_tensor_default_14" -> "275 dequantize_per_tensor_default_14" [label="(3, 197, 1, 768)", style=solid]; +"275 dequantize_per_tensor_default_14" -> "276 select_6" [label="(3, 197, 1, 768)", style=solid]; +"276 select_6" -> "281 view_16" [label="(197, 1, 768)", style=solid]; +"277 quantize_per_tensor_default_15" -> "278 dequantize_per_tensor_default_15" [label="(3, 197, 1, 768)", style=solid]; +"278 dequantize_per_tensor_default_15" -> "279 select_7" [label="(3, 197, 1, 768)", style=solid]; +"279 select_7" -> "283 view_17" [label="(197, 1, 768)", style=solid]; +"280 select_8" -> "285 view_18" [label="(197, 1, 768)", style=solid]; +"281 view_16" -> "282 transpose_14" [label="(197, 12, 64)", style=solid]; +"282 transpose_14" -> "287 view_19" [label="(12, 197, 64)", style=solid]; +"283 view_17" -> "284 transpose_15" [label="(197, 12, 64)", style=solid]; +"284 transpose_15" -> "288 view_20" [label="(12, 197, 64)", style=solid]; +"285 view_18" -> "286 transpose_16" [label="(197, 12, 64)", style=solid]; +"286 transpose_16" -> "289 view_21" [label="(12, 197, 64)", style=solid]; +"287 view_19" -> "290 scaled_dot_product_attention_2" [label="(1, 12, 197, 64)", style=solid]; +"288 view_20" -> "290 scaled_dot_product_attention_2" [label="(1, 12, 197, 64)", style=solid]; +"289 view_21" -> "290 scaled_dot_product_attention_2" [label="(1, 12, 197, 64)", style=solid]; +"290 scaled_dot_product_attention_2" -> "291 permute_3" [label="(1, 12, 197, 64)", style=solid]; +"291 permute_3" -> "292 view_22" [label="(197, 1, 12, 64)", style=solid]; +"292 view_22" -> "293 view_22_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"293 view_22_0_0_nncf_smooth_quant_0" -> "294 quantize_per_tensor_default_16" [label="(197, 768)", style=solid]; +"294 quantize_per_tensor_default_16" -> "295 dequantize_per_tensor_default_16" [label="(197, 768)", style=solid]; +"295 dequantize_per_tensor_default_16" -> "301 linear_9" [label="(197, 768)", style=solid]; +"296 scale_updated_constant10" -> "298 mul_tensor_10" [label="(768, 1)", style=solid]; +"297 compressed_weight_updated_constant10" -> "298 mul_tensor_10" [label="(768, 768)", style=solid]; +"298 mul_tensor_10" -> "300 sub_tensor_10" [label="(768, 768)", style=solid]; +"299 zero_point_updated_constant10" -> "300 sub_tensor_10" [label="(768, 1)", style=solid]; +"300 sub_tensor_10" -> "301 linear_9" [label="(768, 768)", style=solid]; +"301 linear_9" -> "302 view_23" [label="(197, 768)", style=solid]; +"302 view_23" -> "303 transpose_17" [label="(197, 1, 768)", style=solid]; +"303 transpose_17" -> "304 dropout_7" [label="(1, 197, 768)", style=solid]; +"304 dropout_7" -> "305 add_5" [label="(1, 197, 768)", style=solid]; +"305 add_5" -> "306 layer_norm_5" [label="(1, 197, 768)", style=solid]; +"305 add_5" -> "328 add_6" [label="(1, 197, 768)", style=solid]; +"306 layer_norm_5" -> "307 layer_norm_5_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"307 layer_norm_5_0_0_nncf_smooth_quant_0" -> "308 quantize_per_tensor_default_17" [label="(1, 197, 768)", style=solid]; +"308 quantize_per_tensor_default_17" -> "309 dequantize_per_tensor_default_17" [label="(1, 197, 768)", style=solid]; +"309 dequantize_per_tensor_default_17" -> "315 linear_10" [label="(1, 197, 768)", style=solid]; +"310 scale_updated_constant11" -> "312 mul_tensor_11" [label="(3072, 1)", style=solid]; +"311 compressed_weight_updated_constant11" -> "312 mul_tensor_11" [label="(3072, 768)", style=solid]; +"312 mul_tensor_11" -> "314 sub_tensor_11" [label="(3072, 768)", style=solid]; +"313 zero_point_updated_constant11" -> "314 sub_tensor_11" [label="(3072, 1)", style=solid]; +"314 sub_tensor_11" -> "315 linear_10" [label="(3072, 768)", style=solid]; +"315 linear_10" -> "316 gelu_2" [label="(1, 197, 3072)", style=solid]; +"316 gelu_2" -> "317 dropout_8" [label="(1, 197, 3072)", style=solid]; +"317 dropout_8" -> "318 dropout_8_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"318 dropout_8_0_0_nncf_smooth_quant_0" -> "319 quantize_per_tensor_default_18" [label="(1, 197, 3072)", style=solid]; +"319 quantize_per_tensor_default_18" -> "320 dequantize_per_tensor_default_18" [label="(1, 197, 3072)", style=solid]; +"320 dequantize_per_tensor_default_18" -> "326 linear_11" [label="(1, 197, 3072)", style=solid]; +"321 scale_updated_constant12" -> "323 mul_tensor_12" [label="(768, 1)", style=solid]; +"322 compressed_weight_updated_constant12" -> "323 mul_tensor_12" [label="(768, 3072)", style=solid]; +"323 mul_tensor_12" -> "325 sub_tensor_12" [label="(768, 3072)", style=solid]; +"324 zero_point_updated_constant12" -> "325 sub_tensor_12" [label="(768, 1)", style=solid]; +"325 sub_tensor_12" -> "326 linear_11" [label="(768, 3072)", style=solid]; +"326 linear_11" -> "327 dropout_9" [label="(1, 197, 768)", style=solid]; +"327 dropout_9" -> "328 add_6" [label="(1, 197, 768)", style=solid]; +"328 add_6" -> "329 layer_norm_6" [label="(1, 197, 768)", style=solid]; +"328 add_6" -> "376 add_7" [label="(1, 197, 768)", style=solid]; +"329 layer_norm_6" -> "330 transpose_18" [label="(1, 197, 768)", style=solid]; +"330 transpose_18" -> "331 transpose_18_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"331 transpose_18_0_0_nncf_smooth_quant_0" -> "332 quantize_per_tensor_default_19" [label="(197, 1, 768)", style=solid]; +"332 quantize_per_tensor_default_19" -> "333 dequantize_per_tensor_default_19" [label="(197, 1, 768)", style=solid]; +"333 dequantize_per_tensor_default_19" -> "339 linear_12" [label="(197, 1, 768)", style=solid]; +"334 scale_updated_constant13" -> "336 mul_tensor_13" [label="(2304, 1)", style=solid]; +"335 compressed_weight_updated_constant13" -> "336 mul_tensor_13" [label="(2304, 768)", style=solid]; +"336 mul_tensor_13" -> "338 sub_tensor_13" [label="(2304, 768)", style=solid]; +"337 zero_point_updated_constant13" -> "338 sub_tensor_13" [label="(2304, 1)", style=solid]; +"338 sub_tensor_13" -> "339 linear_12" [label="(2304, 768)", style=solid]; +"339 linear_12" -> "340 unflatten_3" [label="(197, 1, 2304)", style=solid]; +"340 unflatten_3" -> "341 unsqueeze_3" [label="(197, 1, 3, 768)", style=solid]; +"341 unsqueeze_3" -> "342 transpose_19" [label="(1, 197, 1, 3, 768)", style=solid]; +"342 transpose_19" -> "343 squeeze_3" [label="(3, 197, 1, 1, 768)", style=solid]; +"343 squeeze_3" -> "344 contiguous_3" [label="(3, 197, 1, 768)", style=solid]; +"344 contiguous_3" -> "345 quantize_per_tensor_default_20" [label="(3, 197, 1, 768)", style=solid]; +"344 contiguous_3" -> "348 quantize_per_tensor_default_21" [label="(3, 197, 1, 768)", style=solid]; +"344 contiguous_3" -> "351 select_11" [label="(3, 197, 1, 768)", style=solid]; +"345 quantize_per_tensor_default_20" -> "346 dequantize_per_tensor_default_20" [label="(3, 197, 1, 768)", style=solid]; +"346 dequantize_per_tensor_default_20" -> "347 select_9" [label="(3, 197, 1, 768)", style=solid]; +"347 select_9" -> "352 view_24" [label="(197, 1, 768)", style=solid]; +"348 quantize_per_tensor_default_21" -> "349 dequantize_per_tensor_default_21" [label="(3, 197, 1, 768)", style=solid]; +"349 dequantize_per_tensor_default_21" -> "350 select_10" [label="(3, 197, 1, 768)", style=solid]; +"350 select_10" -> "354 view_25" [label="(197, 1, 768)", style=solid]; +"351 select_11" -> "356 view_26" [label="(197, 1, 768)", style=solid]; +"352 view_24" -> "353 transpose_20" [label="(197, 12, 64)", style=solid]; +"353 transpose_20" -> "358 view_27" [label="(12, 197, 64)", style=solid]; +"354 view_25" -> "355 transpose_21" [label="(197, 12, 64)", style=solid]; +"355 transpose_21" -> "359 view_28" [label="(12, 197, 64)", style=solid]; +"356 view_26" -> "357 transpose_22" [label="(197, 12, 64)", style=solid]; +"357 transpose_22" -> "360 view_29" [label="(12, 197, 64)", style=solid]; +"358 view_27" -> "361 scaled_dot_product_attention_3" [label="(1, 12, 197, 64)", style=solid]; +"359 view_28" -> "361 scaled_dot_product_attention_3" [label="(1, 12, 197, 64)", style=solid]; +"360 view_29" -> "361 scaled_dot_product_attention_3" [label="(1, 12, 197, 64)", style=solid]; +"361 scaled_dot_product_attention_3" -> "362 permute_4" [label="(1, 12, 197, 64)", style=solid]; +"362 permute_4" -> "363 view_30" [label="(197, 1, 12, 64)", style=solid]; +"363 view_30" -> "364 view_30_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"364 view_30_0_0_nncf_smooth_quant_0" -> "365 quantize_per_tensor_default_22" [label="(197, 768)", style=solid]; +"365 quantize_per_tensor_default_22" -> "366 dequantize_per_tensor_default_22" [label="(197, 768)", style=solid]; +"366 dequantize_per_tensor_default_22" -> "372 linear_13" [label="(197, 768)", style=solid]; +"367 scale_updated_constant14" -> "369 mul_tensor_14" [label="(768, 1)", style=solid]; +"368 compressed_weight_updated_constant14" -> "369 mul_tensor_14" [label="(768, 768)", style=solid]; +"369 mul_tensor_14" -> "371 sub_tensor_14" [label="(768, 768)", style=solid]; +"370 zero_point_updated_constant14" -> "371 sub_tensor_14" [label="(768, 1)", style=solid]; +"371 sub_tensor_14" -> "372 linear_13" [label="(768, 768)", style=solid]; +"372 linear_13" -> "373 view_31" [label="(197, 768)", style=solid]; +"373 view_31" -> "374 transpose_23" [label="(197, 1, 768)", style=solid]; +"374 transpose_23" -> "375 dropout_10" [label="(1, 197, 768)", style=solid]; +"375 dropout_10" -> "376 add_7" [label="(1, 197, 768)", style=solid]; +"376 add_7" -> "377 layer_norm_7" [label="(1, 197, 768)", style=solid]; +"376 add_7" -> "399 add_8" [label="(1, 197, 768)", style=solid]; +"377 layer_norm_7" -> "378 layer_norm_7_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"378 layer_norm_7_0_0_nncf_smooth_quant_0" -> "379 quantize_per_tensor_default_23" [label="(1, 197, 768)", style=solid]; +"379 quantize_per_tensor_default_23" -> "380 dequantize_per_tensor_default_23" [label="(1, 197, 768)", style=solid]; +"380 dequantize_per_tensor_default_23" -> "386 linear_14" [label="(1, 197, 768)", style=solid]; +"381 scale_updated_constant15" -> "383 mul_tensor_15" [label="(3072, 1)", style=solid]; +"382 compressed_weight_updated_constant15" -> "383 mul_tensor_15" [label="(3072, 768)", style=solid]; +"383 mul_tensor_15" -> "385 sub_tensor_15" [label="(3072, 768)", style=solid]; +"384 zero_point_updated_constant15" -> "385 sub_tensor_15" [label="(3072, 1)", style=solid]; +"385 sub_tensor_15" -> "386 linear_14" [label="(3072, 768)", style=solid]; +"386 linear_14" -> "387 gelu_3" [label="(1, 197, 3072)", style=solid]; +"387 gelu_3" -> "388 dropout_11" [label="(1, 197, 3072)", style=solid]; +"388 dropout_11" -> "389 dropout_11_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"389 dropout_11_0_0_nncf_smooth_quant_0" -> "390 quantize_per_tensor_default_24" [label="(1, 197, 3072)", style=solid]; +"390 quantize_per_tensor_default_24" -> "391 dequantize_per_tensor_default_24" [label="(1, 197, 3072)", style=solid]; +"391 dequantize_per_tensor_default_24" -> "397 linear_15" [label="(1, 197, 3072)", style=solid]; +"392 scale_updated_constant16" -> "394 mul_tensor_16" [label="(768, 1)", style=solid]; +"393 compressed_weight_updated_constant16" -> "394 mul_tensor_16" [label="(768, 3072)", style=solid]; +"394 mul_tensor_16" -> "396 sub_tensor_16" [label="(768, 3072)", style=solid]; +"395 zero_point_updated_constant16" -> "396 sub_tensor_16" [label="(768, 1)", style=solid]; +"396 sub_tensor_16" -> "397 linear_15" [label="(768, 3072)", style=solid]; +"397 linear_15" -> "398 dropout_12" [label="(1, 197, 768)", style=solid]; +"398 dropout_12" -> "399 add_8" [label="(1, 197, 768)", style=solid]; +"399 add_8" -> "400 layer_norm_8" [label="(1, 197, 768)", style=solid]; +"399 add_8" -> "447 add_9" [label="(1, 197, 768)", style=solid]; +"400 layer_norm_8" -> "401 transpose_24" [label="(1, 197, 768)", style=solid]; +"401 transpose_24" -> "402 transpose_24_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"402 transpose_24_0_0_nncf_smooth_quant_0" -> "403 quantize_per_tensor_default_25" [label="(197, 1, 768)", style=solid]; +"403 quantize_per_tensor_default_25" -> "404 dequantize_per_tensor_default_25" [label="(197, 1, 768)", style=solid]; +"404 dequantize_per_tensor_default_25" -> "410 linear_16" [label="(197, 1, 768)", style=solid]; +"405 scale_updated_constant17" -> "407 mul_tensor_17" [label="(2304, 1)", style=solid]; +"406 compressed_weight_updated_constant17" -> "407 mul_tensor_17" [label="(2304, 768)", style=solid]; +"407 mul_tensor_17" -> "409 sub_tensor_17" [label="(2304, 768)", style=solid]; +"408 zero_point_updated_constant17" -> "409 sub_tensor_17" [label="(2304, 1)", style=solid]; +"409 sub_tensor_17" -> "410 linear_16" [label="(2304, 768)", style=solid]; +"410 linear_16" -> "411 unflatten_4" [label="(197, 1, 2304)", style=solid]; +"411 unflatten_4" -> "412 unsqueeze_4" [label="(197, 1, 3, 768)", style=solid]; +"412 unsqueeze_4" -> "413 transpose_25" [label="(1, 197, 1, 3, 768)", style=solid]; +"413 transpose_25" -> "414 squeeze_4" [label="(3, 197, 1, 1, 768)", style=solid]; +"414 squeeze_4" -> "415 contiguous_4" [label="(3, 197, 1, 768)", style=solid]; +"415 contiguous_4" -> "416 quantize_per_tensor_default_26" [label="(3, 197, 1, 768)", style=solid]; +"415 contiguous_4" -> "419 quantize_per_tensor_default_27" [label="(3, 197, 1, 768)", style=solid]; +"415 contiguous_4" -> "422 select_14" [label="(3, 197, 1, 768)", style=solid]; +"416 quantize_per_tensor_default_26" -> "417 dequantize_per_tensor_default_26" [label="(3, 197, 1, 768)", style=solid]; +"417 dequantize_per_tensor_default_26" -> "418 select_12" [label="(3, 197, 1, 768)", style=solid]; +"418 select_12" -> "423 view_32" [label="(197, 1, 768)", style=solid]; +"419 quantize_per_tensor_default_27" -> "420 dequantize_per_tensor_default_27" [label="(3, 197, 1, 768)", style=solid]; +"420 dequantize_per_tensor_default_27" -> "421 select_13" [label="(3, 197, 1, 768)", style=solid]; +"421 select_13" -> "425 view_33" [label="(197, 1, 768)", style=solid]; +"422 select_14" -> "427 view_34" [label="(197, 1, 768)", style=solid]; +"423 view_32" -> "424 transpose_26" [label="(197, 12, 64)", style=solid]; +"424 transpose_26" -> "429 view_35" [label="(12, 197, 64)", style=solid]; +"425 view_33" -> "426 transpose_27" [label="(197, 12, 64)", style=solid]; +"426 transpose_27" -> "430 view_36" [label="(12, 197, 64)", style=solid]; +"427 view_34" -> "428 transpose_28" [label="(197, 12, 64)", style=solid]; +"428 transpose_28" -> "431 view_37" [label="(12, 197, 64)", style=solid]; +"429 view_35" -> "432 scaled_dot_product_attention_4" [label="(1, 12, 197, 64)", style=solid]; +"430 view_36" -> "432 scaled_dot_product_attention_4" [label="(1, 12, 197, 64)", style=solid]; +"431 view_37" -> "432 scaled_dot_product_attention_4" [label="(1, 12, 197, 64)", style=solid]; +"432 scaled_dot_product_attention_4" -> "433 permute_5" [label="(1, 12, 197, 64)", style=solid]; +"433 permute_5" -> "434 view_38" [label="(197, 1, 12, 64)", style=solid]; +"434 view_38" -> "435 view_38_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"435 view_38_0_0_nncf_smooth_quant_0" -> "436 quantize_per_tensor_default_28" [label="(197, 768)", style=solid]; +"436 quantize_per_tensor_default_28" -> "437 dequantize_per_tensor_default_28" [label="(197, 768)", style=solid]; +"437 dequantize_per_tensor_default_28" -> "443 linear_17" [label="(197, 768)", style=solid]; +"438 scale_updated_constant18" -> "440 mul_tensor_18" [label="(768, 1)", style=solid]; +"439 compressed_weight_updated_constant18" -> "440 mul_tensor_18" [label="(768, 768)", style=solid]; +"440 mul_tensor_18" -> "442 sub_tensor_18" [label="(768, 768)", style=solid]; +"441 zero_point_updated_constant18" -> "442 sub_tensor_18" [label="(768, 1)", style=solid]; +"442 sub_tensor_18" -> "443 linear_17" [label="(768, 768)", style=solid]; +"443 linear_17" -> "444 view_39" [label="(197, 768)", style=solid]; +"444 view_39" -> "445 transpose_29" [label="(197, 1, 768)", style=solid]; +"445 transpose_29" -> "446 dropout_13" [label="(1, 197, 768)", style=solid]; +"446 dropout_13" -> "447 add_9" [label="(1, 197, 768)", style=solid]; +"447 add_9" -> "448 layer_norm_9" [label="(1, 197, 768)", style=solid]; +"447 add_9" -> "470 add_10" [label="(1, 197, 768)", style=solid]; +"448 layer_norm_9" -> "449 layer_norm_9_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"449 layer_norm_9_0_0_nncf_smooth_quant_0" -> "450 quantize_per_tensor_default_29" [label="(1, 197, 768)", style=solid]; +"450 quantize_per_tensor_default_29" -> "451 dequantize_per_tensor_default_29" [label="(1, 197, 768)", style=solid]; +"451 dequantize_per_tensor_default_29" -> "457 linear_18" [label="(1, 197, 768)", style=solid]; +"452 scale_updated_constant19" -> "454 mul_tensor_19" [label="(3072, 1)", style=solid]; +"453 compressed_weight_updated_constant19" -> "454 mul_tensor_19" [label="(3072, 768)", style=solid]; +"454 mul_tensor_19" -> "456 sub_tensor_19" [label="(3072, 768)", style=solid]; +"455 zero_point_updated_constant19" -> "456 sub_tensor_19" [label="(3072, 1)", style=solid]; +"456 sub_tensor_19" -> "457 linear_18" [label="(3072, 768)", style=solid]; +"457 linear_18" -> "458 gelu_4" [label="(1, 197, 3072)", style=solid]; +"458 gelu_4" -> "459 dropout_14" [label="(1, 197, 3072)", style=solid]; +"459 dropout_14" -> "460 dropout_14_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"460 dropout_14_0_0_nncf_smooth_quant_0" -> "461 quantize_per_tensor_default_30" [label="(1, 197, 3072)", style=solid]; +"461 quantize_per_tensor_default_30" -> "462 dequantize_per_tensor_default_30" [label="(1, 197, 3072)", style=solid]; +"462 dequantize_per_tensor_default_30" -> "468 linear_19" [label="(1, 197, 3072)", style=solid]; +"463 scale_updated_constant20" -> "465 mul_tensor_20" [label="(768, 1)", style=solid]; +"464 compressed_weight_updated_constant20" -> "465 mul_tensor_20" [label="(768, 3072)", style=solid]; +"465 mul_tensor_20" -> "467 sub_tensor_20" [label="(768, 3072)", style=solid]; +"466 zero_point_updated_constant20" -> "467 sub_tensor_20" [label="(768, 1)", style=solid]; +"467 sub_tensor_20" -> "468 linear_19" [label="(768, 3072)", style=solid]; +"468 linear_19" -> "469 dropout_15" [label="(1, 197, 768)", style=solid]; +"469 dropout_15" -> "470 add_10" [label="(1, 197, 768)", style=solid]; +"470 add_10" -> "471 layer_norm_10" [label="(1, 197, 768)", style=solid]; +"470 add_10" -> "518 add_11" [label="(1, 197, 768)", style=solid]; +"471 layer_norm_10" -> "472 transpose_30" [label="(1, 197, 768)", style=solid]; +"472 transpose_30" -> "473 transpose_30_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"473 transpose_30_0_0_nncf_smooth_quant_0" -> "474 quantize_per_tensor_default_31" [label="(197, 1, 768)", style=solid]; +"474 quantize_per_tensor_default_31" -> "475 dequantize_per_tensor_default_31" [label="(197, 1, 768)", style=solid]; +"475 dequantize_per_tensor_default_31" -> "481 linear_20" [label="(197, 1, 768)", style=solid]; +"476 scale_updated_constant21" -> "478 mul_tensor_21" [label="(2304, 1)", style=solid]; +"477 compressed_weight_updated_constant21" -> "478 mul_tensor_21" [label="(2304, 768)", style=solid]; +"478 mul_tensor_21" -> "480 sub_tensor_21" [label="(2304, 768)", style=solid]; +"479 zero_point_updated_constant21" -> "480 sub_tensor_21" [label="(2304, 1)", style=solid]; +"480 sub_tensor_21" -> "481 linear_20" [label="(2304, 768)", style=solid]; +"481 linear_20" -> "482 unflatten_5" [label="(197, 1, 2304)", style=solid]; +"482 unflatten_5" -> "483 unsqueeze_5" [label="(197, 1, 3, 768)", style=solid]; +"483 unsqueeze_5" -> "484 transpose_31" [label="(1, 197, 1, 3, 768)", style=solid]; +"484 transpose_31" -> "485 squeeze_5" [label="(3, 197, 1, 1, 768)", style=solid]; +"485 squeeze_5" -> "486 contiguous_5" [label="(3, 197, 1, 768)", style=solid]; +"486 contiguous_5" -> "487 quantize_per_tensor_default_32" [label="(3, 197, 1, 768)", style=solid]; +"486 contiguous_5" -> "490 quantize_per_tensor_default_33" [label="(3, 197, 1, 768)", style=solid]; +"486 contiguous_5" -> "493 select_17" [label="(3, 197, 1, 768)", style=solid]; +"487 quantize_per_tensor_default_32" -> "488 dequantize_per_tensor_default_32" [label="(3, 197, 1, 768)", style=solid]; +"488 dequantize_per_tensor_default_32" -> "489 select_15" [label="(3, 197, 1, 768)", style=solid]; +"489 select_15" -> "494 view_40" [label="(197, 1, 768)", style=solid]; +"490 quantize_per_tensor_default_33" -> "491 dequantize_per_tensor_default_33" [label="(3, 197, 1, 768)", style=solid]; +"491 dequantize_per_tensor_default_33" -> "492 select_16" [label="(3, 197, 1, 768)", style=solid]; +"492 select_16" -> "496 view_41" [label="(197, 1, 768)", style=solid]; +"493 select_17" -> "498 view_42" [label="(197, 1, 768)", style=solid]; +"494 view_40" -> "495 transpose_32" [label="(197, 12, 64)", style=solid]; +"495 transpose_32" -> "500 view_43" [label="(12, 197, 64)", style=solid]; +"496 view_41" -> "497 transpose_33" [label="(197, 12, 64)", style=solid]; +"497 transpose_33" -> "501 view_44" [label="(12, 197, 64)", style=solid]; +"498 view_42" -> "499 transpose_34" [label="(197, 12, 64)", style=solid]; +"499 transpose_34" -> "502 view_45" [label="(12, 197, 64)", style=solid]; +"500 view_43" -> "503 scaled_dot_product_attention_5" [label="(1, 12, 197, 64)", style=solid]; +"501 view_44" -> "503 scaled_dot_product_attention_5" [label="(1, 12, 197, 64)", style=solid]; +"502 view_45" -> "503 scaled_dot_product_attention_5" [label="(1, 12, 197, 64)", style=solid]; +"503 scaled_dot_product_attention_5" -> "504 permute_6" [label="(1, 12, 197, 64)", style=solid]; +"504 permute_6" -> "505 view_46" [label="(197, 1, 12, 64)", style=solid]; +"505 view_46" -> "506 view_46_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"506 view_46_0_0_nncf_smooth_quant_0" -> "507 quantize_per_tensor_default_34" [label="(197, 768)", style=solid]; +"507 quantize_per_tensor_default_34" -> "508 dequantize_per_tensor_default_34" [label="(197, 768)", style=solid]; +"508 dequantize_per_tensor_default_34" -> "514 linear_21" [label="(197, 768)", style=solid]; +"509 scale_updated_constant22" -> "511 mul_tensor_22" [label="(768, 1)", style=solid]; +"510 compressed_weight_updated_constant22" -> "511 mul_tensor_22" [label="(768, 768)", style=solid]; +"511 mul_tensor_22" -> "513 sub_tensor_22" [label="(768, 768)", style=solid]; +"512 zero_point_updated_constant22" -> "513 sub_tensor_22" [label="(768, 1)", style=solid]; +"513 sub_tensor_22" -> "514 linear_21" [label="(768, 768)", style=solid]; +"514 linear_21" -> "515 view_47" [label="(197, 768)", style=solid]; +"515 view_47" -> "516 transpose_35" [label="(197, 1, 768)", style=solid]; +"516 transpose_35" -> "517 dropout_16" [label="(1, 197, 768)", style=solid]; +"517 dropout_16" -> "518 add_11" [label="(1, 197, 768)", style=solid]; +"518 add_11" -> "519 layer_norm_11" [label="(1, 197, 768)", style=solid]; +"518 add_11" -> "541 add_12" [label="(1, 197, 768)", style=solid]; +"519 layer_norm_11" -> "520 layer_norm_11_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"520 layer_norm_11_0_0_nncf_smooth_quant_0" -> "521 quantize_per_tensor_default_35" [label="(1, 197, 768)", style=solid]; +"521 quantize_per_tensor_default_35" -> "522 dequantize_per_tensor_default_35" [label="(1, 197, 768)", style=solid]; +"522 dequantize_per_tensor_default_35" -> "528 linear_22" [label="(1, 197, 768)", style=solid]; +"523 scale_updated_constant23" -> "525 mul_tensor_23" [label="(3072, 1)", style=solid]; +"524 compressed_weight_updated_constant23" -> "525 mul_tensor_23" [label="(3072, 768)", style=solid]; +"525 mul_tensor_23" -> "527 sub_tensor_23" [label="(3072, 768)", style=solid]; +"526 zero_point_updated_constant23" -> "527 sub_tensor_23" [label="(3072, 1)", style=solid]; +"527 sub_tensor_23" -> "528 linear_22" [label="(3072, 768)", style=solid]; +"528 linear_22" -> "529 gelu_5" [label="(1, 197, 3072)", style=solid]; +"529 gelu_5" -> "530 dropout_17" [label="(1, 197, 3072)", style=solid]; +"530 dropout_17" -> "531 dropout_17_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"531 dropout_17_0_0_nncf_smooth_quant_0" -> "532 quantize_per_tensor_default_36" [label="(1, 197, 3072)", style=solid]; +"532 quantize_per_tensor_default_36" -> "533 dequantize_per_tensor_default_36" [label="(1, 197, 3072)", style=solid]; +"533 dequantize_per_tensor_default_36" -> "539 linear_23" [label="(1, 197, 3072)", style=solid]; +"534 scale_updated_constant24" -> "536 mul_tensor_24" [label="(768, 1)", style=solid]; +"535 compressed_weight_updated_constant24" -> "536 mul_tensor_24" [label="(768, 3072)", style=solid]; +"536 mul_tensor_24" -> "538 sub_tensor_24" [label="(768, 3072)", style=solid]; +"537 zero_point_updated_constant24" -> "538 sub_tensor_24" [label="(768, 1)", style=solid]; +"538 sub_tensor_24" -> "539 linear_23" [label="(768, 3072)", style=solid]; +"539 linear_23" -> "540 dropout_18" [label="(1, 197, 768)", style=solid]; +"540 dropout_18" -> "541 add_12" [label="(1, 197, 768)", style=solid]; +"541 add_12" -> "542 layer_norm_12" [label="(1, 197, 768)", style=solid]; +"541 add_12" -> "589 add_13" [label="(1, 197, 768)", style=solid]; +"542 layer_norm_12" -> "543 transpose_36" [label="(1, 197, 768)", style=solid]; +"543 transpose_36" -> "544 transpose_36_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"544 transpose_36_0_0_nncf_smooth_quant_0" -> "545 quantize_per_tensor_default_37" [label="(197, 1, 768)", style=solid]; +"545 quantize_per_tensor_default_37" -> "546 dequantize_per_tensor_default_37" [label="(197, 1, 768)", style=solid]; +"546 dequantize_per_tensor_default_37" -> "552 linear_24" [label="(197, 1, 768)", style=solid]; +"547 scale_updated_constant25" -> "549 mul_tensor_25" [label="(2304, 1)", style=solid]; +"548 compressed_weight_updated_constant25" -> "549 mul_tensor_25" [label="(2304, 768)", style=solid]; +"549 mul_tensor_25" -> "551 sub_tensor_25" [label="(2304, 768)", style=solid]; +"550 zero_point_updated_constant25" -> "551 sub_tensor_25" [label="(2304, 1)", style=solid]; +"551 sub_tensor_25" -> "552 linear_24" [label="(2304, 768)", style=solid]; +"552 linear_24" -> "553 unflatten_6" [label="(197, 1, 2304)", style=solid]; +"553 unflatten_6" -> "554 unsqueeze_6" [label="(197, 1, 3, 768)", style=solid]; +"554 unsqueeze_6" -> "555 transpose_37" [label="(1, 197, 1, 3, 768)", style=solid]; +"555 transpose_37" -> "556 squeeze_6" [label="(3, 197, 1, 1, 768)", style=solid]; +"556 squeeze_6" -> "557 contiguous_6" [label="(3, 197, 1, 768)", style=solid]; +"557 contiguous_6" -> "558 quantize_per_tensor_default_38" [label="(3, 197, 1, 768)", style=solid]; +"557 contiguous_6" -> "561 quantize_per_tensor_default_39" [label="(3, 197, 1, 768)", style=solid]; +"557 contiguous_6" -> "564 select_20" [label="(3, 197, 1, 768)", style=solid]; +"558 quantize_per_tensor_default_38" -> "559 dequantize_per_tensor_default_38" [label="(3, 197, 1, 768)", style=solid]; +"559 dequantize_per_tensor_default_38" -> "560 select_18" [label="(3, 197, 1, 768)", style=solid]; +"560 select_18" -> "565 view_48" [label="(197, 1, 768)", style=solid]; +"561 quantize_per_tensor_default_39" -> "562 dequantize_per_tensor_default_39" [label="(3, 197, 1, 768)", style=solid]; +"562 dequantize_per_tensor_default_39" -> "563 select_19" [label="(3, 197, 1, 768)", style=solid]; +"563 select_19" -> "567 view_49" [label="(197, 1, 768)", style=solid]; +"564 select_20" -> "569 view_50" [label="(197, 1, 768)", style=solid]; +"565 view_48" -> "566 transpose_38" [label="(197, 12, 64)", style=solid]; +"566 transpose_38" -> "571 view_51" [label="(12, 197, 64)", style=solid]; +"567 view_49" -> "568 transpose_39" [label="(197, 12, 64)", style=solid]; +"568 transpose_39" -> "572 view_52" [label="(12, 197, 64)", style=solid]; +"569 view_50" -> "570 transpose_40" [label="(197, 12, 64)", style=solid]; +"570 transpose_40" -> "573 view_53" [label="(12, 197, 64)", style=solid]; +"571 view_51" -> "574 scaled_dot_product_attention_6" [label="(1, 12, 197, 64)", style=solid]; +"572 view_52" -> "574 scaled_dot_product_attention_6" [label="(1, 12, 197, 64)", style=solid]; +"573 view_53" -> "574 scaled_dot_product_attention_6" [label="(1, 12, 197, 64)", style=solid]; +"574 scaled_dot_product_attention_6" -> "575 permute_7" [label="(1, 12, 197, 64)", style=solid]; +"575 permute_7" -> "576 view_54" [label="(197, 1, 12, 64)", style=solid]; 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transpose_41" -> "588 dropout_19" [label="(1, 197, 768)", style=solid]; +"588 dropout_19" -> "589 add_13" [label="(1, 197, 768)", style=solid]; +"589 add_13" -> "590 layer_norm_13" [label="(1, 197, 768)", style=solid]; +"589 add_13" -> "612 add_14" [label="(1, 197, 768)", style=solid]; +"590 layer_norm_13" -> "591 layer_norm_13_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"591 layer_norm_13_0_0_nncf_smooth_quant_0" -> "592 quantize_per_tensor_default_41" [label="(1, 197, 768)", style=solid]; +"592 quantize_per_tensor_default_41" -> "593 dequantize_per_tensor_default_41" [label="(1, 197, 768)", style=solid]; +"593 dequantize_per_tensor_default_41" -> "599 linear_26" [label="(1, 197, 768)", style=solid]; +"594 scale_updated_constant27" -> "596 mul_tensor_27" [label="(3072, 1)", style=solid]; +"595 compressed_weight_updated_constant27" -> "596 mul_tensor_27" [label="(3072, 768)", style=solid]; +"596 mul_tensor_27" -> "598 sub_tensor_27" [label="(3072, 768)", style=solid]; +"597 zero_point_updated_constant27" -> "598 sub_tensor_27" [label="(3072, 1)", style=solid]; +"598 sub_tensor_27" -> "599 linear_26" [label="(3072, 768)", style=solid]; +"599 linear_26" -> "600 gelu_6" [label="(1, 197, 3072)", style=solid]; +"600 gelu_6" -> "601 dropout_20" [label="(1, 197, 3072)", style=solid]; +"601 dropout_20" -> "602 dropout_20_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"602 dropout_20_0_0_nncf_smooth_quant_0" -> "603 quantize_per_tensor_default_42" [label="(1, 197, 3072)", style=solid]; +"603 quantize_per_tensor_default_42" -> "604 dequantize_per_tensor_default_42" [label="(1, 197, 3072)", style=solid]; +"604 dequantize_per_tensor_default_42" -> "610 linear_27" [label="(1, 197, 3072)", style=solid]; +"605 scale_updated_constant28" -> "607 mul_tensor_28" [label="(768, 1)", style=solid]; +"606 compressed_weight_updated_constant28" -> "607 mul_tensor_28" [label="(768, 3072)", style=solid]; +"607 mul_tensor_28" -> "609 sub_tensor_28" [label="(768, 3072)", style=solid]; +"608 zero_point_updated_constant28" -> "609 sub_tensor_28" [label="(768, 1)", style=solid]; +"609 sub_tensor_28" -> "610 linear_27" [label="(768, 3072)", style=solid]; +"610 linear_27" -> "611 dropout_21" [label="(1, 197, 768)", style=solid]; +"611 dropout_21" -> "612 add_14" [label="(1, 197, 768)", style=solid]; +"612 add_14" -> "613 layer_norm_14" [label="(1, 197, 768)", style=solid]; +"612 add_14" -> "660 add_15" [label="(1, 197, 768)", style=solid]; +"613 layer_norm_14" -> "614 transpose_42" [label="(1, 197, 768)", style=solid]; +"614 transpose_42" -> "615 transpose_42_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"615 transpose_42_0_0_nncf_smooth_quant_0" -> "616 quantize_per_tensor_default_43" [label="(197, 1, 768)", style=solid]; +"616 quantize_per_tensor_default_43" -> "617 dequantize_per_tensor_default_43" [label="(197, 1, 768)", style=solid]; +"617 dequantize_per_tensor_default_43" -> "623 linear_28" [label="(197, 1, 768)", style=solid]; +"618 scale_updated_constant29" -> "620 mul_tensor_29" [label="(2304, 1)", style=solid]; +"619 compressed_weight_updated_constant29" -> "620 mul_tensor_29" [label="(2304, 768)", style=solid]; +"620 mul_tensor_29" -> "622 sub_tensor_29" [label="(2304, 768)", style=solid]; +"621 zero_point_updated_constant29" -> "622 sub_tensor_29" [label="(2304, 1)", style=solid]; +"622 sub_tensor_29" -> "623 linear_28" [label="(2304, 768)", style=solid]; +"623 linear_28" -> "624 unflatten_7" [label="(197, 1, 2304)", style=solid]; +"624 unflatten_7" -> "625 unsqueeze_7" [label="(197, 1, 3, 768)", style=solid]; +"625 unsqueeze_7" -> "626 transpose_43" [label="(1, 197, 1, 3, 768)", style=solid]; +"626 transpose_43" -> "627 squeeze_7" [label="(3, 197, 1, 1, 768)", style=solid]; +"627 squeeze_7" -> "628 contiguous_7" [label="(3, 197, 1, 768)", style=solid]; +"628 contiguous_7" -> "629 quantize_per_tensor_default_44" [label="(3, 197, 1, 768)", style=solid]; +"628 contiguous_7" -> "632 quantize_per_tensor_default_45" [label="(3, 197, 1, 768)", style=solid]; +"628 contiguous_7" -> "635 select_23" [label="(3, 197, 1, 768)", style=solid]; +"629 quantize_per_tensor_default_44" -> "630 dequantize_per_tensor_default_44" [label="(3, 197, 1, 768)", style=solid]; +"630 dequantize_per_tensor_default_44" -> "631 select_21" [label="(3, 197, 1, 768)", style=solid]; +"631 select_21" -> "636 view_56" [label="(197, 1, 768)", style=solid]; +"632 quantize_per_tensor_default_45" -> "633 dequantize_per_tensor_default_45" [label="(3, 197, 1, 768)", style=solid]; +"633 dequantize_per_tensor_default_45" -> "634 select_22" [label="(3, 197, 1, 768)", style=solid]; +"634 select_22" -> "638 view_57" [label="(197, 1, 768)", style=solid]; +"635 select_23" -> "640 view_58" [label="(197, 1, 768)", style=solid]; +"636 view_56" -> "637 transpose_44" [label="(197, 12, 64)", style=solid]; +"637 transpose_44" -> "642 view_59" [label="(12, 197, 64)", style=solid]; +"638 view_57" -> 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compressed_weight_updated_constant34" -> "724 mul_tensor_34" [label="(768, 768)", style=solid]; +"724 mul_tensor_34" -> "726 sub_tensor_34" [label="(768, 768)", style=solid]; +"725 zero_point_updated_constant34" -> "726 sub_tensor_34" [label="(768, 1)", style=solid]; +"726 sub_tensor_34" -> "727 linear_33" [label="(768, 768)", style=solid]; +"727 linear_33" -> "728 view_71" [label="(197, 768)", style=solid]; +"728 view_71" -> "729 transpose_53" [label="(197, 1, 768)", style=solid]; +"729 transpose_53" -> "730 dropout_25" [label="(1, 197, 768)", style=solid]; +"730 dropout_25" -> "731 add_17" [label="(1, 197, 768)", style=solid]; +"731 add_17" -> "732 layer_norm_17" [label="(1, 197, 768)", style=solid]; +"731 add_17" -> "754 add_18" [label="(1, 197, 768)", style=solid]; +"732 layer_norm_17" -> "733 layer_norm_17_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"733 layer_norm_17_0_0_nncf_smooth_quant_0" -> "734 quantize_per_tensor_default_53" [label="(1, 197, 768)", style=solid]; +"734 quantize_per_tensor_default_53" -> "735 dequantize_per_tensor_default_53" [label="(1, 197, 768)", style=solid]; +"735 dequantize_per_tensor_default_53" -> "741 linear_34" [label="(1, 197, 768)", style=solid]; +"736 scale_updated_constant35" -> "738 mul_tensor_35" [label="(3072, 1)", style=solid]; +"737 compressed_weight_updated_constant35" -> "738 mul_tensor_35" [label="(3072, 768)", style=solid]; +"738 mul_tensor_35" -> "740 sub_tensor_35" [label="(3072, 768)", style=solid]; +"739 zero_point_updated_constant35" -> "740 sub_tensor_35" [label="(3072, 1)", style=solid]; +"740 sub_tensor_35" -> "741 linear_34" [label="(3072, 768)", style=solid]; +"741 linear_34" -> "742 gelu_8" [label="(1, 197, 3072)", style=solid]; +"742 gelu_8" -> "743 dropout_26" [label="(1, 197, 3072)", style=solid]; +"743 dropout_26" -> "744 dropout_26_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"744 dropout_26_0_0_nncf_smooth_quant_0" -> "745 quantize_per_tensor_default_54" [label="(1, 197, 3072)", style=solid]; +"745 quantize_per_tensor_default_54" -> "746 dequantize_per_tensor_default_54" [label="(1, 197, 3072)", style=solid]; +"746 dequantize_per_tensor_default_54" -> "752 linear_35" [label="(1, 197, 3072)", style=solid]; +"747 scale_updated_constant36" -> "749 mul_tensor_36" [label="(768, 1)", style=solid]; +"748 compressed_weight_updated_constant36" -> "749 mul_tensor_36" [label="(768, 3072)", style=solid]; +"749 mul_tensor_36" -> "751 sub_tensor_36" [label="(768, 3072)", style=solid]; +"750 zero_point_updated_constant36" -> "751 sub_tensor_36" [label="(768, 1)", style=solid]; +"751 sub_tensor_36" -> "752 linear_35" [label="(768, 3072)", style=solid]; +"752 linear_35" -> "753 dropout_27" [label="(1, 197, 768)", style=solid]; +"753 dropout_27" -> "754 add_18" [label="(1, 197, 768)", style=solid]; +"754 add_18" -> "755 layer_norm_18" [label="(1, 197, 768)", style=solid]; +"754 add_18" -> "802 add_19" [label="(1, 197, 768)", style=solid]; +"755 layer_norm_18" -> "756 transpose_54" [label="(1, 197, 768)", style=solid]; +"756 transpose_54" -> "757 transpose_54_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"757 transpose_54_0_0_nncf_smooth_quant_0" -> "758 quantize_per_tensor_default_55" [label="(197, 1, 768)", style=solid]; +"758 quantize_per_tensor_default_55" -> "759 dequantize_per_tensor_default_55" [label="(197, 1, 768)", style=solid]; +"759 dequantize_per_tensor_default_55" -> "765 linear_36" [label="(197, 1, 768)", style=solid]; +"760 scale_updated_constant37" -> "762 mul_tensor_37" [label="(2304, 1)", style=solid]; +"761 compressed_weight_updated_constant37" -> "762 mul_tensor_37" [label="(2304, 768)", style=solid]; +"762 mul_tensor_37" -> "764 sub_tensor_37" [label="(2304, 768)", style=solid]; +"763 zero_point_updated_constant37" -> "764 sub_tensor_37" [label="(2304, 1)", style=solid]; +"764 sub_tensor_37" -> "765 linear_36" [label="(2304, 768)", style=solid]; +"765 linear_36" -> "766 unflatten_9" [label="(197, 1, 2304)", style=solid]; +"766 unflatten_9" -> "767 unsqueeze_9" [label="(197, 1, 3, 768)", style=solid]; +"767 unsqueeze_9" -> "768 transpose_55" [label="(1, 197, 1, 3, 768)", style=solid]; +"768 transpose_55" -> "769 squeeze_9" [label="(3, 197, 1, 1, 768)", style=solid]; +"769 squeeze_9" -> "770 contiguous_9" [label="(3, 197, 1, 768)", style=solid]; +"770 contiguous_9" -> "771 quantize_per_tensor_default_56" [label="(3, 197, 1, 768)", style=solid]; +"770 contiguous_9" -> "774 quantize_per_tensor_default_57" [label="(3, 197, 1, 768)", style=solid]; +"770 contiguous_9" -> "777 select_29" [label="(3, 197, 1, 768)", style=solid]; +"771 quantize_per_tensor_default_56" -> "772 dequantize_per_tensor_default_56" [label="(3, 197, 1, 768)", style=solid]; +"772 dequantize_per_tensor_default_56" -> "773 select_27" [label="(3, 197, 1, 768)", style=solid]; +"773 select_27" -> "778 view_72" [label="(197, 1, 768)", style=solid]; +"774 quantize_per_tensor_default_57" -> "775 dequantize_per_tensor_default_57" [label="(3, 197, 1, 768)", style=solid]; +"775 dequantize_per_tensor_default_57" -> "776 select_28" [label="(3, 197, 1, 768)", style=solid]; +"776 select_28" -> "780 view_73" [label="(197, 1, 768)", style=solid]; +"777 select_29" -> "782 view_74" [label="(197, 1, 768)", style=solid]; +"778 view_72" -> "779 transpose_56" [label="(197, 12, 64)", style=solid]; +"779 transpose_56" -> "784 view_75" [label="(12, 197, 64)", style=solid]; +"780 view_73" -> "781 transpose_57" [label="(197, 12, 64)", style=solid]; +"781 transpose_57" -> "785 view_76" [label="(12, 197, 64)", style=solid]; +"782 view_74" -> "783 transpose_58" [label="(197, 12, 64)", style=solid]; +"783 transpose_58" -> "786 view_77" [label="(12, 197, 64)", style=solid]; +"784 view_75" -> "787 scaled_dot_product_attention_9" [label="(1, 12, 197, 64)", style=solid]; +"785 view_76" -> "787 scaled_dot_product_attention_9" [label="(1, 12, 197, 64)", style=solid]; +"786 view_77" -> "787 scaled_dot_product_attention_9" [label="(1, 12, 197, 64)", style=solid]; +"787 scaled_dot_product_attention_9" -> "788 permute_10" [label="(1, 12, 197, 64)", style=solid]; +"788 permute_10" -> "789 view_78" [label="(197, 1, 12, 64)", style=solid]; +"789 view_78" -> "790 view_78_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"790 view_78_0_0_nncf_smooth_quant_0" -> "791 quantize_per_tensor_default_58" [label="(197, 768)", style=solid]; +"791 quantize_per_tensor_default_58" -> "792 dequantize_per_tensor_default_58" [label="(197, 768)", style=solid]; +"792 dequantize_per_tensor_default_58" -> "798 linear_37" [label="(197, 768)", style=solid]; +"793 scale_updated_constant38" -> "795 mul_tensor_38" [label="(768, 1)", style=solid]; +"794 compressed_weight_updated_constant38" -> "795 mul_tensor_38" [label="(768, 768)", style=solid]; +"795 mul_tensor_38" -> "797 sub_tensor_38" [label="(768, 768)", style=solid]; +"796 zero_point_updated_constant38" -> "797 sub_tensor_38" 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scale_updated_constant39" -> "809 mul_tensor_39" [label="(3072, 1)", style=solid]; +"808 compressed_weight_updated_constant39" -> "809 mul_tensor_39" [label="(3072, 768)", style=solid]; +"809 mul_tensor_39" -> "811 sub_tensor_39" [label="(3072, 768)", style=solid]; +"810 zero_point_updated_constant39" -> "811 sub_tensor_39" [label="(3072, 1)", style=solid]; +"811 sub_tensor_39" -> "812 linear_38" [label="(3072, 768)", style=solid]; +"812 linear_38" -> "813 gelu_9" [label="(1, 197, 3072)", style=solid]; +"813 gelu_9" -> "814 dropout_29" [label="(1, 197, 3072)", style=solid]; +"814 dropout_29" -> "815 dropout_29_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"815 dropout_29_0_0_nncf_smooth_quant_0" -> "816 quantize_per_tensor_default_60" [label="(1, 197, 3072)", style=solid]; +"816 quantize_per_tensor_default_60" -> "817 dequantize_per_tensor_default_60" [label="(1, 197, 3072)", style=solid]; +"817 dequantize_per_tensor_default_60" -> "823 linear_39" [label="(1, 197, 3072)", style=solid]; +"818 scale_updated_constant40" -> "820 mul_tensor_40" [label="(768, 1)", style=solid]; +"819 compressed_weight_updated_constant40" -> "820 mul_tensor_40" [label="(768, 3072)", style=solid]; +"820 mul_tensor_40" -> "822 sub_tensor_40" [label="(768, 3072)", style=solid]; +"821 zero_point_updated_constant40" -> "822 sub_tensor_40" [label="(768, 1)", style=solid]; +"822 sub_tensor_40" -> "823 linear_39" [label="(768, 3072)", style=solid]; +"823 linear_39" -> "824 dropout_30" [label="(1, 197, 768)", style=solid]; +"824 dropout_30" -> "825 add_20" [label="(1, 197, 768)", style=solid]; +"825 add_20" -> "826 layer_norm_20" [label="(1, 197, 768)", style=solid]; +"825 add_20" -> "873 add_21" [label="(1, 197, 768)", style=solid]; +"826 layer_norm_20" -> "827 transpose_60" [label="(1, 197, 768)", style=solid]; +"827 transpose_60" -> "828 transpose_60_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"828 transpose_60_0_0_nncf_smooth_quant_0" -> "829 quantize_per_tensor_default_61" [label="(197, 1, 768)", style=solid]; +"829 quantize_per_tensor_default_61" -> "830 dequantize_per_tensor_default_61" [label="(197, 1, 768)", style=solid]; +"830 dequantize_per_tensor_default_61" -> "836 linear_40" [label="(197, 1, 768)", style=solid]; +"831 scale_updated_constant41" -> "833 mul_tensor_41" [label="(2304, 1)", style=solid]; +"832 compressed_weight_updated_constant41" -> "833 mul_tensor_41" [label="(2304, 768)", style=solid]; +"833 mul_tensor_41" -> "835 sub_tensor_41" [label="(2304, 768)", style=solid]; +"834 zero_point_updated_constant41" -> "835 sub_tensor_41" [label="(2304, 1)", style=solid]; +"835 sub_tensor_41" -> "836 linear_40" [label="(2304, 768)", style=solid]; +"836 linear_40" -> "837 unflatten_10" [label="(197, 1, 2304)", style=solid]; +"837 unflatten_10" -> "838 unsqueeze_10" [label="(197, 1, 3, 768)", style=solid]; +"838 unsqueeze_10" -> "839 transpose_61" [label="(1, 197, 1, 3, 768)", style=solid]; +"839 transpose_61" -> "840 squeeze_10" [label="(3, 197, 1, 1, 768)", style=solid]; +"840 squeeze_10" -> "841 contiguous_10" [label="(3, 197, 1, 768)", style=solid]; +"841 contiguous_10" -> "842 quantize_per_tensor_default_62" [label="(3, 197, 1, 768)", style=solid]; +"841 contiguous_10" -> "845 quantize_per_tensor_default_63" [label="(3, 197, 1, 768)", style=solid]; +"841 contiguous_10" -> "848 select_32" [label="(3, 197, 1, 768)", style=solid]; +"842 quantize_per_tensor_default_62" -> "843 dequantize_per_tensor_default_62" [label="(3, 197, 1, 768)", style=solid]; +"843 dequantize_per_tensor_default_62" -> "844 select_30" [label="(3, 197, 1, 768)", style=solid]; +"844 select_30" -> "849 view_80" [label="(197, 1, 768)", style=solid]; +"845 quantize_per_tensor_default_63" -> "846 dequantize_per_tensor_default_63" [label="(3, 197, 1, 768)", style=solid]; +"846 dequantize_per_tensor_default_63" -> "847 select_31" [label="(3, 197, 1, 768)", style=solid]; +"847 select_31" -> "851 view_81" [label="(197, 1, 768)", style=solid]; +"848 select_32" -> "853 view_82" [label="(197, 1, 768)", style=solid]; +"849 view_80" -> "850 transpose_62" [label="(197, 12, 64)", style=solid]; +"850 transpose_62" -> "855 view_83" [label="(12, 197, 64)", style=solid]; +"851 view_81" -> "852 transpose_63" [label="(197, 12, 64)", style=solid]; +"852 transpose_63" -> "856 view_84" [label="(12, 197, 64)", style=solid]; +"853 view_82" -> "854 transpose_64" [label="(197, 12, 64)", style=solid]; +"854 transpose_64" -> "857 view_85" [label="(12, 197, 64)", style=solid]; +"855 view_83" -> "858 scaled_dot_product_attention_10" [label="(1, 12, 197, 64)", style=solid]; +"856 view_84" -> "858 scaled_dot_product_attention_10" [label="(1, 12, 197, 64)", style=solid]; +"857 view_85" -> "858 scaled_dot_product_attention_10" [label="(1, 12, 197, 64)", style=solid]; +"858 scaled_dot_product_attention_10" -> "859 permute_11" [label="(1, 12, 197, 64)", style=solid]; +"859 permute_11" -> "860 view_86" [label="(197, 1, 12, 64)", style=solid]; +"860 view_86" -> "861 view_86_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"861 view_86_0_0_nncf_smooth_quant_0" -> "862 quantize_per_tensor_default_64" [label="(197, 768)", style=solid]; +"862 quantize_per_tensor_default_64" -> "863 dequantize_per_tensor_default_64" [label="(197, 768)", style=solid]; +"863 dequantize_per_tensor_default_64" -> "869 linear_41" [label="(197, 768)", style=solid]; +"864 scale_updated_constant42" -> "866 mul_tensor_42" [label="(768, 1)", style=solid]; +"865 compressed_weight_updated_constant42" -> "866 mul_tensor_42" [label="(768, 768)", style=solid]; +"866 mul_tensor_42" -> "868 sub_tensor_42" [label="(768, 768)", style=solid]; +"867 zero_point_updated_constant42" -> "868 sub_tensor_42" [label="(768, 1)", style=solid]; +"868 sub_tensor_42" -> "869 linear_41" [label="(768, 768)", style=solid]; +"869 linear_41" -> "870 view_87" [label="(197, 768)", style=solid]; +"870 view_87" -> "871 transpose_65" [label="(197, 1, 768)", style=solid]; +"871 transpose_65" -> "872 dropout_31" [label="(1, 197, 768)", style=solid]; +"872 dropout_31" -> "873 add_21" [label="(1, 197, 768)", style=solid]; +"873 add_21" -> "874 layer_norm_21" [label="(1, 197, 768)", style=solid]; +"873 add_21" -> "896 add_22" [label="(1, 197, 768)", style=solid]; +"874 layer_norm_21" -> "875 layer_norm_21_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"875 layer_norm_21_0_0_nncf_smooth_quant_0" -> "876 quantize_per_tensor_default_65" [label="(1, 197, 768)", style=solid]; +"876 quantize_per_tensor_default_65" -> "877 dequantize_per_tensor_default_65" [label="(1, 197, 768)", style=solid]; +"877 dequantize_per_tensor_default_65" -> "883 linear_42" [label="(1, 197, 768)", style=solid]; +"878 scale_updated_constant43" -> "880 mul_tensor_43" [label="(3072, 1)", style=solid]; +"879 compressed_weight_updated_constant43" -> "880 mul_tensor_43" [label="(3072, 768)", style=solid]; +"880 mul_tensor_43" -> "882 sub_tensor_43" [label="(3072, 768)", style=solid]; +"881 zero_point_updated_constant43" -> "882 sub_tensor_43" [label="(3072, 1)", style=solid]; +"882 sub_tensor_43" -> "883 linear_42" [label="(3072, 768)", style=solid]; +"883 linear_42" -> "884 gelu_10" [label="(1, 197, 3072)", style=solid]; +"884 gelu_10" -> "885 dropout_32" [label="(1, 197, 3072)", style=solid]; +"885 dropout_32" -> "886 dropout_32_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"886 dropout_32_0_0_nncf_smooth_quant_0" -> "887 quantize_per_tensor_default_66" [label="(1, 197, 3072)", style=solid]; +"887 quantize_per_tensor_default_66" -> "888 dequantize_per_tensor_default_66" [label="(1, 197, 3072)", style=solid]; +"888 dequantize_per_tensor_default_66" -> "894 linear_43" [label="(1, 197, 3072)", style=solid]; +"889 scale_updated_constant44" -> "891 mul_tensor_44" [label="(768, 1)", style=solid]; +"890 compressed_weight_updated_constant44" -> "891 mul_tensor_44" [label="(768, 3072)", style=solid]; +"891 mul_tensor_44" -> "893 sub_tensor_44" [label="(768, 3072)", style=solid]; +"892 zero_point_updated_constant44" -> "893 sub_tensor_44" [label="(768, 1)", style=solid]; +"893 sub_tensor_44" -> "894 linear_43" [label="(768, 3072)", style=solid]; +"894 linear_43" -> "895 dropout_33" [label="(1, 197, 768)", style=solid]; +"895 dropout_33" -> "896 add_22" [label="(1, 197, 768)", style=solid]; +"896 add_22" -> "897 layer_norm_22" [label="(1, 197, 768)", style=solid]; +"896 add_22" -> "944 add_23" [label="(1, 197, 768)", style=solid]; +"897 layer_norm_22" -> "898 transpose_66" [label="(1, 197, 768)", style=solid]; +"898 transpose_66" -> "899 transpose_66_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"899 transpose_66_0_0_nncf_smooth_quant_0" -> "900 quantize_per_tensor_default_67" [label="(197, 1, 768)", style=solid]; +"900 quantize_per_tensor_default_67" -> "901 dequantize_per_tensor_default_67" [label="(197, 1, 768)", style=solid]; +"901 dequantize_per_tensor_default_67" -> "907 linear_44" [label="(197, 1, 768)", style=solid]; +"902 scale_updated_constant45" -> "904 mul_tensor_45" [label="(2304, 1)", style=solid]; +"903 compressed_weight_updated_constant45" -> "904 mul_tensor_45" [label="(2304, 768)", style=solid]; +"904 mul_tensor_45" -> "906 sub_tensor_45" [label="(2304, 768)", style=solid]; +"905 zero_point_updated_constant45" -> "906 sub_tensor_45" [label="(2304, 1)", style=solid]; +"906 sub_tensor_45" -> "907 linear_44" [label="(2304, 768)", style=solid]; +"907 linear_44" -> "908 unflatten_11" [label="(197, 1, 2304)", style=solid]; +"908 unflatten_11" -> "909 unsqueeze_11" [label="(197, 1, 3, 768)", style=solid]; +"909 unsqueeze_11" -> "910 transpose_67" [label="(1, 197, 1, 3, 768)", style=solid]; +"910 transpose_67" -> "911 squeeze_11" [label="(3, 197, 1, 1, 768)", style=solid]; +"911 squeeze_11" -> "912 contiguous_11" [label="(3, 197, 1, 768)", style=solid]; +"912 contiguous_11" -> "913 quantize_per_tensor_default_68" [label="(3, 197, 1, 768)", style=solid]; +"912 contiguous_11" -> "916 quantize_per_tensor_default_69" [label="(3, 197, 1, 768)", style=solid]; +"912 contiguous_11" -> "919 select_35" [label="(3, 197, 1, 768)", style=solid]; +"913 quantize_per_tensor_default_68" -> "914 dequantize_per_tensor_default_68" [label="(3, 197, 1, 768)", style=solid]; +"914 dequantize_per_tensor_default_68" -> "915 select_33" [label="(3, 197, 1, 768)", style=solid]; +"915 select_33" -> "920 view_88" [label="(197, 1, 768)", style=solid]; +"916 quantize_per_tensor_default_69" -> "917 dequantize_per_tensor_default_69" [label="(3, 197, 1, 768)", style=solid]; +"917 dequantize_per_tensor_default_69" -> "918 select_34" [label="(3, 197, 1, 768)", style=solid]; +"918 select_34" -> "922 view_89" [label="(197, 1, 768)", style=solid]; +"919 select_35" -> "924 view_90" [label="(197, 1, 768)", style=solid]; +"920 view_88" -> "921 transpose_68" [label="(197, 12, 64)", style=solid]; +"921 transpose_68" -> "926 view_91" [label="(12, 197, 64)", style=solid]; +"922 view_89" -> "923 transpose_69" [label="(197, 12, 64)", style=solid]; +"923 transpose_69" -> "927 view_92" [label="(12, 197, 64)", style=solid]; +"924 view_90" -> "925 transpose_70" [label="(197, 12, 64)", style=solid]; +"925 transpose_70" -> "928 view_93" [label="(12, 197, 64)", style=solid]; +"926 view_91" -> "929 scaled_dot_product_attention_11" [label="(1, 12, 197, 64)", style=solid]; +"927 view_92" -> "929 scaled_dot_product_attention_11" [label="(1, 12, 197, 64)", style=solid]; +"928 view_93" -> "929 scaled_dot_product_attention_11" [label="(1, 12, 197, 64)", style=solid]; +"929 scaled_dot_product_attention_11" -> "930 permute_12" [label="(1, 12, 197, 64)", style=solid]; +"930 permute_12" -> "931 view_94" [label="(197, 1, 12, 64)", style=solid]; +"931 view_94" -> "932 view_94_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"932 view_94_0_0_nncf_smooth_quant_0" -> "933 quantize_per_tensor_default_70" [label="(197, 768)", style=solid]; +"933 quantize_per_tensor_default_70" -> "934 dequantize_per_tensor_default_70" [label="(197, 768)", style=solid]; +"934 dequantize_per_tensor_default_70" -> "940 linear_45" [label="(197, 768)", style=solid]; +"935 scale_updated_constant46" -> "937 mul_tensor_46" [label="(768, 1)", style=solid]; +"936 compressed_weight_updated_constant46" -> "937 mul_tensor_46" [label="(768, 768)", style=solid]; +"937 mul_tensor_46" -> "939 sub_tensor_46" [label="(768, 768)", style=solid]; +"938 zero_point_updated_constant46" -> "939 sub_tensor_46" [label="(768, 1)", style=solid]; +"939 sub_tensor_46" -> "940 linear_45" [label="(768, 768)", style=solid]; +"940 linear_45" -> "941 view_95" [label="(197, 768)", style=solid]; +"941 view_95" -> "942 transpose_71" [label="(197, 1, 768)", style=solid]; +"942 transpose_71" -> "943 dropout_34" [label="(1, 197, 768)", style=solid]; +"943 dropout_34" -> "944 add_23" [label="(1, 197, 768)", style=solid]; +"944 add_23" -> "945 layer_norm_23" [label="(1, 197, 768)", style=solid]; +"944 add_23" -> "967 add_24" [label="(1, 197, 768)", style=solid]; +"945 layer_norm_23" -> "946 layer_norm_23_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"946 layer_norm_23_0_0_nncf_smooth_quant_0" -> "947 quantize_per_tensor_default_71" [label="(1, 197, 768)", style=solid]; +"947 quantize_per_tensor_default_71" -> "948 dequantize_per_tensor_default_71" [label="(1, 197, 768)", style=solid]; +"948 dequantize_per_tensor_default_71" -> "954 linear_46" [label="(1, 197, 768)", style=solid]; +"949 scale_updated_constant47" -> "951 mul_tensor_47" [label="(3072, 1)", style=solid]; +"950 compressed_weight_updated_constant47" -> "951 mul_tensor_47" [label="(3072, 768)", style=solid]; +"951 mul_tensor_47" -> "953 sub_tensor_47" [label="(3072, 768)", style=solid]; +"952 zero_point_updated_constant47" -> "953 sub_tensor_47" [label="(3072, 1)", style=solid]; +"953 sub_tensor_47" -> "954 linear_46" [label="(3072, 768)", style=solid]; +"954 linear_46" -> "955 gelu_11" [label="(1, 197, 3072)", style=solid]; +"955 gelu_11" -> "956 dropout_35" [label="(1, 197, 3072)", style=solid]; +"956 dropout_35" -> "957 dropout_35_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"957 dropout_35_0_0_nncf_smooth_quant_0" -> "958 quantize_per_tensor_default_72" [label="(1, 197, 3072)", style=solid]; +"958 quantize_per_tensor_default_72" -> "959 dequantize_per_tensor_default_72" [label="(1, 197, 3072)", style=solid]; +"959 dequantize_per_tensor_default_72" -> "965 linear_47" [label="(1, 197, 3072)", style=solid]; +"960 scale_updated_constant48" -> "962 mul_tensor_48" [label="(768, 1)", style=solid]; +"961 compressed_weight_updated_constant48" -> "962 mul_tensor_48" [label="(768, 3072)", style=solid]; +"962 mul_tensor_48" -> "964 sub_tensor_48" [label="(768, 3072)", style=solid]; +"963 zero_point_updated_constant48" -> "964 sub_tensor_48" [label="(768, 1)", style=solid]; +"964 sub_tensor_48" -> "965 linear_47" [label="(768, 3072)", style=solid]; +"965 linear_47" -> "966 dropout_36" [label="(1, 197, 768)", style=solid]; +"966 dropout_36" -> "967 add_24" [label="(1, 197, 768)", style=solid]; +"967 add_24" -> "968 layer_norm_24" [label="(1, 197, 768)", style=solid]; +"968 layer_norm_24" -> "969 slice_1" [label="(1, 197, 768)", style=solid]; +"969 slice_1" -> "970 select_36" [label="(1, 197, 768)", style=solid]; +"970 select_36" -> "971 select_36_0_0_nncf_smooth_quant_0" [label="(1, 768)", style=solid]; +"971 select_36_0_0_nncf_smooth_quant_0" -> "972 quantize_per_tensor_default_73" [label="(1, 768)", style=solid]; +"972 quantize_per_tensor_default_73" -> "973 dequantize_per_tensor_default_73" [label="(1, 768)", style=solid]; +"973 dequantize_per_tensor_default_73" -> "979 linear_48" [label="(1, 768)", style=solid]; "974 scale_updated_constant49" -> "976 mul_tensor_49" [label="(1000, 1)", style=solid]; "975 compressed_weight_updated_constant49" -> "976 mul_tensor_49" [label="(1000, 768)", style=solid]; "976 mul_tensor_49" -> "978 sub_tensor_49" [label="(1000, 768)", style=solid]; diff --git a/tests/torch/data/reference_graphs/fx/quantized/mobilenet_v3_small.dot b/tests/torch/data/reference_graphs/fx/quantized/mobilenet_v3_small.dot index bbba2af8408..808d3cf801d 100644 --- a/tests/torch/data/reference_graphs/fx/quantized/mobilenet_v3_small.dot +++ b/tests/torch/data/reference_graphs/fx/quantized/mobilenet_v3_small.dot @@ -1,1182 +1,1182 @@ strict digraph { "0 features_1_block_1_fc1_weight" [id=0, type=get_attr]; -"1 features_1_block_1_fc2_weight" [id=1, type=get_attr]; -"2 features_4_block_2_fc1_weight" [id=2, type=get_attr]; -"3 features_4_block_2_fc2_weight" [id=3, type=get_attr]; -"4 features_5_block_2_fc1_weight" [id=4, type=get_attr]; -"5 features_5_block_2_fc2_weight" [id=5, type=get_attr]; -"6 features_6_block_2_fc1_weight" [id=6, type=get_attr]; -"7 features_6_block_2_fc2_weight" [id=7, type=get_attr]; -"8 features_7_block_2_fc1_weight" [id=8, type=get_attr]; -"9 features_7_block_2_fc2_weight" [id=9, type=get_attr]; -"10 features_8_block_2_fc1_weight" [id=10, type=get_attr]; -"11 features_8_block_2_fc2_weight" [id=11, type=get_attr]; -"12 features_9_block_2_fc1_weight" [id=12, type=get_attr]; -"13 features_9_block_2_fc2_weight" [id=13, type=get_attr]; -"14 features_10_block_2_fc1_weight" [id=14, type=get_attr]; -"15 features_10_block_2_fc2_weight" [id=15, type=get_attr]; -"16 features_11_block_2_fc1_weight" [id=16, type=get_attr]; -"17 features_11_block_2_fc2_weight" [id=17, type=get_attr]; -"18 x" [id=18, type=input]; -"19 quantize_per_tensor_default" [id=19, type=quantize_per_tensor]; -"20 dequantize_per_tensor_default" [id=20, type=dequantize_per_tensor]; -"21 conv2d_scale_0" [id=21, type=get_attr]; -"22 conv2d_zero_point_0" [id=22, type=get_attr]; -"23 compressed_weight_updated_constant0" [id=23, type=get_attr]; -"24 quantize_per_channel_default" [id=24, type=quantize_per_channel]; -"25 dequantize_per_channel_default" [id=25, type=dequantize_per_channel]; -"26 features_0_0_weight_bias_0_0" [id=26, type=get_attr]; -"27 conv2d" [id=27, type=conv2d]; -"28 hardswish__scale_0" [id=28, type=get_attr]; -"29 hardswish__zero_point_0" [id=29, type=get_attr]; -"30 hardswish_" [id=30, type=hardswish_]; -"31 quantize_per_channel_default_1" [id=31, type=quantize_per_channel]; -"32 dequantize_per_channel_default_1" [id=32, type=dequantize_per_channel]; -"33 conv2d_1_scale_0" [id=33, type=get_attr]; -"34 conv2d_1_zero_point_0" [id=34, type=get_attr]; -"35 compressed_weight_updated_constant1" [id=35, type=get_attr]; -"36 quantize_per_channel_default_2" [id=36, type=quantize_per_channel]; -"37 dequantize_per_channel_default_2" [id=37, type=dequantize_per_channel]; -"38 features_1_block_0_0_weight_bias_0_0" [id=38, type=get_attr]; -"39 conv2d_1" [id=39, type=conv2d]; -"40 relu_" [id=40, type=relu_]; -"41 quantize_per_tensor_default_1" [id=41, type=quantize_per_tensor]; -"42 dequantize_per_tensor_default_2" [id=42, type=dequantize_per_tensor]; -"43 dequantize_per_tensor_default_1" [id=43, type=dequantize_per_tensor]; -"44 adaptive_avg_pool2d" [id=44, type=adaptive_avg_pool2d]; -"45 features_1_block_1_fc1_bias_0_0" [id=45, type=get_attr]; -"46 conv2d_2" [id=46, type=conv2d]; -"47 relu" [id=47, type=relu]; -"48 features_1_block_1_fc2_bias_0_0" [id=48, type=get_attr]; -"49 conv2d_3" [id=49, type=conv2d]; -"50 hardsigmoid" [id=50, type=hardsigmoid]; -"51 quantize_per_tensor_default_2" [id=51, type=quantize_per_tensor]; -"52 dequantize_per_tensor_default_3" [id=52, type=dequantize_per_tensor]; -"53 mul" [id=53, type=mul]; -"54 quantize_per_tensor_default_3" [id=54, type=quantize_per_tensor]; -"55 dequantize_per_tensor_default_4" [id=55, type=dequantize_per_tensor]; -"56 conv2d_4_scale_0" [id=56, type=get_attr]; -"57 conv2d_4_zero_point_0" [id=57, type=get_attr]; -"58 compressed_weight_updated_constant2" [id=58, type=get_attr]; -"59 quantize_per_channel_default_3" [id=59, type=quantize_per_channel]; -"60 dequantize_per_channel_default_3" [id=60, type=dequantize_per_channel]; -"61 features_1_block_2_0_weight_bias_0_0" [id=61, type=get_attr]; -"62 conv2d_4" [id=62, type=conv2d]; -"63 quantize_per_tensor_default_4" [id=63, type=quantize_per_tensor]; -"64 dequantize_per_tensor_default_5" [id=64, type=dequantize_per_tensor]; -"65 conv2d_5_scale_0" [id=65, type=get_attr]; -"66 conv2d_5_zero_point_0" [id=66, type=get_attr]; -"67 compressed_weight_updated_constant3" [id=67, type=get_attr]; -"68 quantize_per_channel_default_4" [id=68, type=quantize_per_channel]; -"69 dequantize_per_channel_default_4" [id=69, type=dequantize_per_channel]; -"70 features_2_block_0_0_weight_bias_0_0" [id=70, type=get_attr]; -"71 conv2d_5" [id=71, type=conv2d]; -"72 relu__1_scale_0" [id=72, type=get_attr]; -"73 relu__1_zero_point_0" [id=73, type=get_attr]; -"74 relu__1" [id=74, type=relu_]; -"75 quantize_per_channel_default_5" [id=75, type=quantize_per_channel]; -"76 dequantize_per_channel_default_5" [id=76, type=dequantize_per_channel]; -"77 conv2d_6_scale_0" [id=77, type=get_attr]; -"78 conv2d_6_zero_point_0" [id=78, type=get_attr]; -"79 compressed_weight_updated_constant4" [id=79, type=get_attr]; -"80 quantize_per_channel_default_6" [id=80, type=quantize_per_channel]; -"81 dequantize_per_channel_default_6" [id=81, type=dequantize_per_channel]; -"82 features_2_block_1_0_weight_bias_0_0" [id=82, type=get_attr]; -"83 conv2d_6" [id=83, type=conv2d]; -"84 relu__2" [id=84, type=relu_]; -"85 quantize_per_tensor_default_5" [id=85, type=quantize_per_tensor]; -"86 dequantize_per_tensor_default_6" [id=86, type=dequantize_per_tensor]; -"87 conv2d_7_scale_0" [id=87, type=get_attr]; -"88 conv2d_7_zero_point_0" [id=88, type=get_attr]; -"89 compressed_weight_updated_constant5" [id=89, type=get_attr]; -"90 quantize_per_channel_default_7" [id=90, type=quantize_per_channel]; -"91 dequantize_per_channel_default_7" [id=91, type=dequantize_per_channel]; -"92 features_2_block_2_0_weight_bias_0_0" [id=92, type=get_attr]; -"93 conv2d_7" [id=93, type=conv2d]; -"94 quantize_per_tensor_default_6" [id=94, type=quantize_per_tensor]; -"95 dequantize_per_tensor_default_8" [id=95, type=dequantize_per_tensor]; -"96 dequantize_per_tensor_default_7" [id=96, type=dequantize_per_tensor]; -"97 conv2d_8_scale_0" [id=97, type=get_attr]; -"98 conv2d_8_zero_point_0" [id=98, type=get_attr]; -"99 compressed_weight_updated_constant6" [id=99, type=get_attr]; -"100 quantize_per_channel_default_8" [id=100, type=quantize_per_channel]; -"101 dequantize_per_channel_default_8" [id=101, type=dequantize_per_channel]; -"102 features_3_block_0_0_weight_bias_0_0" [id=102, type=get_attr]; -"103 conv2d_8" [id=103, type=conv2d]; -"104 relu__3_scale_0" [id=104, type=get_attr]; -"105 relu__3_zero_point_0" [id=105, type=get_attr]; -"106 relu__3" [id=106, type=relu_]; -"107 quantize_per_channel_default_9" [id=107, type=quantize_per_channel]; -"108 dequantize_per_channel_default_9" [id=108, type=dequantize_per_channel]; -"109 conv2d_9_scale_0" [id=109, type=get_attr]; -"110 conv2d_9_zero_point_0" [id=110, type=get_attr]; -"111 compressed_weight_updated_constant7" [id=111, type=get_attr]; -"112 quantize_per_channel_default_10" [id=112, type=quantize_per_channel]; -"113 dequantize_per_channel_default_10" [id=113, type=dequantize_per_channel]; -"114 features_3_block_1_0_weight_bias_0_0" [id=114, type=get_attr]; -"115 conv2d_9" [id=115, type=conv2d]; -"116 relu__4" [id=116, type=relu_]; -"117 quantize_per_tensor_default_7" [id=117, type=quantize_per_tensor]; -"118 dequantize_per_tensor_default_9" [id=118, type=dequantize_per_tensor]; -"119 conv2d_10_scale_0" [id=119, type=get_attr]; -"120 conv2d_10_zero_point_0" [id=120, type=get_attr]; -"121 compressed_weight_updated_constant8" [id=121, type=get_attr]; -"122 quantize_per_channel_default_11" [id=122, type=quantize_per_channel]; -"123 dequantize_per_channel_default_11" [id=123, type=dequantize_per_channel]; -"124 features_3_block_2_0_weight_bias_0_0" [id=124, type=get_attr]; -"125 conv2d_10" [id=125, type=conv2d]; -"126 quantize_per_tensor_default_8" [id=126, type=quantize_per_tensor]; -"127 dequantize_per_tensor_default_10" [id=127, type=dequantize_per_tensor]; -"128 add_" [id=128, type=add_]; -"129 quantize_per_tensor_default_9" [id=129, type=quantize_per_tensor]; -"130 dequantize_per_tensor_default_11" [id=130, type=dequantize_per_tensor]; -"131 conv2d_11_scale_0" [id=131, type=get_attr]; -"132 conv2d_11_zero_point_0" [id=132, type=get_attr]; -"133 compressed_weight_updated_constant9" [id=133, type=get_attr]; -"134 quantize_per_channel_default_12" [id=134, type=quantize_per_channel]; -"135 dequantize_per_channel_default_12" [id=135, type=dequantize_per_channel]; -"136 features_4_block_0_0_weight_bias_0_0" [id=136, type=get_attr]; -"137 conv2d_11" [id=137, type=conv2d]; -"138 hardswish__1_scale_0" [id=138, type=get_attr]; -"139 hardswish__1_zero_point_0" [id=139, type=get_attr]; -"140 hardswish__1" [id=140, type=hardswish_]; -"141 quantize_per_channel_default_13" [id=141, type=quantize_per_channel]; -"142 dequantize_per_channel_default_13" [id=142, type=dequantize_per_channel]; -"143 conv2d_12_scale_0" [id=143, type=get_attr]; -"144 conv2d_12_zero_point_0" [id=144, type=get_attr]; -"145 compressed_weight_updated_constant10" [id=145, type=get_attr]; -"146 quantize_per_channel_default_14" [id=146, type=quantize_per_channel]; -"147 dequantize_per_channel_default_14" [id=147, type=dequantize_per_channel]; -"148 features_4_block_1_0_weight_bias_0_0" [id=148, type=get_attr]; -"149 conv2d_12" [id=149, type=conv2d]; -"150 hardswish__2" [id=150, type=hardswish_]; -"151 quantize_per_tensor_default_10" [id=151, type=quantize_per_tensor]; -"152 dequantize_per_tensor_default_13" [id=152, type=dequantize_per_tensor]; -"153 dequantize_per_tensor_default_12" [id=153, type=dequantize_per_tensor]; -"154 adaptive_avg_pool2d_1" [id=154, type=adaptive_avg_pool2d]; -"155 features_4_block_2_fc1_bias_0_0" [id=155, type=get_attr]; -"156 conv2d_13" [id=156, type=conv2d]; -"157 relu_1" [id=157, type=relu]; -"158 features_4_block_2_fc2_bias_0_0" [id=158, type=get_attr]; -"159 conv2d_14" [id=159, type=conv2d]; -"160 hardsigmoid_1" [id=160, type=hardsigmoid]; -"161 quantize_per_tensor_default_11" [id=161, type=quantize_per_tensor]; -"162 dequantize_per_tensor_default_14" [id=162, type=dequantize_per_tensor]; -"163 mul_1" [id=163, type=mul]; -"164 quantize_per_tensor_default_12" [id=164, type=quantize_per_tensor]; -"165 dequantize_per_tensor_default_15" [id=165, type=dequantize_per_tensor]; -"166 conv2d_15_scale_0" [id=166, type=get_attr]; -"167 conv2d_15_zero_point_0" [id=167, type=get_attr]; -"168 compressed_weight_updated_constant11" [id=168, type=get_attr]; -"169 quantize_per_channel_default_15" [id=169, type=quantize_per_channel]; -"170 dequantize_per_channel_default_15" [id=170, type=dequantize_per_channel]; -"171 features_4_block_3_0_weight_bias_0_0" [id=171, type=get_attr]; -"172 conv2d_15" [id=172, type=conv2d]; -"173 quantize_per_tensor_default_13" [id=173, type=quantize_per_tensor]; -"174 dequantize_per_tensor_default_17" [id=174, type=dequantize_per_tensor]; -"175 dequantize_per_tensor_default_16" [id=175, type=dequantize_per_tensor]; -"176 conv2d_16_scale_0" [id=176, type=get_attr]; -"177 conv2d_16_zero_point_0" [id=177, type=get_attr]; -"178 compressed_weight_updated_constant12" [id=178, type=get_attr]; -"179 quantize_per_channel_default_16" [id=179, type=quantize_per_channel]; -"180 dequantize_per_channel_default_16" [id=180, type=dequantize_per_channel]; -"181 features_5_block_0_0_weight_bias_0_0" [id=181, type=get_attr]; -"182 conv2d_16" [id=182, type=conv2d]; -"183 hardswish__3_scale_0" [id=183, type=get_attr]; -"184 hardswish__3_zero_point_0" [id=184, type=get_attr]; -"185 hardswish__3" [id=185, type=hardswish_]; -"186 quantize_per_channel_default_17" [id=186, type=quantize_per_channel]; -"187 dequantize_per_channel_default_17" [id=187, type=dequantize_per_channel]; -"188 conv2d_17_scale_0" [id=188, type=get_attr]; -"189 conv2d_17_zero_point_0" [id=189, type=get_attr]; -"190 compressed_weight_updated_constant13" [id=190, type=get_attr]; -"191 quantize_per_channel_default_18" [id=191, type=quantize_per_channel]; -"192 dequantize_per_channel_default_18" [id=192, type=dequantize_per_channel]; -"193 features_5_block_1_0_weight_bias_0_0" [id=193, type=get_attr]; -"194 conv2d_17" [id=194, type=conv2d]; -"195 hardswish__4" [id=195, type=hardswish_]; -"196 quantize_per_tensor_default_14" [id=196, type=quantize_per_tensor]; -"197 dequantize_per_tensor_default_19" [id=197, type=dequantize_per_tensor]; -"198 dequantize_per_tensor_default_18" [id=198, type=dequantize_per_tensor]; -"199 adaptive_avg_pool2d_2" [id=199, type=adaptive_avg_pool2d]; -"200 features_5_block_2_fc1_bias_0_0" [id=200, type=get_attr]; -"201 conv2d_18" [id=201, type=conv2d]; -"202 relu_2" [id=202, type=relu]; -"203 features_5_block_2_fc2_bias_0_0" [id=203, type=get_attr]; -"204 conv2d_19" [id=204, type=conv2d]; -"205 hardsigmoid_2" [id=205, type=hardsigmoid]; -"206 quantize_per_tensor_default_15" [id=206, type=quantize_per_tensor]; -"207 dequantize_per_tensor_default_20" [id=207, type=dequantize_per_tensor]; -"208 mul_2" [id=208, type=mul]; -"209 quantize_per_tensor_default_16" [id=209, type=quantize_per_tensor]; -"210 dequantize_per_tensor_default_21" [id=210, type=dequantize_per_tensor]; -"211 conv2d_20_scale_0" [id=211, type=get_attr]; -"212 conv2d_20_zero_point_0" [id=212, type=get_attr]; -"213 compressed_weight_updated_constant14" [id=213, type=get_attr]; -"214 quantize_per_channel_default_19" [id=214, type=quantize_per_channel]; -"215 dequantize_per_channel_default_19" [id=215, type=dequantize_per_channel]; -"216 features_5_block_3_0_weight_bias_0_0" [id=216, type=get_attr]; -"217 conv2d_20" [id=217, type=conv2d]; -"218 quantize_per_tensor_default_17" [id=218, type=quantize_per_tensor]; -"219 dequantize_per_tensor_default_22" [id=219, type=dequantize_per_tensor]; -"220 add__1" [id=220, type=add_]; -"221 quantize_per_tensor_default_18" [id=221, type=quantize_per_tensor]; -"222 dequantize_per_tensor_default_24" [id=222, type=dequantize_per_tensor]; -"223 dequantize_per_tensor_default_23" [id=223, type=dequantize_per_tensor]; -"224 conv2d_21_scale_0" [id=224, type=get_attr]; -"225 conv2d_21_zero_point_0" [id=225, type=get_attr]; -"226 compressed_weight_updated_constant15" [id=226, type=get_attr]; -"227 quantize_per_channel_default_20" [id=227, type=quantize_per_channel]; -"228 dequantize_per_channel_default_20" [id=228, type=dequantize_per_channel]; -"229 features_6_block_0_0_weight_bias_0_0" [id=229, type=get_attr]; -"230 conv2d_21" [id=230, type=conv2d]; -"231 hardswish__5_scale_0" [id=231, type=get_attr]; -"232 hardswish__5_zero_point_0" [id=232, type=get_attr]; -"233 hardswish__5" [id=233, type=hardswish_]; -"234 quantize_per_channel_default_21" [id=234, type=quantize_per_channel]; -"235 dequantize_per_channel_default_21" [id=235, type=dequantize_per_channel]; -"236 conv2d_22_scale_0" [id=236, type=get_attr]; -"237 conv2d_22_zero_point_0" [id=237, type=get_attr]; -"238 compressed_weight_updated_constant16" [id=238, type=get_attr]; -"239 quantize_per_channel_default_22" [id=239, type=quantize_per_channel]; -"240 dequantize_per_channel_default_22" [id=240, type=dequantize_per_channel]; -"241 features_6_block_1_0_weight_bias_0_0" [id=241, type=get_attr]; -"242 conv2d_22" [id=242, type=conv2d]; -"243 hardswish__6" [id=243, type=hardswish_]; -"244 quantize_per_tensor_default_19" [id=244, type=quantize_per_tensor]; -"245 dequantize_per_tensor_default_26" [id=245, type=dequantize_per_tensor]; -"246 dequantize_per_tensor_default_25" [id=246, type=dequantize_per_tensor]; -"247 adaptive_avg_pool2d_3" [id=247, type=adaptive_avg_pool2d]; -"248 features_6_block_2_fc1_bias_0_0" [id=248, type=get_attr]; -"249 conv2d_23" [id=249, type=conv2d]; -"250 relu_3" [id=250, type=relu]; -"251 features_6_block_2_fc2_bias_0_0" [id=251, type=get_attr]; -"252 conv2d_24" [id=252, type=conv2d]; -"253 hardsigmoid_3" [id=253, type=hardsigmoid]; -"254 quantize_per_tensor_default_20" [id=254, type=quantize_per_tensor]; -"255 dequantize_per_tensor_default_27" [id=255, type=dequantize_per_tensor]; -"256 mul_3" [id=256, type=mul]; -"257 quantize_per_tensor_default_21" [id=257, type=quantize_per_tensor]; -"258 dequantize_per_tensor_default_28" [id=258, type=dequantize_per_tensor]; -"259 conv2d_25_scale_0" [id=259, type=get_attr]; -"260 conv2d_25_zero_point_0" [id=260, type=get_attr]; -"261 compressed_weight_updated_constant17" [id=261, type=get_attr]; -"262 quantize_per_channel_default_23" [id=262, type=quantize_per_channel]; -"263 dequantize_per_channel_default_23" [id=263, type=dequantize_per_channel]; -"264 features_6_block_3_0_weight_bias_0_0" [id=264, type=get_attr]; -"265 conv2d_25" [id=265, type=conv2d]; -"266 quantize_per_tensor_default_22" [id=266, type=quantize_per_tensor]; -"267 dequantize_per_tensor_default_29" [id=267, type=dequantize_per_tensor]; -"268 add__2" [id=268, type=add_]; -"269 quantize_per_tensor_default_23" [id=269, type=quantize_per_tensor]; -"270 dequantize_per_tensor_default_30" [id=270, type=dequantize_per_tensor]; -"271 conv2d_26_scale_0" [id=271, type=get_attr]; -"272 conv2d_26_zero_point_0" [id=272, type=get_attr]; -"273 compressed_weight_updated_constant18" [id=273, type=get_attr]; -"274 quantize_per_channel_default_24" [id=274, type=quantize_per_channel]; -"275 dequantize_per_channel_default_24" [id=275, type=dequantize_per_channel]; -"276 features_7_block_0_0_weight_bias_0_0" [id=276, type=get_attr]; -"277 conv2d_26" [id=277, type=conv2d]; -"278 hardswish__7_scale_0" [id=278, type=get_attr]; -"279 hardswish__7_zero_point_0" [id=279, type=get_attr]; -"280 hardswish__7" [id=280, type=hardswish_]; -"281 quantize_per_channel_default_25" [id=281, type=quantize_per_channel]; -"282 dequantize_per_channel_default_25" [id=282, type=dequantize_per_channel]; -"283 conv2d_27_scale_0" [id=283, type=get_attr]; -"284 conv2d_27_zero_point_0" [id=284, type=get_attr]; -"285 compressed_weight_updated_constant19" [id=285, type=get_attr]; -"286 quantize_per_channel_default_26" [id=286, type=quantize_per_channel]; -"287 dequantize_per_channel_default_26" [id=287, type=dequantize_per_channel]; -"288 features_7_block_1_0_weight_bias_0_0" [id=288, type=get_attr]; -"289 conv2d_27" [id=289, type=conv2d]; -"290 hardswish__8" [id=290, type=hardswish_]; -"291 quantize_per_tensor_default_24" [id=291, type=quantize_per_tensor]; -"292 dequantize_per_tensor_default_32" [id=292, type=dequantize_per_tensor]; -"293 dequantize_per_tensor_default_31" [id=293, type=dequantize_per_tensor]; -"294 adaptive_avg_pool2d_4" [id=294, type=adaptive_avg_pool2d]; -"295 features_7_block_2_fc1_bias_0_0" [id=295, type=get_attr]; -"296 conv2d_28" [id=296, type=conv2d]; -"297 relu_4" [id=297, type=relu]; -"298 features_7_block_2_fc2_bias_0_0" [id=298, type=get_attr]; -"299 conv2d_29" [id=299, type=conv2d]; -"300 hardsigmoid_4" [id=300, type=hardsigmoid]; -"301 quantize_per_tensor_default_25" [id=301, type=quantize_per_tensor]; -"302 dequantize_per_tensor_default_33" [id=302, type=dequantize_per_tensor]; -"303 mul_4" [id=303, type=mul]; -"304 quantize_per_tensor_default_26" [id=304, type=quantize_per_tensor]; -"305 dequantize_per_tensor_default_34" [id=305, type=dequantize_per_tensor]; -"306 conv2d_30_scale_0" [id=306, type=get_attr]; -"307 conv2d_30_zero_point_0" [id=307, type=get_attr]; -"308 compressed_weight_updated_constant20" [id=308, type=get_attr]; -"309 quantize_per_channel_default_27" [id=309, type=quantize_per_channel]; -"310 dequantize_per_channel_default_27" [id=310, type=dequantize_per_channel]; -"311 features_7_block_3_0_weight_bias_0_0" [id=311, type=get_attr]; -"312 conv2d_30" [id=312, type=conv2d]; -"313 quantize_per_tensor_default_27" [id=313, type=quantize_per_tensor]; -"314 dequantize_per_tensor_default_36" [id=314, type=dequantize_per_tensor]; 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type=get_attr]; -"331 quantize_per_channel_default_30" [id=331, type=quantize_per_channel]; -"332 dequantize_per_channel_default_30" [id=332, type=dequantize_per_channel]; -"333 features_8_block_1_0_weight_bias_0_0" [id=333, type=get_attr]; -"334 conv2d_32" [id=334, type=conv2d]; -"335 hardswish__10" [id=335, type=hardswish_]; -"336 quantize_per_tensor_default_28" [id=336, type=quantize_per_tensor]; -"337 dequantize_per_tensor_default_38" [id=337, type=dequantize_per_tensor]; -"338 dequantize_per_tensor_default_37" [id=338, type=dequantize_per_tensor]; -"339 adaptive_avg_pool2d_5" [id=339, type=adaptive_avg_pool2d]; -"340 features_8_block_2_fc1_bias_0_0" [id=340, type=get_attr]; -"341 conv2d_33" [id=341, type=conv2d]; -"342 relu_5" [id=342, type=relu]; -"343 features_8_block_2_fc2_bias_0_0" [id=343, type=get_attr]; -"344 conv2d_34" [id=344, type=conv2d]; -"345 hardsigmoid_5" [id=345, type=hardsigmoid]; -"346 quantize_per_tensor_default_29" [id=346, type=quantize_per_tensor]; -"347 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type=get_attr]; +"55 conv2d_1_zero_point_0" [id=55, type=get_attr]; +"56 compressed_weight_updated_constant1" [id=56, type=get_attr]; +"57 quantize_per_channel_default_2" [id=57, type=quantize_per_channel]; +"58 dequantize_per_channel_default_2" [id=58, type=dequantize_per_channel]; +"59 conv2d_1" [id=59, type=conv2d]; +"60 relu_" [id=60, type=relu_]; +"61 quantize_per_tensor_default_1" [id=61, type=quantize_per_tensor]; +"62 dequantize_per_tensor_default_2" [id=62, type=dequantize_per_tensor]; +"63 dequantize_per_tensor_default_1" [id=63, type=dequantize_per_tensor]; +"64 adaptive_avg_pool2d" [id=64, type=adaptive_avg_pool2d]; +"65 conv2d_2" [id=65, type=conv2d]; +"66 relu" [id=66, type=relu]; +"67 conv2d_3" [id=67, type=conv2d]; +"68 hardsigmoid" [id=68, type=hardsigmoid]; +"69 quantize_per_tensor_default_2" [id=69, type=quantize_per_tensor]; +"70 dequantize_per_tensor_default_3" [id=70, type=dequantize_per_tensor]; +"71 mul" [id=71, type=mul]; +"72 quantize_per_tensor_default_3" [id=72, type=quantize_per_tensor]; +"73 dequantize_per_tensor_default_4" [id=73, type=dequantize_per_tensor]; +"74 features_1_block_2_0_weight_bias" [id=74, type=get_attr]; +"75 conv2d_4_scale_0" [id=75, type=get_attr]; +"76 conv2d_4_zero_point_0" [id=76, type=get_attr]; +"77 compressed_weight_updated_constant2" [id=77, type=get_attr]; +"78 quantize_per_channel_default_3" [id=78, type=quantize_per_channel]; +"79 dequantize_per_channel_default_3" [id=79, type=dequantize_per_channel]; +"80 conv2d_4" [id=80, type=conv2d]; +"81 quantize_per_tensor_default_4" [id=81, type=quantize_per_tensor]; +"82 dequantize_per_tensor_default_5" [id=82, type=dequantize_per_tensor]; +"83 features_2_block_0_0_weight_bias" [id=83, type=get_attr]; +"84 conv2d_5_scale_0" [id=84, type=get_attr]; +"85 conv2d_5_zero_point_0" [id=85, type=get_attr]; +"86 compressed_weight_updated_constant3" [id=86, type=get_attr]; +"87 quantize_per_channel_default_4" [id=87, type=quantize_per_channel]; +"88 dequantize_per_channel_default_4" [id=88, type=dequantize_per_channel]; +"89 conv2d_5" [id=89, type=conv2d]; +"90 relu__1_scale_0" [id=90, type=get_attr]; +"91 relu__1_zero_point_0" [id=91, type=get_attr]; +"92 relu__1" [id=92, type=relu_]; +"93 quantize_per_channel_default_5" [id=93, type=quantize_per_channel]; +"94 dequantize_per_channel_default_5" [id=94, type=dequantize_per_channel]; +"95 features_2_block_1_0_weight_bias" [id=95, type=get_attr]; +"96 conv2d_6_scale_0" [id=96, type=get_attr]; +"97 conv2d_6_zero_point_0" [id=97, type=get_attr]; +"98 compressed_weight_updated_constant4" [id=98, type=get_attr]; +"99 quantize_per_channel_default_6" [id=99, type=quantize_per_channel]; +"100 dequantize_per_channel_default_6" [id=100, type=dequantize_per_channel]; +"101 conv2d_6" [id=101, type=conv2d]; +"102 relu__2" [id=102, type=relu_]; +"103 quantize_per_tensor_default_5" [id=103, type=quantize_per_tensor]; +"104 dequantize_per_tensor_default_6" [id=104, type=dequantize_per_tensor]; +"105 features_2_block_2_0_weight_bias" [id=105, type=get_attr]; +"106 conv2d_7_scale_0" [id=106, type=get_attr]; +"107 conv2d_7_zero_point_0" [id=107, type=get_attr]; +"108 compressed_weight_updated_constant5" [id=108, type=get_attr]; +"109 quantize_per_channel_default_7" [id=109, type=quantize_per_channel]; +"110 dequantize_per_channel_default_7" [id=110, type=dequantize_per_channel]; +"111 conv2d_7" [id=111, type=conv2d]; +"112 quantize_per_tensor_default_6" [id=112, type=quantize_per_tensor]; +"113 dequantize_per_tensor_default_8" [id=113, type=dequantize_per_tensor]; +"114 dequantize_per_tensor_default_7" [id=114, type=dequantize_per_tensor]; +"115 features_3_block_0_0_weight_bias" [id=115, type=get_attr]; +"116 conv2d_8_scale_0" [id=116, type=get_attr]; +"117 conv2d_8_zero_point_0" [id=117, type=get_attr]; +"118 compressed_weight_updated_constant6" [id=118, type=get_attr]; +"119 quantize_per_channel_default_8" [id=119, type=quantize_per_channel]; +"120 dequantize_per_channel_default_8" [id=120, type=dequantize_per_channel]; +"121 conv2d_8" [id=121, type=conv2d]; +"122 relu__3_scale_0" [id=122, type=get_attr]; +"123 relu__3_zero_point_0" [id=123, type=get_attr]; +"124 relu__3" [id=124, type=relu_]; +"125 quantize_per_channel_default_9" [id=125, type=quantize_per_channel]; +"126 dequantize_per_channel_default_9" [id=126, type=dequantize_per_channel]; +"127 features_3_block_1_0_weight_bias" [id=127, type=get_attr]; +"128 conv2d_9_scale_0" [id=128, type=get_attr]; +"129 conv2d_9_zero_point_0" [id=129, type=get_attr]; +"130 compressed_weight_updated_constant7" [id=130, type=get_attr]; +"131 quantize_per_channel_default_10" [id=131, type=quantize_per_channel]; +"132 dequantize_per_channel_default_10" [id=132, type=dequantize_per_channel]; +"133 conv2d_9" [id=133, type=conv2d]; +"134 relu__4" [id=134, type=relu_]; +"135 quantize_per_tensor_default_7" [id=135, type=quantize_per_tensor]; +"136 dequantize_per_tensor_default_9" [id=136, type=dequantize_per_tensor]; +"137 features_3_block_2_0_weight_bias" [id=137, type=get_attr]; +"138 conv2d_10_scale_0" [id=138, type=get_attr]; +"139 conv2d_10_zero_point_0" [id=139, type=get_attr]; +"140 compressed_weight_updated_constant8" [id=140, type=get_attr]; +"141 quantize_per_channel_default_11" [id=141, type=quantize_per_channel]; +"142 dequantize_per_channel_default_11" [id=142, type=dequantize_per_channel]; +"143 conv2d_10" [id=143, type=conv2d]; +"144 quantize_per_tensor_default_8" [id=144, type=quantize_per_tensor]; +"145 dequantize_per_tensor_default_10" [id=145, type=dequantize_per_tensor]; +"146 add_" [id=146, type=add_]; +"147 quantize_per_tensor_default_9" [id=147, type=quantize_per_tensor]; +"148 dequantize_per_tensor_default_11" [id=148, type=dequantize_per_tensor]; +"149 features_4_block_0_0_weight_bias" [id=149, type=get_attr]; +"150 conv2d_11_scale_0" [id=150, type=get_attr]; +"151 conv2d_11_zero_point_0" [id=151, type=get_attr]; +"152 compressed_weight_updated_constant9" [id=152, type=get_attr]; +"153 quantize_per_channel_default_12" [id=153, type=quantize_per_channel]; +"154 dequantize_per_channel_default_12" [id=154, type=dequantize_per_channel]; +"155 conv2d_11" [id=155, type=conv2d]; +"156 hardswish__1_scale_0" [id=156, type=get_attr]; +"157 hardswish__1_zero_point_0" [id=157, type=get_attr]; +"158 hardswish__1" [id=158, type=hardswish_]; +"159 quantize_per_channel_default_13" [id=159, type=quantize_per_channel]; +"160 dequantize_per_channel_default_13" [id=160, type=dequantize_per_channel]; +"161 features_4_block_1_0_weight_bias" [id=161, type=get_attr]; +"162 conv2d_12_scale_0" [id=162, type=get_attr]; +"163 conv2d_12_zero_point_0" [id=163, type=get_attr]; +"164 compressed_weight_updated_constant10" [id=164, type=get_attr]; +"165 quantize_per_channel_default_14" [id=165, type=quantize_per_channel]; +"166 dequantize_per_channel_default_14" [id=166, type=dequantize_per_channel]; +"167 conv2d_12" [id=167, type=conv2d]; +"168 hardswish__2" [id=168, type=hardswish_]; +"169 quantize_per_tensor_default_10" [id=169, type=quantize_per_tensor]; +"170 dequantize_per_tensor_default_13" [id=170, type=dequantize_per_tensor]; +"171 dequantize_per_tensor_default_12" [id=171, type=dequantize_per_tensor]; +"172 adaptive_avg_pool2d_1" [id=172, type=adaptive_avg_pool2d]; +"173 conv2d_13" [id=173, type=conv2d]; +"174 relu_1" [id=174, type=relu]; +"175 conv2d_14" [id=175, type=conv2d]; +"176 hardsigmoid_1" [id=176, type=hardsigmoid]; +"177 quantize_per_tensor_default_11" [id=177, type=quantize_per_tensor]; +"178 dequantize_per_tensor_default_14" [id=178, type=dequantize_per_tensor]; +"179 mul_1" [id=179, type=mul]; +"180 quantize_per_tensor_default_12" [id=180, type=quantize_per_tensor]; +"181 dequantize_per_tensor_default_15" [id=181, type=dequantize_per_tensor]; +"182 features_4_block_3_0_weight_bias" [id=182, type=get_attr]; +"183 conv2d_15_scale_0" [id=183, type=get_attr]; +"184 conv2d_15_zero_point_0" [id=184, type=get_attr]; +"185 compressed_weight_updated_constant11" [id=185, type=get_attr]; +"186 quantize_per_channel_default_15" [id=186, type=quantize_per_channel]; +"187 dequantize_per_channel_default_15" [id=187, type=dequantize_per_channel]; +"188 conv2d_15" [id=188, type=conv2d]; +"189 quantize_per_tensor_default_13" [id=189, type=quantize_per_tensor]; +"190 dequantize_per_tensor_default_17" [id=190, type=dequantize_per_tensor]; +"191 dequantize_per_tensor_default_16" [id=191, type=dequantize_per_tensor]; +"192 features_5_block_0_0_weight_bias" [id=192, type=get_attr]; +"193 conv2d_16_scale_0" [id=193, type=get_attr]; +"194 conv2d_16_zero_point_0" [id=194, type=get_attr]; +"195 compressed_weight_updated_constant12" [id=195, type=get_attr]; +"196 quantize_per_channel_default_16" [id=196, type=quantize_per_channel]; +"197 dequantize_per_channel_default_16" [id=197, type=dequantize_per_channel]; +"198 conv2d_16" [id=198, type=conv2d]; +"199 hardswish__3_scale_0" [id=199, type=get_attr]; +"200 hardswish__3_zero_point_0" [id=200, type=get_attr]; +"201 hardswish__3" [id=201, type=hardswish_]; +"202 quantize_per_channel_default_17" [id=202, type=quantize_per_channel]; +"203 dequantize_per_channel_default_17" [id=203, type=dequantize_per_channel]; +"204 features_5_block_1_0_weight_bias" [id=204, type=get_attr]; +"205 conv2d_17_scale_0" [id=205, type=get_attr]; +"206 conv2d_17_zero_point_0" [id=206, type=get_attr]; +"207 compressed_weight_updated_constant13" [id=207, type=get_attr]; +"208 quantize_per_channel_default_18" [id=208, type=quantize_per_channel]; +"209 dequantize_per_channel_default_18" [id=209, type=dequantize_per_channel]; +"210 conv2d_17" [id=210, type=conv2d]; +"211 hardswish__4" [id=211, type=hardswish_]; +"212 quantize_per_tensor_default_14" [id=212, type=quantize_per_tensor]; +"213 dequantize_per_tensor_default_19" [id=213, type=dequantize_per_tensor]; +"214 dequantize_per_tensor_default_18" [id=214, type=dequantize_per_tensor]; +"215 adaptive_avg_pool2d_2" [id=215, type=adaptive_avg_pool2d]; +"216 conv2d_18" [id=216, type=conv2d]; +"217 relu_2" [id=217, type=relu]; +"218 conv2d_19" [id=218, type=conv2d]; +"219 hardsigmoid_2" [id=219, type=hardsigmoid]; +"220 quantize_per_tensor_default_15" [id=220, type=quantize_per_tensor]; +"221 dequantize_per_tensor_default_20" [id=221, type=dequantize_per_tensor]; +"222 mul_2" [id=222, type=mul]; +"223 quantize_per_tensor_default_16" [id=223, type=quantize_per_tensor]; +"224 dequantize_per_tensor_default_21" [id=224, type=dequantize_per_tensor]; +"225 features_5_block_3_0_weight_bias" [id=225, type=get_attr]; +"226 conv2d_20_scale_0" [id=226, type=get_attr]; +"227 conv2d_20_zero_point_0" [id=227, type=get_attr]; +"228 compressed_weight_updated_constant14" [id=228, type=get_attr]; +"229 quantize_per_channel_default_19" [id=229, type=quantize_per_channel]; +"230 dequantize_per_channel_default_19" [id=230, type=dequantize_per_channel]; +"231 conv2d_20" [id=231, type=conv2d]; +"232 quantize_per_tensor_default_17" [id=232, type=quantize_per_tensor]; +"233 dequantize_per_tensor_default_22" [id=233, type=dequantize_per_tensor]; +"234 add__1" [id=234, type=add_]; +"235 quantize_per_tensor_default_18" [id=235, type=quantize_per_tensor]; +"236 dequantize_per_tensor_default_24" [id=236, type=dequantize_per_tensor]; +"237 dequantize_per_tensor_default_23" [id=237, type=dequantize_per_tensor]; +"238 features_6_block_0_0_weight_bias" [id=238, type=get_attr]; +"239 conv2d_21_scale_0" [id=239, type=get_attr]; +"240 conv2d_21_zero_point_0" [id=240, type=get_attr]; +"241 compressed_weight_updated_constant15" [id=241, type=get_attr]; +"242 quantize_per_channel_default_20" [id=242, type=quantize_per_channel]; +"243 dequantize_per_channel_default_20" [id=243, type=dequantize_per_channel]; +"244 conv2d_21" [id=244, type=conv2d]; +"245 hardswish__5_scale_0" [id=245, type=get_attr]; +"246 hardswish__5_zero_point_0" [id=246, type=get_attr]; +"247 hardswish__5" [id=247, type=hardswish_]; +"248 quantize_per_channel_default_21" [id=248, type=quantize_per_channel]; +"249 dequantize_per_channel_default_21" [id=249, type=dequantize_per_channel]; +"250 features_6_block_1_0_weight_bias" [id=250, type=get_attr]; +"251 conv2d_22_scale_0" [id=251, type=get_attr]; +"252 conv2d_22_zero_point_0" [id=252, type=get_attr]; +"253 compressed_weight_updated_constant16" [id=253, type=get_attr]; +"254 quantize_per_channel_default_22" [id=254, type=quantize_per_channel]; +"255 dequantize_per_channel_default_22" [id=255, type=dequantize_per_channel]; +"256 conv2d_22" [id=256, type=conv2d]; +"257 hardswish__6" [id=257, type=hardswish_]; +"258 quantize_per_tensor_default_19" [id=258, type=quantize_per_tensor]; +"259 dequantize_per_tensor_default_26" [id=259, type=dequantize_per_tensor]; +"260 dequantize_per_tensor_default_25" [id=260, type=dequantize_per_tensor]; +"261 adaptive_avg_pool2d_3" [id=261, type=adaptive_avg_pool2d]; +"262 conv2d_23" [id=262, type=conv2d]; +"263 relu_3" [id=263, type=relu]; +"264 conv2d_24" [id=264, type=conv2d]; +"265 hardsigmoid_3" [id=265, type=hardsigmoid]; +"266 quantize_per_tensor_default_20" [id=266, type=quantize_per_tensor]; +"267 dequantize_per_tensor_default_27" [id=267, type=dequantize_per_tensor]; +"268 mul_3" [id=268, type=mul]; +"269 quantize_per_tensor_default_21" [id=269, type=quantize_per_tensor]; +"270 dequantize_per_tensor_default_28" [id=270, type=dequantize_per_tensor]; +"271 features_6_block_3_0_weight_bias" [id=271, type=get_attr]; +"272 conv2d_25_scale_0" [id=272, type=get_attr]; +"273 conv2d_25_zero_point_0" [id=273, type=get_attr]; +"274 compressed_weight_updated_constant17" [id=274, type=get_attr]; +"275 quantize_per_channel_default_23" [id=275, type=quantize_per_channel]; +"276 dequantize_per_channel_default_23" [id=276, type=dequantize_per_channel]; +"277 conv2d_25" [id=277, type=conv2d]; +"278 quantize_per_tensor_default_22" [id=278, type=quantize_per_tensor]; +"279 dequantize_per_tensor_default_29" [id=279, type=dequantize_per_tensor]; +"280 add__2" [id=280, type=add_]; +"281 quantize_per_tensor_default_23" [id=281, type=quantize_per_tensor]; +"282 dequantize_per_tensor_default_30" [id=282, type=dequantize_per_tensor]; +"283 features_7_block_0_0_weight_bias" [id=283, type=get_attr]; +"284 conv2d_26_scale_0" [id=284, type=get_attr]; +"285 conv2d_26_zero_point_0" [id=285, type=get_attr]; +"286 compressed_weight_updated_constant18" [id=286, type=get_attr]; +"287 quantize_per_channel_default_24" [id=287, type=quantize_per_channel]; +"288 dequantize_per_channel_default_24" [id=288, type=dequantize_per_channel]; +"289 conv2d_26" [id=289, type=conv2d]; +"290 hardswish__7_scale_0" [id=290, type=get_attr]; +"291 hardswish__7_zero_point_0" [id=291, type=get_attr]; +"292 hardswish__7" [id=292, type=hardswish_]; +"293 quantize_per_channel_default_25" [id=293, type=quantize_per_channel]; +"294 dequantize_per_channel_default_25" [id=294, type=dequantize_per_channel]; +"295 features_7_block_1_0_weight_bias" [id=295, type=get_attr]; +"296 conv2d_27_scale_0" [id=296, type=get_attr]; +"297 conv2d_27_zero_point_0" [id=297, type=get_attr]; +"298 compressed_weight_updated_constant19" [id=298, type=get_attr]; +"299 quantize_per_channel_default_26" [id=299, type=quantize_per_channel]; +"300 dequantize_per_channel_default_26" [id=300, type=dequantize_per_channel]; +"301 conv2d_27" [id=301, type=conv2d]; +"302 hardswish__8" [id=302, type=hardswish_]; +"303 quantize_per_tensor_default_24" [id=303, type=quantize_per_tensor]; +"304 dequantize_per_tensor_default_32" [id=304, type=dequantize_per_tensor]; +"305 dequantize_per_tensor_default_31" [id=305, type=dequantize_per_tensor]; +"306 adaptive_avg_pool2d_4" [id=306, type=adaptive_avg_pool2d]; +"307 conv2d_28" [id=307, type=conv2d]; +"308 relu_4" [id=308, type=relu]; +"309 conv2d_29" [id=309, type=conv2d]; +"310 hardsigmoid_4" [id=310, type=hardsigmoid]; +"311 quantize_per_tensor_default_25" [id=311, type=quantize_per_tensor]; +"312 dequantize_per_tensor_default_33" [id=312, type=dequantize_per_tensor]; +"313 mul_4" [id=313, type=mul]; +"314 quantize_per_tensor_default_26" [id=314, type=quantize_per_tensor]; +"315 dequantize_per_tensor_default_34" [id=315, type=dequantize_per_tensor]; +"316 features_7_block_3_0_weight_bias" [id=316, type=get_attr]; +"317 conv2d_30_scale_0" [id=317, type=get_attr]; +"318 conv2d_30_zero_point_0" [id=318, type=get_attr]; +"319 compressed_weight_updated_constant20" [id=319, type=get_attr]; +"320 quantize_per_channel_default_27" [id=320, type=quantize_per_channel]; +"321 dequantize_per_channel_default_27" [id=321, type=dequantize_per_channel]; +"322 conv2d_30" [id=322, type=conv2d]; +"323 quantize_per_tensor_default_27" [id=323, type=quantize_per_tensor]; +"324 dequantize_per_tensor_default_36" [id=324, type=dequantize_per_tensor]; +"325 dequantize_per_tensor_default_35" [id=325, type=dequantize_per_tensor]; +"326 features_8_block_0_0_weight_bias" [id=326, type=get_attr]; +"327 conv2d_31_scale_0" [id=327, type=get_attr]; +"328 conv2d_31_zero_point_0" [id=328, type=get_attr]; +"329 compressed_weight_updated_constant21" [id=329, type=get_attr]; +"330 quantize_per_channel_default_28" [id=330, type=quantize_per_channel]; +"331 dequantize_per_channel_default_28" [id=331, type=dequantize_per_channel]; +"332 conv2d_31" [id=332, type=conv2d]; +"333 hardswish__9_scale_0" [id=333, type=get_attr]; +"334 hardswish__9_zero_point_0" [id=334, type=get_attr]; +"335 hardswish__9" [id=335, type=hardswish_]; +"336 quantize_per_channel_default_29" [id=336, type=quantize_per_channel]; +"337 dequantize_per_channel_default_29" [id=337, type=dequantize_per_channel]; +"338 features_8_block_1_0_weight_bias" [id=338, type=get_attr]; +"339 conv2d_32_scale_0" [id=339, type=get_attr]; +"340 conv2d_32_zero_point_0" [id=340, type=get_attr]; +"341 compressed_weight_updated_constant22" [id=341, type=get_attr]; +"342 quantize_per_channel_default_30" [id=342, type=quantize_per_channel]; +"343 dequantize_per_channel_default_30" [id=343, type=dequantize_per_channel]; +"344 conv2d_32" [id=344, type=conv2d]; +"345 hardswish__10" [id=345, type=hardswish_]; +"346 quantize_per_tensor_default_28" [id=346, type=quantize_per_tensor]; +"347 dequantize_per_tensor_default_38" [id=347, type=dequantize_per_tensor]; +"348 dequantize_per_tensor_default_37" [id=348, type=dequantize_per_tensor]; +"349 adaptive_avg_pool2d_5" [id=349, type=adaptive_avg_pool2d]; +"350 conv2d_33" [id=350, type=conv2d]; +"351 relu_5" [id=351, type=relu]; +"352 conv2d_34" [id=352, type=conv2d]; +"353 hardsigmoid_5" [id=353, type=hardsigmoid]; +"354 quantize_per_tensor_default_29" [id=354, type=quantize_per_tensor]; +"355 dequantize_per_tensor_default_39" [id=355, type=dequantize_per_tensor]; +"356 mul_5" [id=356, type=mul]; +"357 quantize_per_tensor_default_30" [id=357, type=quantize_per_tensor]; +"358 dequantize_per_tensor_default_40" [id=358, type=dequantize_per_tensor]; +"359 features_8_block_3_0_weight_bias" [id=359, type=get_attr]; +"360 conv2d_35_scale_0" [id=360, type=get_attr]; +"361 conv2d_35_zero_point_0" [id=361, type=get_attr]; +"362 compressed_weight_updated_constant23" [id=362, type=get_attr]; +"363 quantize_per_channel_default_31" [id=363, type=quantize_per_channel]; +"364 dequantize_per_channel_default_31" [id=364, type=dequantize_per_channel]; +"365 conv2d_35" [id=365, type=conv2d]; +"366 quantize_per_tensor_default_31" [id=366, type=quantize_per_tensor]; +"367 dequantize_per_tensor_default_41" [id=367, type=dequantize_per_tensor]; +"368 add__3" [id=368, type=add_]; +"369 quantize_per_tensor_default_32" [id=369, type=quantize_per_tensor]; +"370 dequantize_per_tensor_default_42" [id=370, type=dequantize_per_tensor]; +"371 features_9_block_0_0_weight_bias" [id=371, type=get_attr]; +"372 conv2d_36_scale_0" [id=372, type=get_attr]; +"373 conv2d_36_zero_point_0" [id=373, type=get_attr]; +"374 compressed_weight_updated_constant24" [id=374, type=get_attr]; +"375 quantize_per_channel_default_32" [id=375, type=quantize_per_channel]; +"376 dequantize_per_channel_default_32" [id=376, type=dequantize_per_channel]; +"377 conv2d_36" [id=377, type=conv2d]; +"378 hardswish__11_scale_0" [id=378, type=get_attr]; +"379 hardswish__11_zero_point_0" [id=379, type=get_attr]; +"380 hardswish__11" [id=380, type=hardswish_]; +"381 quantize_per_channel_default_33" [id=381, type=quantize_per_channel]; +"382 dequantize_per_channel_default_33" [id=382, type=dequantize_per_channel]; +"383 features_9_block_1_0_weight_bias" [id=383, type=get_attr]; +"384 conv2d_37_scale_0" [id=384, type=get_attr]; +"385 conv2d_37_zero_point_0" [id=385, type=get_attr]; +"386 compressed_weight_updated_constant25" [id=386, type=get_attr]; +"387 quantize_per_channel_default_34" [id=387, type=quantize_per_channel]; +"388 dequantize_per_channel_default_34" [id=388, type=dequantize_per_channel]; +"389 conv2d_37" [id=389, type=conv2d]; +"390 hardswish__12" [id=390, type=hardswish_]; +"391 quantize_per_tensor_default_33" [id=391, type=quantize_per_tensor]; +"392 dequantize_per_tensor_default_44" [id=392, type=dequantize_per_tensor]; +"393 dequantize_per_tensor_default_43" [id=393, type=dequantize_per_tensor]; +"394 adaptive_avg_pool2d_6" [id=394, type=adaptive_avg_pool2d]; +"395 conv2d_38" [id=395, type=conv2d]; +"396 relu_6" [id=396, type=relu]; +"397 conv2d_39" [id=397, type=conv2d]; +"398 hardsigmoid_6" [id=398, type=hardsigmoid]; +"399 quantize_per_tensor_default_34" [id=399, type=quantize_per_tensor]; +"400 dequantize_per_tensor_default_45" [id=400, type=dequantize_per_tensor]; +"401 mul_6" [id=401, type=mul]; +"402 quantize_per_tensor_default_35" [id=402, type=quantize_per_tensor]; +"403 dequantize_per_tensor_default_46" [id=403, type=dequantize_per_tensor]; +"404 features_9_block_3_0_weight_bias" [id=404, type=get_attr]; +"405 conv2d_40_scale_0" [id=405, type=get_attr]; +"406 conv2d_40_zero_point_0" [id=406, type=get_attr]; +"407 compressed_weight_updated_constant26" [id=407, type=get_attr]; +"408 quantize_per_channel_default_35" [id=408, type=quantize_per_channel]; +"409 dequantize_per_channel_default_35" [id=409, type=dequantize_per_channel]; +"410 conv2d_40" [id=410, type=conv2d]; +"411 quantize_per_tensor_default_36" [id=411, type=quantize_per_tensor]; +"412 dequantize_per_tensor_default_48" [id=412, type=dequantize_per_tensor]; +"413 dequantize_per_tensor_default_47" [id=413, type=dequantize_per_tensor]; +"414 features_10_block_0_0_weight_bias" [id=414, type=get_attr]; +"415 conv2d_41_scale_0" [id=415, type=get_attr]; +"416 conv2d_41_zero_point_0" [id=416, type=get_attr]; +"417 compressed_weight_updated_constant27" [id=417, type=get_attr]; +"418 quantize_per_channel_default_36" [id=418, type=quantize_per_channel]; +"419 dequantize_per_channel_default_36" [id=419, type=dequantize_per_channel]; +"420 conv2d_41" [id=420, type=conv2d]; +"421 hardswish__13_scale_0" [id=421, type=get_attr]; +"422 hardswish__13_zero_point_0" [id=422, type=get_attr]; +"423 hardswish__13" [id=423, type=hardswish_]; +"424 quantize_per_channel_default_37" [id=424, type=quantize_per_channel]; +"425 dequantize_per_channel_default_37" [id=425, type=dequantize_per_channel]; +"426 features_10_block_1_0_weight_bias" [id=426, type=get_attr]; +"427 conv2d_42_scale_0" [id=427, type=get_attr]; +"428 conv2d_42_zero_point_0" [id=428, type=get_attr]; +"429 compressed_weight_updated_constant28" [id=429, type=get_attr]; +"430 quantize_per_channel_default_38" [id=430, type=quantize_per_channel]; +"431 dequantize_per_channel_default_38" [id=431, type=dequantize_per_channel]; +"432 conv2d_42" [id=432, type=conv2d]; +"433 hardswish__14" [id=433, type=hardswish_]; +"434 quantize_per_tensor_default_37" [id=434, type=quantize_per_tensor]; +"435 dequantize_per_tensor_default_50" [id=435, type=dequantize_per_tensor]; +"436 dequantize_per_tensor_default_49" [id=436, type=dequantize_per_tensor]; +"437 adaptive_avg_pool2d_7" [id=437, type=adaptive_avg_pool2d]; +"438 conv2d_43" [id=438, type=conv2d]; +"439 relu_7" [id=439, type=relu]; +"440 conv2d_44" [id=440, type=conv2d]; +"441 hardsigmoid_7" [id=441, type=hardsigmoid]; +"442 quantize_per_tensor_default_38" [id=442, type=quantize_per_tensor]; +"443 dequantize_per_tensor_default_51" [id=443, type=dequantize_per_tensor]; +"444 mul_7" [id=444, type=mul]; +"445 quantize_per_tensor_default_39" [id=445, type=quantize_per_tensor]; +"446 dequantize_per_tensor_default_52" [id=446, type=dequantize_per_tensor]; +"447 features_10_block_3_0_weight_bias" [id=447, type=get_attr]; +"448 conv2d_45_scale_0" [id=448, type=get_attr]; +"449 conv2d_45_zero_point_0" [id=449, type=get_attr]; +"450 compressed_weight_updated_constant29" [id=450, type=get_attr]; +"451 quantize_per_channel_default_39" [id=451, type=quantize_per_channel]; +"452 dequantize_per_channel_default_39" [id=452, type=dequantize_per_channel]; +"453 conv2d_45" [id=453, type=conv2d]; +"454 quantize_per_tensor_default_40" [id=454, type=quantize_per_tensor]; +"455 dequantize_per_tensor_default_53" [id=455, type=dequantize_per_tensor]; +"456 add__4" [id=456, type=add_]; +"457 quantize_per_tensor_default_41" [id=457, type=quantize_per_tensor]; +"458 dequantize_per_tensor_default_55" [id=458, type=dequantize_per_tensor]; +"459 dequantize_per_tensor_default_54" [id=459, type=dequantize_per_tensor]; +"460 features_11_block_0_0_weight_bias" [id=460, type=get_attr]; +"461 conv2d_46_scale_0" [id=461, type=get_attr]; +"462 conv2d_46_zero_point_0" [id=462, type=get_attr]; +"463 compressed_weight_updated_constant30" [id=463, type=get_attr]; +"464 quantize_per_channel_default_40" [id=464, type=quantize_per_channel]; +"465 dequantize_per_channel_default_40" [id=465, type=dequantize_per_channel]; +"466 conv2d_46" [id=466, type=conv2d]; +"467 hardswish__15_scale_0" [id=467, type=get_attr]; +"468 hardswish__15_zero_point_0" [id=468, type=get_attr]; +"469 hardswish__15" [id=469, type=hardswish_]; +"470 quantize_per_channel_default_41" [id=470, type=quantize_per_channel]; +"471 dequantize_per_channel_default_41" [id=471, type=dequantize_per_channel]; +"472 features_11_block_1_0_weight_bias" [id=472, type=get_attr]; +"473 conv2d_47_scale_0" [id=473, type=get_attr]; +"474 conv2d_47_zero_point_0" [id=474, type=get_attr]; +"475 compressed_weight_updated_constant31" [id=475, type=get_attr]; +"476 quantize_per_channel_default_42" [id=476, type=quantize_per_channel]; +"477 dequantize_per_channel_default_42" [id=477, type=dequantize_per_channel]; +"478 conv2d_47" [id=478, type=conv2d]; +"479 hardswish__16" [id=479, type=hardswish_]; +"480 quantize_per_tensor_default_42" [id=480, type=quantize_per_tensor]; +"481 dequantize_per_tensor_default_57" [id=481, type=dequantize_per_tensor]; +"482 dequantize_per_tensor_default_56" [id=482, type=dequantize_per_tensor]; +"483 adaptive_avg_pool2d_8" [id=483, type=adaptive_avg_pool2d]; +"484 conv2d_48" [id=484, type=conv2d]; +"485 relu_8" [id=485, type=relu]; +"486 conv2d_49" [id=486, type=conv2d]; +"487 hardsigmoid_8" [id=487, type=hardsigmoid]; +"488 quantize_per_tensor_default_43" [id=488, type=quantize_per_tensor]; +"489 dequantize_per_tensor_default_58" [id=489, type=dequantize_per_tensor]; +"490 mul_8" [id=490, type=mul]; +"491 quantize_per_tensor_default_44" [id=491, type=quantize_per_tensor]; +"492 dequantize_per_tensor_default_59" [id=492, type=dequantize_per_tensor]; +"493 features_11_block_3_0_weight_bias" [id=493, type=get_attr]; +"494 conv2d_50_scale_0" [id=494, type=get_attr]; +"495 conv2d_50_zero_point_0" [id=495, type=get_attr]; +"496 compressed_weight_updated_constant32" [id=496, type=get_attr]; +"497 quantize_per_channel_default_43" [id=497, type=quantize_per_channel]; +"498 dequantize_per_channel_default_43" [id=498, type=dequantize_per_channel]; +"499 conv2d_50" [id=499, type=conv2d]; +"500 quantize_per_tensor_default_45" [id=500, type=quantize_per_tensor]; +"501 dequantize_per_tensor_default_60" [id=501, type=dequantize_per_tensor]; +"502 add__5" [id=502, type=add_]; +"503 quantize_per_tensor_default_46" [id=503, type=quantize_per_tensor]; +"504 dequantize_per_tensor_default_61" [id=504, type=dequantize_per_tensor]; +"505 features_12_0_weight_bias" [id=505, type=get_attr]; +"506 conv2d_51_scale_0" [id=506, type=get_attr]; +"507 conv2d_51_zero_point_0" [id=507, type=get_attr]; +"508 compressed_weight_updated_constant33" [id=508, type=get_attr]; +"509 quantize_per_channel_default_44" [id=509, type=quantize_per_channel]; +"510 dequantize_per_channel_default_44" [id=510, type=dequantize_per_channel]; +"511 conv2d_51" [id=511, type=conv2d]; +"512 hardswish__17" [id=512, type=hardswish_]; +"513 quantize_per_tensor_default_47" [id=513, type=quantize_per_tensor]; +"514 dequantize_per_tensor_default_62" [id=514, type=dequantize_per_tensor]; +"515 adaptive_avg_pool2d_9" [id=515, type=adaptive_avg_pool2d]; +"516 quantize_per_tensor_default_48" [id=516, type=quantize_per_tensor]; +"517 dequantize_per_tensor_default_63" [id=517, type=dequantize_per_tensor]; +"518 flatten" [id=518, type=flatten]; +"519 linear_scale_0" [id=519, type=get_attr]; +"520 linear_zero_point_0" [id=520, type=get_attr]; +"521 compressed_weight_updated_constant34" [id=521, type=get_attr]; +"522 quantize_per_channel_default_45" [id=522, type=quantize_per_channel]; +"523 dequantize_per_channel_default_45" [id=523, type=dequantize_per_channel]; +"524 linear" [id=524, type=linear]; +"525 hardswish__18" [id=525, type=hardswish_]; +"526 quantize_per_tensor_default_49" [id=526, type=quantize_per_tensor]; +"527 dequantize_per_tensor_default_64" [id=527, type=dequantize_per_tensor]; +"528 dropout_" [id=528, type=dropout_]; +"529 linear_1_scale_0" [id=529, type=get_attr]; +"530 linear_1_zero_point_0" [id=530, type=get_attr]; +"531 compressed_weight_updated_constant35" [id=531, type=get_attr]; +"532 quantize_per_channel_default_46" [id=532, type=quantize_per_channel]; +"533 dequantize_per_channel_default_46" [id=533, type=dequantize_per_channel]; "534 linear_1" [id=534, type=linear]; "535 output" [id=535, type=output]; -"0 features_1_block_1_fc1_weight" -> "46 conv2d_2" [label="(8, 16, 1, 1)", style=solid]; -"1 features_1_block_1_fc2_weight" -> "49 conv2d_3" [label="(16, 8, 1, 1)", style=solid]; -"2 features_4_block_2_fc1_weight" -> "156 conv2d_13" [label="(24, 96, 1, 1)", style=solid]; -"3 features_4_block_2_fc2_weight" -> "159 conv2d_14" [label="(96, 24, 1, 1)", style=solid]; -"4 features_5_block_2_fc1_weight" -> "201 conv2d_18" [label="(64, 240, 1, 1)", style=solid]; -"5 features_5_block_2_fc2_weight" -> "204 conv2d_19" [label="(240, 64, 1, 1)", style=solid]; -"6 features_6_block_2_fc1_weight" -> "249 conv2d_23" [label="(64, 240, 1, 1)", style=solid]; -"7 features_6_block_2_fc2_weight" -> "252 conv2d_24" [label="(240, 64, 1, 1)", style=solid]; -"8 features_7_block_2_fc1_weight" -> "296 conv2d_28" [label="(32, 120, 1, 1)", style=solid]; -"9 features_7_block_2_fc2_weight" -> "299 conv2d_29" [label="(120, 32, 1, 1)", style=solid]; -"10 features_8_block_2_fc1_weight" -> "341 conv2d_33" [label="(40, 144, 1, 1)", style=solid]; -"11 features_8_block_2_fc2_weight" -> "344 conv2d_34" [label="(144, 40, 1, 1)", style=solid]; -"12 features_9_block_2_fc1_weight" -> "388 conv2d_38" [label="(72, 288, 1, 1)", style=solid]; -"13 features_9_block_2_fc2_weight" -> "391 conv2d_39" [label="(288, 72, 1, 1)", style=solid]; -"14 features_10_block_2_fc1_weight" -> "433 conv2d_43" [label="(144, 576, 1, 1)", style=solid]; -"15 features_10_block_2_fc2_weight" -> "436 conv2d_44" [label="(576, 144, 1, 1)", style=solid]; -"16 features_11_block_2_fc1_weight" -> "481 conv2d_48" [label="(144, 576, 1, 1)", style=solid]; -"17 features_11_block_2_fc2_weight" -> "484 conv2d_49" [label="(576, 144, 1, 1)", style=solid]; -"18 x" -> "19 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; -"19 quantize_per_tensor_default" -> "20 dequantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; -"20 dequantize_per_tensor_default" -> "27 conv2d" [label="(1, 3, 224, 224)", style=solid]; -"21 conv2d_scale_0" -> "24 quantize_per_channel_default" [label="(16,)", style=solid]; -"21 conv2d_scale_0" -> "25 dequantize_per_channel_default" [label="(16,)", style=solid]; -"22 conv2d_zero_point_0" -> "24 quantize_per_channel_default" [label="(16,)", style=solid]; -"22 conv2d_zero_point_0" -> "25 dequantize_per_channel_default" [label="(16,)", style=solid]; -"23 compressed_weight_updated_constant0" -> "24 quantize_per_channel_default" [label="(16, 3, 3, 3)", style=solid]; -"24 quantize_per_channel_default" -> "25 dequantize_per_channel_default" [label="(16, 3, 3, 3)", style=solid]; -"25 dequantize_per_channel_default" -> "27 conv2d" [label="(16, 3, 3, 3)", style=solid]; -"26 features_0_0_weight_bias_0_0" -> "27 conv2d" [label="(16,)", style=solid]; -"27 conv2d" -> "30 hardswish_" [label="(1, 16, 112, 112)", style=solid]; -"28 hardswish__scale_0" -> "31 quantize_per_channel_default_1" [label="(16,)", style=solid]; -"28 hardswish__scale_0" -> "32 dequantize_per_channel_default_1" [label="(16,)", style=solid]; -"29 hardswish__zero_point_0" -> "31 quantize_per_channel_default_1" [label="(16,)", style=solid]; -"29 hardswish__zero_point_0" -> "32 dequantize_per_channel_default_1" [label="(16,)", style=solid]; -"30 hardswish_" -> "31 quantize_per_channel_default_1" [label="(1, 16, 112, 112)", style=solid]; -"31 quantize_per_channel_default_1" -> "32 dequantize_per_channel_default_1" [label="(1, 16, 112, 112)", style=solid]; -"32 dequantize_per_channel_default_1" -> "39 conv2d_1" [label="(1, 16, 112, 112)", style=solid]; -"33 conv2d_1_scale_0" -> "36 quantize_per_channel_default_2" [label="(16,)", style=solid]; -"33 conv2d_1_scale_0" -> "37 dequantize_per_channel_default_2" [label="(16,)", style=solid]; -"34 conv2d_1_zero_point_0" -> "36 quantize_per_channel_default_2" [label="(16,)", style=solid]; -"34 conv2d_1_zero_point_0" -> "37 dequantize_per_channel_default_2" [label="(16,)", style=solid]; -"35 compressed_weight_updated_constant1" -> "36 quantize_per_channel_default_2" [label="(16, 1, 3, 3)", style=solid]; -"36 quantize_per_channel_default_2" -> "37 dequantize_per_channel_default_2" [label="(16, 1, 3, 3)", style=solid]; -"37 dequantize_per_channel_default_2" -> "39 conv2d_1" [label="(16, 1, 3, 3)", style=solid]; -"38 features_1_block_0_0_weight_bias_0_0" -> "39 conv2d_1" [label="(16,)", style=solid]; -"39 conv2d_1" -> "40 relu_" [label="(1, 16, 56, 56)", style=solid]; -"40 relu_" -> "41 quantize_per_tensor_default_1" [label="(1, 16, 56, 56)", style=solid]; -"41 quantize_per_tensor_default_1" -> "42 dequantize_per_tensor_default_2" [label="(1, 16, 56, 56)", style=solid]; -"41 quantize_per_tensor_default_1" -> "43 dequantize_per_tensor_default_1" [label="(1, 16, 56, 56)", style=solid]; -"42 dequantize_per_tensor_default_2" -> "53 mul" [label="(1, 16, 56, 56)", style=solid]; -"43 dequantize_per_tensor_default_1" -> "44 adaptive_avg_pool2d" [label="(1, 16, 56, 56)", style=solid]; -"44 adaptive_avg_pool2d" -> "46 conv2d_2" [label="(1, 16, 1, 1)", style=solid]; -"45 features_1_block_1_fc1_bias_0_0" -> "46 conv2d_2" [label="(8,)", style=solid]; -"46 conv2d_2" -> "47 relu" [label="(1, 8, 1, 1)", style=solid]; -"47 relu" -> "49 conv2d_3" [label="(1, 8, 1, 1)", style=solid]; -"48 features_1_block_1_fc2_bias_0_0" -> "49 conv2d_3" [label="(16,)", style=solid]; -"49 conv2d_3" -> "50 hardsigmoid" [label="(1, 16, 1, 1)", style=solid]; -"50 hardsigmoid" -> "51 quantize_per_tensor_default_2" [label="(1, 16, 1, 1)", style=solid]; -"51 quantize_per_tensor_default_2" -> "52 dequantize_per_tensor_default_3" [label="(1, 16, 1, 1)", style=solid]; -"52 dequantize_per_tensor_default_3" -> "53 mul" [label="(1, 16, 1, 1)", style=solid]; -"53 mul" -> "54 quantize_per_tensor_default_3" [label="(1, 16, 56, 56)", style=solid]; -"54 quantize_per_tensor_default_3" -> "55 dequantize_per_tensor_default_4" [label="(1, 16, 56, 56)", style=solid]; -"55 dequantize_per_tensor_default_4" -> "62 conv2d_4" [label="(1, 16, 56, 56)", style=solid]; -"56 conv2d_4_scale_0" -> "59 quantize_per_channel_default_3" [label="(16,)", style=solid]; -"56 conv2d_4_scale_0" -> "60 dequantize_per_channel_default_3" [label="(16,)", style=solid]; -"57 conv2d_4_zero_point_0" -> "59 quantize_per_channel_default_3" [label="(16,)", style=solid]; -"57 conv2d_4_zero_point_0" -> "60 dequantize_per_channel_default_3" [label="(16,)", style=solid]; -"58 compressed_weight_updated_constant2" -> "59 quantize_per_channel_default_3" [label="(16, 16, 1, 1)", style=solid]; -"59 quantize_per_channel_default_3" -> "60 dequantize_per_channel_default_3" [label="(16, 16, 1, 1)", style=solid]; -"60 dequantize_per_channel_default_3" -> "62 conv2d_4" [label="(16, 16, 1, 1)", style=solid]; -"61 features_1_block_2_0_weight_bias_0_0" -> "62 conv2d_4" [label="(16,)", style=solid]; -"62 conv2d_4" -> "63 quantize_per_tensor_default_4" [label="(1, 16, 56, 56)", style=solid]; -"63 quantize_per_tensor_default_4" -> "64 dequantize_per_tensor_default_5" [label="(1, 16, 56, 56)", style=solid]; -"64 dequantize_per_tensor_default_5" -> "71 conv2d_5" [label="(1, 16, 56, 56)", style=solid]; -"65 conv2d_5_scale_0" -> "68 quantize_per_channel_default_4" [label="(72,)", style=solid]; -"65 conv2d_5_scale_0" -> "69 dequantize_per_channel_default_4" [label="(72,)", style=solid]; -"66 conv2d_5_zero_point_0" -> "68 quantize_per_channel_default_4" [label="(72,)", style=solid]; -"66 conv2d_5_zero_point_0" -> "69 dequantize_per_channel_default_4" [label="(72,)", style=solid]; -"67 compressed_weight_updated_constant3" -> "68 quantize_per_channel_default_4" [label="(72, 16, 1, 1)", style=solid]; -"68 quantize_per_channel_default_4" -> "69 dequantize_per_channel_default_4" [label="(72, 16, 1, 1)", style=solid]; -"69 dequantize_per_channel_default_4" -> "71 conv2d_5" [label="(72, 16, 1, 1)", style=solid]; -"70 features_2_block_0_0_weight_bias_0_0" -> "71 conv2d_5" [label="(72,)", style=solid]; -"71 conv2d_5" -> "74 relu__1" [label="(1, 72, 56, 56)", style=solid]; -"72 relu__1_scale_0" -> "75 quantize_per_channel_default_5" [label="(72,)", style=solid]; -"72 relu__1_scale_0" -> "76 dequantize_per_channel_default_5" [label="(72,)", style=solid]; -"73 relu__1_zero_point_0" -> "75 quantize_per_channel_default_5" [label="(72,)", style=solid]; -"73 relu__1_zero_point_0" -> "76 dequantize_per_channel_default_5" [label="(72,)", style=solid]; -"74 relu__1" -> "75 quantize_per_channel_default_5" [label="(1, 72, 56, 56)", style=solid]; -"75 quantize_per_channel_default_5" -> "76 dequantize_per_channel_default_5" [label="(1, 72, 56, 56)", style=solid]; -"76 dequantize_per_channel_default_5" -> "83 conv2d_6" [label="(1, 72, 56, 56)", style=solid]; -"77 conv2d_6_scale_0" -> "80 quantize_per_channel_default_6" [label="(72,)", style=solid]; -"77 conv2d_6_scale_0" -> "81 dequantize_per_channel_default_6" [label="(72,)", style=solid]; -"78 conv2d_6_zero_point_0" -> "80 quantize_per_channel_default_6" [label="(72,)", style=solid]; -"78 conv2d_6_zero_point_0" -> "81 dequantize_per_channel_default_6" [label="(72,)", style=solid]; -"79 compressed_weight_updated_constant4" -> "80 quantize_per_channel_default_6" [label="(72, 1, 3, 3)", style=solid]; -"80 quantize_per_channel_default_6" -> "81 dequantize_per_channel_default_6" [label="(72, 1, 3, 3)", style=solid]; -"81 dequantize_per_channel_default_6" -> "83 conv2d_6" [label="(72, 1, 3, 3)", style=solid]; -"82 features_2_block_1_0_weight_bias_0_0" -> "83 conv2d_6" [label="(72,)", style=solid]; -"83 conv2d_6" -> "84 relu__2" [label="(1, 72, 28, 28)", style=solid]; -"84 relu__2" -> "85 quantize_per_tensor_default_5" [label="(1, 72, 28, 28)", style=solid]; -"85 quantize_per_tensor_default_5" -> "86 dequantize_per_tensor_default_6" [label="(1, 72, 28, 28)", style=solid]; -"86 dequantize_per_tensor_default_6" -> "93 conv2d_7" [label="(1, 72, 28, 28)", style=solid]; -"87 conv2d_7_scale_0" -> "90 quantize_per_channel_default_7" [label="(24,)", style=solid]; -"87 conv2d_7_scale_0" -> "91 dequantize_per_channel_default_7" [label="(24,)", style=solid]; -"88 conv2d_7_zero_point_0" -> "90 quantize_per_channel_default_7" [label="(24,)", style=solid]; -"88 conv2d_7_zero_point_0" -> "91 dequantize_per_channel_default_7" [label="(24,)", style=solid]; -"89 compressed_weight_updated_constant5" -> "90 quantize_per_channel_default_7" [label="(24, 72, 1, 1)", style=solid]; -"90 quantize_per_channel_default_7" -> "91 dequantize_per_channel_default_7" [label="(24, 72, 1, 1)", style=solid]; -"91 dequantize_per_channel_default_7" -> "93 conv2d_7" [label="(24, 72, 1, 1)", style=solid]; -"92 features_2_block_2_0_weight_bias_0_0" -> "93 conv2d_7" [label="(24,)", style=solid]; -"93 conv2d_7" -> "94 quantize_per_tensor_default_6" [label="(1, 24, 28, 28)", style=solid]; -"94 quantize_per_tensor_default_6" -> "95 dequantize_per_tensor_default_8" [label="(1, 24, 28, 28)", style=solid]; -"94 quantize_per_tensor_default_6" -> "96 dequantize_per_tensor_default_7" [label="(1, 24, 28, 28)", style=solid]; -"95 dequantize_per_tensor_default_8" -> "128 add_" [label="(1, 24, 28, 28)", style=solid]; -"96 dequantize_per_tensor_default_7" -> "103 conv2d_8" [label="(1, 24, 28, 28)", style=solid]; -"97 conv2d_8_scale_0" -> "100 quantize_per_channel_default_8" [label="(88,)", style=solid]; -"97 conv2d_8_scale_0" -> "101 dequantize_per_channel_default_8" [label="(88,)", style=solid]; -"98 conv2d_8_zero_point_0" -> "100 quantize_per_channel_default_8" [label="(88,)", style=solid]; -"98 conv2d_8_zero_point_0" -> "101 dequantize_per_channel_default_8" [label="(88,)", style=solid]; -"99 compressed_weight_updated_constant6" -> "100 quantize_per_channel_default_8" [label="(88, 24, 1, 1)", style=solid]; -"100 quantize_per_channel_default_8" -> "101 dequantize_per_channel_default_8" [label="(88, 24, 1, 1)", style=solid]; -"101 dequantize_per_channel_default_8" -> "103 conv2d_8" [label="(88, 24, 1, 1)", style=solid]; -"102 features_3_block_0_0_weight_bias_0_0" -> "103 conv2d_8" [label="(88,)", style=solid]; -"103 conv2d_8" -> "106 relu__3" [label="(1, 88, 28, 28)", style=solid]; -"104 relu__3_scale_0" -> "107 quantize_per_channel_default_9" [label="(88,)", style=solid]; -"104 relu__3_scale_0" -> "108 dequantize_per_channel_default_9" [label="(88,)", style=solid]; -"105 relu__3_zero_point_0" -> "107 quantize_per_channel_default_9" [label="(88,)", style=solid]; -"105 relu__3_zero_point_0" -> "108 dequantize_per_channel_default_9" [label="(88,)", style=solid]; -"106 relu__3" -> "107 quantize_per_channel_default_9" [label="(1, 88, 28, 28)", style=solid]; -"107 quantize_per_channel_default_9" -> "108 dequantize_per_channel_default_9" [label="(1, 88, 28, 28)", style=solid]; -"108 dequantize_per_channel_default_9" -> "115 conv2d_9" [label="(1, 88, 28, 28)", style=solid]; -"109 conv2d_9_scale_0" -> "112 quantize_per_channel_default_10" [label="(88,)", style=solid]; -"109 conv2d_9_scale_0" -> "113 dequantize_per_channel_default_10" [label="(88,)", style=solid]; -"110 conv2d_9_zero_point_0" -> "112 quantize_per_channel_default_10" [label="(88,)", style=solid]; -"110 conv2d_9_zero_point_0" -> "113 dequantize_per_channel_default_10" [label="(88,)", style=solid]; -"111 compressed_weight_updated_constant7" -> "112 quantize_per_channel_default_10" [label="(88, 1, 3, 3)", style=solid]; -"112 quantize_per_channel_default_10" -> "113 dequantize_per_channel_default_10" [label="(88, 1, 3, 3)", style=solid]; -"113 dequantize_per_channel_default_10" -> "115 conv2d_9" [label="(88, 1, 3, 3)", style=solid]; -"114 features_3_block_1_0_weight_bias_0_0" -> "115 conv2d_9" [label="(88,)", style=solid]; -"115 conv2d_9" -> "116 relu__4" [label="(1, 88, 28, 28)", style=solid]; -"116 relu__4" -> "117 quantize_per_tensor_default_7" [label="(1, 88, 28, 28)", style=solid]; -"117 quantize_per_tensor_default_7" -> "118 dequantize_per_tensor_default_9" [label="(1, 88, 28, 28)", style=solid]; -"118 dequantize_per_tensor_default_9" -> "125 conv2d_10" [label="(1, 88, 28, 28)", style=solid]; -"119 conv2d_10_scale_0" -> "122 quantize_per_channel_default_11" [label="(24,)", style=solid]; -"119 conv2d_10_scale_0" -> "123 dequantize_per_channel_default_11" [label="(24,)", style=solid]; -"120 conv2d_10_zero_point_0" -> "122 quantize_per_channel_default_11" [label="(24,)", style=solid]; -"120 conv2d_10_zero_point_0" -> "123 dequantize_per_channel_default_11" [label="(24,)", style=solid]; -"121 compressed_weight_updated_constant8" -> "122 quantize_per_channel_default_11" [label="(24, 88, 1, 1)", style=solid]; -"122 quantize_per_channel_default_11" -> "123 dequantize_per_channel_default_11" [label="(24, 88, 1, 1)", style=solid]; -"123 dequantize_per_channel_default_11" -> "125 conv2d_10" [label="(24, 88, 1, 1)", style=solid]; -"124 features_3_block_2_0_weight_bias_0_0" -> "125 conv2d_10" [label="(24,)", style=solid]; -"125 conv2d_10" -> "126 quantize_per_tensor_default_8" [label="(1, 24, 28, 28)", style=solid]; -"126 quantize_per_tensor_default_8" -> "127 dequantize_per_tensor_default_10" [label="(1, 24, 28, 28)", style=solid]; -"127 dequantize_per_tensor_default_10" -> "128 add_" [label="(1, 24, 28, 28)", style=solid]; -"128 add_" -> "129 quantize_per_tensor_default_9" [label="(1, 24, 28, 28)", style=solid]; -"129 quantize_per_tensor_default_9" -> "130 dequantize_per_tensor_default_11" [label="(1, 24, 28, 28)", style=solid]; -"130 dequantize_per_tensor_default_11" -> "137 conv2d_11" [label="(1, 24, 28, 28)", style=solid]; -"131 conv2d_11_scale_0" -> "134 quantize_per_channel_default_12" [label="(96,)", style=solid]; -"131 conv2d_11_scale_0" -> "135 dequantize_per_channel_default_12" [label="(96,)", style=solid]; -"132 conv2d_11_zero_point_0" -> "134 quantize_per_channel_default_12" [label="(96,)", style=solid]; -"132 conv2d_11_zero_point_0" -> "135 dequantize_per_channel_default_12" [label="(96,)", style=solid]; -"133 compressed_weight_updated_constant9" -> "134 quantize_per_channel_default_12" [label="(96, 24, 1, 1)", style=solid]; -"134 quantize_per_channel_default_12" -> "135 dequantize_per_channel_default_12" [label="(96, 24, 1, 1)", style=solid]; -"135 dequantize_per_channel_default_12" -> "137 conv2d_11" [label="(96, 24, 1, 1)", style=solid]; -"136 features_4_block_0_0_weight_bias_0_0" -> "137 conv2d_11" [label="(96,)", style=solid]; -"137 conv2d_11" -> "140 hardswish__1" [label="(1, 96, 28, 28)", style=solid]; -"138 hardswish__1_scale_0" -> "141 quantize_per_channel_default_13" [label="(96,)", style=solid]; -"138 hardswish__1_scale_0" -> "142 dequantize_per_channel_default_13" [label="(96,)", style=solid]; -"139 hardswish__1_zero_point_0" -> "141 quantize_per_channel_default_13" [label="(96,)", style=solid]; -"139 hardswish__1_zero_point_0" -> "142 dequantize_per_channel_default_13" [label="(96,)", style=solid]; -"140 hardswish__1" -> "141 quantize_per_channel_default_13" [label="(1, 96, 28, 28)", style=solid]; -"141 quantize_per_channel_default_13" -> "142 dequantize_per_channel_default_13" [label="(1, 96, 28, 28)", style=solid]; -"142 dequantize_per_channel_default_13" -> "149 conv2d_12" [label="(1, 96, 28, 28)", style=solid]; -"143 conv2d_12_scale_0" -> "146 quantize_per_channel_default_14" [label="(96,)", style=solid]; -"143 conv2d_12_scale_0" -> "147 dequantize_per_channel_default_14" [label="(96,)", style=solid]; -"144 conv2d_12_zero_point_0" -> "146 quantize_per_channel_default_14" [label="(96,)", style=solid]; -"144 conv2d_12_zero_point_0" -> "147 dequantize_per_channel_default_14" [label="(96,)", style=solid]; -"145 compressed_weight_updated_constant10" -> "146 quantize_per_channel_default_14" [label="(96, 1, 5, 5)", style=solid]; -"146 quantize_per_channel_default_14" -> "147 dequantize_per_channel_default_14" [label="(96, 1, 5, 5)", style=solid]; -"147 dequantize_per_channel_default_14" -> "149 conv2d_12" [label="(96, 1, 5, 5)", style=solid]; -"148 features_4_block_1_0_weight_bias_0_0" -> "149 conv2d_12" [label="(96,)", style=solid]; -"149 conv2d_12" -> "150 hardswish__2" [label="(1, 96, 14, 14)", style=solid]; -"150 hardswish__2" -> "151 quantize_per_tensor_default_10" [label="(1, 96, 14, 14)", style=solid]; -"151 quantize_per_tensor_default_10" -> "152 dequantize_per_tensor_default_13" [label="(1, 96, 14, 14)", style=solid]; -"151 quantize_per_tensor_default_10" -> "153 dequantize_per_tensor_default_12" [label="(1, 96, 14, 14)", style=solid]; -"152 dequantize_per_tensor_default_13" -> "163 mul_1" [label="(1, 96, 14, 14)", style=solid]; -"153 dequantize_per_tensor_default_12" -> "154 adaptive_avg_pool2d_1" [label="(1, 96, 14, 14)", style=solid]; -"154 adaptive_avg_pool2d_1" -> "156 conv2d_13" [label="(1, 96, 1, 1)", style=solid]; -"155 features_4_block_2_fc1_bias_0_0" -> "156 conv2d_13" [label="(24,)", style=solid]; -"156 conv2d_13" -> "157 relu_1" [label="(1, 24, 1, 1)", style=solid]; -"157 relu_1" -> "159 conv2d_14" [label="(1, 24, 1, 1)", style=solid]; -"158 features_4_block_2_fc2_bias_0_0" -> "159 conv2d_14" [label="(96,)", style=solid]; -"159 conv2d_14" -> "160 hardsigmoid_1" [label="(1, 96, 1, 1)", style=solid]; -"160 hardsigmoid_1" -> "161 quantize_per_tensor_default_11" [label="(1, 96, 1, 1)", style=solid]; -"161 quantize_per_tensor_default_11" -> "162 dequantize_per_tensor_default_14" [label="(1, 96, 1, 1)", style=solid]; -"162 dequantize_per_tensor_default_14" -> "163 mul_1" [label="(1, 96, 1, 1)", style=solid]; -"163 mul_1" -> "164 quantize_per_tensor_default_12" [label="(1, 96, 14, 14)", style=solid]; -"164 quantize_per_tensor_default_12" -> "165 dequantize_per_tensor_default_15" [label="(1, 96, 14, 14)", style=solid]; -"165 dequantize_per_tensor_default_15" -> "172 conv2d_15" [label="(1, 96, 14, 14)", style=solid]; -"166 conv2d_15_scale_0" -> "169 quantize_per_channel_default_15" [label="(40,)", style=solid]; -"166 conv2d_15_scale_0" -> "170 dequantize_per_channel_default_15" [label="(40,)", style=solid]; -"167 conv2d_15_zero_point_0" -> "169 quantize_per_channel_default_15" [label="(40,)", style=solid]; -"167 conv2d_15_zero_point_0" -> "170 dequantize_per_channel_default_15" [label="(40,)", style=solid]; -"168 compressed_weight_updated_constant11" -> "169 quantize_per_channel_default_15" [label="(40, 96, 1, 1)", style=solid]; -"169 quantize_per_channel_default_15" -> "170 dequantize_per_channel_default_15" [label="(40, 96, 1, 1)", style=solid]; -"170 dequantize_per_channel_default_15" -> "172 conv2d_15" [label="(40, 96, 1, 1)", style=solid]; -"171 features_4_block_3_0_weight_bias_0_0" -> "172 conv2d_15" [label="(40,)", style=solid]; -"172 conv2d_15" -> "173 quantize_per_tensor_default_13" [label="(1, 40, 14, 14)", style=solid]; -"173 quantize_per_tensor_default_13" -> "174 dequantize_per_tensor_default_17" [label="(1, 40, 14, 14)", style=solid]; -"173 quantize_per_tensor_default_13" -> "175 dequantize_per_tensor_default_16" [label="(1, 40, 14, 14)", style=solid]; -"174 dequantize_per_tensor_default_17" -> "220 add__1" [label="(1, 40, 14, 14)", style=solid]; -"175 dequantize_per_tensor_default_16" -> "182 conv2d_16" [label="(1, 40, 14, 14)", style=solid]; -"176 conv2d_16_scale_0" -> "179 quantize_per_channel_default_16" [label="(240,)", style=solid]; -"176 conv2d_16_scale_0" -> "180 dequantize_per_channel_default_16" [label="(240,)", style=solid]; -"177 conv2d_16_zero_point_0" -> "179 quantize_per_channel_default_16" [label="(240,)", style=solid]; -"177 conv2d_16_zero_point_0" -> "180 dequantize_per_channel_default_16" [label="(240,)", style=solid]; -"178 compressed_weight_updated_constant12" -> "179 quantize_per_channel_default_16" [label="(240, 40, 1, 1)", style=solid]; -"179 quantize_per_channel_default_16" -> "180 dequantize_per_channel_default_16" [label="(240, 40, 1, 1)", style=solid]; -"180 dequantize_per_channel_default_16" -> "182 conv2d_16" [label="(240, 40, 1, 1)", style=solid]; -"181 features_5_block_0_0_weight_bias_0_0" -> "182 conv2d_16" [label="(240,)", style=solid]; -"182 conv2d_16" -> "185 hardswish__3" [label="(1, 240, 14, 14)", style=solid]; -"183 hardswish__3_scale_0" -> "186 quantize_per_channel_default_17" [label="(240,)", style=solid]; -"183 hardswish__3_scale_0" -> "187 dequantize_per_channel_default_17" [label="(240,)", style=solid]; -"184 hardswish__3_zero_point_0" -> "186 quantize_per_channel_default_17" [label="(240,)", style=solid]; -"184 hardswish__3_zero_point_0" -> "187 dequantize_per_channel_default_17" [label="(240,)", style=solid]; -"185 hardswish__3" -> "186 quantize_per_channel_default_17" [label="(1, 240, 14, 14)", style=solid]; -"186 quantize_per_channel_default_17" -> "187 dequantize_per_channel_default_17" [label="(1, 240, 14, 14)", style=solid]; -"187 dequantize_per_channel_default_17" -> "194 conv2d_17" [label="(1, 240, 14, 14)", style=solid]; -"188 conv2d_17_scale_0" -> "191 quantize_per_channel_default_18" [label="(240,)", style=solid]; -"188 conv2d_17_scale_0" -> "192 dequantize_per_channel_default_18" [label="(240,)", style=solid]; -"189 conv2d_17_zero_point_0" -> "191 quantize_per_channel_default_18" [label="(240,)", style=solid]; -"189 conv2d_17_zero_point_0" -> "192 dequantize_per_channel_default_18" [label="(240,)", style=solid]; -"190 compressed_weight_updated_constant13" -> "191 quantize_per_channel_default_18" [label="(240, 1, 5, 5)", style=solid]; -"191 quantize_per_channel_default_18" -> "192 dequantize_per_channel_default_18" [label="(240, 1, 5, 5)", style=solid]; -"192 dequantize_per_channel_default_18" -> "194 conv2d_17" [label="(240, 1, 5, 5)", style=solid]; -"193 features_5_block_1_0_weight_bias_0_0" -> "194 conv2d_17" [label="(240,)", style=solid]; -"194 conv2d_17" -> "195 hardswish__4" [label="(1, 240, 14, 14)", style=solid]; -"195 hardswish__4" -> "196 quantize_per_tensor_default_14" [label="(1, 240, 14, 14)", style=solid]; -"196 quantize_per_tensor_default_14" -> "197 dequantize_per_tensor_default_19" [label="(1, 240, 14, 14)", style=solid]; -"196 quantize_per_tensor_default_14" -> "198 dequantize_per_tensor_default_18" [label="(1, 240, 14, 14)", style=solid]; -"197 dequantize_per_tensor_default_19" -> "208 mul_2" [label="(1, 240, 14, 14)", style=solid]; -"198 dequantize_per_tensor_default_18" -> "199 adaptive_avg_pool2d_2" [label="(1, 240, 14, 14)", style=solid]; -"199 adaptive_avg_pool2d_2" -> "201 conv2d_18" [label="(1, 240, 1, 1)", style=solid]; -"200 features_5_block_2_fc1_bias_0_0" -> "201 conv2d_18" [label="(64,)", style=solid]; -"201 conv2d_18" -> "202 relu_2" [label="(1, 64, 1, 1)", style=solid]; -"202 relu_2" -> "204 conv2d_19" [label="(1, 64, 1, 1)", style=solid]; -"203 features_5_block_2_fc2_bias_0_0" -> "204 conv2d_19" [label="(240,)", style=solid]; -"204 conv2d_19" -> "205 hardsigmoid_2" [label="(1, 240, 1, 1)", style=solid]; -"205 hardsigmoid_2" -> "206 quantize_per_tensor_default_15" [label="(1, 240, 1, 1)", style=solid]; -"206 quantize_per_tensor_default_15" -> "207 dequantize_per_tensor_default_20" [label="(1, 240, 1, 1)", style=solid]; -"207 dequantize_per_tensor_default_20" -> "208 mul_2" [label="(1, 240, 1, 1)", style=solid]; -"208 mul_2" -> "209 quantize_per_tensor_default_16" [label="(1, 240, 14, 14)", style=solid]; -"209 quantize_per_tensor_default_16" -> "210 dequantize_per_tensor_default_21" [label="(1, 240, 14, 14)", style=solid]; -"210 dequantize_per_tensor_default_21" -> "217 conv2d_20" [label="(1, 240, 14, 14)", style=solid]; -"211 conv2d_20_scale_0" -> "214 quantize_per_channel_default_19" [label="(40,)", style=solid]; -"211 conv2d_20_scale_0" -> "215 dequantize_per_channel_default_19" [label="(40,)", style=solid]; -"212 conv2d_20_zero_point_0" -> "214 quantize_per_channel_default_19" [label="(40,)", style=solid]; -"212 conv2d_20_zero_point_0" -> "215 dequantize_per_channel_default_19" [label="(40,)", style=solid]; -"213 compressed_weight_updated_constant14" -> "214 quantize_per_channel_default_19" [label="(40, 240, 1, 1)", style=solid]; -"214 quantize_per_channel_default_19" -> "215 dequantize_per_channel_default_19" [label="(40, 240, 1, 1)", style=solid]; -"215 dequantize_per_channel_default_19" -> "217 conv2d_20" [label="(40, 240, 1, 1)", style=solid]; -"216 features_5_block_3_0_weight_bias_0_0" -> "217 conv2d_20" [label="(40,)", style=solid]; -"217 conv2d_20" -> "218 quantize_per_tensor_default_17" [label="(1, 40, 14, 14)", style=solid]; -"218 quantize_per_tensor_default_17" -> "219 dequantize_per_tensor_default_22" [label="(1, 40, 14, 14)", style=solid]; -"219 dequantize_per_tensor_default_22" -> "220 add__1" [label="(1, 40, 14, 14)", style=solid]; -"220 add__1" -> "221 quantize_per_tensor_default_18" [label="(1, 40, 14, 14)", style=solid]; -"221 quantize_per_tensor_default_18" -> "222 dequantize_per_tensor_default_24" [label="(1, 40, 14, 14)", style=solid]; -"221 quantize_per_tensor_default_18" -> "223 dequantize_per_tensor_default_23" [label="(1, 40, 14, 14)", style=solid]; -"222 dequantize_per_tensor_default_24" -> "268 add__2" [label="(1, 40, 14, 14)", style=solid]; -"223 dequantize_per_tensor_default_23" -> "230 conv2d_21" [label="(1, 40, 14, 14)", style=solid]; -"224 conv2d_21_scale_0" -> "227 quantize_per_channel_default_20" [label="(240,)", style=solid]; -"224 conv2d_21_scale_0" -> "228 dequantize_per_channel_default_20" [label="(240,)", style=solid]; -"225 conv2d_21_zero_point_0" -> "227 quantize_per_channel_default_20" [label="(240,)", style=solid]; -"225 conv2d_21_zero_point_0" -> "228 dequantize_per_channel_default_20" [label="(240,)", style=solid]; -"226 compressed_weight_updated_constant15" -> "227 quantize_per_channel_default_20" [label="(240, 40, 1, 1)", style=solid]; -"227 quantize_per_channel_default_20" -> "228 dequantize_per_channel_default_20" [label="(240, 40, 1, 1)", style=solid]; -"228 dequantize_per_channel_default_20" -> "230 conv2d_21" [label="(240, 40, 1, 1)", style=solid]; -"229 features_6_block_0_0_weight_bias_0_0" -> "230 conv2d_21" [label="(240,)", style=solid]; -"230 conv2d_21" -> "233 hardswish__5" [label="(1, 240, 14, 14)", style=solid]; -"231 hardswish__5_scale_0" -> "234 quantize_per_channel_default_21" [label="(240,)", style=solid]; -"231 hardswish__5_scale_0" -> "235 dequantize_per_channel_default_21" [label="(240,)", style=solid]; -"232 hardswish__5_zero_point_0" -> "234 quantize_per_channel_default_21" [label="(240,)", style=solid]; -"232 hardswish__5_zero_point_0" -> "235 dequantize_per_channel_default_21" [label="(240,)", style=solid]; -"233 hardswish__5" -> "234 quantize_per_channel_default_21" [label="(1, 240, 14, 14)", style=solid]; -"234 quantize_per_channel_default_21" -> "235 dequantize_per_channel_default_21" [label="(1, 240, 14, 14)", style=solid]; -"235 dequantize_per_channel_default_21" -> "242 conv2d_22" [label="(1, 240, 14, 14)", style=solid]; -"236 conv2d_22_scale_0" -> "239 quantize_per_channel_default_22" [label="(240,)", style=solid]; -"236 conv2d_22_scale_0" -> "240 dequantize_per_channel_default_22" [label="(240,)", style=solid]; -"237 conv2d_22_zero_point_0" -> "239 quantize_per_channel_default_22" [label="(240,)", style=solid]; -"237 conv2d_22_zero_point_0" -> "240 dequantize_per_channel_default_22" [label="(240,)", style=solid]; -"238 compressed_weight_updated_constant16" -> "239 quantize_per_channel_default_22" [label="(240, 1, 5, 5)", style=solid]; -"239 quantize_per_channel_default_22" -> "240 dequantize_per_channel_default_22" [label="(240, 1, 5, 5)", style=solid]; -"240 dequantize_per_channel_default_22" -> "242 conv2d_22" [label="(240, 1, 5, 5)", style=solid]; -"241 features_6_block_1_0_weight_bias_0_0" -> "242 conv2d_22" [label="(240,)", style=solid]; -"242 conv2d_22" -> "243 hardswish__6" [label="(1, 240, 14, 14)", style=solid]; -"243 hardswish__6" -> "244 quantize_per_tensor_default_19" [label="(1, 240, 14, 14)", style=solid]; -"244 quantize_per_tensor_default_19" -> "245 dequantize_per_tensor_default_26" [label="(1, 240, 14, 14)", style=solid]; -"244 quantize_per_tensor_default_19" -> "246 dequantize_per_tensor_default_25" [label="(1, 240, 14, 14)", style=solid]; -"245 dequantize_per_tensor_default_26" -> "256 mul_3" [label="(1, 240, 14, 14)", style=solid]; -"246 dequantize_per_tensor_default_25" -> "247 adaptive_avg_pool2d_3" [label="(1, 240, 14, 14)", style=solid]; -"247 adaptive_avg_pool2d_3" -> "249 conv2d_23" [label="(1, 240, 1, 1)", style=solid]; -"248 features_6_block_2_fc1_bias_0_0" -> "249 conv2d_23" [label="(64,)", style=solid]; -"249 conv2d_23" -> "250 relu_3" [label="(1, 64, 1, 1)", style=solid]; -"250 relu_3" -> "252 conv2d_24" [label="(1, 64, 1, 1)", style=solid]; -"251 features_6_block_2_fc2_bias_0_0" -> "252 conv2d_24" [label="(240,)", style=solid]; -"252 conv2d_24" -> "253 hardsigmoid_3" [label="(1, 240, 1, 1)", style=solid]; -"253 hardsigmoid_3" -> "254 quantize_per_tensor_default_20" [label="(1, 240, 1, 1)", style=solid]; -"254 quantize_per_tensor_default_20" -> "255 dequantize_per_tensor_default_27" [label="(1, 240, 1, 1)", style=solid]; -"255 dequantize_per_tensor_default_27" -> "256 mul_3" [label="(1, 240, 1, 1)", style=solid]; -"256 mul_3" -> "257 quantize_per_tensor_default_21" [label="(1, 240, 14, 14)", style=solid]; -"257 quantize_per_tensor_default_21" -> "258 dequantize_per_tensor_default_28" [label="(1, 240, 14, 14)", style=solid]; -"258 dequantize_per_tensor_default_28" -> "265 conv2d_25" [label="(1, 240, 14, 14)", style=solid]; -"259 conv2d_25_scale_0" -> "262 quantize_per_channel_default_23" [label="(40,)", style=solid]; -"259 conv2d_25_scale_0" -> "263 dequantize_per_channel_default_23" [label="(40,)", style=solid]; -"260 conv2d_25_zero_point_0" -> "262 quantize_per_channel_default_23" [label="(40,)", style=solid]; -"260 conv2d_25_zero_point_0" -> "263 dequantize_per_channel_default_23" [label="(40,)", style=solid]; -"261 compressed_weight_updated_constant17" -> "262 quantize_per_channel_default_23" [label="(40, 240, 1, 1)", style=solid]; -"262 quantize_per_channel_default_23" -> "263 dequantize_per_channel_default_23" [label="(40, 240, 1, 1)", style=solid]; -"263 dequantize_per_channel_default_23" -> "265 conv2d_25" [label="(40, 240, 1, 1)", style=solid]; -"264 features_6_block_3_0_weight_bias_0_0" -> "265 conv2d_25" [label="(40,)", style=solid]; -"265 conv2d_25" -> "266 quantize_per_tensor_default_22" [label="(1, 40, 14, 14)", style=solid]; -"266 quantize_per_tensor_default_22" -> "267 dequantize_per_tensor_default_29" [label="(1, 40, 14, 14)", style=solid]; -"267 dequantize_per_tensor_default_29" -> "268 add__2" [label="(1, 40, 14, 14)", style=solid]; -"268 add__2" -> "269 quantize_per_tensor_default_23" [label="(1, 40, 14, 14)", style=solid]; -"269 quantize_per_tensor_default_23" -> "270 dequantize_per_tensor_default_30" [label="(1, 40, 14, 14)", style=solid]; -"270 dequantize_per_tensor_default_30" -> "277 conv2d_26" [label="(1, 40, 14, 14)", style=solid]; -"271 conv2d_26_scale_0" -> "274 quantize_per_channel_default_24" [label="(120,)", style=solid]; -"271 conv2d_26_scale_0" -> "275 dequantize_per_channel_default_24" [label="(120,)", style=solid]; -"272 conv2d_26_zero_point_0" -> "274 quantize_per_channel_default_24" [label="(120,)", style=solid]; -"272 conv2d_26_zero_point_0" -> "275 dequantize_per_channel_default_24" [label="(120,)", style=solid]; -"273 compressed_weight_updated_constant18" -> "274 quantize_per_channel_default_24" [label="(120, 40, 1, 1)", style=solid]; -"274 quantize_per_channel_default_24" -> "275 dequantize_per_channel_default_24" [label="(120, 40, 1, 1)", style=solid]; -"275 dequantize_per_channel_default_24" -> "277 conv2d_26" [label="(120, 40, 1, 1)", style=solid]; -"276 features_7_block_0_0_weight_bias_0_0" -> "277 conv2d_26" [label="(120,)", style=solid]; -"277 conv2d_26" -> "280 hardswish__7" [label="(1, 120, 14, 14)", style=solid]; -"278 hardswish__7_scale_0" -> "281 quantize_per_channel_default_25" [label="(120,)", style=solid]; -"278 hardswish__7_scale_0" -> "282 dequantize_per_channel_default_25" [label="(120,)", style=solid]; -"279 hardswish__7_zero_point_0" -> "281 quantize_per_channel_default_25" [label="(120,)", style=solid]; -"279 hardswish__7_zero_point_0" -> "282 dequantize_per_channel_default_25" [label="(120,)", style=solid]; -"280 hardswish__7" -> "281 quantize_per_channel_default_25" [label="(1, 120, 14, 14)", style=solid]; -"281 quantize_per_channel_default_25" -> "282 dequantize_per_channel_default_25" [label="(1, 120, 14, 14)", style=solid]; -"282 dequantize_per_channel_default_25" -> "289 conv2d_27" [label="(1, 120, 14, 14)", style=solid]; -"283 conv2d_27_scale_0" -> "286 quantize_per_channel_default_26" [label="(120,)", style=solid]; -"283 conv2d_27_scale_0" -> "287 dequantize_per_channel_default_26" [label="(120,)", style=solid]; -"284 conv2d_27_zero_point_0" -> "286 quantize_per_channel_default_26" [label="(120,)", style=solid]; -"284 conv2d_27_zero_point_0" -> "287 dequantize_per_channel_default_26" [label="(120,)", style=solid]; -"285 compressed_weight_updated_constant19" -> "286 quantize_per_channel_default_26" [label="(120, 1, 5, 5)", style=solid]; -"286 quantize_per_channel_default_26" -> "287 dequantize_per_channel_default_26" [label="(120, 1, 5, 5)", style=solid]; -"287 dequantize_per_channel_default_26" -> "289 conv2d_27" [label="(120, 1, 5, 5)", style=solid]; -"288 features_7_block_1_0_weight_bias_0_0" -> "289 conv2d_27" [label="(120,)", style=solid]; -"289 conv2d_27" -> "290 hardswish__8" [label="(1, 120, 14, 14)", style=solid]; -"290 hardswish__8" -> "291 quantize_per_tensor_default_24" [label="(1, 120, 14, 14)", style=solid]; -"291 quantize_per_tensor_default_24" -> "292 dequantize_per_tensor_default_32" [label="(1, 120, 14, 14)", style=solid]; -"291 quantize_per_tensor_default_24" -> "293 dequantize_per_tensor_default_31" [label="(1, 120, 14, 14)", style=solid]; -"292 dequantize_per_tensor_default_32" -> "303 mul_4" [label="(1, 120, 14, 14)", style=solid]; -"293 dequantize_per_tensor_default_31" -> "294 adaptive_avg_pool2d_4" [label="(1, 120, 14, 14)", style=solid]; -"294 adaptive_avg_pool2d_4" -> "296 conv2d_28" [label="(1, 120, 1, 1)", style=solid]; -"295 features_7_block_2_fc1_bias_0_0" -> "296 conv2d_28" [label="(32,)", style=solid]; -"296 conv2d_28" -> "297 relu_4" [label="(1, 32, 1, 1)", style=solid]; -"297 relu_4" -> "299 conv2d_29" [label="(1, 32, 1, 1)", style=solid]; -"298 features_7_block_2_fc2_bias_0_0" -> "299 conv2d_29" [label="(120,)", style=solid]; -"299 conv2d_29" -> "300 hardsigmoid_4" [label="(1, 120, 1, 1)", style=solid]; -"300 hardsigmoid_4" -> "301 quantize_per_tensor_default_25" [label="(1, 120, 1, 1)", style=solid]; -"301 quantize_per_tensor_default_25" -> "302 dequantize_per_tensor_default_33" [label="(1, 120, 1, 1)", style=solid]; -"302 dequantize_per_tensor_default_33" -> "303 mul_4" [label="(1, 120, 1, 1)", style=solid]; -"303 mul_4" -> "304 quantize_per_tensor_default_26" [label="(1, 120, 14, 14)", style=solid]; -"304 quantize_per_tensor_default_26" -> "305 dequantize_per_tensor_default_34" [label="(1, 120, 14, 14)", style=solid]; -"305 dequantize_per_tensor_default_34" -> "312 conv2d_30" [label="(1, 120, 14, 14)", style=solid]; -"306 conv2d_30_scale_0" -> "309 quantize_per_channel_default_27" [label="(48,)", style=solid]; -"306 conv2d_30_scale_0" -> "310 dequantize_per_channel_default_27" [label="(48,)", style=solid]; -"307 conv2d_30_zero_point_0" -> "309 quantize_per_channel_default_27" [label="(48,)", style=solid]; -"307 conv2d_30_zero_point_0" -> "310 dequantize_per_channel_default_27" [label="(48,)", style=solid]; -"308 compressed_weight_updated_constant20" -> "309 quantize_per_channel_default_27" [label="(48, 120, 1, 1)", style=solid]; -"309 quantize_per_channel_default_27" -> "310 dequantize_per_channel_default_27" [label="(48, 120, 1, 1)", style=solid]; -"310 dequantize_per_channel_default_27" -> "312 conv2d_30" [label="(48, 120, 1, 1)", style=solid]; -"311 features_7_block_3_0_weight_bias_0_0" -> "312 conv2d_30" [label="(48,)", style=solid]; -"312 conv2d_30" -> "313 quantize_per_tensor_default_27" [label="(1, 48, 14, 14)", style=solid]; -"313 quantize_per_tensor_default_27" -> "314 dequantize_per_tensor_default_36" [label="(1, 48, 14, 14)", style=solid]; -"313 quantize_per_tensor_default_27" -> "315 dequantize_per_tensor_default_35" [label="(1, 48, 14, 14)", style=solid]; -"314 dequantize_per_tensor_default_36" -> "360 add__3" [label="(1, 48, 14, 14)", style=solid]; -"315 dequantize_per_tensor_default_35" -> "322 conv2d_31" [label="(1, 48, 14, 14)", style=solid]; -"316 conv2d_31_scale_0" -> "319 quantize_per_channel_default_28" [label="(144,)", style=solid]; -"316 conv2d_31_scale_0" -> "320 dequantize_per_channel_default_28" [label="(144,)", style=solid]; -"317 conv2d_31_zero_point_0" -> "319 quantize_per_channel_default_28" [label="(144,)", style=solid]; -"317 conv2d_31_zero_point_0" -> "320 dequantize_per_channel_default_28" [label="(144,)", style=solid]; -"318 compressed_weight_updated_constant21" -> "319 quantize_per_channel_default_28" [label="(144, 48, 1, 1)", style=solid]; -"319 quantize_per_channel_default_28" -> "320 dequantize_per_channel_default_28" [label="(144, 48, 1, 1)", style=solid]; -"320 dequantize_per_channel_default_28" -> "322 conv2d_31" [label="(144, 48, 1, 1)", style=solid]; -"321 features_8_block_0_0_weight_bias_0_0" -> "322 conv2d_31" [label="(144,)", style=solid]; -"322 conv2d_31" -> "325 hardswish__9" [label="(1, 144, 14, 14)", style=solid]; -"323 hardswish__9_scale_0" -> "326 quantize_per_channel_default_29" [label="(144,)", style=solid]; -"323 hardswish__9_scale_0" -> "327 dequantize_per_channel_default_29" [label="(144,)", style=solid]; -"324 hardswish__9_zero_point_0" -> "326 quantize_per_channel_default_29" [label="(144,)", style=solid]; -"324 hardswish__9_zero_point_0" -> "327 dequantize_per_channel_default_29" [label="(144,)", style=solid]; -"325 hardswish__9" -> "326 quantize_per_channel_default_29" [label="(1, 144, 14, 14)", style=solid]; -"326 quantize_per_channel_default_29" -> "327 dequantize_per_channel_default_29" [label="(1, 144, 14, 14)", style=solid]; -"327 dequantize_per_channel_default_29" -> "334 conv2d_32" [label="(1, 144, 14, 14)", style=solid]; -"328 conv2d_32_scale_0" -> "331 quantize_per_channel_default_30" [label="(144,)", style=solid]; -"328 conv2d_32_scale_0" -> "332 dequantize_per_channel_default_30" [label="(144,)", style=solid]; -"329 conv2d_32_zero_point_0" -> "331 quantize_per_channel_default_30" [label="(144,)", style=solid]; -"329 conv2d_32_zero_point_0" -> "332 dequantize_per_channel_default_30" [label="(144,)", style=solid]; -"330 compressed_weight_updated_constant22" -> "331 quantize_per_channel_default_30" [label="(144, 1, 5, 5)", style=solid]; -"331 quantize_per_channel_default_30" -> "332 dequantize_per_channel_default_30" [label="(144, 1, 5, 5)", style=solid]; -"332 dequantize_per_channel_default_30" -> "334 conv2d_32" [label="(144, 1, 5, 5)", style=solid]; -"333 features_8_block_1_0_weight_bias_0_0" -> "334 conv2d_32" [label="(144,)", style=solid]; -"334 conv2d_32" -> "335 hardswish__10" [label="(1, 144, 14, 14)", style=solid]; -"335 hardswish__10" -> "336 quantize_per_tensor_default_28" [label="(1, 144, 14, 14)", style=solid]; -"336 quantize_per_tensor_default_28" -> "337 dequantize_per_tensor_default_38" [label="(1, 144, 14, 14)", style=solid]; -"336 quantize_per_tensor_default_28" -> "338 dequantize_per_tensor_default_37" [label="(1, 144, 14, 14)", style=solid]; -"337 dequantize_per_tensor_default_38" -> "348 mul_5" [label="(1, 144, 14, 14)", style=solid]; -"338 dequantize_per_tensor_default_37" -> "339 adaptive_avg_pool2d_5" [label="(1, 144, 14, 14)", style=solid]; -"339 adaptive_avg_pool2d_5" -> "341 conv2d_33" [label="(1, 144, 1, 1)", style=solid]; -"340 features_8_block_2_fc1_bias_0_0" -> "341 conv2d_33" [label="(40,)", style=solid]; -"341 conv2d_33" -> "342 relu_5" [label="(1, 40, 1, 1)", style=solid]; -"342 relu_5" -> "344 conv2d_34" [label="(1, 40, 1, 1)", style=solid]; -"343 features_8_block_2_fc2_bias_0_0" -> "344 conv2d_34" [label="(144,)", style=solid]; -"344 conv2d_34" -> "345 hardsigmoid_5" [label="(1, 144, 1, 1)", style=solid]; -"345 hardsigmoid_5" -> "346 quantize_per_tensor_default_29" [label="(1, 144, 1, 1)", style=solid]; -"346 quantize_per_tensor_default_29" -> "347 dequantize_per_tensor_default_39" [label="(1, 144, 1, 1)", style=solid]; -"347 dequantize_per_tensor_default_39" -> "348 mul_5" [label="(1, 144, 1, 1)", style=solid]; -"348 mul_5" -> "349 quantize_per_tensor_default_30" [label="(1, 144, 14, 14)", style=solid]; -"349 quantize_per_tensor_default_30" -> "350 dequantize_per_tensor_default_40" [label="(1, 144, 14, 14)", style=solid]; -"350 dequantize_per_tensor_default_40" -> "357 conv2d_35" [label="(1, 144, 14, 14)", style=solid]; -"351 conv2d_35_scale_0" -> "354 quantize_per_channel_default_31" [label="(48,)", style=solid]; -"351 conv2d_35_scale_0" -> "355 dequantize_per_channel_default_31" [label="(48,)", style=solid]; -"352 conv2d_35_zero_point_0" -> "354 quantize_per_channel_default_31" [label="(48,)", style=solid]; -"352 conv2d_35_zero_point_0" -> "355 dequantize_per_channel_default_31" [label="(48,)", style=solid]; -"353 compressed_weight_updated_constant23" -> "354 quantize_per_channel_default_31" [label="(48, 144, 1, 1)", style=solid]; -"354 quantize_per_channel_default_31" -> "355 dequantize_per_channel_default_31" [label="(48, 144, 1, 1)", style=solid]; -"355 dequantize_per_channel_default_31" -> "357 conv2d_35" [label="(48, 144, 1, 1)", style=solid]; -"356 features_8_block_3_0_weight_bias_0_0" -> "357 conv2d_35" [label="(48,)", style=solid]; -"357 conv2d_35" -> "358 quantize_per_tensor_default_31" [label="(1, 48, 14, 14)", style=solid]; -"358 quantize_per_tensor_default_31" -> "359 dequantize_per_tensor_default_41" [label="(1, 48, 14, 14)", style=solid]; -"359 dequantize_per_tensor_default_41" -> "360 add__3" [label="(1, 48, 14, 14)", style=solid]; -"360 add__3" -> "361 quantize_per_tensor_default_32" [label="(1, 48, 14, 14)", style=solid]; -"361 quantize_per_tensor_default_32" -> "362 dequantize_per_tensor_default_42" [label="(1, 48, 14, 14)", style=solid]; -"362 dequantize_per_tensor_default_42" -> "369 conv2d_36" [label="(1, 48, 14, 14)", style=solid]; -"363 conv2d_36_scale_0" -> "366 quantize_per_channel_default_32" [label="(288,)", style=solid]; -"363 conv2d_36_scale_0" -> "367 dequantize_per_channel_default_32" [label="(288,)", style=solid]; -"364 conv2d_36_zero_point_0" -> "366 quantize_per_channel_default_32" [label="(288,)", style=solid]; -"364 conv2d_36_zero_point_0" -> "367 dequantize_per_channel_default_32" [label="(288,)", style=solid]; -"365 compressed_weight_updated_constant24" -> "366 quantize_per_channel_default_32" [label="(288, 48, 1, 1)", style=solid]; -"366 quantize_per_channel_default_32" -> "367 dequantize_per_channel_default_32" [label="(288, 48, 1, 1)", style=solid]; -"367 dequantize_per_channel_default_32" -> "369 conv2d_36" [label="(288, 48, 1, 1)", style=solid]; -"368 features_9_block_0_0_weight_bias_0_0" -> "369 conv2d_36" [label="(288,)", style=solid]; -"369 conv2d_36" -> "372 hardswish__11" [label="(1, 288, 14, 14)", style=solid]; -"370 hardswish__11_scale_0" -> "373 quantize_per_channel_default_33" [label="(288,)", style=solid]; -"370 hardswish__11_scale_0" -> "374 dequantize_per_channel_default_33" [label="(288,)", style=solid]; -"371 hardswish__11_zero_point_0" -> "373 quantize_per_channel_default_33" [label="(288,)", style=solid]; -"371 hardswish__11_zero_point_0" -> "374 dequantize_per_channel_default_33" [label="(288,)", style=solid]; -"372 hardswish__11" -> "373 quantize_per_channel_default_33" [label="(1, 288, 14, 14)", style=solid]; -"373 quantize_per_channel_default_33" -> "374 dequantize_per_channel_default_33" [label="(1, 288, 14, 14)", style=solid]; -"374 dequantize_per_channel_default_33" -> "381 conv2d_37" [label="(1, 288, 14, 14)", style=solid]; -"375 conv2d_37_scale_0" -> "378 quantize_per_channel_default_34" [label="(288,)", style=solid]; -"375 conv2d_37_scale_0" -> "379 dequantize_per_channel_default_34" [label="(288,)", style=solid]; -"376 conv2d_37_zero_point_0" -> "378 quantize_per_channel_default_34" [label="(288,)", style=solid]; -"376 conv2d_37_zero_point_0" -> "379 dequantize_per_channel_default_34" [label="(288,)", style=solid]; -"377 compressed_weight_updated_constant25" -> "378 quantize_per_channel_default_34" [label="(288, 1, 5, 5)", style=solid]; -"378 quantize_per_channel_default_34" -> "379 dequantize_per_channel_default_34" [label="(288, 1, 5, 5)", style=solid]; -"379 dequantize_per_channel_default_34" -> "381 conv2d_37" [label="(288, 1, 5, 5)", style=solid]; -"380 features_9_block_1_0_weight_bias_0_0" -> "381 conv2d_37" [label="(288,)", style=solid]; -"381 conv2d_37" -> "382 hardswish__12" [label="(1, 288, 7, 7)", style=solid]; -"382 hardswish__12" -> "383 quantize_per_tensor_default_33" [label="(1, 288, 7, 7)", style=solid]; -"383 quantize_per_tensor_default_33" -> "384 dequantize_per_tensor_default_44" [label="(1, 288, 7, 7)", style=solid]; -"383 quantize_per_tensor_default_33" -> "385 dequantize_per_tensor_default_43" [label="(1, 288, 7, 7)", style=solid]; -"384 dequantize_per_tensor_default_44" -> "395 mul_6" [label="(1, 288, 7, 7)", style=solid]; -"385 dequantize_per_tensor_default_43" -> "386 adaptive_avg_pool2d_6" [label="(1, 288, 7, 7)", style=solid]; -"386 adaptive_avg_pool2d_6" -> "388 conv2d_38" [label="(1, 288, 1, 1)", style=solid]; -"387 features_9_block_2_fc1_bias_0_0" -> "388 conv2d_38" [label="(72,)", style=solid]; -"388 conv2d_38" -> "389 relu_6" [label="(1, 72, 1, 1)", style=solid]; -"389 relu_6" -> "391 conv2d_39" [label="(1, 72, 1, 1)", style=solid]; -"390 features_9_block_2_fc2_bias_0_0" -> "391 conv2d_39" [label="(288,)", style=solid]; -"391 conv2d_39" -> "392 hardsigmoid_6" [label="(1, 288, 1, 1)", style=solid]; -"392 hardsigmoid_6" -> "393 quantize_per_tensor_default_34" [label="(1, 288, 1, 1)", style=solid]; -"393 quantize_per_tensor_default_34" -> "394 dequantize_per_tensor_default_45" [label="(1, 288, 1, 1)", style=solid]; -"394 dequantize_per_tensor_default_45" -> "395 mul_6" [label="(1, 288, 1, 1)", style=solid]; -"395 mul_6" -> "396 quantize_per_tensor_default_35" [label="(1, 288, 7, 7)", style=solid]; -"396 quantize_per_tensor_default_35" -> "397 dequantize_per_tensor_default_46" [label="(1, 288, 7, 7)", style=solid]; -"397 dequantize_per_tensor_default_46" -> "404 conv2d_40" [label="(1, 288, 7, 7)", style=solid]; -"398 conv2d_40_scale_0" -> "401 quantize_per_channel_default_35" [label="(96,)", style=solid]; -"398 conv2d_40_scale_0" -> "402 dequantize_per_channel_default_35" [label="(96,)", style=solid]; -"399 conv2d_40_zero_point_0" -> "401 quantize_per_channel_default_35" [label="(96,)", style=solid]; -"399 conv2d_40_zero_point_0" -> "402 dequantize_per_channel_default_35" [label="(96,)", style=solid]; -"400 compressed_weight_updated_constant26" -> "401 quantize_per_channel_default_35" [label="(96, 288, 1, 1)", style=solid]; -"401 quantize_per_channel_default_35" -> "402 dequantize_per_channel_default_35" [label="(96, 288, 1, 1)", style=solid]; -"402 dequantize_per_channel_default_35" -> "404 conv2d_40" [label="(96, 288, 1, 1)", style=solid]; -"403 features_9_block_3_0_weight_bias_0_0" -> "404 conv2d_40" [label="(96,)", style=solid]; -"404 conv2d_40" -> "405 quantize_per_tensor_default_36" [label="(1, 96, 7, 7)", style=solid]; -"405 quantize_per_tensor_default_36" -> "406 dequantize_per_tensor_default_48" [label="(1, 96, 7, 7)", style=solid]; -"405 quantize_per_tensor_default_36" -> "407 dequantize_per_tensor_default_47" [label="(1, 96, 7, 7)", style=solid]; -"406 dequantize_per_tensor_default_48" -> "452 add__4" [label="(1, 96, 7, 7)", style=solid]; -"407 dequantize_per_tensor_default_47" -> "414 conv2d_41" [label="(1, 96, 7, 7)", style=solid]; -"408 conv2d_41_scale_0" -> "411 quantize_per_channel_default_36" [label="(576,)", style=solid]; -"408 conv2d_41_scale_0" -> "412 dequantize_per_channel_default_36" [label="(576,)", style=solid]; -"409 conv2d_41_zero_point_0" -> "411 quantize_per_channel_default_36" [label="(576,)", style=solid]; -"409 conv2d_41_zero_point_0" -> "412 dequantize_per_channel_default_36" [label="(576,)", style=solid]; -"410 compressed_weight_updated_constant27" -> "411 quantize_per_channel_default_36" [label="(576, 96, 1, 1)", style=solid]; -"411 quantize_per_channel_default_36" -> "412 dequantize_per_channel_default_36" [label="(576, 96, 1, 1)", style=solid]; -"412 dequantize_per_channel_default_36" -> "414 conv2d_41" [label="(576, 96, 1, 1)", style=solid]; -"413 features_10_block_0_0_weight_bias_0_0" -> "414 conv2d_41" [label="(576,)", style=solid]; -"414 conv2d_41" -> "417 hardswish__13" [label="(1, 576, 7, 7)", style=solid]; -"415 hardswish__13_scale_0" -> "418 quantize_per_channel_default_37" [label="(576,)", style=solid]; -"415 hardswish__13_scale_0" -> "419 dequantize_per_channel_default_37" [label="(576,)", style=solid]; -"416 hardswish__13_zero_point_0" -> "418 quantize_per_channel_default_37" [label="(576,)", style=solid]; -"416 hardswish__13_zero_point_0" -> "419 dequantize_per_channel_default_37" [label="(576,)", style=solid]; -"417 hardswish__13" -> "418 quantize_per_channel_default_37" [label="(1, 576, 7, 7)", style=solid]; -"418 quantize_per_channel_default_37" -> "419 dequantize_per_channel_default_37" [label="(1, 576, 7, 7)", style=solid]; -"419 dequantize_per_channel_default_37" -> "426 conv2d_42" [label="(1, 576, 7, 7)", style=solid]; -"420 conv2d_42_scale_0" -> "423 quantize_per_channel_default_38" [label="(576,)", style=solid]; -"420 conv2d_42_scale_0" -> "424 dequantize_per_channel_default_38" [label="(576,)", style=solid]; -"421 conv2d_42_zero_point_0" -> "423 quantize_per_channel_default_38" [label="(576,)", style=solid]; -"421 conv2d_42_zero_point_0" -> "424 dequantize_per_channel_default_38" [label="(576,)", style=solid]; -"422 compressed_weight_updated_constant28" -> "423 quantize_per_channel_default_38" [label="(576, 1, 5, 5)", style=solid]; -"423 quantize_per_channel_default_38" -> "424 dequantize_per_channel_default_38" [label="(576, 1, 5, 5)", style=solid]; -"424 dequantize_per_channel_default_38" -> "426 conv2d_42" [label="(576, 1, 5, 5)", style=solid]; -"425 features_10_block_1_0_weight_bias_0_0" -> "426 conv2d_42" [label="(576,)", style=solid]; -"426 conv2d_42" -> "427 hardswish__14" [label="(1, 576, 7, 7)", style=solid]; -"427 hardswish__14" -> "428 quantize_per_tensor_default_37" [label="(1, 576, 7, 7)", style=solid]; -"428 quantize_per_tensor_default_37" -> "429 dequantize_per_tensor_default_50" [label="(1, 576, 7, 7)", style=solid]; -"428 quantize_per_tensor_default_37" -> "430 dequantize_per_tensor_default_49" [label="(1, 576, 7, 7)", style=solid]; -"429 dequantize_per_tensor_default_50" -> "440 mul_7" [label="(1, 576, 7, 7)", style=solid]; -"430 dequantize_per_tensor_default_49" -> "431 adaptive_avg_pool2d_7" [label="(1, 576, 7, 7)", style=solid]; -"431 adaptive_avg_pool2d_7" -> "433 conv2d_43" [label="(1, 576, 1, 1)", style=solid]; -"432 features_10_block_2_fc1_bias_0_0" -> "433 conv2d_43" [label="(144,)", style=solid]; -"433 conv2d_43" -> "434 relu_7" [label="(1, 144, 1, 1)", style=solid]; -"434 relu_7" -> "436 conv2d_44" [label="(1, 144, 1, 1)", style=solid]; -"435 features_10_block_2_fc2_bias_0_0" -> "436 conv2d_44" [label="(576,)", style=solid]; -"436 conv2d_44" -> "437 hardsigmoid_7" [label="(1, 576, 1, 1)", style=solid]; -"437 hardsigmoid_7" -> "438 quantize_per_tensor_default_38" [label="(1, 576, 1, 1)", style=solid]; -"438 quantize_per_tensor_default_38" -> "439 dequantize_per_tensor_default_51" [label="(1, 576, 1, 1)", style=solid]; -"439 dequantize_per_tensor_default_51" -> "440 mul_7" [label="(1, 576, 1, 1)", style=solid]; -"440 mul_7" -> "441 quantize_per_tensor_default_39" [label="(1, 576, 7, 7)", style=solid]; -"441 quantize_per_tensor_default_39" -> "442 dequantize_per_tensor_default_52" [label="(1, 576, 7, 7)", style=solid]; -"442 dequantize_per_tensor_default_52" -> "449 conv2d_45" [label="(1, 576, 7, 7)", style=solid]; -"443 conv2d_45_scale_0" -> "446 quantize_per_channel_default_39" [label="(96,)", style=solid]; -"443 conv2d_45_scale_0" -> "447 dequantize_per_channel_default_39" [label="(96,)", style=solid]; -"444 conv2d_45_zero_point_0" -> "446 quantize_per_channel_default_39" [label="(96,)", style=solid]; -"444 conv2d_45_zero_point_0" -> "447 dequantize_per_channel_default_39" [label="(96,)", style=solid]; -"445 compressed_weight_updated_constant29" -> "446 quantize_per_channel_default_39" [label="(96, 576, 1, 1)", style=solid]; -"446 quantize_per_channel_default_39" -> "447 dequantize_per_channel_default_39" [label="(96, 576, 1, 1)", style=solid]; -"447 dequantize_per_channel_default_39" -> "449 conv2d_45" [label="(96, 576, 1, 1)", style=solid]; -"448 features_10_block_3_0_weight_bias_0_0" -> "449 conv2d_45" [label="(96,)", style=solid]; -"449 conv2d_45" -> "450 quantize_per_tensor_default_40" [label="(1, 96, 7, 7)", style=solid]; -"450 quantize_per_tensor_default_40" -> "451 dequantize_per_tensor_default_53" [label="(1, 96, 7, 7)", style=solid]; -"451 dequantize_per_tensor_default_53" -> "452 add__4" [label="(1, 96, 7, 7)", style=solid]; -"452 add__4" -> "453 quantize_per_tensor_default_41" [label="(1, 96, 7, 7)", style=solid]; -"453 quantize_per_tensor_default_41" -> "454 dequantize_per_tensor_default_55" [label="(1, 96, 7, 7)", style=solid]; -"453 quantize_per_tensor_default_41" -> "455 dequantize_per_tensor_default_54" [label="(1, 96, 7, 7)", style=solid]; -"454 dequantize_per_tensor_default_55" -> "500 add__5" [label="(1, 96, 7, 7)", style=solid]; -"455 dequantize_per_tensor_default_54" -> "462 conv2d_46" [label="(1, 96, 7, 7)", style=solid]; -"456 conv2d_46_scale_0" -> "459 quantize_per_channel_default_40" [label="(576,)", style=solid]; -"456 conv2d_46_scale_0" -> "460 dequantize_per_channel_default_40" [label="(576,)", style=solid]; -"457 conv2d_46_zero_point_0" -> "459 quantize_per_channel_default_40" [label="(576,)", style=solid]; -"457 conv2d_46_zero_point_0" -> "460 dequantize_per_channel_default_40" [label="(576,)", style=solid]; -"458 compressed_weight_updated_constant30" -> "459 quantize_per_channel_default_40" [label="(576, 96, 1, 1)", style=solid]; -"459 quantize_per_channel_default_40" -> "460 dequantize_per_channel_default_40" [label="(576, 96, 1, 1)", style=solid]; -"460 dequantize_per_channel_default_40" -> "462 conv2d_46" [label="(576, 96, 1, 1)", style=solid]; -"461 features_11_block_0_0_weight_bias_0_0" -> "462 conv2d_46" [label="(576,)", style=solid]; -"462 conv2d_46" -> "465 hardswish__15" [label="(1, 576, 7, 7)", style=solid]; -"463 hardswish__15_scale_0" -> "466 quantize_per_channel_default_41" [label="(576,)", style=solid]; -"463 hardswish__15_scale_0" -> "467 dequantize_per_channel_default_41" [label="(576,)", style=solid]; -"464 hardswish__15_zero_point_0" -> "466 quantize_per_channel_default_41" [label="(576,)", style=solid]; -"464 hardswish__15_zero_point_0" -> "467 dequantize_per_channel_default_41" [label="(576,)", style=solid]; -"465 hardswish__15" -> "466 quantize_per_channel_default_41" [label="(1, 576, 7, 7)", style=solid]; -"466 quantize_per_channel_default_41" -> "467 dequantize_per_channel_default_41" [label="(1, 576, 7, 7)", style=solid]; -"467 dequantize_per_channel_default_41" -> "474 conv2d_47" [label="(1, 576, 7, 7)", style=solid]; -"468 conv2d_47_scale_0" -> "471 quantize_per_channel_default_42" [label="(576,)", style=solid]; -"468 conv2d_47_scale_0" -> "472 dequantize_per_channel_default_42" [label="(576,)", style=solid]; -"469 conv2d_47_zero_point_0" -> "471 quantize_per_channel_default_42" [label="(576,)", style=solid]; -"469 conv2d_47_zero_point_0" -> "472 dequantize_per_channel_default_42" [label="(576,)", style=solid]; -"470 compressed_weight_updated_constant31" -> "471 quantize_per_channel_default_42" [label="(576, 1, 5, 5)", style=solid]; -"471 quantize_per_channel_default_42" -> "472 dequantize_per_channel_default_42" [label="(576, 1, 5, 5)", style=solid]; -"472 dequantize_per_channel_default_42" -> "474 conv2d_47" [label="(576, 1, 5, 5)", style=solid]; -"473 features_11_block_1_0_weight_bias_0_0" -> "474 conv2d_47" [label="(576,)", style=solid]; -"474 conv2d_47" -> "475 hardswish__16" [label="(1, 576, 7, 7)", style=solid]; -"475 hardswish__16" -> "476 quantize_per_tensor_default_42" [label="(1, 576, 7, 7)", style=solid]; -"476 quantize_per_tensor_default_42" -> "477 dequantize_per_tensor_default_57" [label="(1, 576, 7, 7)", style=solid]; -"476 quantize_per_tensor_default_42" -> "478 dequantize_per_tensor_default_56" [label="(1, 576, 7, 7)", style=solid]; -"477 dequantize_per_tensor_default_57" -> "488 mul_8" [label="(1, 576, 7, 7)", style=solid]; -"478 dequantize_per_tensor_default_56" -> "479 adaptive_avg_pool2d_8" [label="(1, 576, 7, 7)", style=solid]; -"479 adaptive_avg_pool2d_8" -> "481 conv2d_48" [label="(1, 576, 1, 1)", style=solid]; -"480 features_11_block_2_fc1_bias_0_0" -> "481 conv2d_48" [label="(144,)", style=solid]; -"481 conv2d_48" -> "482 relu_8" [label="(1, 144, 1, 1)", style=solid]; -"482 relu_8" -> "484 conv2d_49" [label="(1, 144, 1, 1)", style=solid]; -"483 features_11_block_2_fc2_bias_0_0" -> "484 conv2d_49" [label="(576,)", style=solid]; -"484 conv2d_49" -> "485 hardsigmoid_8" [label="(1, 576, 1, 1)", style=solid]; -"485 hardsigmoid_8" -> "486 quantize_per_tensor_default_43" [label="(1, 576, 1, 1)", style=solid]; -"486 quantize_per_tensor_default_43" -> "487 dequantize_per_tensor_default_58" [label="(1, 576, 1, 1)", style=solid]; -"487 dequantize_per_tensor_default_58" -> "488 mul_8" [label="(1, 576, 1, 1)", style=solid]; -"488 mul_8" -> "489 quantize_per_tensor_default_44" [label="(1, 576, 7, 7)", style=solid]; -"489 quantize_per_tensor_default_44" -> "490 dequantize_per_tensor_default_59" [label="(1, 576, 7, 7)", style=solid]; -"490 dequantize_per_tensor_default_59" -> "497 conv2d_50" [label="(1, 576, 7, 7)", style=solid]; -"491 conv2d_50_scale_0" -> "494 quantize_per_channel_default_43" [label="(96,)", style=solid]; -"491 conv2d_50_scale_0" -> "495 dequantize_per_channel_default_43" [label="(96,)", style=solid]; -"492 conv2d_50_zero_point_0" -> "494 quantize_per_channel_default_43" [label="(96,)", style=solid]; -"492 conv2d_50_zero_point_0" -> "495 dequantize_per_channel_default_43" [label="(96,)", style=solid]; -"493 compressed_weight_updated_constant32" -> "494 quantize_per_channel_default_43" [label="(96, 576, 1, 1)", style=solid]; -"494 quantize_per_channel_default_43" -> "495 dequantize_per_channel_default_43" [label="(96, 576, 1, 1)", style=solid]; -"495 dequantize_per_channel_default_43" -> "497 conv2d_50" [label="(96, 576, 1, 1)", style=solid]; -"496 features_11_block_3_0_weight_bias_0_0" -> "497 conv2d_50" [label="(96,)", style=solid]; -"497 conv2d_50" -> "498 quantize_per_tensor_default_45" [label="(1, 96, 7, 7)", style=solid]; -"498 quantize_per_tensor_default_45" -> "499 dequantize_per_tensor_default_60" [label="(1, 96, 7, 7)", style=solid]; -"499 dequantize_per_tensor_default_60" -> "500 add__5" [label="(1, 96, 7, 7)", style=solid]; -"500 add__5" -> "501 quantize_per_tensor_default_46" [label="(1, 96, 7, 7)", style=solid]; -"501 quantize_per_tensor_default_46" -> "502 dequantize_per_tensor_default_61" [label="(1, 96, 7, 7)", style=solid]; -"502 dequantize_per_tensor_default_61" -> "509 conv2d_51" [label="(1, 96, 7, 7)", style=solid]; -"503 conv2d_51_scale_0" -> "506 quantize_per_channel_default_44" [label="(576,)", style=solid]; -"503 conv2d_51_scale_0" -> "507 dequantize_per_channel_default_44" [label="(576,)", style=solid]; -"504 conv2d_51_zero_point_0" -> "506 quantize_per_channel_default_44" [label="(576,)", style=solid]; -"504 conv2d_51_zero_point_0" -> "507 dequantize_per_channel_default_44" [label="(576,)", style=solid]; -"505 compressed_weight_updated_constant33" -> "506 quantize_per_channel_default_44" [label="(576, 96, 1, 1)", style=solid]; -"506 quantize_per_channel_default_44" -> "507 dequantize_per_channel_default_44" [label="(576, 96, 1, 1)", style=solid]; -"507 dequantize_per_channel_default_44" -> "509 conv2d_51" [label="(576, 96, 1, 1)", style=solid]; -"508 features_12_0_weight_bias_0_0" -> "509 conv2d_51" [label="(576,)", style=solid]; -"509 conv2d_51" -> "510 hardswish__17" [label="(1, 576, 7, 7)", style=solid]; -"510 hardswish__17" -> "511 quantize_per_tensor_default_47" [label="(1, 576, 7, 7)", style=solid]; -"511 quantize_per_tensor_default_47" -> "512 dequantize_per_tensor_default_62" [label="(1, 576, 7, 7)", style=solid]; -"512 dequantize_per_tensor_default_62" -> "513 adaptive_avg_pool2d_9" [label="(1, 576, 7, 7)", style=solid]; -"513 adaptive_avg_pool2d_9" -> "514 quantize_per_tensor_default_48" [label="(1, 576, 1, 1)", style=solid]; -"514 quantize_per_tensor_default_48" -> "515 dequantize_per_tensor_default_63" [label="(1, 576, 1, 1)", style=solid]; -"515 dequantize_per_tensor_default_63" -> "516 flatten" [label="(1, 576, 1, 1)", style=solid]; -"516 flatten" -> "523 linear" [label="(1, 576)", style=solid]; -"517 linear_scale_0" -> "520 quantize_per_channel_default_45" [label="(1024,)", style=solid]; -"517 linear_scale_0" -> "521 dequantize_per_channel_default_45" [label="(1024,)", style=solid]; -"518 linear_zero_point_0" -> "520 quantize_per_channel_default_45" [label="(1024,)", style=solid]; -"518 linear_zero_point_0" -> "521 dequantize_per_channel_default_45" [label="(1024,)", style=solid]; -"519 compressed_weight_updated_constant34" -> "520 quantize_per_channel_default_45" [label="(1024, 576)", style=solid]; -"520 quantize_per_channel_default_45" -> "521 dequantize_per_channel_default_45" [label="(1024, 576)", style=solid]; -"521 dequantize_per_channel_default_45" -> "523 linear" [label="(1024, 576)", style=solid]; -"522 classifier_0_bias_0_0" -> "523 linear" [label="(1024,)", style=solid]; -"523 linear" -> "524 hardswish__18" [label="(1, 1024)", style=solid]; -"524 hardswish__18" -> "525 quantize_per_tensor_default_49" [label="(1, 1024)", style=solid]; -"525 quantize_per_tensor_default_49" -> "526 dequantize_per_tensor_default_64" [label="(1, 1024)", style=solid]; -"526 dequantize_per_tensor_default_64" -> "527 dropout_" [label="(1, 1024)", style=solid]; -"527 dropout_" -> "534 linear_1" [label="(1, 1024)", style=solid]; -"528 linear_1_scale_0" -> "531 quantize_per_channel_default_46" [label="(1000,)", style=solid]; -"528 linear_1_scale_0" -> "532 dequantize_per_channel_default_46" [label="(1000,)", style=solid]; -"529 linear_1_zero_point_0" -> "531 quantize_per_channel_default_46" [label="(1000,)", style=solid]; -"529 linear_1_zero_point_0" -> "532 dequantize_per_channel_default_46" [label="(1000,)", style=solid]; -"530 compressed_weight_updated_constant35" -> "531 quantize_per_channel_default_46" [label="(1000, 1024)", style=solid]; -"531 quantize_per_channel_default_46" -> "532 dequantize_per_channel_default_46" [label="(1000, 1024)", style=solid]; -"532 dequantize_per_channel_default_46" -> "534 linear_1" [label="(1000, 1024)", style=solid]; -"533 classifier_3_bias_0_0" -> "534 linear_1" [label="(1000,)", style=solid]; +"0 features_1_block_1_fc1_weight" -> "65 conv2d_2" [label="(8, 16, 1, 1)", style=solid]; +"1 features_1_block_1_fc1_bias" -> "65 conv2d_2" [label="(8,)", style=solid]; +"2 features_1_block_1_fc2_weight" -> "67 conv2d_3" [label="(16, 8, 1, 1)", style=solid]; +"3 features_1_block_1_fc2_bias" -> "67 conv2d_3" [label="(16,)", style=solid]; +"4 features_4_block_2_fc1_weight" -> "173 conv2d_13" [label="(24, 96, 1, 1)", style=solid]; +"5 features_4_block_2_fc1_bias" -> "173 conv2d_13" [label="(24,)", style=solid]; +"6 features_4_block_2_fc2_weight" -> "175 conv2d_14" [label="(96, 24, 1, 1)", style=solid]; +"7 features_4_block_2_fc2_bias" -> "175 conv2d_14" [label="(96,)", style=solid]; +"8 features_5_block_2_fc1_weight" -> "216 conv2d_18" [label="(64, 240, 1, 1)", style=solid]; +"9 features_5_block_2_fc1_bias" -> "216 conv2d_18" [label="(64,)", style=solid]; +"10 features_5_block_2_fc2_weight" -> "218 conv2d_19" [label="(240, 64, 1, 1)", style=solid]; +"11 features_5_block_2_fc2_bias" -> "218 conv2d_19" [label="(240,)", style=solid]; +"12 features_6_block_2_fc1_weight" -> "262 conv2d_23" [label="(64, 240, 1, 1)", style=solid]; +"13 features_6_block_2_fc1_bias" -> "262 conv2d_23" [label="(64,)", style=solid]; +"14 features_6_block_2_fc2_weight" -> "264 conv2d_24" [label="(240, 64, 1, 1)", style=solid]; +"15 features_6_block_2_fc2_bias" -> "264 conv2d_24" [label="(240,)", style=solid]; +"16 features_7_block_2_fc1_weight" -> "307 conv2d_28" [label="(32, 120, 1, 1)", style=solid]; +"17 features_7_block_2_fc1_bias" -> "307 conv2d_28" [label="(32,)", style=solid]; +"18 features_7_block_2_fc2_weight" -> "309 conv2d_29" [label="(120, 32, 1, 1)", style=solid]; +"19 features_7_block_2_fc2_bias" -> "309 conv2d_29" [label="(120,)", style=solid]; +"20 features_8_block_2_fc1_weight" -> "350 conv2d_33" [label="(40, 144, 1, 1)", style=solid]; +"21 features_8_block_2_fc1_bias" -> "350 conv2d_33" [label="(40,)", style=solid]; +"22 features_8_block_2_fc2_weight" -> "352 conv2d_34" [label="(144, 40, 1, 1)", style=solid]; +"23 features_8_block_2_fc2_bias" -> "352 conv2d_34" [label="(144,)", style=solid]; +"24 features_9_block_2_fc1_weight" -> "395 conv2d_38" [label="(72, 288, 1, 1)", style=solid]; +"25 features_9_block_2_fc1_bias" -> "395 conv2d_38" [label="(72,)", style=solid]; +"26 features_9_block_2_fc2_weight" -> "397 conv2d_39" [label="(288, 72, 1, 1)", style=solid]; +"27 features_9_block_2_fc2_bias" -> "397 conv2d_39" [label="(288,)", style=solid]; +"28 features_10_block_2_fc1_weight" -> "438 conv2d_43" [label="(144, 576, 1, 1)", style=solid]; +"29 features_10_block_2_fc1_bias" -> "438 conv2d_43" [label="(144,)", style=solid]; +"30 features_10_block_2_fc2_weight" -> "440 conv2d_44" [label="(576, 144, 1, 1)", style=solid]; +"31 features_10_block_2_fc2_bias" -> "440 conv2d_44" [label="(576,)", style=solid]; +"32 features_11_block_2_fc1_weight" -> "484 conv2d_48" [label="(144, 576, 1, 1)", style=solid]; +"33 features_11_block_2_fc1_bias" -> "484 conv2d_48" [label="(144,)", style=solid]; +"34 features_11_block_2_fc2_weight" -> "486 conv2d_49" [label="(576, 144, 1, 1)", style=solid]; +"35 features_11_block_2_fc2_bias" -> "486 conv2d_49" [label="(576,)", style=solid]; +"36 classifier_0_bias" -> "524 linear" [label="(1024,)", style=solid]; +"37 classifier_3_bias" -> "534 linear_1" [label="(1000,)", style=solid]; +"38 x" -> "39 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"39 quantize_per_tensor_default" -> "40 dequantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"40 dequantize_per_tensor_default" -> "47 conv2d" [label="(1, 3, 224, 224)", style=solid]; +"41 features_0_0_weight_bias" -> "47 conv2d" [label="(16,)", style=solid]; +"42 conv2d_scale_0" -> "45 quantize_per_channel_default" [label="(16,)", style=solid]; +"42 conv2d_scale_0" -> "46 dequantize_per_channel_default" [label="(16,)", style=solid]; +"43 conv2d_zero_point_0" -> "45 quantize_per_channel_default" [label="(16,)", style=solid]; +"43 conv2d_zero_point_0" -> "46 dequantize_per_channel_default" [label="(16,)", style=solid]; +"44 compressed_weight_updated_constant0" -> "45 quantize_per_channel_default" [label="(16, 3, 3, 3)", style=solid]; +"45 quantize_per_channel_default" -> "46 dequantize_per_channel_default" [label="(16, 3, 3, 3)", style=solid]; +"46 dequantize_per_channel_default" -> "47 conv2d" [label="(16, 3, 3, 3)", style=solid]; +"47 conv2d" -> "50 hardswish_" [label="(1, 16, 112, 112)", style=solid]; +"48 hardswish__scale_0" -> "51 quantize_per_channel_default_1" [label="(16,)", style=solid]; +"48 hardswish__scale_0" -> "52 dequantize_per_channel_default_1" [label="(16,)", style=solid]; +"49 hardswish__zero_point_0" -> "51 quantize_per_channel_default_1" [label="(16,)", style=solid]; +"49 hardswish__zero_point_0" -> "52 dequantize_per_channel_default_1" [label="(16,)", style=solid]; +"50 hardswish_" -> "51 quantize_per_channel_default_1" [label="(1, 16, 112, 112)", style=solid]; +"51 quantize_per_channel_default_1" -> "52 dequantize_per_channel_default_1" [label="(1, 16, 112, 112)", style=solid]; +"52 dequantize_per_channel_default_1" -> "59 conv2d_1" [label="(1, 16, 112, 112)", style=solid]; +"53 features_1_block_0_0_weight_bias" -> "59 conv2d_1" [label="(16,)", style=solid]; +"54 conv2d_1_scale_0" -> "57 quantize_per_channel_default_2" [label="(16,)", style=solid]; +"54 conv2d_1_scale_0" -> "58 dequantize_per_channel_default_2" [label="(16,)", style=solid]; +"55 conv2d_1_zero_point_0" -> "57 quantize_per_channel_default_2" [label="(16,)", style=solid]; +"55 conv2d_1_zero_point_0" -> "58 dequantize_per_channel_default_2" [label="(16,)", style=solid]; +"56 compressed_weight_updated_constant1" -> "57 quantize_per_channel_default_2" [label="(16, 1, 3, 3)", style=solid]; +"57 quantize_per_channel_default_2" -> "58 dequantize_per_channel_default_2" [label="(16, 1, 3, 3)", style=solid]; +"58 dequantize_per_channel_default_2" -> "59 conv2d_1" [label="(16, 1, 3, 3)", style=solid]; +"59 conv2d_1" -> "60 relu_" [label="(1, 16, 56, 56)", style=solid]; +"60 relu_" -> "61 quantize_per_tensor_default_1" [label="(1, 16, 56, 56)", style=solid]; +"61 quantize_per_tensor_default_1" -> "62 dequantize_per_tensor_default_2" [label="(1, 16, 56, 56)", style=solid]; +"61 quantize_per_tensor_default_1" -> "63 dequantize_per_tensor_default_1" [label="(1, 16, 56, 56)", style=solid]; +"62 dequantize_per_tensor_default_2" -> "71 mul" [label="(1, 16, 56, 56)", style=solid]; +"63 dequantize_per_tensor_default_1" -> "64 adaptive_avg_pool2d" [label="(1, 16, 56, 56)", style=solid]; +"64 adaptive_avg_pool2d" -> "65 conv2d_2" [label="(1, 16, 1, 1)", style=solid]; +"65 conv2d_2" -> "66 relu" [label="(1, 8, 1, 1)", style=solid]; +"66 relu" -> "67 conv2d_3" [label="(1, 8, 1, 1)", style=solid]; +"67 conv2d_3" -> "68 hardsigmoid" [label="(1, 16, 1, 1)", style=solid]; +"68 hardsigmoid" -> "69 quantize_per_tensor_default_2" [label="(1, 16, 1, 1)", style=solid]; +"69 quantize_per_tensor_default_2" -> "70 dequantize_per_tensor_default_3" [label="(1, 16, 1, 1)", style=solid]; +"70 dequantize_per_tensor_default_3" -> "71 mul" [label="(1, 16, 1, 1)", style=solid]; +"71 mul" -> "72 quantize_per_tensor_default_3" [label="(1, 16, 56, 56)", style=solid]; +"72 quantize_per_tensor_default_3" -> "73 dequantize_per_tensor_default_4" [label="(1, 16, 56, 56)", style=solid]; +"73 dequantize_per_tensor_default_4" -> "80 conv2d_4" [label="(1, 16, 56, 56)", style=solid]; +"74 features_1_block_2_0_weight_bias" -> "80 conv2d_4" [label="(16,)", style=solid]; +"75 conv2d_4_scale_0" -> "78 quantize_per_channel_default_3" [label="(16,)", style=solid]; +"75 conv2d_4_scale_0" -> "79 dequantize_per_channel_default_3" [label="(16,)", style=solid]; +"76 conv2d_4_zero_point_0" -> "78 quantize_per_channel_default_3" [label="(16,)", style=solid]; +"76 conv2d_4_zero_point_0" -> "79 dequantize_per_channel_default_3" [label="(16,)", style=solid]; +"77 compressed_weight_updated_constant2" -> "78 quantize_per_channel_default_3" [label="(16, 16, 1, 1)", style=solid]; +"78 quantize_per_channel_default_3" -> "79 dequantize_per_channel_default_3" [label="(16, 16, 1, 1)", style=solid]; +"79 dequantize_per_channel_default_3" -> "80 conv2d_4" [label="(16, 16, 1, 1)", style=solid]; +"80 conv2d_4" -> "81 quantize_per_tensor_default_4" [label="(1, 16, 56, 56)", style=solid]; +"81 quantize_per_tensor_default_4" -> "82 dequantize_per_tensor_default_5" [label="(1, 16, 56, 56)", style=solid]; +"82 dequantize_per_tensor_default_5" -> "89 conv2d_5" [label="(1, 16, 56, 56)", style=solid]; +"83 features_2_block_0_0_weight_bias" -> "89 conv2d_5" [label="(72,)", style=solid]; +"84 conv2d_5_scale_0" -> "87 quantize_per_channel_default_4" [label="(72,)", style=solid]; +"84 conv2d_5_scale_0" -> "88 dequantize_per_channel_default_4" [label="(72,)", style=solid]; +"85 conv2d_5_zero_point_0" -> "87 quantize_per_channel_default_4" [label="(72,)", style=solid]; +"85 conv2d_5_zero_point_0" -> "88 dequantize_per_channel_default_4" [label="(72,)", style=solid]; +"86 compressed_weight_updated_constant3" -> "87 quantize_per_channel_default_4" [label="(72, 16, 1, 1)", style=solid]; +"87 quantize_per_channel_default_4" -> "88 dequantize_per_channel_default_4" [label="(72, 16, 1, 1)", style=solid]; +"88 dequantize_per_channel_default_4" -> "89 conv2d_5" [label="(72, 16, 1, 1)", style=solid]; +"89 conv2d_5" -> "92 relu__1" [label="(1, 72, 56, 56)", style=solid]; +"90 relu__1_scale_0" -> "93 quantize_per_channel_default_5" [label="(72,)", style=solid]; +"90 relu__1_scale_0" -> "94 dequantize_per_channel_default_5" [label="(72,)", style=solid]; +"91 relu__1_zero_point_0" -> "93 quantize_per_channel_default_5" [label="(72,)", style=solid]; +"91 relu__1_zero_point_0" -> "94 dequantize_per_channel_default_5" [label="(72,)", style=solid]; +"92 relu__1" -> "93 quantize_per_channel_default_5" [label="(1, 72, 56, 56)", style=solid]; +"93 quantize_per_channel_default_5" -> "94 dequantize_per_channel_default_5" [label="(1, 72, 56, 56)", style=solid]; +"94 dequantize_per_channel_default_5" -> "101 conv2d_6" [label="(1, 72, 56, 56)", style=solid]; +"95 features_2_block_1_0_weight_bias" -> "101 conv2d_6" [label="(72,)", style=solid]; +"96 conv2d_6_scale_0" -> "99 quantize_per_channel_default_6" [label="(72,)", style=solid]; +"96 conv2d_6_scale_0" -> "100 dequantize_per_channel_default_6" [label="(72,)", style=solid]; +"97 conv2d_6_zero_point_0" -> "99 quantize_per_channel_default_6" [label="(72,)", style=solid]; +"97 conv2d_6_zero_point_0" -> "100 dequantize_per_channel_default_6" [label="(72,)", style=solid]; +"98 compressed_weight_updated_constant4" -> "99 quantize_per_channel_default_6" [label="(72, 1, 3, 3)", style=solid]; +"99 quantize_per_channel_default_6" -> "100 dequantize_per_channel_default_6" [label="(72, 1, 3, 3)", style=solid]; +"100 dequantize_per_channel_default_6" -> "101 conv2d_6" [label="(72, 1, 3, 3)", style=solid]; +"101 conv2d_6" -> "102 relu__2" [label="(1, 72, 28, 28)", style=solid]; +"102 relu__2" -> "103 quantize_per_tensor_default_5" [label="(1, 72, 28, 28)", style=solid]; +"103 quantize_per_tensor_default_5" -> "104 dequantize_per_tensor_default_6" [label="(1, 72, 28, 28)", style=solid]; +"104 dequantize_per_tensor_default_6" -> "111 conv2d_7" [label="(1, 72, 28, 28)", style=solid]; +"105 features_2_block_2_0_weight_bias" -> "111 conv2d_7" [label="(24,)", style=solid]; +"106 conv2d_7_scale_0" -> "109 quantize_per_channel_default_7" [label="(24,)", style=solid]; +"106 conv2d_7_scale_0" -> "110 dequantize_per_channel_default_7" [label="(24,)", style=solid]; +"107 conv2d_7_zero_point_0" -> "109 quantize_per_channel_default_7" [label="(24,)", style=solid]; +"107 conv2d_7_zero_point_0" -> "110 dequantize_per_channel_default_7" [label="(24,)", style=solid]; +"108 compressed_weight_updated_constant5" -> "109 quantize_per_channel_default_7" [label="(24, 72, 1, 1)", style=solid]; +"109 quantize_per_channel_default_7" -> "110 dequantize_per_channel_default_7" [label="(24, 72, 1, 1)", style=solid]; +"110 dequantize_per_channel_default_7" -> "111 conv2d_7" [label="(24, 72, 1, 1)", style=solid]; +"111 conv2d_7" -> "112 quantize_per_tensor_default_6" [label="(1, 24, 28, 28)", style=solid]; +"112 quantize_per_tensor_default_6" -> "113 dequantize_per_tensor_default_8" [label="(1, 24, 28, 28)", style=solid]; +"112 quantize_per_tensor_default_6" -> "114 dequantize_per_tensor_default_7" [label="(1, 24, 28, 28)", style=solid]; +"113 dequantize_per_tensor_default_8" -> "146 add_" [label="(1, 24, 28, 28)", style=solid]; +"114 dequantize_per_tensor_default_7" -> "121 conv2d_8" [label="(1, 24, 28, 28)", style=solid]; +"115 features_3_block_0_0_weight_bias" -> "121 conv2d_8" [label="(88,)", style=solid]; +"116 conv2d_8_scale_0" -> "119 quantize_per_channel_default_8" [label="(88,)", style=solid]; +"116 conv2d_8_scale_0" -> "120 dequantize_per_channel_default_8" [label="(88,)", style=solid]; +"117 conv2d_8_zero_point_0" -> "119 quantize_per_channel_default_8" [label="(88,)", style=solid]; +"117 conv2d_8_zero_point_0" -> "120 dequantize_per_channel_default_8" [label="(88,)", style=solid]; +"118 compressed_weight_updated_constant6" -> "119 quantize_per_channel_default_8" [label="(88, 24, 1, 1)", style=solid]; +"119 quantize_per_channel_default_8" -> "120 dequantize_per_channel_default_8" [label="(88, 24, 1, 1)", style=solid]; +"120 dequantize_per_channel_default_8" -> "121 conv2d_8" [label="(88, 24, 1, 1)", style=solid]; +"121 conv2d_8" -> "124 relu__3" [label="(1, 88, 28, 28)", style=solid]; +"122 relu__3_scale_0" -> "125 quantize_per_channel_default_9" [label="(88,)", style=solid]; +"122 relu__3_scale_0" -> "126 dequantize_per_channel_default_9" [label="(88,)", style=solid]; +"123 relu__3_zero_point_0" -> "125 quantize_per_channel_default_9" [label="(88,)", style=solid]; +"123 relu__3_zero_point_0" -> "126 dequantize_per_channel_default_9" [label="(88,)", style=solid]; +"124 relu__3" -> "125 quantize_per_channel_default_9" [label="(1, 88, 28, 28)", style=solid]; +"125 quantize_per_channel_default_9" -> "126 dequantize_per_channel_default_9" [label="(1, 88, 28, 28)", style=solid]; +"126 dequantize_per_channel_default_9" -> "133 conv2d_9" [label="(1, 88, 28, 28)", style=solid]; +"127 features_3_block_1_0_weight_bias" -> "133 conv2d_9" [label="(88,)", style=solid]; +"128 conv2d_9_scale_0" -> "131 quantize_per_channel_default_10" [label="(88,)", style=solid]; +"128 conv2d_9_scale_0" -> "132 dequantize_per_channel_default_10" [label="(88,)", style=solid]; +"129 conv2d_9_zero_point_0" -> "131 quantize_per_channel_default_10" [label="(88,)", style=solid]; +"129 conv2d_9_zero_point_0" -> "132 dequantize_per_channel_default_10" [label="(88,)", style=solid]; +"130 compressed_weight_updated_constant7" -> "131 quantize_per_channel_default_10" [label="(88, 1, 3, 3)", style=solid]; +"131 quantize_per_channel_default_10" -> "132 dequantize_per_channel_default_10" [label="(88, 1, 3, 3)", style=solid]; +"132 dequantize_per_channel_default_10" -> "133 conv2d_9" [label="(88, 1, 3, 3)", style=solid]; +"133 conv2d_9" -> "134 relu__4" [label="(1, 88, 28, 28)", style=solid]; +"134 relu__4" -> "135 quantize_per_tensor_default_7" [label="(1, 88, 28, 28)", style=solid]; +"135 quantize_per_tensor_default_7" -> "136 dequantize_per_tensor_default_9" [label="(1, 88, 28, 28)", style=solid]; +"136 dequantize_per_tensor_default_9" -> "143 conv2d_10" [label="(1, 88, 28, 28)", style=solid]; +"137 features_3_block_2_0_weight_bias" -> "143 conv2d_10" [label="(24,)", style=solid]; +"138 conv2d_10_scale_0" -> "141 quantize_per_channel_default_11" [label="(24,)", style=solid]; +"138 conv2d_10_scale_0" -> "142 dequantize_per_channel_default_11" [label="(24,)", style=solid]; +"139 conv2d_10_zero_point_0" -> "141 quantize_per_channel_default_11" [label="(24,)", style=solid]; +"139 conv2d_10_zero_point_0" -> "142 dequantize_per_channel_default_11" [label="(24,)", style=solid]; +"140 compressed_weight_updated_constant8" -> "141 quantize_per_channel_default_11" [label="(24, 88, 1, 1)", style=solid]; +"141 quantize_per_channel_default_11" -> "142 dequantize_per_channel_default_11" [label="(24, 88, 1, 1)", style=solid]; +"142 dequantize_per_channel_default_11" -> "143 conv2d_10" [label="(24, 88, 1, 1)", style=solid]; +"143 conv2d_10" -> "144 quantize_per_tensor_default_8" [label="(1, 24, 28, 28)", style=solid]; +"144 quantize_per_tensor_default_8" -> "145 dequantize_per_tensor_default_10" [label="(1, 24, 28, 28)", style=solid]; +"145 dequantize_per_tensor_default_10" -> "146 add_" [label="(1, 24, 28, 28)", style=solid]; +"146 add_" -> "147 quantize_per_tensor_default_9" [label="(1, 24, 28, 28)", style=solid]; +"147 quantize_per_tensor_default_9" -> "148 dequantize_per_tensor_default_11" [label="(1, 24, 28, 28)", style=solid]; +"148 dequantize_per_tensor_default_11" -> "155 conv2d_11" [label="(1, 24, 28, 28)", style=solid]; +"149 features_4_block_0_0_weight_bias" -> "155 conv2d_11" [label="(96,)", style=solid]; +"150 conv2d_11_scale_0" -> "153 quantize_per_channel_default_12" [label="(96,)", style=solid]; +"150 conv2d_11_scale_0" -> "154 dequantize_per_channel_default_12" [label="(96,)", style=solid]; +"151 conv2d_11_zero_point_0" -> "153 quantize_per_channel_default_12" [label="(96,)", style=solid]; +"151 conv2d_11_zero_point_0" -> "154 dequantize_per_channel_default_12" [label="(96,)", style=solid]; +"152 compressed_weight_updated_constant9" -> "153 quantize_per_channel_default_12" [label="(96, 24, 1, 1)", style=solid]; +"153 quantize_per_channel_default_12" -> "154 dequantize_per_channel_default_12" [label="(96, 24, 1, 1)", style=solid]; +"154 dequantize_per_channel_default_12" -> "155 conv2d_11" [label="(96, 24, 1, 1)", style=solid]; +"155 conv2d_11" -> "158 hardswish__1" [label="(1, 96, 28, 28)", style=solid]; +"156 hardswish__1_scale_0" -> "159 quantize_per_channel_default_13" [label="(96,)", style=solid]; +"156 hardswish__1_scale_0" -> "160 dequantize_per_channel_default_13" [label="(96,)", style=solid]; +"157 hardswish__1_zero_point_0" -> "159 quantize_per_channel_default_13" [label="(96,)", style=solid]; +"157 hardswish__1_zero_point_0" -> "160 dequantize_per_channel_default_13" [label="(96,)", style=solid]; +"158 hardswish__1" -> "159 quantize_per_channel_default_13" [label="(1, 96, 28, 28)", style=solid]; +"159 quantize_per_channel_default_13" -> "160 dequantize_per_channel_default_13" [label="(1, 96, 28, 28)", style=solid]; +"160 dequantize_per_channel_default_13" -> "167 conv2d_12" [label="(1, 96, 28, 28)", style=solid]; +"161 features_4_block_1_0_weight_bias" -> "167 conv2d_12" [label="(96,)", style=solid]; +"162 conv2d_12_scale_0" -> "165 quantize_per_channel_default_14" [label="(96,)", style=solid]; +"162 conv2d_12_scale_0" -> "166 dequantize_per_channel_default_14" [label="(96,)", style=solid]; +"163 conv2d_12_zero_point_0" -> "165 quantize_per_channel_default_14" [label="(96,)", style=solid]; +"163 conv2d_12_zero_point_0" -> "166 dequantize_per_channel_default_14" [label="(96,)", style=solid]; +"164 compressed_weight_updated_constant10" -> "165 quantize_per_channel_default_14" [label="(96, 1, 5, 5)", style=solid]; +"165 quantize_per_channel_default_14" -> "166 dequantize_per_channel_default_14" [label="(96, 1, 5, 5)", style=solid]; +"166 dequantize_per_channel_default_14" -> "167 conv2d_12" [label="(96, 1, 5, 5)", style=solid]; +"167 conv2d_12" -> "168 hardswish__2" [label="(1, 96, 14, 14)", style=solid]; +"168 hardswish__2" -> "169 quantize_per_tensor_default_10" [label="(1, 96, 14, 14)", style=solid]; +"169 quantize_per_tensor_default_10" -> "170 dequantize_per_tensor_default_13" [label="(1, 96, 14, 14)", style=solid]; +"169 quantize_per_tensor_default_10" -> "171 dequantize_per_tensor_default_12" [label="(1, 96, 14, 14)", style=solid]; +"170 dequantize_per_tensor_default_13" -> "179 mul_1" [label="(1, 96, 14, 14)", style=solid]; +"171 dequantize_per_tensor_default_12" -> "172 adaptive_avg_pool2d_1" [label="(1, 96, 14, 14)", style=solid]; +"172 adaptive_avg_pool2d_1" -> "173 conv2d_13" [label="(1, 96, 1, 1)", style=solid]; +"173 conv2d_13" -> "174 relu_1" [label="(1, 24, 1, 1)", style=solid]; +"174 relu_1" -> "175 conv2d_14" [label="(1, 24, 1, 1)", style=solid]; +"175 conv2d_14" -> "176 hardsigmoid_1" [label="(1, 96, 1, 1)", style=solid]; +"176 hardsigmoid_1" -> "177 quantize_per_tensor_default_11" [label="(1, 96, 1, 1)", style=solid]; +"177 quantize_per_tensor_default_11" -> "178 dequantize_per_tensor_default_14" [label="(1, 96, 1, 1)", style=solid]; +"178 dequantize_per_tensor_default_14" -> "179 mul_1" [label="(1, 96, 1, 1)", style=solid]; +"179 mul_1" -> "180 quantize_per_tensor_default_12" [label="(1, 96, 14, 14)", style=solid]; +"180 quantize_per_tensor_default_12" -> "181 dequantize_per_tensor_default_15" [label="(1, 96, 14, 14)", style=solid]; +"181 dequantize_per_tensor_default_15" -> "188 conv2d_15" [label="(1, 96, 14, 14)", style=solid]; +"182 features_4_block_3_0_weight_bias" -> "188 conv2d_15" [label="(40,)", style=solid]; +"183 conv2d_15_scale_0" -> "186 quantize_per_channel_default_15" [label="(40,)", style=solid]; +"183 conv2d_15_scale_0" -> "187 dequantize_per_channel_default_15" [label="(40,)", style=solid]; +"184 conv2d_15_zero_point_0" -> "186 quantize_per_channel_default_15" [label="(40,)", style=solid]; +"184 conv2d_15_zero_point_0" -> "187 dequantize_per_channel_default_15" [label="(40,)", style=solid]; +"185 compressed_weight_updated_constant11" -> "186 quantize_per_channel_default_15" [label="(40, 96, 1, 1)", style=solid]; +"186 quantize_per_channel_default_15" -> "187 dequantize_per_channel_default_15" [label="(40, 96, 1, 1)", style=solid]; +"187 dequantize_per_channel_default_15" -> "188 conv2d_15" [label="(40, 96, 1, 1)", style=solid]; +"188 conv2d_15" -> "189 quantize_per_tensor_default_13" [label="(1, 40, 14, 14)", style=solid]; +"189 quantize_per_tensor_default_13" -> "190 dequantize_per_tensor_default_17" [label="(1, 40, 14, 14)", style=solid]; +"189 quantize_per_tensor_default_13" -> "191 dequantize_per_tensor_default_16" [label="(1, 40, 14, 14)", style=solid]; +"190 dequantize_per_tensor_default_17" -> "234 add__1" [label="(1, 40, 14, 14)", style=solid]; +"191 dequantize_per_tensor_default_16" -> "198 conv2d_16" [label="(1, 40, 14, 14)", style=solid]; +"192 features_5_block_0_0_weight_bias" -> "198 conv2d_16" [label="(240,)", style=solid]; +"193 conv2d_16_scale_0" -> "196 quantize_per_channel_default_16" [label="(240,)", style=solid]; +"193 conv2d_16_scale_0" -> "197 dequantize_per_channel_default_16" [label="(240,)", style=solid]; +"194 conv2d_16_zero_point_0" -> "196 quantize_per_channel_default_16" [label="(240,)", style=solid]; +"194 conv2d_16_zero_point_0" -> "197 dequantize_per_channel_default_16" [label="(240,)", style=solid]; +"195 compressed_weight_updated_constant12" -> "196 quantize_per_channel_default_16" [label="(240, 40, 1, 1)", style=solid]; +"196 quantize_per_channel_default_16" -> "197 dequantize_per_channel_default_16" [label="(240, 40, 1, 1)", style=solid]; +"197 dequantize_per_channel_default_16" -> "198 conv2d_16" [label="(240, 40, 1, 1)", style=solid]; +"198 conv2d_16" -> "201 hardswish__3" [label="(1, 240, 14, 14)", style=solid]; +"199 hardswish__3_scale_0" -> "202 quantize_per_channel_default_17" [label="(240,)", style=solid]; +"199 hardswish__3_scale_0" -> "203 dequantize_per_channel_default_17" [label="(240,)", style=solid]; +"200 hardswish__3_zero_point_0" -> "202 quantize_per_channel_default_17" [label="(240,)", style=solid]; +"200 hardswish__3_zero_point_0" -> "203 dequantize_per_channel_default_17" [label="(240,)", style=solid]; +"201 hardswish__3" -> "202 quantize_per_channel_default_17" [label="(1, 240, 14, 14)", style=solid]; +"202 quantize_per_channel_default_17" -> "203 dequantize_per_channel_default_17" [label="(1, 240, 14, 14)", style=solid]; +"203 dequantize_per_channel_default_17" -> "210 conv2d_17" [label="(1, 240, 14, 14)", style=solid]; +"204 features_5_block_1_0_weight_bias" -> "210 conv2d_17" [label="(240,)", style=solid]; +"205 conv2d_17_scale_0" -> "208 quantize_per_channel_default_18" [label="(240,)", style=solid]; +"205 conv2d_17_scale_0" -> "209 dequantize_per_channel_default_18" [label="(240,)", style=solid]; +"206 conv2d_17_zero_point_0" -> "208 quantize_per_channel_default_18" [label="(240,)", style=solid]; +"206 conv2d_17_zero_point_0" -> "209 dequantize_per_channel_default_18" [label="(240,)", style=solid]; +"207 compressed_weight_updated_constant13" -> "208 quantize_per_channel_default_18" [label="(240, 1, 5, 5)", style=solid]; +"208 quantize_per_channel_default_18" -> "209 dequantize_per_channel_default_18" [label="(240, 1, 5, 5)", style=solid]; +"209 dequantize_per_channel_default_18" -> "210 conv2d_17" [label="(240, 1, 5, 5)", style=solid]; +"210 conv2d_17" -> "211 hardswish__4" [label="(1, 240, 14, 14)", style=solid]; +"211 hardswish__4" -> "212 quantize_per_tensor_default_14" [label="(1, 240, 14, 14)", style=solid]; +"212 quantize_per_tensor_default_14" -> "213 dequantize_per_tensor_default_19" [label="(1, 240, 14, 14)", style=solid]; +"212 quantize_per_tensor_default_14" -> "214 dequantize_per_tensor_default_18" [label="(1, 240, 14, 14)", style=solid]; +"213 dequantize_per_tensor_default_19" -> "222 mul_2" [label="(1, 240, 14, 14)", style=solid]; +"214 dequantize_per_tensor_default_18" -> "215 adaptive_avg_pool2d_2" [label="(1, 240, 14, 14)", style=solid]; +"215 adaptive_avg_pool2d_2" -> "216 conv2d_18" [label="(1, 240, 1, 1)", style=solid]; +"216 conv2d_18" -> "217 relu_2" [label="(1, 64, 1, 1)", style=solid]; +"217 relu_2" -> "218 conv2d_19" [label="(1, 64, 1, 1)", style=solid]; +"218 conv2d_19" -> "219 hardsigmoid_2" [label="(1, 240, 1, 1)", style=solid]; +"219 hardsigmoid_2" -> "220 quantize_per_tensor_default_15" [label="(1, 240, 1, 1)", style=solid]; +"220 quantize_per_tensor_default_15" -> "221 dequantize_per_tensor_default_20" [label="(1, 240, 1, 1)", style=solid]; +"221 dequantize_per_tensor_default_20" -> "222 mul_2" [label="(1, 240, 1, 1)", style=solid]; +"222 mul_2" -> "223 quantize_per_tensor_default_16" [label="(1, 240, 14, 14)", style=solid]; +"223 quantize_per_tensor_default_16" -> "224 dequantize_per_tensor_default_21" [label="(1, 240, 14, 14)", style=solid]; +"224 dequantize_per_tensor_default_21" -> "231 conv2d_20" [label="(1, 240, 14, 14)", style=solid]; +"225 features_5_block_3_0_weight_bias" -> "231 conv2d_20" [label="(40,)", style=solid]; +"226 conv2d_20_scale_0" -> "229 quantize_per_channel_default_19" [label="(40,)", style=solid]; +"226 conv2d_20_scale_0" -> "230 dequantize_per_channel_default_19" [label="(40,)", style=solid]; +"227 conv2d_20_zero_point_0" -> "229 quantize_per_channel_default_19" [label="(40,)", style=solid]; +"227 conv2d_20_zero_point_0" -> "230 dequantize_per_channel_default_19" [label="(40,)", style=solid]; +"228 compressed_weight_updated_constant14" -> "229 quantize_per_channel_default_19" [label="(40, 240, 1, 1)", style=solid]; +"229 quantize_per_channel_default_19" -> "230 dequantize_per_channel_default_19" [label="(40, 240, 1, 1)", style=solid]; +"230 dequantize_per_channel_default_19" -> "231 conv2d_20" [label="(40, 240, 1, 1)", style=solid]; +"231 conv2d_20" -> "232 quantize_per_tensor_default_17" [label="(1, 40, 14, 14)", style=solid]; +"232 quantize_per_tensor_default_17" -> "233 dequantize_per_tensor_default_22" [label="(1, 40, 14, 14)", style=solid]; +"233 dequantize_per_tensor_default_22" -> "234 add__1" [label="(1, 40, 14, 14)", style=solid]; +"234 add__1" -> "235 quantize_per_tensor_default_18" [label="(1, 40, 14, 14)", style=solid]; +"235 quantize_per_tensor_default_18" -> "236 dequantize_per_tensor_default_24" [label="(1, 40, 14, 14)", style=solid]; +"235 quantize_per_tensor_default_18" -> "237 dequantize_per_tensor_default_23" [label="(1, 40, 14, 14)", style=solid]; +"236 dequantize_per_tensor_default_24" -> "280 add__2" [label="(1, 40, 14, 14)", style=solid]; +"237 dequantize_per_tensor_default_23" -> "244 conv2d_21" [label="(1, 40, 14, 14)", style=solid]; +"238 features_6_block_0_0_weight_bias" -> "244 conv2d_21" [label="(240,)", style=solid]; +"239 conv2d_21_scale_0" -> "242 quantize_per_channel_default_20" [label="(240,)", style=solid]; +"239 conv2d_21_scale_0" -> "243 dequantize_per_channel_default_20" [label="(240,)", style=solid]; +"240 conv2d_21_zero_point_0" -> "242 quantize_per_channel_default_20" [label="(240,)", style=solid]; +"240 conv2d_21_zero_point_0" -> "243 dequantize_per_channel_default_20" [label="(240,)", style=solid]; +"241 compressed_weight_updated_constant15" -> "242 quantize_per_channel_default_20" [label="(240, 40, 1, 1)", style=solid]; +"242 quantize_per_channel_default_20" -> "243 dequantize_per_channel_default_20" [label="(240, 40, 1, 1)", style=solid]; +"243 dequantize_per_channel_default_20" -> "244 conv2d_21" [label="(240, 40, 1, 1)", style=solid]; +"244 conv2d_21" -> "247 hardswish__5" [label="(1, 240, 14, 14)", style=solid]; +"245 hardswish__5_scale_0" -> "248 quantize_per_channel_default_21" [label="(240,)", style=solid]; +"245 hardswish__5_scale_0" -> "249 dequantize_per_channel_default_21" [label="(240,)", style=solid]; +"246 hardswish__5_zero_point_0" -> "248 quantize_per_channel_default_21" [label="(240,)", style=solid]; +"246 hardswish__5_zero_point_0" -> "249 dequantize_per_channel_default_21" [label="(240,)", style=solid]; +"247 hardswish__5" -> "248 quantize_per_channel_default_21" [label="(1, 240, 14, 14)", style=solid]; +"248 quantize_per_channel_default_21" -> "249 dequantize_per_channel_default_21" [label="(1, 240, 14, 14)", style=solid]; +"249 dequantize_per_channel_default_21" -> "256 conv2d_22" [label="(1, 240, 14, 14)", style=solid]; +"250 features_6_block_1_0_weight_bias" -> "256 conv2d_22" [label="(240,)", style=solid]; +"251 conv2d_22_scale_0" -> "254 quantize_per_channel_default_22" [label="(240,)", style=solid]; +"251 conv2d_22_scale_0" -> "255 dequantize_per_channel_default_22" [label="(240,)", style=solid]; +"252 conv2d_22_zero_point_0" -> "254 quantize_per_channel_default_22" [label="(240,)", style=solid]; +"252 conv2d_22_zero_point_0" -> "255 dequantize_per_channel_default_22" [label="(240,)", style=solid]; +"253 compressed_weight_updated_constant16" -> "254 quantize_per_channel_default_22" [label="(240, 1, 5, 5)", style=solid]; +"254 quantize_per_channel_default_22" -> "255 dequantize_per_channel_default_22" [label="(240, 1, 5, 5)", style=solid]; +"255 dequantize_per_channel_default_22" -> "256 conv2d_22" [label="(240, 1, 5, 5)", style=solid]; +"256 conv2d_22" -> "257 hardswish__6" [label="(1, 240, 14, 14)", style=solid]; +"257 hardswish__6" -> "258 quantize_per_tensor_default_19" [label="(1, 240, 14, 14)", style=solid]; +"258 quantize_per_tensor_default_19" -> "259 dequantize_per_tensor_default_26" [label="(1, 240, 14, 14)", style=solid]; +"258 quantize_per_tensor_default_19" -> "260 dequantize_per_tensor_default_25" [label="(1, 240, 14, 14)", style=solid]; +"259 dequantize_per_tensor_default_26" -> "268 mul_3" [label="(1, 240, 14, 14)", style=solid]; +"260 dequantize_per_tensor_default_25" -> "261 adaptive_avg_pool2d_3" [label="(1, 240, 14, 14)", style=solid]; +"261 adaptive_avg_pool2d_3" -> "262 conv2d_23" [label="(1, 240, 1, 1)", style=solid]; +"262 conv2d_23" -> "263 relu_3" [label="(1, 64, 1, 1)", style=solid]; +"263 relu_3" -> "264 conv2d_24" [label="(1, 64, 1, 1)", style=solid]; +"264 conv2d_24" -> "265 hardsigmoid_3" [label="(1, 240, 1, 1)", style=solid]; +"265 hardsigmoid_3" -> "266 quantize_per_tensor_default_20" [label="(1, 240, 1, 1)", style=solid]; +"266 quantize_per_tensor_default_20" -> "267 dequantize_per_tensor_default_27" [label="(1, 240, 1, 1)", style=solid]; +"267 dequantize_per_tensor_default_27" -> "268 mul_3" [label="(1, 240, 1, 1)", style=solid]; +"268 mul_3" -> "269 quantize_per_tensor_default_21" [label="(1, 240, 14, 14)", style=solid]; +"269 quantize_per_tensor_default_21" -> "270 dequantize_per_tensor_default_28" [label="(1, 240, 14, 14)", style=solid]; +"270 dequantize_per_tensor_default_28" -> "277 conv2d_25" [label="(1, 240, 14, 14)", style=solid]; +"271 features_6_block_3_0_weight_bias" -> "277 conv2d_25" [label="(40,)", style=solid]; +"272 conv2d_25_scale_0" -> "275 quantize_per_channel_default_23" [label="(40,)", style=solid]; +"272 conv2d_25_scale_0" -> "276 dequantize_per_channel_default_23" [label="(40,)", style=solid]; +"273 conv2d_25_zero_point_0" -> "275 quantize_per_channel_default_23" [label="(40,)", style=solid]; +"273 conv2d_25_zero_point_0" -> "276 dequantize_per_channel_default_23" [label="(40,)", style=solid]; +"274 compressed_weight_updated_constant17" -> "275 quantize_per_channel_default_23" [label="(40, 240, 1, 1)", style=solid]; +"275 quantize_per_channel_default_23" -> "276 dequantize_per_channel_default_23" [label="(40, 240, 1, 1)", style=solid]; +"276 dequantize_per_channel_default_23" -> "277 conv2d_25" [label="(40, 240, 1, 1)", style=solid]; +"277 conv2d_25" -> "278 quantize_per_tensor_default_22" [label="(1, 40, 14, 14)", style=solid]; +"278 quantize_per_tensor_default_22" -> "279 dequantize_per_tensor_default_29" [label="(1, 40, 14, 14)", style=solid]; +"279 dequantize_per_tensor_default_29" -> "280 add__2" [label="(1, 40, 14, 14)", style=solid]; +"280 add__2" -> "281 quantize_per_tensor_default_23" [label="(1, 40, 14, 14)", style=solid]; +"281 quantize_per_tensor_default_23" -> "282 dequantize_per_tensor_default_30" [label="(1, 40, 14, 14)", style=solid]; +"282 dequantize_per_tensor_default_30" -> "289 conv2d_26" [label="(1, 40, 14, 14)", style=solid]; +"283 features_7_block_0_0_weight_bias" -> "289 conv2d_26" [label="(120,)", style=solid]; +"284 conv2d_26_scale_0" -> "287 quantize_per_channel_default_24" [label="(120,)", style=solid]; +"284 conv2d_26_scale_0" -> "288 dequantize_per_channel_default_24" [label="(120,)", style=solid]; +"285 conv2d_26_zero_point_0" -> "287 quantize_per_channel_default_24" [label="(120,)", style=solid]; +"285 conv2d_26_zero_point_0" -> "288 dequantize_per_channel_default_24" [label="(120,)", style=solid]; +"286 compressed_weight_updated_constant18" -> "287 quantize_per_channel_default_24" [label="(120, 40, 1, 1)", style=solid]; +"287 quantize_per_channel_default_24" -> "288 dequantize_per_channel_default_24" [label="(120, 40, 1, 1)", style=solid]; +"288 dequantize_per_channel_default_24" -> "289 conv2d_26" [label="(120, 40, 1, 1)", style=solid]; +"289 conv2d_26" -> "292 hardswish__7" [label="(1, 120, 14, 14)", style=solid]; +"290 hardswish__7_scale_0" -> "293 quantize_per_channel_default_25" [label="(120,)", style=solid]; +"290 hardswish__7_scale_0" -> "294 dequantize_per_channel_default_25" [label="(120,)", style=solid]; +"291 hardswish__7_zero_point_0" -> "293 quantize_per_channel_default_25" [label="(120,)", style=solid]; +"291 hardswish__7_zero_point_0" -> "294 dequantize_per_channel_default_25" [label="(120,)", style=solid]; +"292 hardswish__7" -> "293 quantize_per_channel_default_25" [label="(1, 120, 14, 14)", style=solid]; +"293 quantize_per_channel_default_25" -> "294 dequantize_per_channel_default_25" [label="(1, 120, 14, 14)", style=solid]; +"294 dequantize_per_channel_default_25" -> "301 conv2d_27" [label="(1, 120, 14, 14)", style=solid]; +"295 features_7_block_1_0_weight_bias" -> "301 conv2d_27" [label="(120,)", style=solid]; +"296 conv2d_27_scale_0" -> "299 quantize_per_channel_default_26" [label="(120,)", style=solid]; +"296 conv2d_27_scale_0" -> "300 dequantize_per_channel_default_26" [label="(120,)", style=solid]; +"297 conv2d_27_zero_point_0" -> "299 quantize_per_channel_default_26" [label="(120,)", style=solid]; +"297 conv2d_27_zero_point_0" -> "300 dequantize_per_channel_default_26" [label="(120,)", style=solid]; +"298 compressed_weight_updated_constant19" -> "299 quantize_per_channel_default_26" [label="(120, 1, 5, 5)", style=solid]; +"299 quantize_per_channel_default_26" -> "300 dequantize_per_channel_default_26" [label="(120, 1, 5, 5)", style=solid]; +"300 dequantize_per_channel_default_26" -> "301 conv2d_27" [label="(120, 1, 5, 5)", style=solid]; +"301 conv2d_27" -> "302 hardswish__8" [label="(1, 120, 14, 14)", style=solid]; +"302 hardswish__8" -> "303 quantize_per_tensor_default_24" [label="(1, 120, 14, 14)", style=solid]; +"303 quantize_per_tensor_default_24" -> "304 dequantize_per_tensor_default_32" [label="(1, 120, 14, 14)", style=solid]; +"303 quantize_per_tensor_default_24" -> "305 dequantize_per_tensor_default_31" [label="(1, 120, 14, 14)", style=solid]; +"304 dequantize_per_tensor_default_32" -> "313 mul_4" [label="(1, 120, 14, 14)", style=solid]; +"305 dequantize_per_tensor_default_31" -> "306 adaptive_avg_pool2d_4" [label="(1, 120, 14, 14)", style=solid]; +"306 adaptive_avg_pool2d_4" -> "307 conv2d_28" [label="(1, 120, 1, 1)", style=solid]; +"307 conv2d_28" -> "308 relu_4" [label="(1, 32, 1, 1)", style=solid]; +"308 relu_4" -> "309 conv2d_29" [label="(1, 32, 1, 1)", style=solid]; +"309 conv2d_29" -> "310 hardsigmoid_4" [label="(1, 120, 1, 1)", style=solid]; +"310 hardsigmoid_4" -> "311 quantize_per_tensor_default_25" [label="(1, 120, 1, 1)", style=solid]; +"311 quantize_per_tensor_default_25" -> "312 dequantize_per_tensor_default_33" [label="(1, 120, 1, 1)", style=solid]; +"312 dequantize_per_tensor_default_33" -> "313 mul_4" [label="(1, 120, 1, 1)", style=solid]; +"313 mul_4" -> "314 quantize_per_tensor_default_26" [label="(1, 120, 14, 14)", style=solid]; +"314 quantize_per_tensor_default_26" -> "315 dequantize_per_tensor_default_34" [label="(1, 120, 14, 14)", style=solid]; +"315 dequantize_per_tensor_default_34" -> "322 conv2d_30" [label="(1, 120, 14, 14)", style=solid]; +"316 features_7_block_3_0_weight_bias" -> "322 conv2d_30" [label="(48,)", style=solid]; +"317 conv2d_30_scale_0" -> "320 quantize_per_channel_default_27" [label="(48,)", style=solid]; +"317 conv2d_30_scale_0" -> "321 dequantize_per_channel_default_27" [label="(48,)", style=solid]; +"318 conv2d_30_zero_point_0" -> "320 quantize_per_channel_default_27" [label="(48,)", style=solid]; +"318 conv2d_30_zero_point_0" -> "321 dequantize_per_channel_default_27" [label="(48,)", style=solid]; +"319 compressed_weight_updated_constant20" -> "320 quantize_per_channel_default_27" [label="(48, 120, 1, 1)", style=solid]; +"320 quantize_per_channel_default_27" -> "321 dequantize_per_channel_default_27" [label="(48, 120, 1, 1)", style=solid]; +"321 dequantize_per_channel_default_27" -> "322 conv2d_30" [label="(48, 120, 1, 1)", style=solid]; +"322 conv2d_30" -> "323 quantize_per_tensor_default_27" [label="(1, 48, 14, 14)", style=solid]; +"323 quantize_per_tensor_default_27" -> "324 dequantize_per_tensor_default_36" [label="(1, 48, 14, 14)", style=solid]; +"323 quantize_per_tensor_default_27" -> "325 dequantize_per_tensor_default_35" [label="(1, 48, 14, 14)", style=solid]; +"324 dequantize_per_tensor_default_36" -> "368 add__3" [label="(1, 48, 14, 14)", style=solid]; +"325 dequantize_per_tensor_default_35" -> "332 conv2d_31" [label="(1, 48, 14, 14)", style=solid]; +"326 features_8_block_0_0_weight_bias" -> "332 conv2d_31" [label="(144,)", style=solid]; +"327 conv2d_31_scale_0" -> "330 quantize_per_channel_default_28" [label="(144,)", style=solid]; +"327 conv2d_31_scale_0" -> "331 dequantize_per_channel_default_28" [label="(144,)", style=solid]; +"328 conv2d_31_zero_point_0" -> "330 quantize_per_channel_default_28" [label="(144,)", style=solid]; +"328 conv2d_31_zero_point_0" -> "331 dequantize_per_channel_default_28" [label="(144,)", style=solid]; +"329 compressed_weight_updated_constant21" -> "330 quantize_per_channel_default_28" [label="(144, 48, 1, 1)", style=solid]; +"330 quantize_per_channel_default_28" -> "331 dequantize_per_channel_default_28" [label="(144, 48, 1, 1)", style=solid]; +"331 dequantize_per_channel_default_28" -> "332 conv2d_31" [label="(144, 48, 1, 1)", style=solid]; +"332 conv2d_31" -> "335 hardswish__9" [label="(1, 144, 14, 14)", style=solid]; +"333 hardswish__9_scale_0" -> "336 quantize_per_channel_default_29" [label="(144,)", style=solid]; +"333 hardswish__9_scale_0" -> "337 dequantize_per_channel_default_29" [label="(144,)", style=solid]; +"334 hardswish__9_zero_point_0" -> "336 quantize_per_channel_default_29" [label="(144,)", style=solid]; +"334 hardswish__9_zero_point_0" -> "337 dequantize_per_channel_default_29" [label="(144,)", style=solid]; +"335 hardswish__9" -> "336 quantize_per_channel_default_29" [label="(1, 144, 14, 14)", style=solid]; +"336 quantize_per_channel_default_29" -> "337 dequantize_per_channel_default_29" [label="(1, 144, 14, 14)", style=solid]; +"337 dequantize_per_channel_default_29" -> "344 conv2d_32" [label="(1, 144, 14, 14)", style=solid]; +"338 features_8_block_1_0_weight_bias" -> "344 conv2d_32" [label="(144,)", style=solid]; +"339 conv2d_32_scale_0" -> "342 quantize_per_channel_default_30" [label="(144,)", style=solid]; +"339 conv2d_32_scale_0" -> "343 dequantize_per_channel_default_30" [label="(144,)", style=solid]; +"340 conv2d_32_zero_point_0" -> "342 quantize_per_channel_default_30" [label="(144,)", style=solid]; +"340 conv2d_32_zero_point_0" -> "343 dequantize_per_channel_default_30" [label="(144,)", style=solid]; +"341 compressed_weight_updated_constant22" -> "342 quantize_per_channel_default_30" [label="(144, 1, 5, 5)", style=solid]; +"342 quantize_per_channel_default_30" -> "343 dequantize_per_channel_default_30" [label="(144, 1, 5, 5)", style=solid]; +"343 dequantize_per_channel_default_30" -> "344 conv2d_32" [label="(144, 1, 5, 5)", style=solid]; +"344 conv2d_32" -> "345 hardswish__10" [label="(1, 144, 14, 14)", style=solid]; +"345 hardswish__10" -> "346 quantize_per_tensor_default_28" [label="(1, 144, 14, 14)", style=solid]; +"346 quantize_per_tensor_default_28" -> "347 dequantize_per_tensor_default_38" [label="(1, 144, 14, 14)", style=solid]; +"346 quantize_per_tensor_default_28" -> "348 dequantize_per_tensor_default_37" [label="(1, 144, 14, 14)", style=solid]; +"347 dequantize_per_tensor_default_38" -> "356 mul_5" [label="(1, 144, 14, 14)", style=solid]; +"348 dequantize_per_tensor_default_37" -> "349 adaptive_avg_pool2d_5" [label="(1, 144, 14, 14)", style=solid]; +"349 adaptive_avg_pool2d_5" -> "350 conv2d_33" [label="(1, 144, 1, 1)", style=solid]; +"350 conv2d_33" -> "351 relu_5" [label="(1, 40, 1, 1)", style=solid]; +"351 relu_5" -> "352 conv2d_34" [label="(1, 40, 1, 1)", style=solid]; +"352 conv2d_34" -> "353 hardsigmoid_5" [label="(1, 144, 1, 1)", style=solid]; +"353 hardsigmoid_5" -> "354 quantize_per_tensor_default_29" [label="(1, 144, 1, 1)", style=solid]; +"354 quantize_per_tensor_default_29" -> "355 dequantize_per_tensor_default_39" [label="(1, 144, 1, 1)", style=solid]; +"355 dequantize_per_tensor_default_39" -> "356 mul_5" [label="(1, 144, 1, 1)", style=solid]; +"356 mul_5" -> "357 quantize_per_tensor_default_30" [label="(1, 144, 14, 14)", style=solid]; +"357 quantize_per_tensor_default_30" -> "358 dequantize_per_tensor_default_40" [label="(1, 144, 14, 14)", style=solid]; +"358 dequantize_per_tensor_default_40" -> "365 conv2d_35" [label="(1, 144, 14, 14)", style=solid]; +"359 features_8_block_3_0_weight_bias" -> "365 conv2d_35" [label="(48,)", style=solid]; +"360 conv2d_35_scale_0" -> "363 quantize_per_channel_default_31" [label="(48,)", style=solid]; +"360 conv2d_35_scale_0" -> "364 dequantize_per_channel_default_31" [label="(48,)", style=solid]; +"361 conv2d_35_zero_point_0" -> "363 quantize_per_channel_default_31" [label="(48,)", style=solid]; +"361 conv2d_35_zero_point_0" -> "364 dequantize_per_channel_default_31" [label="(48,)", style=solid]; +"362 compressed_weight_updated_constant23" -> "363 quantize_per_channel_default_31" [label="(48, 144, 1, 1)", style=solid]; +"363 quantize_per_channel_default_31" -> "364 dequantize_per_channel_default_31" [label="(48, 144, 1, 1)", style=solid]; +"364 dequantize_per_channel_default_31" -> "365 conv2d_35" [label="(48, 144, 1, 1)", style=solid]; +"365 conv2d_35" -> "366 quantize_per_tensor_default_31" [label="(1, 48, 14, 14)", style=solid]; +"366 quantize_per_tensor_default_31" -> "367 dequantize_per_tensor_default_41" [label="(1, 48, 14, 14)", style=solid]; +"367 dequantize_per_tensor_default_41" -> "368 add__3" [label="(1, 48, 14, 14)", style=solid]; +"368 add__3" -> "369 quantize_per_tensor_default_32" [label="(1, 48, 14, 14)", style=solid]; +"369 quantize_per_tensor_default_32" -> "370 dequantize_per_tensor_default_42" [label="(1, 48, 14, 14)", style=solid]; +"370 dequantize_per_tensor_default_42" -> "377 conv2d_36" [label="(1, 48, 14, 14)", style=solid]; +"371 features_9_block_0_0_weight_bias" -> "377 conv2d_36" [label="(288,)", style=solid]; +"372 conv2d_36_scale_0" -> "375 quantize_per_channel_default_32" [label="(288,)", style=solid]; +"372 conv2d_36_scale_0" -> "376 dequantize_per_channel_default_32" [label="(288,)", style=solid]; +"373 conv2d_36_zero_point_0" -> "375 quantize_per_channel_default_32" [label="(288,)", style=solid]; +"373 conv2d_36_zero_point_0" -> "376 dequantize_per_channel_default_32" [label="(288,)", style=solid]; +"374 compressed_weight_updated_constant24" -> "375 quantize_per_channel_default_32" [label="(288, 48, 1, 1)", style=solid]; +"375 quantize_per_channel_default_32" -> "376 dequantize_per_channel_default_32" [label="(288, 48, 1, 1)", style=solid]; +"376 dequantize_per_channel_default_32" -> "377 conv2d_36" [label="(288, 48, 1, 1)", style=solid]; +"377 conv2d_36" -> "380 hardswish__11" [label="(1, 288, 14, 14)", style=solid]; +"378 hardswish__11_scale_0" -> "381 quantize_per_channel_default_33" [label="(288,)", style=solid]; +"378 hardswish__11_scale_0" -> "382 dequantize_per_channel_default_33" [label="(288,)", style=solid]; +"379 hardswish__11_zero_point_0" -> "381 quantize_per_channel_default_33" [label="(288,)", style=solid]; +"379 hardswish__11_zero_point_0" -> "382 dequantize_per_channel_default_33" [label="(288,)", style=solid]; +"380 hardswish__11" -> "381 quantize_per_channel_default_33" [label="(1, 288, 14, 14)", style=solid]; +"381 quantize_per_channel_default_33" -> "382 dequantize_per_channel_default_33" [label="(1, 288, 14, 14)", style=solid]; +"382 dequantize_per_channel_default_33" -> "389 conv2d_37" [label="(1, 288, 14, 14)", style=solid]; +"383 features_9_block_1_0_weight_bias" -> "389 conv2d_37" [label="(288,)", style=solid]; +"384 conv2d_37_scale_0" -> "387 quantize_per_channel_default_34" [label="(288,)", style=solid]; +"384 conv2d_37_scale_0" -> "388 dequantize_per_channel_default_34" [label="(288,)", style=solid]; +"385 conv2d_37_zero_point_0" -> "387 quantize_per_channel_default_34" [label="(288,)", style=solid]; +"385 conv2d_37_zero_point_0" -> "388 dequantize_per_channel_default_34" [label="(288,)", style=solid]; +"386 compressed_weight_updated_constant25" -> "387 quantize_per_channel_default_34" [label="(288, 1, 5, 5)", style=solid]; +"387 quantize_per_channel_default_34" -> "388 dequantize_per_channel_default_34" [label="(288, 1, 5, 5)", style=solid]; +"388 dequantize_per_channel_default_34" -> "389 conv2d_37" [label="(288, 1, 5, 5)", style=solid]; +"389 conv2d_37" -> "390 hardswish__12" [label="(1, 288, 7, 7)", style=solid]; +"390 hardswish__12" -> "391 quantize_per_tensor_default_33" [label="(1, 288, 7, 7)", style=solid]; +"391 quantize_per_tensor_default_33" -> "392 dequantize_per_tensor_default_44" [label="(1, 288, 7, 7)", style=solid]; +"391 quantize_per_tensor_default_33" -> "393 dequantize_per_tensor_default_43" [label="(1, 288, 7, 7)", style=solid]; +"392 dequantize_per_tensor_default_44" -> "401 mul_6" [label="(1, 288, 7, 7)", style=solid]; +"393 dequantize_per_tensor_default_43" -> "394 adaptive_avg_pool2d_6" [label="(1, 288, 7, 7)", style=solid]; +"394 adaptive_avg_pool2d_6" -> "395 conv2d_38" [label="(1, 288, 1, 1)", style=solid]; +"395 conv2d_38" -> "396 relu_6" [label="(1, 72, 1, 1)", style=solid]; +"396 relu_6" -> "397 conv2d_39" [label="(1, 72, 1, 1)", style=solid]; +"397 conv2d_39" -> "398 hardsigmoid_6" [label="(1, 288, 1, 1)", style=solid]; +"398 hardsigmoid_6" -> "399 quantize_per_tensor_default_34" [label="(1, 288, 1, 1)", style=solid]; +"399 quantize_per_tensor_default_34" -> "400 dequantize_per_tensor_default_45" [label="(1, 288, 1, 1)", style=solid]; +"400 dequantize_per_tensor_default_45" -> "401 mul_6" [label="(1, 288, 1, 1)", style=solid]; +"401 mul_6" -> "402 quantize_per_tensor_default_35" [label="(1, 288, 7, 7)", style=solid]; +"402 quantize_per_tensor_default_35" -> "403 dequantize_per_tensor_default_46" [label="(1, 288, 7, 7)", style=solid]; +"403 dequantize_per_tensor_default_46" -> "410 conv2d_40" [label="(1, 288, 7, 7)", style=solid]; +"404 features_9_block_3_0_weight_bias" -> "410 conv2d_40" [label="(96,)", style=solid]; +"405 conv2d_40_scale_0" -> "408 quantize_per_channel_default_35" [label="(96,)", style=solid]; +"405 conv2d_40_scale_0" -> "409 dequantize_per_channel_default_35" [label="(96,)", style=solid]; +"406 conv2d_40_zero_point_0" -> "408 quantize_per_channel_default_35" [label="(96,)", style=solid]; +"406 conv2d_40_zero_point_0" -> "409 dequantize_per_channel_default_35" [label="(96,)", style=solid]; +"407 compressed_weight_updated_constant26" -> "408 quantize_per_channel_default_35" [label="(96, 288, 1, 1)", style=solid]; +"408 quantize_per_channel_default_35" -> "409 dequantize_per_channel_default_35" [label="(96, 288, 1, 1)", style=solid]; +"409 dequantize_per_channel_default_35" -> "410 conv2d_40" [label="(96, 288, 1, 1)", style=solid]; +"410 conv2d_40" -> "411 quantize_per_tensor_default_36" [label="(1, 96, 7, 7)", style=solid]; +"411 quantize_per_tensor_default_36" -> "412 dequantize_per_tensor_default_48" [label="(1, 96, 7, 7)", style=solid]; +"411 quantize_per_tensor_default_36" -> "413 dequantize_per_tensor_default_47" [label="(1, 96, 7, 7)", style=solid]; +"412 dequantize_per_tensor_default_48" -> "456 add__4" [label="(1, 96, 7, 7)", style=solid]; +"413 dequantize_per_tensor_default_47" -> "420 conv2d_41" [label="(1, 96, 7, 7)", style=solid]; +"414 features_10_block_0_0_weight_bias" -> "420 conv2d_41" [label="(576,)", style=solid]; +"415 conv2d_41_scale_0" -> "418 quantize_per_channel_default_36" [label="(576,)", style=solid]; +"415 conv2d_41_scale_0" -> "419 dequantize_per_channel_default_36" [label="(576,)", style=solid]; +"416 conv2d_41_zero_point_0" -> "418 quantize_per_channel_default_36" [label="(576,)", style=solid]; +"416 conv2d_41_zero_point_0" -> "419 dequantize_per_channel_default_36" [label="(576,)", style=solid]; +"417 compressed_weight_updated_constant27" -> "418 quantize_per_channel_default_36" [label="(576, 96, 1, 1)", style=solid]; +"418 quantize_per_channel_default_36" -> "419 dequantize_per_channel_default_36" [label="(576, 96, 1, 1)", style=solid]; +"419 dequantize_per_channel_default_36" -> "420 conv2d_41" [label="(576, 96, 1, 1)", style=solid]; +"420 conv2d_41" -> "423 hardswish__13" [label="(1, 576, 7, 7)", style=solid]; +"421 hardswish__13_scale_0" -> "424 quantize_per_channel_default_37" [label="(576,)", style=solid]; +"421 hardswish__13_scale_0" -> "425 dequantize_per_channel_default_37" [label="(576,)", style=solid]; +"422 hardswish__13_zero_point_0" -> "424 quantize_per_channel_default_37" [label="(576,)", style=solid]; +"422 hardswish__13_zero_point_0" -> "425 dequantize_per_channel_default_37" [label="(576,)", style=solid]; +"423 hardswish__13" -> "424 quantize_per_channel_default_37" [label="(1, 576, 7, 7)", style=solid]; +"424 quantize_per_channel_default_37" -> "425 dequantize_per_channel_default_37" [label="(1, 576, 7, 7)", style=solid]; +"425 dequantize_per_channel_default_37" -> "432 conv2d_42" [label="(1, 576, 7, 7)", style=solid]; +"426 features_10_block_1_0_weight_bias" -> "432 conv2d_42" [label="(576,)", style=solid]; +"427 conv2d_42_scale_0" -> "430 quantize_per_channel_default_38" [label="(576,)", style=solid]; +"427 conv2d_42_scale_0" -> "431 dequantize_per_channel_default_38" [label="(576,)", style=solid]; +"428 conv2d_42_zero_point_0" -> "430 quantize_per_channel_default_38" [label="(576,)", style=solid]; +"428 conv2d_42_zero_point_0" -> "431 dequantize_per_channel_default_38" [label="(576,)", style=solid]; +"429 compressed_weight_updated_constant28" -> "430 quantize_per_channel_default_38" [label="(576, 1, 5, 5)", style=solid]; +"430 quantize_per_channel_default_38" -> "431 dequantize_per_channel_default_38" [label="(576, 1, 5, 5)", style=solid]; +"431 dequantize_per_channel_default_38" -> "432 conv2d_42" [label="(576, 1, 5, 5)", style=solid]; +"432 conv2d_42" -> "433 hardswish__14" [label="(1, 576, 7, 7)", style=solid]; +"433 hardswish__14" -> "434 quantize_per_tensor_default_37" [label="(1, 576, 7, 7)", style=solid]; +"434 quantize_per_tensor_default_37" -> "435 dequantize_per_tensor_default_50" [label="(1, 576, 7, 7)", style=solid]; +"434 quantize_per_tensor_default_37" -> "436 dequantize_per_tensor_default_49" [label="(1, 576, 7, 7)", style=solid]; +"435 dequantize_per_tensor_default_50" -> "444 mul_7" [label="(1, 576, 7, 7)", style=solid]; +"436 dequantize_per_tensor_default_49" -> "437 adaptive_avg_pool2d_7" [label="(1, 576, 7, 7)", style=solid]; +"437 adaptive_avg_pool2d_7" -> "438 conv2d_43" [label="(1, 576, 1, 1)", style=solid]; +"438 conv2d_43" -> "439 relu_7" [label="(1, 144, 1, 1)", style=solid]; +"439 relu_7" -> "440 conv2d_44" [label="(1, 144, 1, 1)", style=solid]; +"440 conv2d_44" -> "441 hardsigmoid_7" [label="(1, 576, 1, 1)", style=solid]; +"441 hardsigmoid_7" -> "442 quantize_per_tensor_default_38" [label="(1, 576, 1, 1)", style=solid]; +"442 quantize_per_tensor_default_38" -> "443 dequantize_per_tensor_default_51" [label="(1, 576, 1, 1)", style=solid]; +"443 dequantize_per_tensor_default_51" -> "444 mul_7" [label="(1, 576, 1, 1)", style=solid]; +"444 mul_7" -> "445 quantize_per_tensor_default_39" [label="(1, 576, 7, 7)", style=solid]; +"445 quantize_per_tensor_default_39" -> "446 dequantize_per_tensor_default_52" [label="(1, 576, 7, 7)", style=solid]; +"446 dequantize_per_tensor_default_52" -> "453 conv2d_45" [label="(1, 576, 7, 7)", style=solid]; +"447 features_10_block_3_0_weight_bias" -> "453 conv2d_45" [label="(96,)", style=solid]; +"448 conv2d_45_scale_0" -> "451 quantize_per_channel_default_39" [label="(96,)", style=solid]; +"448 conv2d_45_scale_0" -> "452 dequantize_per_channel_default_39" [label="(96,)", style=solid]; +"449 conv2d_45_zero_point_0" -> "451 quantize_per_channel_default_39" [label="(96,)", style=solid]; +"449 conv2d_45_zero_point_0" -> "452 dequantize_per_channel_default_39" [label="(96,)", style=solid]; +"450 compressed_weight_updated_constant29" -> "451 quantize_per_channel_default_39" [label="(96, 576, 1, 1)", style=solid]; +"451 quantize_per_channel_default_39" -> "452 dequantize_per_channel_default_39" [label="(96, 576, 1, 1)", style=solid]; +"452 dequantize_per_channel_default_39" -> "453 conv2d_45" [label="(96, 576, 1, 1)", style=solid]; +"453 conv2d_45" -> "454 quantize_per_tensor_default_40" [label="(1, 96, 7, 7)", style=solid]; +"454 quantize_per_tensor_default_40" -> "455 dequantize_per_tensor_default_53" [label="(1, 96, 7, 7)", style=solid]; +"455 dequantize_per_tensor_default_53" -> "456 add__4" [label="(1, 96, 7, 7)", style=solid]; +"456 add__4" -> "457 quantize_per_tensor_default_41" [label="(1, 96, 7, 7)", style=solid]; +"457 quantize_per_tensor_default_41" -> "458 dequantize_per_tensor_default_55" [label="(1, 96, 7, 7)", style=solid]; +"457 quantize_per_tensor_default_41" -> "459 dequantize_per_tensor_default_54" [label="(1, 96, 7, 7)", style=solid]; +"458 dequantize_per_tensor_default_55" -> "502 add__5" [label="(1, 96, 7, 7)", style=solid]; +"459 dequantize_per_tensor_default_54" -> "466 conv2d_46" [label="(1, 96, 7, 7)", style=solid]; +"460 features_11_block_0_0_weight_bias" -> "466 conv2d_46" [label="(576,)", style=solid]; +"461 conv2d_46_scale_0" -> "464 quantize_per_channel_default_40" [label="(576,)", style=solid]; +"461 conv2d_46_scale_0" -> "465 dequantize_per_channel_default_40" [label="(576,)", style=solid]; +"462 conv2d_46_zero_point_0" -> "464 quantize_per_channel_default_40" [label="(576,)", style=solid]; +"462 conv2d_46_zero_point_0" -> "465 dequantize_per_channel_default_40" [label="(576,)", style=solid]; +"463 compressed_weight_updated_constant30" -> "464 quantize_per_channel_default_40" [label="(576, 96, 1, 1)", style=solid]; +"464 quantize_per_channel_default_40" -> "465 dequantize_per_channel_default_40" [label="(576, 96, 1, 1)", style=solid]; +"465 dequantize_per_channel_default_40" -> "466 conv2d_46" [label="(576, 96, 1, 1)", style=solid]; +"466 conv2d_46" -> "469 hardswish__15" [label="(1, 576, 7, 7)", style=solid]; +"467 hardswish__15_scale_0" -> "470 quantize_per_channel_default_41" [label="(576,)", style=solid]; +"467 hardswish__15_scale_0" -> "471 dequantize_per_channel_default_41" [label="(576,)", style=solid]; +"468 hardswish__15_zero_point_0" -> "470 quantize_per_channel_default_41" [label="(576,)", style=solid]; +"468 hardswish__15_zero_point_0" -> "471 dequantize_per_channel_default_41" [label="(576,)", style=solid]; +"469 hardswish__15" -> "470 quantize_per_channel_default_41" [label="(1, 576, 7, 7)", style=solid]; +"470 quantize_per_channel_default_41" -> "471 dequantize_per_channel_default_41" [label="(1, 576, 7, 7)", style=solid]; +"471 dequantize_per_channel_default_41" -> "478 conv2d_47" [label="(1, 576, 7, 7)", style=solid]; +"472 features_11_block_1_0_weight_bias" -> "478 conv2d_47" [label="(576,)", style=solid]; +"473 conv2d_47_scale_0" -> "476 quantize_per_channel_default_42" [label="(576,)", style=solid]; +"473 conv2d_47_scale_0" -> "477 dequantize_per_channel_default_42" [label="(576,)", style=solid]; +"474 conv2d_47_zero_point_0" -> "476 quantize_per_channel_default_42" [label="(576,)", style=solid]; +"474 conv2d_47_zero_point_0" -> "477 dequantize_per_channel_default_42" [label="(576,)", style=solid]; +"475 compressed_weight_updated_constant31" -> "476 quantize_per_channel_default_42" [label="(576, 1, 5, 5)", style=solid]; +"476 quantize_per_channel_default_42" -> "477 dequantize_per_channel_default_42" [label="(576, 1, 5, 5)", style=solid]; +"477 dequantize_per_channel_default_42" -> "478 conv2d_47" [label="(576, 1, 5, 5)", style=solid]; +"478 conv2d_47" -> "479 hardswish__16" [label="(1, 576, 7, 7)", style=solid]; +"479 hardswish__16" -> "480 quantize_per_tensor_default_42" [label="(1, 576, 7, 7)", style=solid]; +"480 quantize_per_tensor_default_42" -> "481 dequantize_per_tensor_default_57" [label="(1, 576, 7, 7)", style=solid]; +"480 quantize_per_tensor_default_42" -> "482 dequantize_per_tensor_default_56" [label="(1, 576, 7, 7)", style=solid]; +"481 dequantize_per_tensor_default_57" -> "490 mul_8" [label="(1, 576, 7, 7)", style=solid]; +"482 dequantize_per_tensor_default_56" -> "483 adaptive_avg_pool2d_8" [label="(1, 576, 7, 7)", style=solid]; +"483 adaptive_avg_pool2d_8" -> "484 conv2d_48" [label="(1, 576, 1, 1)", style=solid]; +"484 conv2d_48" -> "485 relu_8" [label="(1, 144, 1, 1)", style=solid]; +"485 relu_8" -> "486 conv2d_49" [label="(1, 144, 1, 1)", style=solid]; +"486 conv2d_49" -> "487 hardsigmoid_8" [label="(1, 576, 1, 1)", style=solid]; +"487 hardsigmoid_8" -> "488 quantize_per_tensor_default_43" [label="(1, 576, 1, 1)", style=solid]; +"488 quantize_per_tensor_default_43" -> "489 dequantize_per_tensor_default_58" [label="(1, 576, 1, 1)", style=solid]; +"489 dequantize_per_tensor_default_58" -> "490 mul_8" [label="(1, 576, 1, 1)", style=solid]; +"490 mul_8" -> "491 quantize_per_tensor_default_44" [label="(1, 576, 7, 7)", style=solid]; +"491 quantize_per_tensor_default_44" -> "492 dequantize_per_tensor_default_59" [label="(1, 576, 7, 7)", style=solid]; +"492 dequantize_per_tensor_default_59" -> "499 conv2d_50" [label="(1, 576, 7, 7)", style=solid]; +"493 features_11_block_3_0_weight_bias" -> "499 conv2d_50" [label="(96,)", style=solid]; +"494 conv2d_50_scale_0" -> "497 quantize_per_channel_default_43" [label="(96,)", style=solid]; +"494 conv2d_50_scale_0" -> "498 dequantize_per_channel_default_43" [label="(96,)", style=solid]; +"495 conv2d_50_zero_point_0" -> "497 quantize_per_channel_default_43" [label="(96,)", style=solid]; +"495 conv2d_50_zero_point_0" -> "498 dequantize_per_channel_default_43" [label="(96,)", style=solid]; +"496 compressed_weight_updated_constant32" -> "497 quantize_per_channel_default_43" [label="(96, 576, 1, 1)", style=solid]; +"497 quantize_per_channel_default_43" -> "498 dequantize_per_channel_default_43" [label="(96, 576, 1, 1)", style=solid]; +"498 dequantize_per_channel_default_43" -> "499 conv2d_50" [label="(96, 576, 1, 1)", style=solid]; +"499 conv2d_50" -> "500 quantize_per_tensor_default_45" [label="(1, 96, 7, 7)", style=solid]; +"500 quantize_per_tensor_default_45" -> "501 dequantize_per_tensor_default_60" [label="(1, 96, 7, 7)", style=solid]; +"501 dequantize_per_tensor_default_60" -> "502 add__5" [label="(1, 96, 7, 7)", style=solid]; +"502 add__5" -> "503 quantize_per_tensor_default_46" [label="(1, 96, 7, 7)", style=solid]; +"503 quantize_per_tensor_default_46" -> "504 dequantize_per_tensor_default_61" [label="(1, 96, 7, 7)", style=solid]; +"504 dequantize_per_tensor_default_61" -> "511 conv2d_51" [label="(1, 96, 7, 7)", style=solid]; +"505 features_12_0_weight_bias" -> "511 conv2d_51" [label="(576,)", style=solid]; +"506 conv2d_51_scale_0" -> "509 quantize_per_channel_default_44" [label="(576,)", style=solid]; +"506 conv2d_51_scale_0" -> "510 dequantize_per_channel_default_44" [label="(576,)", style=solid]; +"507 conv2d_51_zero_point_0" -> "509 quantize_per_channel_default_44" [label="(576,)", style=solid]; +"507 conv2d_51_zero_point_0" -> "510 dequantize_per_channel_default_44" [label="(576,)", style=solid]; +"508 compressed_weight_updated_constant33" -> "509 quantize_per_channel_default_44" [label="(576, 96, 1, 1)", style=solid]; +"509 quantize_per_channel_default_44" -> "510 dequantize_per_channel_default_44" [label="(576, 96, 1, 1)", style=solid]; +"510 dequantize_per_channel_default_44" -> "511 conv2d_51" [label="(576, 96, 1, 1)", style=solid]; +"511 conv2d_51" -> "512 hardswish__17" [label="(1, 576, 7, 7)", style=solid]; +"512 hardswish__17" -> "513 quantize_per_tensor_default_47" [label="(1, 576, 7, 7)", style=solid]; +"513 quantize_per_tensor_default_47" -> "514 dequantize_per_tensor_default_62" [label="(1, 576, 7, 7)", style=solid]; +"514 dequantize_per_tensor_default_62" -> "515 adaptive_avg_pool2d_9" [label="(1, 576, 7, 7)", style=solid]; +"515 adaptive_avg_pool2d_9" -> "516 quantize_per_tensor_default_48" [label="(1, 576, 1, 1)", style=solid]; +"516 quantize_per_tensor_default_48" -> "517 dequantize_per_tensor_default_63" [label="(1, 576, 1, 1)", style=solid]; +"517 dequantize_per_tensor_default_63" -> "518 flatten" [label="(1, 576, 1, 1)", style=solid]; +"518 flatten" -> "524 linear" [label="(1, 576)", style=solid]; +"519 linear_scale_0" -> "522 quantize_per_channel_default_45" [label="(1024,)", style=solid]; +"519 linear_scale_0" -> "523 dequantize_per_channel_default_45" [label="(1024,)", style=solid]; +"520 linear_zero_point_0" -> "522 quantize_per_channel_default_45" [label="(1024,)", style=solid]; +"520 linear_zero_point_0" -> "523 dequantize_per_channel_default_45" [label="(1024,)", style=solid]; +"521 compressed_weight_updated_constant34" -> "522 quantize_per_channel_default_45" [label="(1024, 576)", style=solid]; +"522 quantize_per_channel_default_45" -> "523 dequantize_per_channel_default_45" [label="(1024, 576)", style=solid]; +"523 dequantize_per_channel_default_45" -> "524 linear" [label="(1024, 576)", style=solid]; +"524 linear" -> "525 hardswish__18" [label="(1, 1024)", style=solid]; +"525 hardswish__18" -> "526 quantize_per_tensor_default_49" [label="(1, 1024)", style=solid]; +"526 quantize_per_tensor_default_49" -> "527 dequantize_per_tensor_default_64" [label="(1, 1024)", style=solid]; +"527 dequantize_per_tensor_default_64" -> "528 dropout_" [label="(1, 1024)", style=solid]; +"528 dropout_" -> "534 linear_1" [label="(1, 1024)", style=solid]; +"529 linear_1_scale_0" -> "532 quantize_per_channel_default_46" [label="(1000,)", style=solid]; +"529 linear_1_scale_0" -> "533 dequantize_per_channel_default_46" [label="(1000,)", style=solid]; +"530 linear_1_zero_point_0" -> "532 quantize_per_channel_default_46" [label="(1000,)", style=solid]; +"530 linear_1_zero_point_0" -> "533 dequantize_per_channel_default_46" [label="(1000,)", style=solid]; +"531 compressed_weight_updated_constant35" -> "532 quantize_per_channel_default_46" [label="(1000, 1024)", style=solid]; +"532 quantize_per_channel_default_46" -> "533 dequantize_per_channel_default_46" [label="(1000, 1024)", style=solid]; +"533 dequantize_per_channel_default_46" -> "534 linear_1" [label="(1000, 1024)", style=solid]; "534 linear_1" -> "535 output" [label="(1, 1000)", style=solid]; } diff --git a/tests/torch/data/reference_graphs/fx/quantized/resnet18.dot b/tests/torch/data/reference_graphs/fx/quantized/resnet18.dot index e6875129c47..f0fd8208c2e 100644 --- a/tests/torch/data/reference_graphs/fx/quantized/resnet18.dot +++ b/tests/torch/data/reference_graphs/fx/quantized/resnet18.dot @@ -1,539 +1,539 @@ strict digraph { -"0 x" [id=0, type=input]; -"1 quantize_per_tensor_default" [id=1, type=quantize_per_tensor]; -"2 dequantize_per_tensor_default" [id=2, type=dequantize_per_tensor]; -"3 conv2d_scale_0" [id=3, type=get_attr]; -"4 conv2d_zero_point_0" [id=4, type=get_attr]; -"5 compressed_weight_updated_constant0" [id=5, type=get_attr]; -"6 quantize_per_channel_default" [id=6, type=quantize_per_channel]; -"7 dequantize_per_channel_default" [id=7, type=dequantize_per_channel]; -"8 conv1_weight_bias_0_0" [id=8, type=get_attr]; -"9 conv2d" [id=9, type=conv2d]; -"10 relu_" [id=10, type=relu_]; -"11 quantize_per_tensor_default_1" [id=11, type=quantize_per_tensor]; -"12 dequantize_per_tensor_default_1" [id=12, type=dequantize_per_tensor]; -"13 max_pool2d" [id=13, type=max_pool2d]; -"14 conv2d_1_scale_0" [id=14, type=get_attr]; -"15 conv2d_1_zero_point_0" [id=15, type=get_attr]; -"16 compressed_weight_updated_constant1" [id=16, type=get_attr]; -"17 quantize_per_channel_default_1" [id=17, type=quantize_per_channel]; -"18 dequantize_per_channel_default_1" [id=18, type=dequantize_per_channel]; -"19 layer1_0_conv1_weight_bias_0_0" [id=19, type=get_attr]; -"20 conv2d_1" [id=20, type=conv2d]; -"21 relu__1" [id=21, type=relu_]; -"22 quantize_per_tensor_default_2" [id=22, type=quantize_per_tensor]; -"23 dequantize_per_tensor_default_2" [id=23, type=dequantize_per_tensor]; -"24 conv2d_2_scale_0" [id=24, type=get_attr]; -"25 conv2d_2_zero_point_0" [id=25, type=get_attr]; -"26 compressed_weight_updated_constant2" [id=26, type=get_attr]; -"27 quantize_per_channel_default_2" [id=27, type=quantize_per_channel]; -"28 dequantize_per_channel_default_2" [id=28, type=dequantize_per_channel]; -"29 layer1_0_conv2_weight_bias_0_0" [id=29, type=get_attr]; -"30 conv2d_2" [id=30, type=conv2d]; -"31 quantize_per_tensor_default_3" [id=31, type=quantize_per_tensor]; -"32 dequantize_per_tensor_default_3" [id=32, type=dequantize_per_tensor]; -"33 add_" [id=33, type=add_]; -"34 relu__2" [id=34, type=relu_]; -"35 quantize_per_tensor_default_4" [id=35, type=quantize_per_tensor]; -"36 dequantize_per_tensor_default_5" [id=36, type=dequantize_per_tensor]; -"37 dequantize_per_tensor_default_4" [id=37, type=dequantize_per_tensor]; -"38 conv2d_3_scale_0" [id=38, type=get_attr]; -"39 conv2d_3_zero_point_0" [id=39, type=get_attr]; -"40 compressed_weight_updated_constant3" [id=40, type=get_attr]; -"41 quantize_per_channel_default_3" [id=41, type=quantize_per_channel]; -"42 dequantize_per_channel_default_3" [id=42, type=dequantize_per_channel]; -"43 layer1_1_conv1_weight_bias_0_0" [id=43, type=get_attr]; -"44 conv2d_3" [id=44, type=conv2d]; -"45 relu__3" [id=45, type=relu_]; -"46 quantize_per_tensor_default_5" [id=46, type=quantize_per_tensor]; -"47 dequantize_per_tensor_default_6" [id=47, type=dequantize_per_tensor]; -"48 conv2d_4_scale_0" [id=48, type=get_attr]; -"49 conv2d_4_zero_point_0" [id=49, type=get_attr]; -"50 compressed_weight_updated_constant4" [id=50, type=get_attr]; -"51 quantize_per_channel_default_4" [id=51, type=quantize_per_channel]; -"52 dequantize_per_channel_default_4" [id=52, type=dequantize_per_channel]; -"53 layer1_1_conv2_weight_bias_0_0" [id=53, type=get_attr]; -"54 conv2d_4" [id=54, type=conv2d]; -"55 quantize_per_tensor_default_6" [id=55, type=quantize_per_tensor]; -"56 dequantize_per_tensor_default_7" [id=56, type=dequantize_per_tensor]; -"57 add__1" [id=57, type=add_]; -"58 relu__4" [id=58, type=relu_]; -"59 quantize_per_tensor_default_7" [id=59, type=quantize_per_tensor]; -"60 dequantize_per_tensor_default_9" [id=60, type=dequantize_per_tensor]; -"61 dequantize_per_tensor_default_8" [id=61, type=dequantize_per_tensor]; -"62 conv2d_5_scale_0" [id=62, type=get_attr]; -"63 conv2d_5_zero_point_0" [id=63, type=get_attr]; -"64 compressed_weight_updated_constant5" [id=64, type=get_attr]; -"65 quantize_per_channel_default_5" [id=65, type=quantize_per_channel]; -"66 dequantize_per_channel_default_5" [id=66, type=dequantize_per_channel]; -"67 layer2_0_conv1_weight_bias_0_0" [id=67, type=get_attr]; -"68 conv2d_5" [id=68, type=conv2d]; -"69 relu__5" [id=69, type=relu_]; -"70 quantize_per_tensor_default_8" [id=70, type=quantize_per_tensor]; -"71 dequantize_per_tensor_default_10" [id=71, type=dequantize_per_tensor]; -"72 conv2d_6_scale_0" [id=72, type=get_attr]; -"73 conv2d_6_zero_point_0" [id=73, type=get_attr]; -"74 compressed_weight_updated_constant6" [id=74, type=get_attr]; -"75 quantize_per_channel_default_6" [id=75, type=quantize_per_channel]; -"76 dequantize_per_channel_default_6" [id=76, type=dequantize_per_channel]; -"77 layer2_0_conv2_weight_bias_0_0" [id=77, type=get_attr]; -"78 conv2d_6" [id=78, type=conv2d]; -"79 quantize_per_tensor_default_9" [id=79, type=quantize_per_tensor]; -"80 dequantize_per_tensor_default_11" [id=80, type=dequantize_per_tensor]; -"81 conv2d_7_scale_0" [id=81, type=get_attr]; -"82 conv2d_7_zero_point_0" [id=82, type=get_attr]; -"83 compressed_weight_updated_constant7" [id=83, type=get_attr]; -"84 quantize_per_channel_default_7" [id=84, type=quantize_per_channel]; -"85 dequantize_per_channel_default_7" [id=85, type=dequantize_per_channel]; -"86 layer2_0_downsample_0_weight_bias_0_0" [id=86, type=get_attr]; -"87 conv2d_7" [id=87, type=conv2d]; -"88 quantize_per_tensor_default_10" [id=88, type=quantize_per_tensor]; -"89 dequantize_per_tensor_default_12" [id=89, type=dequantize_per_tensor]; -"90 add__2" [id=90, type=add_]; -"91 relu__6" [id=91, type=relu_]; -"92 quantize_per_tensor_default_11" [id=92, type=quantize_per_tensor]; -"93 dequantize_per_tensor_default_14" [id=93, type=dequantize_per_tensor]; -"94 dequantize_per_tensor_default_13" [id=94, type=dequantize_per_tensor]; -"95 conv2d_8_scale_0" [id=95, type=get_attr]; -"96 conv2d_8_zero_point_0" [id=96, type=get_attr]; -"97 compressed_weight_updated_constant8" [id=97, type=get_attr]; -"98 quantize_per_channel_default_8" [id=98, type=quantize_per_channel]; -"99 dequantize_per_channel_default_8" [id=99, type=dequantize_per_channel]; -"100 layer2_1_conv1_weight_bias_0_0" [id=100, type=get_attr]; -"101 conv2d_8" [id=101, type=conv2d]; -"102 relu__7" [id=102, type=relu_]; -"103 quantize_per_tensor_default_12" [id=103, type=quantize_per_tensor]; -"104 dequantize_per_tensor_default_15" [id=104, type=dequantize_per_tensor]; -"105 conv2d_9_scale_0" [id=105, type=get_attr]; -"106 conv2d_9_zero_point_0" [id=106, type=get_attr]; -"107 compressed_weight_updated_constant9" [id=107, type=get_attr]; -"108 quantize_per_channel_default_9" [id=108, type=quantize_per_channel]; -"109 dequantize_per_channel_default_9" [id=109, type=dequantize_per_channel]; -"110 layer2_1_conv2_weight_bias_0_0" [id=110, type=get_attr]; -"111 conv2d_9" [id=111, type=conv2d]; -"112 quantize_per_tensor_default_13" [id=112, type=quantize_per_tensor]; -"113 dequantize_per_tensor_default_16" [id=113, type=dequantize_per_tensor]; -"114 add__3" [id=114, type=add_]; -"115 relu__8" [id=115, type=relu_]; -"116 quantize_per_tensor_default_14" [id=116, type=quantize_per_tensor]; -"117 dequantize_per_tensor_default_18" [id=117, type=dequantize_per_tensor]; -"118 dequantize_per_tensor_default_17" [id=118, type=dequantize_per_tensor]; -"119 conv2d_10_scale_0" [id=119, type=get_attr]; -"120 conv2d_10_zero_point_0" [id=120, type=get_attr]; -"121 compressed_weight_updated_constant10" [id=121, type=get_attr]; -"122 quantize_per_channel_default_10" [id=122, type=quantize_per_channel]; -"123 dequantize_per_channel_default_10" [id=123, type=dequantize_per_channel]; -"124 layer3_0_conv1_weight_bias_0_0" [id=124, type=get_attr]; -"125 conv2d_10" [id=125, type=conv2d]; -"126 relu__9" [id=126, type=relu_]; -"127 quantize_per_tensor_default_15" [id=127, type=quantize_per_tensor]; -"128 dequantize_per_tensor_default_19" [id=128, type=dequantize_per_tensor]; -"129 conv2d_11_scale_0" [id=129, type=get_attr]; -"130 conv2d_11_zero_point_0" [id=130, type=get_attr]; -"131 compressed_weight_updated_constant11" [id=131, type=get_attr]; -"132 quantize_per_channel_default_11" [id=132, type=quantize_per_channel]; -"133 dequantize_per_channel_default_11" [id=133, type=dequantize_per_channel]; -"134 layer3_0_conv2_weight_bias_0_0" [id=134, type=get_attr]; -"135 conv2d_11" [id=135, type=conv2d]; -"136 quantize_per_tensor_default_16" [id=136, type=quantize_per_tensor]; -"137 dequantize_per_tensor_default_20" [id=137, type=dequantize_per_tensor]; -"138 conv2d_12_scale_0" [id=138, type=get_attr]; -"139 conv2d_12_zero_point_0" [id=139, type=get_attr]; -"140 compressed_weight_updated_constant12" [id=140, type=get_attr]; -"141 quantize_per_channel_default_12" [id=141, type=quantize_per_channel]; -"142 dequantize_per_channel_default_12" [id=142, type=dequantize_per_channel]; -"143 layer3_0_downsample_0_weight_bias_0_0" [id=143, type=get_attr]; -"144 conv2d_12" [id=144, type=conv2d]; -"145 quantize_per_tensor_default_17" [id=145, type=quantize_per_tensor]; -"146 dequantize_per_tensor_default_21" [id=146, type=dequantize_per_tensor]; -"147 add__4" [id=147, type=add_]; -"148 relu__10" [id=148, type=relu_]; -"149 quantize_per_tensor_default_18" [id=149, type=quantize_per_tensor]; -"150 dequantize_per_tensor_default_23" [id=150, type=dequantize_per_tensor]; -"151 dequantize_per_tensor_default_22" [id=151, type=dequantize_per_tensor]; -"152 conv2d_13_scale_0" [id=152, type=get_attr]; -"153 conv2d_13_zero_point_0" [id=153, type=get_attr]; -"154 compressed_weight_updated_constant13" [id=154, type=get_attr]; -"155 quantize_per_channel_default_13" [id=155, type=quantize_per_channel]; -"156 dequantize_per_channel_default_13" [id=156, type=dequantize_per_channel]; -"157 layer3_1_conv1_weight_bias_0_0" [id=157, type=get_attr]; -"158 conv2d_13" [id=158, type=conv2d]; -"159 relu__11" [id=159, type=relu_]; -"160 quantize_per_tensor_default_19" [id=160, type=quantize_per_tensor]; -"161 dequantize_per_tensor_default_24" [id=161, type=dequantize_per_tensor]; -"162 conv2d_14_scale_0" [id=162, type=get_attr]; -"163 conv2d_14_zero_point_0" [id=163, type=get_attr]; -"164 compressed_weight_updated_constant14" [id=164, type=get_attr]; -"165 quantize_per_channel_default_14" [id=165, type=quantize_per_channel]; -"166 dequantize_per_channel_default_14" [id=166, type=dequantize_per_channel]; -"167 layer3_1_conv2_weight_bias_0_0" [id=167, type=get_attr]; -"168 conv2d_14" [id=168, type=conv2d]; -"169 quantize_per_tensor_default_20" [id=169, type=quantize_per_tensor]; -"170 dequantize_per_tensor_default_25" [id=170, type=dequantize_per_tensor]; -"171 add__5" [id=171, type=add_]; -"172 relu__12" [id=172, type=relu_]; -"173 quantize_per_tensor_default_21" [id=173, type=quantize_per_tensor]; -"174 dequantize_per_tensor_default_27" [id=174, type=dequantize_per_tensor]; -"175 dequantize_per_tensor_default_26" [id=175, type=dequantize_per_tensor]; -"176 conv2d_15_scale_0" [id=176, type=get_attr]; -"177 conv2d_15_zero_point_0" [id=177, type=get_attr]; -"178 compressed_weight_updated_constant15" [id=178, type=get_attr]; -"179 quantize_per_channel_default_15" [id=179, type=quantize_per_channel]; -"180 dequantize_per_channel_default_15" [id=180, type=dequantize_per_channel]; -"181 layer4_0_conv1_weight_bias_0_0" [id=181, type=get_attr]; -"182 conv2d_15" [id=182, type=conv2d]; -"183 relu__13" [id=183, type=relu_]; -"184 quantize_per_tensor_default_22" [id=184, type=quantize_per_tensor]; -"185 dequantize_per_tensor_default_28" [id=185, type=dequantize_per_tensor]; -"186 conv2d_16_scale_0" [id=186, type=get_attr]; -"187 conv2d_16_zero_point_0" [id=187, type=get_attr]; -"188 compressed_weight_updated_constant16" [id=188, type=get_attr]; -"189 quantize_per_channel_default_16" [id=189, type=quantize_per_channel]; -"190 dequantize_per_channel_default_16" [id=190, type=dequantize_per_channel]; -"191 layer4_0_conv2_weight_bias_0_0" [id=191, type=get_attr]; -"192 conv2d_16" [id=192, type=conv2d]; -"193 quantize_per_tensor_default_23" [id=193, type=quantize_per_tensor]; -"194 dequantize_per_tensor_default_29" [id=194, type=dequantize_per_tensor]; -"195 conv2d_17_scale_0" [id=195, type=get_attr]; -"196 conv2d_17_zero_point_0" [id=196, type=get_attr]; -"197 compressed_weight_updated_constant17" [id=197, type=get_attr]; -"198 quantize_per_channel_default_17" [id=198, type=quantize_per_channel]; -"199 dequantize_per_channel_default_17" [id=199, type=dequantize_per_channel]; -"200 layer4_0_downsample_0_weight_bias_0_0" [id=200, type=get_attr]; -"201 conv2d_17" [id=201, type=conv2d]; -"202 quantize_per_tensor_default_24" [id=202, type=quantize_per_tensor]; -"203 dequantize_per_tensor_default_30" [id=203, type=dequantize_per_tensor]; -"204 add__6" [id=204, type=add_]; -"205 relu__14" [id=205, type=relu_]; -"206 quantize_per_tensor_default_25" [id=206, type=quantize_per_tensor]; -"207 dequantize_per_tensor_default_32" [id=207, type=dequantize_per_tensor]; -"208 dequantize_per_tensor_default_31" [id=208, type=dequantize_per_tensor]; -"209 conv2d_18_scale_0" [id=209, type=get_attr]; -"210 conv2d_18_zero_point_0" [id=210, type=get_attr]; -"211 compressed_weight_updated_constant18" [id=211, type=get_attr]; -"212 quantize_per_channel_default_18" [id=212, type=quantize_per_channel]; -"213 dequantize_per_channel_default_18" [id=213, type=dequantize_per_channel]; -"214 layer4_1_conv1_weight_bias_0_0" [id=214, type=get_attr]; -"215 conv2d_18" [id=215, type=conv2d]; -"216 relu__15" [id=216, type=relu_]; -"217 quantize_per_tensor_default_26" [id=217, type=quantize_per_tensor]; -"218 dequantize_per_tensor_default_33" [id=218, type=dequantize_per_tensor]; -"219 conv2d_19_scale_0" [id=219, type=get_attr]; -"220 conv2d_19_zero_point_0" [id=220, type=get_attr]; -"221 compressed_weight_updated_constant19" [id=221, type=get_attr]; -"222 quantize_per_channel_default_19" [id=222, type=quantize_per_channel]; -"223 dequantize_per_channel_default_19" [id=223, type=dequantize_per_channel]; -"224 layer4_1_conv2_weight_bias_0_0" [id=224, type=get_attr]; -"225 conv2d_19" [id=225, type=conv2d]; -"226 quantize_per_tensor_default_27" [id=226, type=quantize_per_tensor]; -"227 dequantize_per_tensor_default_34" [id=227, type=dequantize_per_tensor]; -"228 add__7" [id=228, type=add_]; -"229 relu__16" [id=229, type=relu_]; -"230 quantize_per_tensor_default_28" [id=230, type=quantize_per_tensor]; -"231 dequantize_per_tensor_default_35" [id=231, type=dequantize_per_tensor]; -"232 adaptive_avg_pool2d" [id=232, type=adaptive_avg_pool2d]; -"233 quantize_per_tensor_default_29" [id=233, type=quantize_per_tensor]; -"234 dequantize_per_tensor_default_36" [id=234, type=dequantize_per_tensor]; -"235 flatten" [id=235, type=flatten]; -"236 linear_scale_0" [id=236, type=get_attr]; -"237 linear_zero_point_0" [id=237, type=get_attr]; -"238 compressed_weight_updated_constant20" [id=238, type=get_attr]; -"239 quantize_per_channel_default_20" [id=239, type=quantize_per_channel]; -"240 dequantize_per_channel_default_20" [id=240, type=dequantize_per_channel]; -"241 fc_bias_0_0" [id=241, type=get_attr]; +"0 fc_bias" [id=0, type=get_attr]; +"1 x" [id=1, type=input]; +"2 quantize_per_tensor_default" [id=2, type=quantize_per_tensor]; +"3 dequantize_per_tensor_default" [id=3, type=dequantize_per_tensor]; +"4 conv1_weight_bias" [id=4, type=get_attr]; +"5 conv2d_scale_0" [id=5, type=get_attr]; +"6 conv2d_zero_point_0" [id=6, type=get_attr]; +"7 compressed_weight_updated_constant0" [id=7, type=get_attr]; +"8 quantize_per_channel_default" [id=8, type=quantize_per_channel]; +"9 dequantize_per_channel_default" [id=9, type=dequantize_per_channel]; +"10 conv2d" [id=10, type=conv2d]; +"11 relu_" [id=11, type=relu_]; +"12 quantize_per_tensor_default_1" [id=12, type=quantize_per_tensor]; +"13 dequantize_per_tensor_default_1" [id=13, type=dequantize_per_tensor]; +"14 max_pool2d" [id=14, type=max_pool2d]; +"15 layer1_0_conv1_weight_bias" [id=15, type=get_attr]; +"16 conv2d_1_scale_0" [id=16, type=get_attr]; +"17 conv2d_1_zero_point_0" [id=17, type=get_attr]; +"18 compressed_weight_updated_constant1" [id=18, type=get_attr]; +"19 quantize_per_channel_default_1" [id=19, type=quantize_per_channel]; +"20 dequantize_per_channel_default_1" [id=20, type=dequantize_per_channel]; +"21 conv2d_1" [id=21, type=conv2d]; +"22 relu__1" [id=22, type=relu_]; +"23 quantize_per_tensor_default_2" [id=23, type=quantize_per_tensor]; +"24 dequantize_per_tensor_default_2" [id=24, type=dequantize_per_tensor]; +"25 layer1_0_conv2_weight_bias" [id=25, type=get_attr]; +"26 conv2d_2_scale_0" [id=26, type=get_attr]; +"27 conv2d_2_zero_point_0" [id=27, type=get_attr]; +"28 compressed_weight_updated_constant2" [id=28, type=get_attr]; +"29 quantize_per_channel_default_2" [id=29, type=quantize_per_channel]; +"30 dequantize_per_channel_default_2" [id=30, type=dequantize_per_channel]; +"31 conv2d_2" [id=31, type=conv2d]; +"32 quantize_per_tensor_default_3" [id=32, type=quantize_per_tensor]; +"33 dequantize_per_tensor_default_3" [id=33, type=dequantize_per_tensor]; +"34 add_" [id=34, type=add_]; +"35 relu__2" [id=35, type=relu_]; +"36 quantize_per_tensor_default_4" [id=36, type=quantize_per_tensor]; +"37 dequantize_per_tensor_default_5" [id=37, type=dequantize_per_tensor]; +"38 dequantize_per_tensor_default_4" [id=38, type=dequantize_per_tensor]; +"39 layer1_1_conv1_weight_bias" [id=39, type=get_attr]; +"40 conv2d_3_scale_0" [id=40, type=get_attr]; +"41 conv2d_3_zero_point_0" [id=41, type=get_attr]; +"42 compressed_weight_updated_constant3" [id=42, type=get_attr]; +"43 quantize_per_channel_default_3" [id=43, type=quantize_per_channel]; +"44 dequantize_per_channel_default_3" [id=44, type=dequantize_per_channel]; +"45 conv2d_3" [id=45, type=conv2d]; +"46 relu__3" [id=46, type=relu_]; +"47 quantize_per_tensor_default_5" [id=47, type=quantize_per_tensor]; +"48 dequantize_per_tensor_default_6" [id=48, type=dequantize_per_tensor]; +"49 layer1_1_conv2_weight_bias" [id=49, type=get_attr]; +"50 conv2d_4_scale_0" [id=50, type=get_attr]; +"51 conv2d_4_zero_point_0" [id=51, type=get_attr]; +"52 compressed_weight_updated_constant4" [id=52, type=get_attr]; +"53 quantize_per_channel_default_4" [id=53, type=quantize_per_channel]; +"54 dequantize_per_channel_default_4" [id=54, type=dequantize_per_channel]; +"55 conv2d_4" [id=55, type=conv2d]; +"56 quantize_per_tensor_default_6" [id=56, type=quantize_per_tensor]; +"57 dequantize_per_tensor_default_7" [id=57, type=dequantize_per_tensor]; +"58 add__1" [id=58, type=add_]; +"59 relu__4" [id=59, type=relu_]; +"60 quantize_per_tensor_default_7" [id=60, type=quantize_per_tensor]; +"61 dequantize_per_tensor_default_9" [id=61, type=dequantize_per_tensor]; +"62 dequantize_per_tensor_default_8" [id=62, type=dequantize_per_tensor]; +"63 layer2_0_conv1_weight_bias" [id=63, type=get_attr]; +"64 conv2d_5_scale_0" [id=64, type=get_attr]; +"65 conv2d_5_zero_point_0" [id=65, type=get_attr]; +"66 compressed_weight_updated_constant5" [id=66, type=get_attr]; +"67 quantize_per_channel_default_5" [id=67, type=quantize_per_channel]; +"68 dequantize_per_channel_default_5" [id=68, type=dequantize_per_channel]; +"69 conv2d_5" [id=69, type=conv2d]; +"70 relu__5" [id=70, type=relu_]; +"71 quantize_per_tensor_default_8" [id=71, type=quantize_per_tensor]; +"72 dequantize_per_tensor_default_10" [id=72, type=dequantize_per_tensor]; +"73 layer2_0_conv2_weight_bias" [id=73, type=get_attr]; +"74 conv2d_6_scale_0" [id=74, type=get_attr]; +"75 conv2d_6_zero_point_0" [id=75, type=get_attr]; +"76 compressed_weight_updated_constant6" [id=76, type=get_attr]; +"77 quantize_per_channel_default_6" [id=77, type=quantize_per_channel]; +"78 dequantize_per_channel_default_6" [id=78, type=dequantize_per_channel]; +"79 conv2d_6" [id=79, type=conv2d]; +"80 quantize_per_tensor_default_9" [id=80, type=quantize_per_tensor]; +"81 dequantize_per_tensor_default_11" [id=81, type=dequantize_per_tensor]; +"82 layer2_0_downsample_0_weight_bias" [id=82, type=get_attr]; +"83 conv2d_7_scale_0" [id=83, type=get_attr]; +"84 conv2d_7_zero_point_0" [id=84, type=get_attr]; +"85 compressed_weight_updated_constant7" [id=85, type=get_attr]; +"86 quantize_per_channel_default_7" [id=86, type=quantize_per_channel]; +"87 dequantize_per_channel_default_7" [id=87, type=dequantize_per_channel]; +"88 conv2d_7" [id=88, type=conv2d]; +"89 quantize_per_tensor_default_10" [id=89, type=quantize_per_tensor]; +"90 dequantize_per_tensor_default_12" [id=90, type=dequantize_per_tensor]; +"91 add__2" [id=91, type=add_]; +"92 relu__6" [id=92, type=relu_]; +"93 quantize_per_tensor_default_11" [id=93, type=quantize_per_tensor]; +"94 dequantize_per_tensor_default_14" [id=94, type=dequantize_per_tensor]; +"95 dequantize_per_tensor_default_13" [id=95, type=dequantize_per_tensor]; +"96 layer2_1_conv1_weight_bias" [id=96, type=get_attr]; +"97 conv2d_8_scale_0" [id=97, type=get_attr]; +"98 conv2d_8_zero_point_0" [id=98, type=get_attr]; +"99 compressed_weight_updated_constant8" [id=99, type=get_attr]; +"100 quantize_per_channel_default_8" [id=100, type=quantize_per_channel]; +"101 dequantize_per_channel_default_8" [id=101, type=dequantize_per_channel]; +"102 conv2d_8" [id=102, type=conv2d]; +"103 relu__7" [id=103, type=relu_]; +"104 quantize_per_tensor_default_12" [id=104, type=quantize_per_tensor]; +"105 dequantize_per_tensor_default_15" [id=105, type=dequantize_per_tensor]; +"106 layer2_1_conv2_weight_bias" [id=106, type=get_attr]; +"107 conv2d_9_scale_0" [id=107, type=get_attr]; +"108 conv2d_9_zero_point_0" [id=108, type=get_attr]; +"109 compressed_weight_updated_constant9" [id=109, type=get_attr]; +"110 quantize_per_channel_default_9" [id=110, type=quantize_per_channel]; +"111 dequantize_per_channel_default_9" [id=111, type=dequantize_per_channel]; +"112 conv2d_9" [id=112, type=conv2d]; +"113 quantize_per_tensor_default_13" [id=113, type=quantize_per_tensor]; +"114 dequantize_per_tensor_default_16" [id=114, type=dequantize_per_tensor]; +"115 add__3" [id=115, type=add_]; +"116 relu__8" [id=116, type=relu_]; +"117 quantize_per_tensor_default_14" [id=117, type=quantize_per_tensor]; +"118 dequantize_per_tensor_default_18" [id=118, type=dequantize_per_tensor]; +"119 dequantize_per_tensor_default_17" [id=119, type=dequantize_per_tensor]; +"120 layer3_0_conv1_weight_bias" [id=120, type=get_attr]; +"121 conv2d_10_scale_0" [id=121, type=get_attr]; +"122 conv2d_10_zero_point_0" [id=122, type=get_attr]; +"123 compressed_weight_updated_constant10" [id=123, type=get_attr]; +"124 quantize_per_channel_default_10" [id=124, type=quantize_per_channel]; +"125 dequantize_per_channel_default_10" [id=125, type=dequantize_per_channel]; +"126 conv2d_10" [id=126, type=conv2d]; +"127 relu__9" [id=127, type=relu_]; +"128 quantize_per_tensor_default_15" [id=128, type=quantize_per_tensor]; +"129 dequantize_per_tensor_default_19" [id=129, type=dequantize_per_tensor]; +"130 layer3_0_conv2_weight_bias" [id=130, type=get_attr]; +"131 conv2d_11_scale_0" [id=131, type=get_attr]; +"132 conv2d_11_zero_point_0" [id=132, type=get_attr]; +"133 compressed_weight_updated_constant11" [id=133, type=get_attr]; +"134 quantize_per_channel_default_11" [id=134, type=quantize_per_channel]; +"135 dequantize_per_channel_default_11" [id=135, type=dequantize_per_channel]; +"136 conv2d_11" [id=136, type=conv2d]; +"137 quantize_per_tensor_default_16" [id=137, type=quantize_per_tensor]; +"138 dequantize_per_tensor_default_20" [id=138, type=dequantize_per_tensor]; +"139 layer3_0_downsample_0_weight_bias" [id=139, type=get_attr]; +"140 conv2d_12_scale_0" [id=140, type=get_attr]; +"141 conv2d_12_zero_point_0" [id=141, type=get_attr]; +"142 compressed_weight_updated_constant12" [id=142, type=get_attr]; +"143 quantize_per_channel_default_12" [id=143, type=quantize_per_channel]; +"144 dequantize_per_channel_default_12" [id=144, type=dequantize_per_channel]; +"145 conv2d_12" [id=145, type=conv2d]; +"146 quantize_per_tensor_default_17" [id=146, type=quantize_per_tensor]; +"147 dequantize_per_tensor_default_21" [id=147, type=dequantize_per_tensor]; +"148 add__4" [id=148, type=add_]; +"149 relu__10" [id=149, type=relu_]; +"150 quantize_per_tensor_default_18" [id=150, type=quantize_per_tensor]; +"151 dequantize_per_tensor_default_23" [id=151, type=dequantize_per_tensor]; +"152 dequantize_per_tensor_default_22" [id=152, type=dequantize_per_tensor]; +"153 layer3_1_conv1_weight_bias" [id=153, type=get_attr]; +"154 conv2d_13_scale_0" [id=154, type=get_attr]; +"155 conv2d_13_zero_point_0" [id=155, type=get_attr]; +"156 compressed_weight_updated_constant13" [id=156, type=get_attr]; +"157 quantize_per_channel_default_13" [id=157, type=quantize_per_channel]; +"158 dequantize_per_channel_default_13" [id=158, type=dequantize_per_channel]; +"159 conv2d_13" [id=159, type=conv2d]; +"160 relu__11" [id=160, type=relu_]; +"161 quantize_per_tensor_default_19" [id=161, type=quantize_per_tensor]; +"162 dequantize_per_tensor_default_24" [id=162, type=dequantize_per_tensor]; +"163 layer3_1_conv2_weight_bias" [id=163, type=get_attr]; +"164 conv2d_14_scale_0" [id=164, type=get_attr]; +"165 conv2d_14_zero_point_0" [id=165, type=get_attr]; +"166 compressed_weight_updated_constant14" [id=166, type=get_attr]; +"167 quantize_per_channel_default_14" [id=167, type=quantize_per_channel]; +"168 dequantize_per_channel_default_14" [id=168, type=dequantize_per_channel]; +"169 conv2d_14" [id=169, type=conv2d]; +"170 quantize_per_tensor_default_20" [id=170, type=quantize_per_tensor]; +"171 dequantize_per_tensor_default_25" [id=171, type=dequantize_per_tensor]; +"172 add__5" [id=172, type=add_]; +"173 relu__12" [id=173, type=relu_]; +"174 quantize_per_tensor_default_21" [id=174, type=quantize_per_tensor]; +"175 dequantize_per_tensor_default_27" [id=175, type=dequantize_per_tensor]; +"176 dequantize_per_tensor_default_26" [id=176, type=dequantize_per_tensor]; +"177 layer4_0_conv1_weight_bias" [id=177, type=get_attr]; +"178 conv2d_15_scale_0" [id=178, type=get_attr]; +"179 conv2d_15_zero_point_0" [id=179, type=get_attr]; +"180 compressed_weight_updated_constant15" [id=180, type=get_attr]; +"181 quantize_per_channel_default_15" [id=181, type=quantize_per_channel]; +"182 dequantize_per_channel_default_15" [id=182, type=dequantize_per_channel]; +"183 conv2d_15" [id=183, type=conv2d]; +"184 relu__13" [id=184, type=relu_]; +"185 quantize_per_tensor_default_22" [id=185, type=quantize_per_tensor]; +"186 dequantize_per_tensor_default_28" [id=186, type=dequantize_per_tensor]; +"187 layer4_0_conv2_weight_bias" [id=187, type=get_attr]; +"188 conv2d_16_scale_0" [id=188, type=get_attr]; +"189 conv2d_16_zero_point_0" [id=189, type=get_attr]; +"190 compressed_weight_updated_constant16" [id=190, type=get_attr]; +"191 quantize_per_channel_default_16" [id=191, type=quantize_per_channel]; +"192 dequantize_per_channel_default_16" [id=192, type=dequantize_per_channel]; +"193 conv2d_16" [id=193, type=conv2d]; +"194 quantize_per_tensor_default_23" [id=194, type=quantize_per_tensor]; +"195 dequantize_per_tensor_default_29" [id=195, type=dequantize_per_tensor]; +"196 layer4_0_downsample_0_weight_bias" [id=196, type=get_attr]; +"197 conv2d_17_scale_0" [id=197, type=get_attr]; +"198 conv2d_17_zero_point_0" [id=198, type=get_attr]; +"199 compressed_weight_updated_constant17" [id=199, type=get_attr]; +"200 quantize_per_channel_default_17" [id=200, type=quantize_per_channel]; +"201 dequantize_per_channel_default_17" [id=201, type=dequantize_per_channel]; +"202 conv2d_17" [id=202, type=conv2d]; +"203 quantize_per_tensor_default_24" [id=203, type=quantize_per_tensor]; +"204 dequantize_per_tensor_default_30" [id=204, type=dequantize_per_tensor]; +"205 add__6" [id=205, type=add_]; +"206 relu__14" [id=206, type=relu_]; +"207 quantize_per_tensor_default_25" [id=207, type=quantize_per_tensor]; +"208 dequantize_per_tensor_default_32" [id=208, type=dequantize_per_tensor]; +"209 dequantize_per_tensor_default_31" [id=209, type=dequantize_per_tensor]; +"210 layer4_1_conv1_weight_bias" [id=210, type=get_attr]; +"211 conv2d_18_scale_0" [id=211, type=get_attr]; +"212 conv2d_18_zero_point_0" [id=212, type=get_attr]; +"213 compressed_weight_updated_constant18" [id=213, type=get_attr]; +"214 quantize_per_channel_default_18" [id=214, type=quantize_per_channel]; +"215 dequantize_per_channel_default_18" [id=215, type=dequantize_per_channel]; +"216 conv2d_18" [id=216, type=conv2d]; +"217 relu__15" [id=217, type=relu_]; +"218 quantize_per_tensor_default_26" [id=218, type=quantize_per_tensor]; +"219 dequantize_per_tensor_default_33" [id=219, type=dequantize_per_tensor]; +"220 layer4_1_conv2_weight_bias" [id=220, type=get_attr]; +"221 conv2d_19_scale_0" [id=221, type=get_attr]; +"222 conv2d_19_zero_point_0" [id=222, type=get_attr]; +"223 compressed_weight_updated_constant19" [id=223, type=get_attr]; +"224 quantize_per_channel_default_19" [id=224, type=quantize_per_channel]; +"225 dequantize_per_channel_default_19" [id=225, type=dequantize_per_channel]; +"226 conv2d_19" [id=226, type=conv2d]; +"227 quantize_per_tensor_default_27" [id=227, type=quantize_per_tensor]; +"228 dequantize_per_tensor_default_34" [id=228, type=dequantize_per_tensor]; +"229 add__7" [id=229, type=add_]; +"230 relu__16" [id=230, type=relu_]; +"231 quantize_per_tensor_default_28" [id=231, type=quantize_per_tensor]; +"232 dequantize_per_tensor_default_35" [id=232, type=dequantize_per_tensor]; +"233 adaptive_avg_pool2d" [id=233, type=adaptive_avg_pool2d]; +"234 quantize_per_tensor_default_29" [id=234, type=quantize_per_tensor]; +"235 dequantize_per_tensor_default_36" [id=235, type=dequantize_per_tensor]; +"236 flatten" [id=236, type=flatten]; +"237 linear_scale_0" [id=237, type=get_attr]; +"238 linear_zero_point_0" [id=238, type=get_attr]; +"239 compressed_weight_updated_constant20" [id=239, type=get_attr]; +"240 quantize_per_channel_default_20" [id=240, type=quantize_per_channel]; +"241 dequantize_per_channel_default_20" [id=241, type=dequantize_per_channel]; "242 linear" [id=242, type=linear]; "243 output" [id=243, type=output]; -"0 x" -> "1 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; -"1 quantize_per_tensor_default" -> "2 dequantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; -"2 dequantize_per_tensor_default" -> "9 conv2d" [label="(1, 3, 224, 224)", style=solid]; -"3 conv2d_scale_0" -> "6 quantize_per_channel_default" [label="(64,)", style=solid]; -"3 conv2d_scale_0" -> "7 dequantize_per_channel_default" [label="(64,)", style=solid]; -"4 conv2d_zero_point_0" -> "6 quantize_per_channel_default" [label="(64,)", style=solid]; -"4 conv2d_zero_point_0" -> "7 dequantize_per_channel_default" [label="(64,)", style=solid]; -"5 compressed_weight_updated_constant0" -> "6 quantize_per_channel_default" [label="(64, 3, 7, 7)", style=solid]; -"6 quantize_per_channel_default" -> "7 dequantize_per_channel_default" [label="(64, 3, 7, 7)", style=solid]; -"7 dequantize_per_channel_default" -> "9 conv2d" [label="(64, 3, 7, 7)", style=solid]; -"8 conv1_weight_bias_0_0" -> "9 conv2d" [label="(64,)", style=solid]; -"9 conv2d" -> "10 relu_" [label="(1, 64, 112, 112)", style=solid]; -"10 relu_" -> "11 quantize_per_tensor_default_1" [label="(1, 64, 112, 112)", style=solid]; -"11 quantize_per_tensor_default_1" -> "12 dequantize_per_tensor_default_1" [label="(1, 64, 112, 112)", style=solid]; -"12 dequantize_per_tensor_default_1" -> "13 max_pool2d" [label="(1, 64, 112, 112)", style=solid]; -"13 max_pool2d" -> "20 conv2d_1" [label="(1, 64, 56, 56)", style=solid]; -"13 max_pool2d" -> "33 add_" [label="(1, 64, 56, 56)", style=solid]; -"14 conv2d_1_scale_0" -> "17 quantize_per_channel_default_1" [label="(64,)", style=solid]; -"14 conv2d_1_scale_0" -> "18 dequantize_per_channel_default_1" [label="(64,)", style=solid]; -"15 conv2d_1_zero_point_0" -> "17 quantize_per_channel_default_1" [label="(64,)", style=solid]; -"15 conv2d_1_zero_point_0" -> "18 dequantize_per_channel_default_1" [label="(64,)", style=solid]; -"16 compressed_weight_updated_constant1" -> "17 quantize_per_channel_default_1" [label="(64, 64, 3, 3)", style=solid]; -"17 quantize_per_channel_default_1" -> "18 dequantize_per_channel_default_1" [label="(64, 64, 3, 3)", style=solid]; -"18 dequantize_per_channel_default_1" -> "20 conv2d_1" [label="(64, 64, 3, 3)", style=solid]; -"19 layer1_0_conv1_weight_bias_0_0" -> "20 conv2d_1" [label="(64,)", style=solid]; -"20 conv2d_1" -> "21 relu__1" [label="(1, 64, 56, 56)", style=solid]; -"21 relu__1" -> "22 quantize_per_tensor_default_2" [label="(1, 64, 56, 56)", style=solid]; -"22 quantize_per_tensor_default_2" -> "23 dequantize_per_tensor_default_2" [label="(1, 64, 56, 56)", style=solid]; -"23 dequantize_per_tensor_default_2" -> "30 conv2d_2" [label="(1, 64, 56, 56)", style=solid]; -"24 conv2d_2_scale_0" -> "27 quantize_per_channel_default_2" [label="(64,)", style=solid]; -"24 conv2d_2_scale_0" -> "28 dequantize_per_channel_default_2" [label="(64,)", style=solid]; -"25 conv2d_2_zero_point_0" -> "27 quantize_per_channel_default_2" [label="(64,)", style=solid]; -"25 conv2d_2_zero_point_0" -> "28 dequantize_per_channel_default_2" [label="(64,)", style=solid]; -"26 compressed_weight_updated_constant2" -> "27 quantize_per_channel_default_2" [label="(64, 64, 3, 3)", style=solid]; -"27 quantize_per_channel_default_2" -> "28 dequantize_per_channel_default_2" [label="(64, 64, 3, 3)", style=solid]; -"28 dequantize_per_channel_default_2" -> "30 conv2d_2" [label="(64, 64, 3, 3)", style=solid]; -"29 layer1_0_conv2_weight_bias_0_0" -> "30 conv2d_2" [label="(64,)", style=solid]; -"30 conv2d_2" -> "31 quantize_per_tensor_default_3" [label="(1, 64, 56, 56)", style=solid]; -"31 quantize_per_tensor_default_3" -> "32 dequantize_per_tensor_default_3" [label="(1, 64, 56, 56)", style=solid]; -"32 dequantize_per_tensor_default_3" -> "33 add_" [label="(1, 64, 56, 56)", style=solid]; -"33 add_" -> "34 relu__2" [label="(1, 64, 56, 56)", style=solid]; -"34 relu__2" -> "35 quantize_per_tensor_default_4" [label="(1, 64, 56, 56)", style=solid]; -"35 quantize_per_tensor_default_4" -> "36 dequantize_per_tensor_default_5" [label="(1, 64, 56, 56)", style=solid]; -"35 quantize_per_tensor_default_4" -> "37 dequantize_per_tensor_default_4" [label="(1, 64, 56, 56)", style=solid]; -"36 dequantize_per_tensor_default_5" -> "57 add__1" [label="(1, 64, 56, 56)", style=solid]; -"37 dequantize_per_tensor_default_4" -> "44 conv2d_3" [label="(1, 64, 56, 56)", style=solid]; -"38 conv2d_3_scale_0" -> "41 quantize_per_channel_default_3" [label="(64,)", style=solid]; -"38 conv2d_3_scale_0" -> "42 dequantize_per_channel_default_3" [label="(64,)", style=solid]; -"39 conv2d_3_zero_point_0" -> "41 quantize_per_channel_default_3" [label="(64,)", style=solid]; -"39 conv2d_3_zero_point_0" -> "42 dequantize_per_channel_default_3" [label="(64,)", style=solid]; -"40 compressed_weight_updated_constant3" -> "41 quantize_per_channel_default_3" [label="(64, 64, 3, 3)", style=solid]; -"41 quantize_per_channel_default_3" -> "42 dequantize_per_channel_default_3" [label="(64, 64, 3, 3)", style=solid]; -"42 dequantize_per_channel_default_3" -> "44 conv2d_3" [label="(64, 64, 3, 3)", style=solid]; -"43 layer1_1_conv1_weight_bias_0_0" -> "44 conv2d_3" [label="(64,)", style=solid]; -"44 conv2d_3" -> "45 relu__3" [label="(1, 64, 56, 56)", style=solid]; -"45 relu__3" -> "46 quantize_per_tensor_default_5" [label="(1, 64, 56, 56)", style=solid]; -"46 quantize_per_tensor_default_5" -> "47 dequantize_per_tensor_default_6" [label="(1, 64, 56, 56)", style=solid]; -"47 dequantize_per_tensor_default_6" -> "54 conv2d_4" [label="(1, 64, 56, 56)", style=solid]; -"48 conv2d_4_scale_0" -> "51 quantize_per_channel_default_4" [label="(64,)", style=solid]; -"48 conv2d_4_scale_0" -> "52 dequantize_per_channel_default_4" [label="(64,)", style=solid]; -"49 conv2d_4_zero_point_0" -> "51 quantize_per_channel_default_4" [label="(64,)", style=solid]; -"49 conv2d_4_zero_point_0" -> "52 dequantize_per_channel_default_4" [label="(64,)", style=solid]; -"50 compressed_weight_updated_constant4" -> "51 quantize_per_channel_default_4" [label="(64, 64, 3, 3)", style=solid]; -"51 quantize_per_channel_default_4" -> "52 dequantize_per_channel_default_4" [label="(64, 64, 3, 3)", style=solid]; -"52 dequantize_per_channel_default_4" -> "54 conv2d_4" [label="(64, 64, 3, 3)", style=solid]; -"53 layer1_1_conv2_weight_bias_0_0" -> "54 conv2d_4" [label="(64,)", style=solid]; -"54 conv2d_4" -> "55 quantize_per_tensor_default_6" [label="(1, 64, 56, 56)", style=solid]; -"55 quantize_per_tensor_default_6" -> "56 dequantize_per_tensor_default_7" [label="(1, 64, 56, 56)", style=solid]; -"56 dequantize_per_tensor_default_7" -> "57 add__1" [label="(1, 64, 56, 56)", style=solid]; -"57 add__1" -> "58 relu__4" [label="(1, 64, 56, 56)", style=solid]; -"58 relu__4" -> "59 quantize_per_tensor_default_7" [label="(1, 64, 56, 56)", style=solid]; -"59 quantize_per_tensor_default_7" -> "60 dequantize_per_tensor_default_9" [label="(1, 64, 56, 56)", style=solid]; -"59 quantize_per_tensor_default_7" -> "61 dequantize_per_tensor_default_8" [label="(1, 64, 56, 56)", style=solid]; -"60 dequantize_per_tensor_default_9" -> "87 conv2d_7" [label="(1, 64, 56, 56)", style=solid]; -"61 dequantize_per_tensor_default_8" -> "68 conv2d_5" [label="(1, 64, 56, 56)", style=solid]; -"62 conv2d_5_scale_0" -> "65 quantize_per_channel_default_5" [label="(128,)", style=solid]; -"62 conv2d_5_scale_0" -> "66 dequantize_per_channel_default_5" [label="(128,)", style=solid]; -"63 conv2d_5_zero_point_0" -> "65 quantize_per_channel_default_5" [label="(128,)", style=solid]; -"63 conv2d_5_zero_point_0" -> "66 dequantize_per_channel_default_5" [label="(128,)", style=solid]; -"64 compressed_weight_updated_constant5" -> "65 quantize_per_channel_default_5" [label="(128, 64, 3, 3)", style=solid]; -"65 quantize_per_channel_default_5" -> "66 dequantize_per_channel_default_5" [label="(128, 64, 3, 3)", style=solid]; -"66 dequantize_per_channel_default_5" -> "68 conv2d_5" [label="(128, 64, 3, 3)", style=solid]; -"67 layer2_0_conv1_weight_bias_0_0" -> "68 conv2d_5" [label="(128,)", style=solid]; -"68 conv2d_5" -> "69 relu__5" [label="(1, 128, 28, 28)", style=solid]; -"69 relu__5" -> "70 quantize_per_tensor_default_8" [label="(1, 128, 28, 28)", style=solid]; -"70 quantize_per_tensor_default_8" -> "71 dequantize_per_tensor_default_10" [label="(1, 128, 28, 28)", style=solid]; -"71 dequantize_per_tensor_default_10" -> "78 conv2d_6" [label="(1, 128, 28, 28)", style=solid]; -"72 conv2d_6_scale_0" -> "75 quantize_per_channel_default_6" [label="(128,)", style=solid]; -"72 conv2d_6_scale_0" -> "76 dequantize_per_channel_default_6" [label="(128,)", style=solid]; -"73 conv2d_6_zero_point_0" -> "75 quantize_per_channel_default_6" [label="(128,)", style=solid]; -"73 conv2d_6_zero_point_0" -> "76 dequantize_per_channel_default_6" [label="(128,)", style=solid]; -"74 compressed_weight_updated_constant6" -> "75 quantize_per_channel_default_6" [label="(128, 128, 3, 3)", style=solid]; -"75 quantize_per_channel_default_6" -> "76 dequantize_per_channel_default_6" [label="(128, 128, 3, 3)", style=solid]; -"76 dequantize_per_channel_default_6" -> "78 conv2d_6" [label="(128, 128, 3, 3)", style=solid]; -"77 layer2_0_conv2_weight_bias_0_0" -> "78 conv2d_6" [label="(128,)", style=solid]; -"78 conv2d_6" -> "79 quantize_per_tensor_default_9" [label="(1, 128, 28, 28)", style=solid]; -"79 quantize_per_tensor_default_9" -> "80 dequantize_per_tensor_default_11" [label="(1, 128, 28, 28)", style=solid]; -"80 dequantize_per_tensor_default_11" -> "90 add__2" [label="(1, 128, 28, 28)", style=solid]; -"81 conv2d_7_scale_0" -> "84 quantize_per_channel_default_7" [label="(128,)", style=solid]; -"81 conv2d_7_scale_0" -> "85 dequantize_per_channel_default_7" [label="(128,)", style=solid]; -"82 conv2d_7_zero_point_0" -> "84 quantize_per_channel_default_7" [label="(128,)", style=solid]; -"82 conv2d_7_zero_point_0" -> "85 dequantize_per_channel_default_7" [label="(128,)", style=solid]; -"83 compressed_weight_updated_constant7" -> "84 quantize_per_channel_default_7" [label="(128, 64, 1, 1)", style=solid]; -"84 quantize_per_channel_default_7" -> "85 dequantize_per_channel_default_7" [label="(128, 64, 1, 1)", style=solid]; -"85 dequantize_per_channel_default_7" -> "87 conv2d_7" [label="(128, 64, 1, 1)", style=solid]; -"86 layer2_0_downsample_0_weight_bias_0_0" -> "87 conv2d_7" [label="(128,)", style=solid]; -"87 conv2d_7" -> "88 quantize_per_tensor_default_10" [label="(1, 128, 28, 28)", style=solid]; -"88 quantize_per_tensor_default_10" -> "89 dequantize_per_tensor_default_12" [label="(1, 128, 28, 28)", style=solid]; -"89 dequantize_per_tensor_default_12" -> "90 add__2" [label="(1, 128, 28, 28)", style=solid]; -"90 add__2" -> "91 relu__6" [label="(1, 128, 28, 28)", style=solid]; -"91 relu__6" -> "92 quantize_per_tensor_default_11" [label="(1, 128, 28, 28)", style=solid]; -"92 quantize_per_tensor_default_11" -> "93 dequantize_per_tensor_default_14" [label="(1, 128, 28, 28)", style=solid]; -"92 quantize_per_tensor_default_11" -> "94 dequantize_per_tensor_default_13" [label="(1, 128, 28, 28)", style=solid]; -"93 dequantize_per_tensor_default_14" -> "114 add__3" [label="(1, 128, 28, 28)", style=solid]; -"94 dequantize_per_tensor_default_13" -> "101 conv2d_8" [label="(1, 128, 28, 28)", style=solid]; -"95 conv2d_8_scale_0" -> "98 quantize_per_channel_default_8" [label="(128,)", style=solid]; -"95 conv2d_8_scale_0" -> "99 dequantize_per_channel_default_8" [label="(128,)", style=solid]; -"96 conv2d_8_zero_point_0" -> "98 quantize_per_channel_default_8" [label="(128,)", style=solid]; -"96 conv2d_8_zero_point_0" -> "99 dequantize_per_channel_default_8" [label="(128,)", style=solid]; -"97 compressed_weight_updated_constant8" -> "98 quantize_per_channel_default_8" [label="(128, 128, 3, 3)", style=solid]; -"98 quantize_per_channel_default_8" -> "99 dequantize_per_channel_default_8" [label="(128, 128, 3, 3)", style=solid]; -"99 dequantize_per_channel_default_8" -> "101 conv2d_8" [label="(128, 128, 3, 3)", style=solid]; -"100 layer2_1_conv1_weight_bias_0_0" -> "101 conv2d_8" [label="(128,)", style=solid]; -"101 conv2d_8" -> "102 relu__7" [label="(1, 128, 28, 28)", style=solid]; -"102 relu__7" -> "103 quantize_per_tensor_default_12" [label="(1, 128, 28, 28)", style=solid]; -"103 quantize_per_tensor_default_12" -> "104 dequantize_per_tensor_default_15" [label="(1, 128, 28, 28)", style=solid]; -"104 dequantize_per_tensor_default_15" -> "111 conv2d_9" [label="(1, 128, 28, 28)", style=solid]; -"105 conv2d_9_scale_0" -> "108 quantize_per_channel_default_9" [label="(128,)", style=solid]; -"105 conv2d_9_scale_0" -> "109 dequantize_per_channel_default_9" [label="(128,)", style=solid]; -"106 conv2d_9_zero_point_0" -> "108 quantize_per_channel_default_9" [label="(128,)", style=solid]; -"106 conv2d_9_zero_point_0" -> "109 dequantize_per_channel_default_9" [label="(128,)", style=solid]; -"107 compressed_weight_updated_constant9" -> "108 quantize_per_channel_default_9" [label="(128, 128, 3, 3)", style=solid]; -"108 quantize_per_channel_default_9" -> "109 dequantize_per_channel_default_9" [label="(128, 128, 3, 3)", style=solid]; -"109 dequantize_per_channel_default_9" -> "111 conv2d_9" [label="(128, 128, 3, 3)", style=solid]; -"110 layer2_1_conv2_weight_bias_0_0" -> "111 conv2d_9" [label="(128,)", style=solid]; -"111 conv2d_9" -> "112 quantize_per_tensor_default_13" [label="(1, 128, 28, 28)", style=solid]; -"112 quantize_per_tensor_default_13" -> "113 dequantize_per_tensor_default_16" [label="(1, 128, 28, 28)", style=solid]; -"113 dequantize_per_tensor_default_16" -> "114 add__3" [label="(1, 128, 28, 28)", style=solid]; -"114 add__3" -> "115 relu__8" [label="(1, 128, 28, 28)", style=solid]; -"115 relu__8" -> "116 quantize_per_tensor_default_14" [label="(1, 128, 28, 28)", style=solid]; -"116 quantize_per_tensor_default_14" -> "117 dequantize_per_tensor_default_18" [label="(1, 128, 28, 28)", style=solid]; -"116 quantize_per_tensor_default_14" -> "118 dequantize_per_tensor_default_17" [label="(1, 128, 28, 28)", style=solid]; -"117 dequantize_per_tensor_default_18" -> "144 conv2d_12" [label="(1, 128, 28, 28)", style=solid]; -"118 dequantize_per_tensor_default_17" -> "125 conv2d_10" [label="(1, 128, 28, 28)", style=solid]; -"119 conv2d_10_scale_0" -> "122 quantize_per_channel_default_10" [label="(256,)", style=solid]; -"119 conv2d_10_scale_0" -> "123 dequantize_per_channel_default_10" [label="(256,)", style=solid]; -"120 conv2d_10_zero_point_0" -> "122 quantize_per_channel_default_10" [label="(256,)", style=solid]; -"120 conv2d_10_zero_point_0" -> "123 dequantize_per_channel_default_10" [label="(256,)", style=solid]; -"121 compressed_weight_updated_constant10" -> "122 quantize_per_channel_default_10" [label="(256, 128, 3, 3)", style=solid]; -"122 quantize_per_channel_default_10" -> "123 dequantize_per_channel_default_10" [label="(256, 128, 3, 3)", style=solid]; -"123 dequantize_per_channel_default_10" -> "125 conv2d_10" [label="(256, 128, 3, 3)", style=solid]; -"124 layer3_0_conv1_weight_bias_0_0" -> "125 conv2d_10" [label="(256,)", style=solid]; -"125 conv2d_10" -> "126 relu__9" [label="(1, 256, 14, 14)", style=solid]; -"126 relu__9" -> "127 quantize_per_tensor_default_15" [label="(1, 256, 14, 14)", style=solid]; -"127 quantize_per_tensor_default_15" -> "128 dequantize_per_tensor_default_19" [label="(1, 256, 14, 14)", style=solid]; -"128 dequantize_per_tensor_default_19" -> "135 conv2d_11" [label="(1, 256, 14, 14)", style=solid]; -"129 conv2d_11_scale_0" -> "132 quantize_per_channel_default_11" [label="(256,)", style=solid]; -"129 conv2d_11_scale_0" -> "133 dequantize_per_channel_default_11" [label="(256,)", style=solid]; -"130 conv2d_11_zero_point_0" -> "132 quantize_per_channel_default_11" [label="(256,)", style=solid]; -"130 conv2d_11_zero_point_0" -> "133 dequantize_per_channel_default_11" [label="(256,)", style=solid]; -"131 compressed_weight_updated_constant11" -> "132 quantize_per_channel_default_11" [label="(256, 256, 3, 3)", style=solid]; -"132 quantize_per_channel_default_11" -> "133 dequantize_per_channel_default_11" [label="(256, 256, 3, 3)", style=solid]; -"133 dequantize_per_channel_default_11" -> "135 conv2d_11" [label="(256, 256, 3, 3)", style=solid]; -"134 layer3_0_conv2_weight_bias_0_0" -> "135 conv2d_11" [label="(256,)", style=solid]; -"135 conv2d_11" -> "136 quantize_per_tensor_default_16" [label="(1, 256, 14, 14)", style=solid]; -"136 quantize_per_tensor_default_16" -> "137 dequantize_per_tensor_default_20" [label="(1, 256, 14, 14)", style=solid]; -"137 dequantize_per_tensor_default_20" -> "147 add__4" [label="(1, 256, 14, 14)", style=solid]; -"138 conv2d_12_scale_0" -> "141 quantize_per_channel_default_12" [label="(256,)", style=solid]; -"138 conv2d_12_scale_0" -> "142 dequantize_per_channel_default_12" [label="(256,)", style=solid]; -"139 conv2d_12_zero_point_0" -> "141 quantize_per_channel_default_12" [label="(256,)", style=solid]; -"139 conv2d_12_zero_point_0" -> "142 dequantize_per_channel_default_12" [label="(256,)", style=solid]; -"140 compressed_weight_updated_constant12" -> "141 quantize_per_channel_default_12" [label="(256, 128, 1, 1)", style=solid]; -"141 quantize_per_channel_default_12" -> "142 dequantize_per_channel_default_12" [label="(256, 128, 1, 1)", style=solid]; -"142 dequantize_per_channel_default_12" -> "144 conv2d_12" [label="(256, 128, 1, 1)", style=solid]; -"143 layer3_0_downsample_0_weight_bias_0_0" -> "144 conv2d_12" [label="(256,)", style=solid]; -"144 conv2d_12" -> "145 quantize_per_tensor_default_17" [label="(1, 256, 14, 14)", style=solid]; -"145 quantize_per_tensor_default_17" -> "146 dequantize_per_tensor_default_21" [label="(1, 256, 14, 14)", style=solid]; -"146 dequantize_per_tensor_default_21" -> "147 add__4" [label="(1, 256, 14, 14)", style=solid]; -"147 add__4" -> "148 relu__10" [label="(1, 256, 14, 14)", style=solid]; -"148 relu__10" -> "149 quantize_per_tensor_default_18" [label="(1, 256, 14, 14)", style=solid]; -"149 quantize_per_tensor_default_18" -> "150 dequantize_per_tensor_default_23" [label="(1, 256, 14, 14)", style=solid]; -"149 quantize_per_tensor_default_18" -> "151 dequantize_per_tensor_default_22" [label="(1, 256, 14, 14)", style=solid]; -"150 dequantize_per_tensor_default_23" -> "171 add__5" [label="(1, 256, 14, 14)", style=solid]; -"151 dequantize_per_tensor_default_22" -> "158 conv2d_13" [label="(1, 256, 14, 14)", style=solid]; -"152 conv2d_13_scale_0" -> "155 quantize_per_channel_default_13" [label="(256,)", style=solid]; -"152 conv2d_13_scale_0" -> "156 dequantize_per_channel_default_13" [label="(256,)", style=solid]; -"153 conv2d_13_zero_point_0" -> "155 quantize_per_channel_default_13" [label="(256,)", style=solid]; -"153 conv2d_13_zero_point_0" -> "156 dequantize_per_channel_default_13" [label="(256,)", style=solid]; -"154 compressed_weight_updated_constant13" -> "155 quantize_per_channel_default_13" [label="(256, 256, 3, 3)", style=solid]; -"155 quantize_per_channel_default_13" -> "156 dequantize_per_channel_default_13" [label="(256, 256, 3, 3)", style=solid]; -"156 dequantize_per_channel_default_13" -> "158 conv2d_13" [label="(256, 256, 3, 3)", style=solid]; -"157 layer3_1_conv1_weight_bias_0_0" -> "158 conv2d_13" [label="(256,)", style=solid]; -"158 conv2d_13" -> "159 relu__11" [label="(1, 256, 14, 14)", style=solid]; -"159 relu__11" -> "160 quantize_per_tensor_default_19" [label="(1, 256, 14, 14)", style=solid]; -"160 quantize_per_tensor_default_19" -> "161 dequantize_per_tensor_default_24" [label="(1, 256, 14, 14)", style=solid]; -"161 dequantize_per_tensor_default_24" -> "168 conv2d_14" [label="(1, 256, 14, 14)", style=solid]; -"162 conv2d_14_scale_0" -> "165 quantize_per_channel_default_14" [label="(256,)", style=solid]; -"162 conv2d_14_scale_0" -> "166 dequantize_per_channel_default_14" [label="(256,)", style=solid]; -"163 conv2d_14_zero_point_0" -> "165 quantize_per_channel_default_14" [label="(256,)", style=solid]; -"163 conv2d_14_zero_point_0" -> "166 dequantize_per_channel_default_14" [label="(256,)", style=solid]; -"164 compressed_weight_updated_constant14" -> "165 quantize_per_channel_default_14" [label="(256, 256, 3, 3)", style=solid]; -"165 quantize_per_channel_default_14" -> "166 dequantize_per_channel_default_14" [label="(256, 256, 3, 3)", style=solid]; -"166 dequantize_per_channel_default_14" -> "168 conv2d_14" [label="(256, 256, 3, 3)", style=solid]; -"167 layer3_1_conv2_weight_bias_0_0" -> "168 conv2d_14" [label="(256,)", style=solid]; -"168 conv2d_14" -> "169 quantize_per_tensor_default_20" [label="(1, 256, 14, 14)", style=solid]; -"169 quantize_per_tensor_default_20" -> "170 dequantize_per_tensor_default_25" [label="(1, 256, 14, 14)", style=solid]; -"170 dequantize_per_tensor_default_25" -> "171 add__5" [label="(1, 256, 14, 14)", style=solid]; -"171 add__5" -> "172 relu__12" [label="(1, 256, 14, 14)", style=solid]; -"172 relu__12" -> "173 quantize_per_tensor_default_21" [label="(1, 256, 14, 14)", style=solid]; -"173 quantize_per_tensor_default_21" -> "174 dequantize_per_tensor_default_27" [label="(1, 256, 14, 14)", style=solid]; -"173 quantize_per_tensor_default_21" -> "175 dequantize_per_tensor_default_26" [label="(1, 256, 14, 14)", style=solid]; -"174 dequantize_per_tensor_default_27" -> "201 conv2d_17" [label="(1, 256, 14, 14)", style=solid]; -"175 dequantize_per_tensor_default_26" -> "182 conv2d_15" [label="(1, 256, 14, 14)", style=solid]; -"176 conv2d_15_scale_0" -> "179 quantize_per_channel_default_15" [label="(512,)", style=solid]; -"176 conv2d_15_scale_0" -> "180 dequantize_per_channel_default_15" [label="(512,)", style=solid]; -"177 conv2d_15_zero_point_0" -> "179 quantize_per_channel_default_15" [label="(512,)", style=solid]; -"177 conv2d_15_zero_point_0" -> "180 dequantize_per_channel_default_15" [label="(512,)", style=solid]; -"178 compressed_weight_updated_constant15" -> "179 quantize_per_channel_default_15" [label="(512, 256, 3, 3)", style=solid]; -"179 quantize_per_channel_default_15" -> "180 dequantize_per_channel_default_15" [label="(512, 256, 3, 3)", style=solid]; -"180 dequantize_per_channel_default_15" -> "182 conv2d_15" [label="(512, 256, 3, 3)", style=solid]; -"181 layer4_0_conv1_weight_bias_0_0" -> "182 conv2d_15" [label="(512,)", style=solid]; -"182 conv2d_15" -> "183 relu__13" [label="(1, 512, 7, 7)", style=solid]; -"183 relu__13" -> "184 quantize_per_tensor_default_22" [label="(1, 512, 7, 7)", style=solid]; -"184 quantize_per_tensor_default_22" -> "185 dequantize_per_tensor_default_28" [label="(1, 512, 7, 7)", style=solid]; -"185 dequantize_per_tensor_default_28" -> "192 conv2d_16" [label="(1, 512, 7, 7)", style=solid]; -"186 conv2d_16_scale_0" -> "189 quantize_per_channel_default_16" [label="(512,)", style=solid]; -"186 conv2d_16_scale_0" -> "190 dequantize_per_channel_default_16" [label="(512,)", style=solid]; -"187 conv2d_16_zero_point_0" -> "189 quantize_per_channel_default_16" [label="(512,)", style=solid]; -"187 conv2d_16_zero_point_0" -> "190 dequantize_per_channel_default_16" [label="(512,)", style=solid]; -"188 compressed_weight_updated_constant16" -> "189 quantize_per_channel_default_16" [label="(512, 512, 3, 3)", style=solid]; -"189 quantize_per_channel_default_16" -> "190 dequantize_per_channel_default_16" [label="(512, 512, 3, 3)", style=solid]; -"190 dequantize_per_channel_default_16" -> "192 conv2d_16" [label="(512, 512, 3, 3)", style=solid]; -"191 layer4_0_conv2_weight_bias_0_0" -> "192 conv2d_16" [label="(512,)", style=solid]; -"192 conv2d_16" -> "193 quantize_per_tensor_default_23" [label="(1, 512, 7, 7)", style=solid]; -"193 quantize_per_tensor_default_23" -> "194 dequantize_per_tensor_default_29" [label="(1, 512, 7, 7)", style=solid]; -"194 dequantize_per_tensor_default_29" -> "204 add__6" [label="(1, 512, 7, 7)", style=solid]; -"195 conv2d_17_scale_0" -> "198 quantize_per_channel_default_17" [label="(512,)", style=solid]; -"195 conv2d_17_scale_0" -> "199 dequantize_per_channel_default_17" [label="(512,)", style=solid]; -"196 conv2d_17_zero_point_0" -> "198 quantize_per_channel_default_17" [label="(512,)", style=solid]; -"196 conv2d_17_zero_point_0" -> "199 dequantize_per_channel_default_17" [label="(512,)", style=solid]; -"197 compressed_weight_updated_constant17" -> "198 quantize_per_channel_default_17" [label="(512, 256, 1, 1)", style=solid]; -"198 quantize_per_channel_default_17" -> "199 dequantize_per_channel_default_17" [label="(512, 256, 1, 1)", style=solid]; -"199 dequantize_per_channel_default_17" -> "201 conv2d_17" [label="(512, 256, 1, 1)", style=solid]; -"200 layer4_0_downsample_0_weight_bias_0_0" -> "201 conv2d_17" [label="(512,)", style=solid]; -"201 conv2d_17" -> "202 quantize_per_tensor_default_24" [label="(1, 512, 7, 7)", style=solid]; -"202 quantize_per_tensor_default_24" -> "203 dequantize_per_tensor_default_30" [label="(1, 512, 7, 7)", style=solid]; -"203 dequantize_per_tensor_default_30" -> "204 add__6" [label="(1, 512, 7, 7)", style=solid]; -"204 add__6" -> "205 relu__14" [label="(1, 512, 7, 7)", style=solid]; -"205 relu__14" -> "206 quantize_per_tensor_default_25" [label="(1, 512, 7, 7)", style=solid]; -"206 quantize_per_tensor_default_25" -> "207 dequantize_per_tensor_default_32" [label="(1, 512, 7, 7)", style=solid]; -"206 quantize_per_tensor_default_25" -> "208 dequantize_per_tensor_default_31" [label="(1, 512, 7, 7)", style=solid]; -"207 dequantize_per_tensor_default_32" -> "228 add__7" [label="(1, 512, 7, 7)", style=solid]; -"208 dequantize_per_tensor_default_31" -> "215 conv2d_18" [label="(1, 512, 7, 7)", style=solid]; -"209 conv2d_18_scale_0" -> "212 quantize_per_channel_default_18" [label="(512,)", style=solid]; -"209 conv2d_18_scale_0" -> "213 dequantize_per_channel_default_18" [label="(512,)", style=solid]; -"210 conv2d_18_zero_point_0" -> "212 quantize_per_channel_default_18" [label="(512,)", style=solid]; -"210 conv2d_18_zero_point_0" -> "213 dequantize_per_channel_default_18" [label="(512,)", style=solid]; -"211 compressed_weight_updated_constant18" -> "212 quantize_per_channel_default_18" [label="(512, 512, 3, 3)", style=solid]; -"212 quantize_per_channel_default_18" -> "213 dequantize_per_channel_default_18" [label="(512, 512, 3, 3)", style=solid]; -"213 dequantize_per_channel_default_18" -> "215 conv2d_18" [label="(512, 512, 3, 3)", style=solid]; -"214 layer4_1_conv1_weight_bias_0_0" -> "215 conv2d_18" [label="(512,)", style=solid]; -"215 conv2d_18" -> "216 relu__15" [label="(1, 512, 7, 7)", style=solid]; -"216 relu__15" -> "217 quantize_per_tensor_default_26" [label="(1, 512, 7, 7)", style=solid]; -"217 quantize_per_tensor_default_26" -> "218 dequantize_per_tensor_default_33" [label="(1, 512, 7, 7)", style=solid]; -"218 dequantize_per_tensor_default_33" -> "225 conv2d_19" [label="(1, 512, 7, 7)", style=solid]; -"219 conv2d_19_scale_0" -> "222 quantize_per_channel_default_19" [label="(512,)", style=solid]; -"219 conv2d_19_scale_0" -> "223 dequantize_per_channel_default_19" [label="(512,)", style=solid]; -"220 conv2d_19_zero_point_0" -> "222 quantize_per_channel_default_19" [label="(512,)", style=solid]; -"220 conv2d_19_zero_point_0" -> "223 dequantize_per_channel_default_19" [label="(512,)", style=solid]; -"221 compressed_weight_updated_constant19" -> "222 quantize_per_channel_default_19" [label="(512, 512, 3, 3)", style=solid]; -"222 quantize_per_channel_default_19" -> "223 dequantize_per_channel_default_19" [label="(512, 512, 3, 3)", style=solid]; -"223 dequantize_per_channel_default_19" -> "225 conv2d_19" [label="(512, 512, 3, 3)", style=solid]; -"224 layer4_1_conv2_weight_bias_0_0" -> "225 conv2d_19" [label="(512,)", style=solid]; -"225 conv2d_19" -> "226 quantize_per_tensor_default_27" [label="(1, 512, 7, 7)", style=solid]; -"226 quantize_per_tensor_default_27" -> "227 dequantize_per_tensor_default_34" [label="(1, 512, 7, 7)", style=solid]; -"227 dequantize_per_tensor_default_34" -> "228 add__7" [label="(1, 512, 7, 7)", style=solid]; -"228 add__7" -> "229 relu__16" [label="(1, 512, 7, 7)", style=solid]; -"229 relu__16" -> "230 quantize_per_tensor_default_28" [label="(1, 512, 7, 7)", style=solid]; -"230 quantize_per_tensor_default_28" -> "231 dequantize_per_tensor_default_35" [label="(1, 512, 7, 7)", style=solid]; -"231 dequantize_per_tensor_default_35" -> "232 adaptive_avg_pool2d" [label="(1, 512, 7, 7)", style=solid]; -"232 adaptive_avg_pool2d" -> "233 quantize_per_tensor_default_29" [label="(1, 512, 1, 1)", style=solid]; -"233 quantize_per_tensor_default_29" -> "234 dequantize_per_tensor_default_36" [label="(1, 512, 1, 1)", style=solid]; -"234 dequantize_per_tensor_default_36" -> "235 flatten" [label="(1, 512, 1, 1)", style=solid]; -"235 flatten" -> "242 linear" [label="(1, 512)", style=solid]; -"236 linear_scale_0" -> "239 quantize_per_channel_default_20" [label="(1000,)", style=solid]; -"236 linear_scale_0" -> "240 dequantize_per_channel_default_20" [label="(1000,)", style=solid]; -"237 linear_zero_point_0" -> "239 quantize_per_channel_default_20" [label="(1000,)", style=solid]; -"237 linear_zero_point_0" -> "240 dequantize_per_channel_default_20" [label="(1000,)", style=solid]; -"238 compressed_weight_updated_constant20" -> "239 quantize_per_channel_default_20" [label="(1000, 512)", style=solid]; -"239 quantize_per_channel_default_20" -> "240 dequantize_per_channel_default_20" [label="(1000, 512)", style=solid]; -"240 dequantize_per_channel_default_20" -> "242 linear" [label="(1000, 512)", style=solid]; -"241 fc_bias_0_0" -> "242 linear" [label="(1000,)", style=solid]; +"0 fc_bias" -> "242 linear" [label="(1000,)", style=solid]; +"1 x" -> "2 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"2 quantize_per_tensor_default" -> "3 dequantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"3 dequantize_per_tensor_default" -> "10 conv2d" [label="(1, 3, 224, 224)", style=solid]; +"4 conv1_weight_bias" -> "10 conv2d" [label="(64,)", style=solid]; +"5 conv2d_scale_0" -> "8 quantize_per_channel_default" [label="(64,)", style=solid]; +"5 conv2d_scale_0" -> "9 dequantize_per_channel_default" [label="(64,)", style=solid]; +"6 conv2d_zero_point_0" -> "8 quantize_per_channel_default" [label="(64,)", style=solid]; +"6 conv2d_zero_point_0" -> "9 dequantize_per_channel_default" [label="(64,)", style=solid]; +"7 compressed_weight_updated_constant0" -> "8 quantize_per_channel_default" [label="(64, 3, 7, 7)", style=solid]; +"8 quantize_per_channel_default" -> "9 dequantize_per_channel_default" [label="(64, 3, 7, 7)", style=solid]; +"9 dequantize_per_channel_default" -> "10 conv2d" [label="(64, 3, 7, 7)", style=solid]; +"10 conv2d" -> "11 relu_" [label="(1, 64, 112, 112)", style=solid]; +"11 relu_" -> "12 quantize_per_tensor_default_1" [label="(1, 64, 112, 112)", style=solid]; +"12 quantize_per_tensor_default_1" -> "13 dequantize_per_tensor_default_1" [label="(1, 64, 112, 112)", style=solid]; +"13 dequantize_per_tensor_default_1" -> "14 max_pool2d" [label="(1, 64, 112, 112)", style=solid]; +"14 max_pool2d" -> "21 conv2d_1" [label="(1, 64, 56, 56)", style=solid]; +"14 max_pool2d" -> "34 add_" [label="(1, 64, 56, 56)", style=solid]; +"15 layer1_0_conv1_weight_bias" -> "21 conv2d_1" [label="(64,)", style=solid]; +"16 conv2d_1_scale_0" -> "19 quantize_per_channel_default_1" [label="(64,)", style=solid]; +"16 conv2d_1_scale_0" -> "20 dequantize_per_channel_default_1" [label="(64,)", style=solid]; +"17 conv2d_1_zero_point_0" -> "19 quantize_per_channel_default_1" [label="(64,)", style=solid]; +"17 conv2d_1_zero_point_0" -> "20 dequantize_per_channel_default_1" [label="(64,)", style=solid]; +"18 compressed_weight_updated_constant1" -> "19 quantize_per_channel_default_1" [label="(64, 64, 3, 3)", style=solid]; +"19 quantize_per_channel_default_1" -> "20 dequantize_per_channel_default_1" [label="(64, 64, 3, 3)", style=solid]; +"20 dequantize_per_channel_default_1" -> "21 conv2d_1" [label="(64, 64, 3, 3)", style=solid]; +"21 conv2d_1" -> "22 relu__1" [label="(1, 64, 56, 56)", style=solid]; +"22 relu__1" -> "23 quantize_per_tensor_default_2" [label="(1, 64, 56, 56)", style=solid]; +"23 quantize_per_tensor_default_2" -> "24 dequantize_per_tensor_default_2" [label="(1, 64, 56, 56)", style=solid]; +"24 dequantize_per_tensor_default_2" -> "31 conv2d_2" [label="(1, 64, 56, 56)", style=solid]; +"25 layer1_0_conv2_weight_bias" -> "31 conv2d_2" [label="(64,)", style=solid]; +"26 conv2d_2_scale_0" -> "29 quantize_per_channel_default_2" [label="(64,)", style=solid]; +"26 conv2d_2_scale_0" -> "30 dequantize_per_channel_default_2" [label="(64,)", style=solid]; +"27 conv2d_2_zero_point_0" -> "29 quantize_per_channel_default_2" [label="(64,)", style=solid]; +"27 conv2d_2_zero_point_0" -> "30 dequantize_per_channel_default_2" [label="(64,)", style=solid]; +"28 compressed_weight_updated_constant2" -> "29 quantize_per_channel_default_2" [label="(64, 64, 3, 3)", style=solid]; +"29 quantize_per_channel_default_2" -> "30 dequantize_per_channel_default_2" [label="(64, 64, 3, 3)", style=solid]; +"30 dequantize_per_channel_default_2" -> "31 conv2d_2" [label="(64, 64, 3, 3)", style=solid]; +"31 conv2d_2" -> "32 quantize_per_tensor_default_3" [label="(1, 64, 56, 56)", style=solid]; +"32 quantize_per_tensor_default_3" -> "33 dequantize_per_tensor_default_3" [label="(1, 64, 56, 56)", style=solid]; +"33 dequantize_per_tensor_default_3" -> "34 add_" [label="(1, 64, 56, 56)", style=solid]; +"34 add_" -> "35 relu__2" [label="(1, 64, 56, 56)", style=solid]; +"35 relu__2" -> "36 quantize_per_tensor_default_4" [label="(1, 64, 56, 56)", style=solid]; +"36 quantize_per_tensor_default_4" -> "37 dequantize_per_tensor_default_5" [label="(1, 64, 56, 56)", style=solid]; +"36 quantize_per_tensor_default_4" -> "38 dequantize_per_tensor_default_4" [label="(1, 64, 56, 56)", style=solid]; +"37 dequantize_per_tensor_default_5" -> "58 add__1" [label="(1, 64, 56, 56)", style=solid]; +"38 dequantize_per_tensor_default_4" -> "45 conv2d_3" [label="(1, 64, 56, 56)", style=solid]; +"39 layer1_1_conv1_weight_bias" -> "45 conv2d_3" [label="(64,)", style=solid]; +"40 conv2d_3_scale_0" -> "43 quantize_per_channel_default_3" [label="(64,)", style=solid]; +"40 conv2d_3_scale_0" -> "44 dequantize_per_channel_default_3" [label="(64,)", style=solid]; +"41 conv2d_3_zero_point_0" -> "43 quantize_per_channel_default_3" [label="(64,)", style=solid]; +"41 conv2d_3_zero_point_0" -> "44 dequantize_per_channel_default_3" [label="(64,)", style=solid]; +"42 compressed_weight_updated_constant3" -> "43 quantize_per_channel_default_3" [label="(64, 64, 3, 3)", style=solid]; +"43 quantize_per_channel_default_3" -> "44 dequantize_per_channel_default_3" [label="(64, 64, 3, 3)", style=solid]; +"44 dequantize_per_channel_default_3" -> "45 conv2d_3" [label="(64, 64, 3, 3)", style=solid]; +"45 conv2d_3" -> "46 relu__3" [label="(1, 64, 56, 56)", style=solid]; +"46 relu__3" -> "47 quantize_per_tensor_default_5" [label="(1, 64, 56, 56)", style=solid]; +"47 quantize_per_tensor_default_5" -> "48 dequantize_per_tensor_default_6" [label="(1, 64, 56, 56)", style=solid]; +"48 dequantize_per_tensor_default_6" -> "55 conv2d_4" [label="(1, 64, 56, 56)", style=solid]; +"49 layer1_1_conv2_weight_bias" -> "55 conv2d_4" [label="(64,)", style=solid]; +"50 conv2d_4_scale_0" -> "53 quantize_per_channel_default_4" [label="(64,)", style=solid]; +"50 conv2d_4_scale_0" -> "54 dequantize_per_channel_default_4" [label="(64,)", style=solid]; +"51 conv2d_4_zero_point_0" -> "53 quantize_per_channel_default_4" [label="(64,)", style=solid]; +"51 conv2d_4_zero_point_0" -> "54 dequantize_per_channel_default_4" [label="(64,)", style=solid]; +"52 compressed_weight_updated_constant4" -> "53 quantize_per_channel_default_4" [label="(64, 64, 3, 3)", style=solid]; +"53 quantize_per_channel_default_4" -> "54 dequantize_per_channel_default_4" [label="(64, 64, 3, 3)", style=solid]; +"54 dequantize_per_channel_default_4" -> "55 conv2d_4" [label="(64, 64, 3, 3)", style=solid]; +"55 conv2d_4" -> "56 quantize_per_tensor_default_6" [label="(1, 64, 56, 56)", style=solid]; +"56 quantize_per_tensor_default_6" -> "57 dequantize_per_tensor_default_7" [label="(1, 64, 56, 56)", style=solid]; +"57 dequantize_per_tensor_default_7" -> "58 add__1" [label="(1, 64, 56, 56)", style=solid]; +"58 add__1" -> "59 relu__4" [label="(1, 64, 56, 56)", style=solid]; +"59 relu__4" -> "60 quantize_per_tensor_default_7" [label="(1, 64, 56, 56)", style=solid]; +"60 quantize_per_tensor_default_7" -> "61 dequantize_per_tensor_default_9" [label="(1, 64, 56, 56)", style=solid]; +"60 quantize_per_tensor_default_7" -> "62 dequantize_per_tensor_default_8" [label="(1, 64, 56, 56)", style=solid]; +"61 dequantize_per_tensor_default_9" -> "88 conv2d_7" [label="(1, 64, 56, 56)", style=solid]; +"62 dequantize_per_tensor_default_8" -> "69 conv2d_5" [label="(1, 64, 56, 56)", style=solid]; +"63 layer2_0_conv1_weight_bias" -> "69 conv2d_5" [label="(128,)", style=solid]; +"64 conv2d_5_scale_0" -> "67 quantize_per_channel_default_5" [label="(128,)", style=solid]; +"64 conv2d_5_scale_0" -> "68 dequantize_per_channel_default_5" [label="(128,)", style=solid]; +"65 conv2d_5_zero_point_0" -> "67 quantize_per_channel_default_5" [label="(128,)", style=solid]; +"65 conv2d_5_zero_point_0" -> "68 dequantize_per_channel_default_5" [label="(128,)", style=solid]; +"66 compressed_weight_updated_constant5" -> "67 quantize_per_channel_default_5" [label="(128, 64, 3, 3)", style=solid]; +"67 quantize_per_channel_default_5" -> "68 dequantize_per_channel_default_5" [label="(128, 64, 3, 3)", style=solid]; +"68 dequantize_per_channel_default_5" -> "69 conv2d_5" [label="(128, 64, 3, 3)", style=solid]; +"69 conv2d_5" -> "70 relu__5" [label="(1, 128, 28, 28)", style=solid]; +"70 relu__5" -> "71 quantize_per_tensor_default_8" [label="(1, 128, 28, 28)", style=solid]; +"71 quantize_per_tensor_default_8" -> "72 dequantize_per_tensor_default_10" [label="(1, 128, 28, 28)", style=solid]; +"72 dequantize_per_tensor_default_10" -> "79 conv2d_6" [label="(1, 128, 28, 28)", style=solid]; +"73 layer2_0_conv2_weight_bias" -> "79 conv2d_6" [label="(128,)", style=solid]; +"74 conv2d_6_scale_0" -> "77 quantize_per_channel_default_6" [label="(128,)", style=solid]; +"74 conv2d_6_scale_0" -> "78 dequantize_per_channel_default_6" [label="(128,)", style=solid]; +"75 conv2d_6_zero_point_0" -> "77 quantize_per_channel_default_6" [label="(128,)", style=solid]; +"75 conv2d_6_zero_point_0" -> "78 dequantize_per_channel_default_6" [label="(128,)", style=solid]; +"76 compressed_weight_updated_constant6" -> "77 quantize_per_channel_default_6" [label="(128, 128, 3, 3)", style=solid]; +"77 quantize_per_channel_default_6" -> "78 dequantize_per_channel_default_6" [label="(128, 128, 3, 3)", style=solid]; +"78 dequantize_per_channel_default_6" -> "79 conv2d_6" [label="(128, 128, 3, 3)", style=solid]; +"79 conv2d_6" -> "80 quantize_per_tensor_default_9" [label="(1, 128, 28, 28)", style=solid]; +"80 quantize_per_tensor_default_9" -> "81 dequantize_per_tensor_default_11" [label="(1, 128, 28, 28)", style=solid]; +"81 dequantize_per_tensor_default_11" -> "91 add__2" [label="(1, 128, 28, 28)", style=solid]; +"82 layer2_0_downsample_0_weight_bias" -> "88 conv2d_7" [label="(128,)", style=solid]; +"83 conv2d_7_scale_0" -> "86 quantize_per_channel_default_7" [label="(128,)", style=solid]; +"83 conv2d_7_scale_0" -> "87 dequantize_per_channel_default_7" [label="(128,)", style=solid]; +"84 conv2d_7_zero_point_0" -> "86 quantize_per_channel_default_7" [label="(128,)", style=solid]; +"84 conv2d_7_zero_point_0" -> "87 dequantize_per_channel_default_7" [label="(128,)", style=solid]; +"85 compressed_weight_updated_constant7" -> "86 quantize_per_channel_default_7" [label="(128, 64, 1, 1)", style=solid]; +"86 quantize_per_channel_default_7" -> "87 dequantize_per_channel_default_7" [label="(128, 64, 1, 1)", style=solid]; +"87 dequantize_per_channel_default_7" -> "88 conv2d_7" [label="(128, 64, 1, 1)", style=solid]; +"88 conv2d_7" -> "89 quantize_per_tensor_default_10" [label="(1, 128, 28, 28)", style=solid]; +"89 quantize_per_tensor_default_10" -> "90 dequantize_per_tensor_default_12" [label="(1, 128, 28, 28)", style=solid]; +"90 dequantize_per_tensor_default_12" -> "91 add__2" [label="(1, 128, 28, 28)", style=solid]; +"91 add__2" -> "92 relu__6" [label="(1, 128, 28, 28)", style=solid]; +"92 relu__6" -> "93 quantize_per_tensor_default_11" [label="(1, 128, 28, 28)", style=solid]; +"93 quantize_per_tensor_default_11" -> "94 dequantize_per_tensor_default_14" [label="(1, 128, 28, 28)", style=solid]; +"93 quantize_per_tensor_default_11" -> "95 dequantize_per_tensor_default_13" [label="(1, 128, 28, 28)", style=solid]; +"94 dequantize_per_tensor_default_14" -> "115 add__3" [label="(1, 128, 28, 28)", style=solid]; +"95 dequantize_per_tensor_default_13" -> "102 conv2d_8" [label="(1, 128, 28, 28)", style=solid]; +"96 layer2_1_conv1_weight_bias" -> "102 conv2d_8" [label="(128,)", style=solid]; +"97 conv2d_8_scale_0" -> "100 quantize_per_channel_default_8" [label="(128,)", style=solid]; +"97 conv2d_8_scale_0" -> "101 dequantize_per_channel_default_8" [label="(128,)", style=solid]; +"98 conv2d_8_zero_point_0" -> "100 quantize_per_channel_default_8" [label="(128,)", style=solid]; +"98 conv2d_8_zero_point_0" -> "101 dequantize_per_channel_default_8" [label="(128,)", style=solid]; +"99 compressed_weight_updated_constant8" -> "100 quantize_per_channel_default_8" [label="(128, 128, 3, 3)", style=solid]; +"100 quantize_per_channel_default_8" -> "101 dequantize_per_channel_default_8" [label="(128, 128, 3, 3)", style=solid]; +"101 dequantize_per_channel_default_8" -> "102 conv2d_8" [label="(128, 128, 3, 3)", style=solid]; +"102 conv2d_8" -> "103 relu__7" [label="(1, 128, 28, 28)", style=solid]; +"103 relu__7" -> "104 quantize_per_tensor_default_12" [label="(1, 128, 28, 28)", style=solid]; +"104 quantize_per_tensor_default_12" -> "105 dequantize_per_tensor_default_15" [label="(1, 128, 28, 28)", style=solid]; +"105 dequantize_per_tensor_default_15" -> "112 conv2d_9" [label="(1, 128, 28, 28)", style=solid]; +"106 layer2_1_conv2_weight_bias" -> "112 conv2d_9" [label="(128,)", style=solid]; +"107 conv2d_9_scale_0" -> "110 quantize_per_channel_default_9" [label="(128,)", style=solid]; +"107 conv2d_9_scale_0" -> "111 dequantize_per_channel_default_9" [label="(128,)", style=solid]; +"108 conv2d_9_zero_point_0" -> "110 quantize_per_channel_default_9" [label="(128,)", style=solid]; +"108 conv2d_9_zero_point_0" -> "111 dequantize_per_channel_default_9" [label="(128,)", style=solid]; +"109 compressed_weight_updated_constant9" -> "110 quantize_per_channel_default_9" [label="(128, 128, 3, 3)", style=solid]; +"110 quantize_per_channel_default_9" -> "111 dequantize_per_channel_default_9" [label="(128, 128, 3, 3)", style=solid]; +"111 dequantize_per_channel_default_9" -> "112 conv2d_9" [label="(128, 128, 3, 3)", style=solid]; +"112 conv2d_9" -> "113 quantize_per_tensor_default_13" [label="(1, 128, 28, 28)", style=solid]; +"113 quantize_per_tensor_default_13" -> "114 dequantize_per_tensor_default_16" [label="(1, 128, 28, 28)", style=solid]; +"114 dequantize_per_tensor_default_16" -> "115 add__3" [label="(1, 128, 28, 28)", style=solid]; +"115 add__3" -> "116 relu__8" [label="(1, 128, 28, 28)", style=solid]; +"116 relu__8" -> "117 quantize_per_tensor_default_14" [label="(1, 128, 28, 28)", style=solid]; +"117 quantize_per_tensor_default_14" -> "118 dequantize_per_tensor_default_18" [label="(1, 128, 28, 28)", style=solid]; +"117 quantize_per_tensor_default_14" -> "119 dequantize_per_tensor_default_17" [label="(1, 128, 28, 28)", style=solid]; +"118 dequantize_per_tensor_default_18" -> "145 conv2d_12" [label="(1, 128, 28, 28)", style=solid]; +"119 dequantize_per_tensor_default_17" -> "126 conv2d_10" [label="(1, 128, 28, 28)", style=solid]; +"120 layer3_0_conv1_weight_bias" -> "126 conv2d_10" [label="(256,)", style=solid]; +"121 conv2d_10_scale_0" -> "124 quantize_per_channel_default_10" [label="(256,)", style=solid]; +"121 conv2d_10_scale_0" -> "125 dequantize_per_channel_default_10" [label="(256,)", style=solid]; +"122 conv2d_10_zero_point_0" -> "124 quantize_per_channel_default_10" [label="(256,)", style=solid]; +"122 conv2d_10_zero_point_0" -> "125 dequantize_per_channel_default_10" [label="(256,)", style=solid]; +"123 compressed_weight_updated_constant10" -> "124 quantize_per_channel_default_10" [label="(256, 128, 3, 3)", style=solid]; +"124 quantize_per_channel_default_10" -> "125 dequantize_per_channel_default_10" [label="(256, 128, 3, 3)", style=solid]; +"125 dequantize_per_channel_default_10" -> "126 conv2d_10" [label="(256, 128, 3, 3)", style=solid]; +"126 conv2d_10" -> "127 relu__9" [label="(1, 256, 14, 14)", style=solid]; +"127 relu__9" -> "128 quantize_per_tensor_default_15" [label="(1, 256, 14, 14)", style=solid]; +"128 quantize_per_tensor_default_15" -> "129 dequantize_per_tensor_default_19" [label="(1, 256, 14, 14)", style=solid]; +"129 dequantize_per_tensor_default_19" -> "136 conv2d_11" [label="(1, 256, 14, 14)", style=solid]; +"130 layer3_0_conv2_weight_bias" -> "136 conv2d_11" [label="(256,)", style=solid]; +"131 conv2d_11_scale_0" -> "134 quantize_per_channel_default_11" [label="(256,)", style=solid]; +"131 conv2d_11_scale_0" -> "135 dequantize_per_channel_default_11" [label="(256,)", style=solid]; +"132 conv2d_11_zero_point_0" -> "134 quantize_per_channel_default_11" [label="(256,)", style=solid]; +"132 conv2d_11_zero_point_0" -> "135 dequantize_per_channel_default_11" [label="(256,)", style=solid]; +"133 compressed_weight_updated_constant11" -> "134 quantize_per_channel_default_11" [label="(256, 256, 3, 3)", style=solid]; +"134 quantize_per_channel_default_11" -> "135 dequantize_per_channel_default_11" [label="(256, 256, 3, 3)", style=solid]; +"135 dequantize_per_channel_default_11" -> "136 conv2d_11" [label="(256, 256, 3, 3)", style=solid]; +"136 conv2d_11" -> "137 quantize_per_tensor_default_16" [label="(1, 256, 14, 14)", style=solid]; +"137 quantize_per_tensor_default_16" -> "138 dequantize_per_tensor_default_20" [label="(1, 256, 14, 14)", style=solid]; +"138 dequantize_per_tensor_default_20" -> "148 add__4" [label="(1, 256, 14, 14)", style=solid]; +"139 layer3_0_downsample_0_weight_bias" -> "145 conv2d_12" [label="(256,)", style=solid]; +"140 conv2d_12_scale_0" -> "143 quantize_per_channel_default_12" [label="(256,)", style=solid]; +"140 conv2d_12_scale_0" -> "144 dequantize_per_channel_default_12" [label="(256,)", style=solid]; +"141 conv2d_12_zero_point_0" -> "143 quantize_per_channel_default_12" [label="(256,)", style=solid]; +"141 conv2d_12_zero_point_0" -> "144 dequantize_per_channel_default_12" [label="(256,)", style=solid]; +"142 compressed_weight_updated_constant12" -> "143 quantize_per_channel_default_12" [label="(256, 128, 1, 1)", style=solid]; +"143 quantize_per_channel_default_12" -> "144 dequantize_per_channel_default_12" [label="(256, 128, 1, 1)", style=solid]; +"144 dequantize_per_channel_default_12" -> "145 conv2d_12" [label="(256, 128, 1, 1)", style=solid]; +"145 conv2d_12" -> "146 quantize_per_tensor_default_17" [label="(1, 256, 14, 14)", style=solid]; +"146 quantize_per_tensor_default_17" -> "147 dequantize_per_tensor_default_21" [label="(1, 256, 14, 14)", style=solid]; +"147 dequantize_per_tensor_default_21" -> "148 add__4" [label="(1, 256, 14, 14)", style=solid]; +"148 add__4" -> "149 relu__10" [label="(1, 256, 14, 14)", style=solid]; +"149 relu__10" -> "150 quantize_per_tensor_default_18" [label="(1, 256, 14, 14)", style=solid]; +"150 quantize_per_tensor_default_18" -> "151 dequantize_per_tensor_default_23" [label="(1, 256, 14, 14)", style=solid]; +"150 quantize_per_tensor_default_18" -> "152 dequantize_per_tensor_default_22" [label="(1, 256, 14, 14)", style=solid]; +"151 dequantize_per_tensor_default_23" -> "172 add__5" [label="(1, 256, 14, 14)", style=solid]; +"152 dequantize_per_tensor_default_22" -> "159 conv2d_13" [label="(1, 256, 14, 14)", style=solid]; +"153 layer3_1_conv1_weight_bias" -> "159 conv2d_13" [label="(256,)", style=solid]; +"154 conv2d_13_scale_0" -> "157 quantize_per_channel_default_13" [label="(256,)", style=solid]; +"154 conv2d_13_scale_0" -> "158 dequantize_per_channel_default_13" [label="(256,)", style=solid]; +"155 conv2d_13_zero_point_0" -> "157 quantize_per_channel_default_13" [label="(256,)", style=solid]; +"155 conv2d_13_zero_point_0" -> "158 dequantize_per_channel_default_13" [label="(256,)", style=solid]; +"156 compressed_weight_updated_constant13" -> "157 quantize_per_channel_default_13" [label="(256, 256, 3, 3)", style=solid]; +"157 quantize_per_channel_default_13" -> "158 dequantize_per_channel_default_13" [label="(256, 256, 3, 3)", style=solid]; +"158 dequantize_per_channel_default_13" -> "159 conv2d_13" [label="(256, 256, 3, 3)", style=solid]; +"159 conv2d_13" -> "160 relu__11" [label="(1, 256, 14, 14)", style=solid]; +"160 relu__11" -> "161 quantize_per_tensor_default_19" [label="(1, 256, 14, 14)", style=solid]; +"161 quantize_per_tensor_default_19" -> "162 dequantize_per_tensor_default_24" [label="(1, 256, 14, 14)", style=solid]; +"162 dequantize_per_tensor_default_24" -> "169 conv2d_14" [label="(1, 256, 14, 14)", style=solid]; +"163 layer3_1_conv2_weight_bias" -> "169 conv2d_14" [label="(256,)", style=solid]; +"164 conv2d_14_scale_0" -> "167 quantize_per_channel_default_14" [label="(256,)", style=solid]; +"164 conv2d_14_scale_0" -> "168 dequantize_per_channel_default_14" [label="(256,)", style=solid]; +"165 conv2d_14_zero_point_0" -> "167 quantize_per_channel_default_14" [label="(256,)", style=solid]; +"165 conv2d_14_zero_point_0" -> "168 dequantize_per_channel_default_14" [label="(256,)", style=solid]; +"166 compressed_weight_updated_constant14" -> "167 quantize_per_channel_default_14" [label="(256, 256, 3, 3)", style=solid]; +"167 quantize_per_channel_default_14" -> "168 dequantize_per_channel_default_14" [label="(256, 256, 3, 3)", style=solid]; +"168 dequantize_per_channel_default_14" -> "169 conv2d_14" [label="(256, 256, 3, 3)", style=solid]; +"169 conv2d_14" -> "170 quantize_per_tensor_default_20" [label="(1, 256, 14, 14)", style=solid]; +"170 quantize_per_tensor_default_20" -> "171 dequantize_per_tensor_default_25" [label="(1, 256, 14, 14)", style=solid]; +"171 dequantize_per_tensor_default_25" -> "172 add__5" [label="(1, 256, 14, 14)", style=solid]; +"172 add__5" -> "173 relu__12" [label="(1, 256, 14, 14)", style=solid]; +"173 relu__12" -> "174 quantize_per_tensor_default_21" [label="(1, 256, 14, 14)", style=solid]; +"174 quantize_per_tensor_default_21" -> "175 dequantize_per_tensor_default_27" [label="(1, 256, 14, 14)", style=solid]; +"174 quantize_per_tensor_default_21" -> "176 dequantize_per_tensor_default_26" [label="(1, 256, 14, 14)", style=solid]; +"175 dequantize_per_tensor_default_27" -> "202 conv2d_17" [label="(1, 256, 14, 14)", style=solid]; +"176 dequantize_per_tensor_default_26" -> "183 conv2d_15" [label="(1, 256, 14, 14)", style=solid]; +"177 layer4_0_conv1_weight_bias" -> "183 conv2d_15" [label="(512,)", style=solid]; +"178 conv2d_15_scale_0" -> "181 quantize_per_channel_default_15" [label="(512,)", style=solid]; +"178 conv2d_15_scale_0" -> "182 dequantize_per_channel_default_15" [label="(512,)", style=solid]; +"179 conv2d_15_zero_point_0" -> "181 quantize_per_channel_default_15" [label="(512,)", style=solid]; +"179 conv2d_15_zero_point_0" -> "182 dequantize_per_channel_default_15" [label="(512,)", style=solid]; +"180 compressed_weight_updated_constant15" -> "181 quantize_per_channel_default_15" [label="(512, 256, 3, 3)", style=solid]; +"181 quantize_per_channel_default_15" -> "182 dequantize_per_channel_default_15" [label="(512, 256, 3, 3)", style=solid]; +"182 dequantize_per_channel_default_15" -> "183 conv2d_15" [label="(512, 256, 3, 3)", style=solid]; +"183 conv2d_15" -> "184 relu__13" [label="(1, 512, 7, 7)", style=solid]; +"184 relu__13" -> "185 quantize_per_tensor_default_22" [label="(1, 512, 7, 7)", style=solid]; +"185 quantize_per_tensor_default_22" -> "186 dequantize_per_tensor_default_28" [label="(1, 512, 7, 7)", style=solid]; +"186 dequantize_per_tensor_default_28" -> "193 conv2d_16" [label="(1, 512, 7, 7)", style=solid]; +"187 layer4_0_conv2_weight_bias" -> "193 conv2d_16" [label="(512,)", style=solid]; +"188 conv2d_16_scale_0" -> "191 quantize_per_channel_default_16" [label="(512,)", style=solid]; +"188 conv2d_16_scale_0" -> "192 dequantize_per_channel_default_16" [label="(512,)", style=solid]; +"189 conv2d_16_zero_point_0" -> "191 quantize_per_channel_default_16" [label="(512,)", style=solid]; +"189 conv2d_16_zero_point_0" -> "192 dequantize_per_channel_default_16" [label="(512,)", style=solid]; +"190 compressed_weight_updated_constant16" -> "191 quantize_per_channel_default_16" [label="(512, 512, 3, 3)", style=solid]; +"191 quantize_per_channel_default_16" -> "192 dequantize_per_channel_default_16" [label="(512, 512, 3, 3)", style=solid]; +"192 dequantize_per_channel_default_16" -> "193 conv2d_16" [label="(512, 512, 3, 3)", style=solid]; +"193 conv2d_16" -> "194 quantize_per_tensor_default_23" [label="(1, 512, 7, 7)", style=solid]; +"194 quantize_per_tensor_default_23" -> "195 dequantize_per_tensor_default_29" [label="(1, 512, 7, 7)", style=solid]; +"195 dequantize_per_tensor_default_29" -> "205 add__6" [label="(1, 512, 7, 7)", style=solid]; +"196 layer4_0_downsample_0_weight_bias" -> "202 conv2d_17" [label="(512,)", style=solid]; +"197 conv2d_17_scale_0" -> "200 quantize_per_channel_default_17" [label="(512,)", style=solid]; +"197 conv2d_17_scale_0" -> "201 dequantize_per_channel_default_17" [label="(512,)", style=solid]; +"198 conv2d_17_zero_point_0" -> "200 quantize_per_channel_default_17" [label="(512,)", style=solid]; +"198 conv2d_17_zero_point_0" -> "201 dequantize_per_channel_default_17" [label="(512,)", style=solid]; +"199 compressed_weight_updated_constant17" -> "200 quantize_per_channel_default_17" [label="(512, 256, 1, 1)", style=solid]; +"200 quantize_per_channel_default_17" -> "201 dequantize_per_channel_default_17" [label="(512, 256, 1, 1)", style=solid]; +"201 dequantize_per_channel_default_17" -> "202 conv2d_17" [label="(512, 256, 1, 1)", style=solid]; +"202 conv2d_17" -> "203 quantize_per_tensor_default_24" [label="(1, 512, 7, 7)", style=solid]; +"203 quantize_per_tensor_default_24" -> "204 dequantize_per_tensor_default_30" [label="(1, 512, 7, 7)", style=solid]; +"204 dequantize_per_tensor_default_30" -> "205 add__6" [label="(1, 512, 7, 7)", style=solid]; +"205 add__6" -> "206 relu__14" [label="(1, 512, 7, 7)", style=solid]; +"206 relu__14" -> "207 quantize_per_tensor_default_25" [label="(1, 512, 7, 7)", style=solid]; +"207 quantize_per_tensor_default_25" -> "208 dequantize_per_tensor_default_32" [label="(1, 512, 7, 7)", style=solid]; +"207 quantize_per_tensor_default_25" -> "209 dequantize_per_tensor_default_31" [label="(1, 512, 7, 7)", style=solid]; +"208 dequantize_per_tensor_default_32" -> "229 add__7" [label="(1, 512, 7, 7)", style=solid]; +"209 dequantize_per_tensor_default_31" -> "216 conv2d_18" [label="(1, 512, 7, 7)", style=solid]; +"210 layer4_1_conv1_weight_bias" -> "216 conv2d_18" [label="(512,)", style=solid]; +"211 conv2d_18_scale_0" -> "214 quantize_per_channel_default_18" [label="(512,)", style=solid]; +"211 conv2d_18_scale_0" -> "215 dequantize_per_channel_default_18" [label="(512,)", style=solid]; +"212 conv2d_18_zero_point_0" -> "214 quantize_per_channel_default_18" [label="(512,)", style=solid]; +"212 conv2d_18_zero_point_0" -> "215 dequantize_per_channel_default_18" [label="(512,)", style=solid]; +"213 compressed_weight_updated_constant18" -> "214 quantize_per_channel_default_18" [label="(512, 512, 3, 3)", style=solid]; +"214 quantize_per_channel_default_18" -> "215 dequantize_per_channel_default_18" [label="(512, 512, 3, 3)", style=solid]; +"215 dequantize_per_channel_default_18" -> "216 conv2d_18" [label="(512, 512, 3, 3)", style=solid]; +"216 conv2d_18" -> "217 relu__15" [label="(1, 512, 7, 7)", style=solid]; +"217 relu__15" -> "218 quantize_per_tensor_default_26" [label="(1, 512, 7, 7)", style=solid]; +"218 quantize_per_tensor_default_26" -> "219 dequantize_per_tensor_default_33" [label="(1, 512, 7, 7)", style=solid]; +"219 dequantize_per_tensor_default_33" -> "226 conv2d_19" [label="(1, 512, 7, 7)", style=solid]; +"220 layer4_1_conv2_weight_bias" -> "226 conv2d_19" [label="(512,)", style=solid]; +"221 conv2d_19_scale_0" -> "224 quantize_per_channel_default_19" [label="(512,)", style=solid]; +"221 conv2d_19_scale_0" -> "225 dequantize_per_channel_default_19" [label="(512,)", style=solid]; +"222 conv2d_19_zero_point_0" -> "224 quantize_per_channel_default_19" [label="(512,)", style=solid]; +"222 conv2d_19_zero_point_0" -> "225 dequantize_per_channel_default_19" [label="(512,)", style=solid]; +"223 compressed_weight_updated_constant19" -> "224 quantize_per_channel_default_19" [label="(512, 512, 3, 3)", style=solid]; +"224 quantize_per_channel_default_19" -> "225 dequantize_per_channel_default_19" [label="(512, 512, 3, 3)", style=solid]; +"225 dequantize_per_channel_default_19" -> "226 conv2d_19" [label="(512, 512, 3, 3)", style=solid]; +"226 conv2d_19" -> "227 quantize_per_tensor_default_27" [label="(1, 512, 7, 7)", style=solid]; +"227 quantize_per_tensor_default_27" -> "228 dequantize_per_tensor_default_34" [label="(1, 512, 7, 7)", style=solid]; +"228 dequantize_per_tensor_default_34" -> "229 add__7" [label="(1, 512, 7, 7)", style=solid]; +"229 add__7" -> "230 relu__16" [label="(1, 512, 7, 7)", style=solid]; +"230 relu__16" -> "231 quantize_per_tensor_default_28" [label="(1, 512, 7, 7)", style=solid]; +"231 quantize_per_tensor_default_28" -> "232 dequantize_per_tensor_default_35" [label="(1, 512, 7, 7)", style=solid]; +"232 dequantize_per_tensor_default_35" -> "233 adaptive_avg_pool2d" [label="(1, 512, 7, 7)", style=solid]; +"233 adaptive_avg_pool2d" -> "234 quantize_per_tensor_default_29" [label="(1, 512, 1, 1)", style=solid]; +"234 quantize_per_tensor_default_29" -> "235 dequantize_per_tensor_default_36" [label="(1, 512, 1, 1)", style=solid]; +"235 dequantize_per_tensor_default_36" -> "236 flatten" [label="(1, 512, 1, 1)", style=solid]; +"236 flatten" -> "242 linear" [label="(1, 512)", style=solid]; +"237 linear_scale_0" -> "240 quantize_per_channel_default_20" [label="(1000,)", style=solid]; +"237 linear_scale_0" -> "241 dequantize_per_channel_default_20" [label="(1000,)", style=solid]; +"238 linear_zero_point_0" -> "240 quantize_per_channel_default_20" [label="(1000,)", style=solid]; +"238 linear_zero_point_0" -> "241 dequantize_per_channel_default_20" [label="(1000,)", style=solid]; +"239 compressed_weight_updated_constant20" -> "240 quantize_per_channel_default_20" [label="(1000, 512)", style=solid]; +"240 quantize_per_channel_default_20" -> "241 dequantize_per_channel_default_20" [label="(1000, 512)", style=solid]; +"241 dequantize_per_channel_default_20" -> "242 linear" [label="(1000, 512)", style=solid]; "242 linear" -> "243 output" [label="(1, 1000)", style=solid]; } diff --git a/tests/torch/data/reference_graphs/fx/quantized/swin_v2_s.dot b/tests/torch/data/reference_graphs/fx/quantized/swin_v2_s.dot index e45747bd6fa..2d8c924f10b 100644 --- a/tests/torch/data/reference_graphs/fx/quantized/swin_v2_s.dot +++ b/tests/torch/data/reference_graphs/fx/quantized/swin_v2_s.dot @@ -1,5466 +1,5466 @@ 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type=linalg_vector_norm]; -"357 clamp_min_5" [id=357, type=clamp_min]; -"358 expand_as_5" [id=358, type=expand_as]; -"359 div_5" [id=359, type=div]; -"360 quantize_per_tensor_default_16" [id=360, type=quantize_per_tensor]; -"361 dequantize_per_tensor_default_16" [id=361, type=dequantize_per_tensor]; -"362 transpose_4" [id=362, type=transpose]; -"363 matmul_4" [id=363, type=matmul]; -"364 _frozen_param20" [id=364, type=get_attr]; -"365 mul_5" [id=365, type=mul]; -"366 add_7" [id=366, type=add]; -"367 softmax_2" [id=367, type=softmax]; -"368 dropout_8" [id=368, type=dropout]; -"369 matmul_5" [id=369, type=matmul]; -"370 transpose_5" [id=370, type=transpose]; -"371 reshape_11" [id=371, type=reshape]; -"372 reshape_11_0_0_nncf_smooth_quant_0" [id=372, type=call_module]; -"373 quantize_per_tensor_default_17" [id=373, type=quantize_per_tensor]; -"374 dequantize_per_tensor_default_17" [id=374, type=dequantize_per_tensor]; -"375 linear_16_scale_0" [id=375, type=get_attr]; -"376 linear_16_zero_point_0" [id=376, type=get_attr]; -"377 compressed_weight_updated_constant11" [id=377, type=get_attr]; -"378 quantize_per_channel_default_14" [id=378, type=quantize_per_channel]; -"379 dequantize_per_channel_default_14" [id=379, type=dequantize_per_channel]; -"380 features_3_0_attn_proj_bias_0_0" [id=380, type=get_attr]; -"381 linear_16" [id=381, type=linear]; -"382 dropout_9" [id=382, type=dropout]; -"383 view_14" [id=383, type=view]; -"384 permute_13" [id=384, type=permute]; -"385 reshape_12" [id=385, type=reshape]; -"386 slice_38" [id=386, type=slice]; -"387 slice_39" [id=387, type=slice]; -"388 slice_40" [id=388, type=slice]; -"389 slice_41" [id=389, type=slice]; -"390 contiguous_3" [id=390, type=contiguous]; -"391 layer_norm_6" [id=391, type=layer_norm]; -"392 add_8" [id=392, type=add]; -"393 add_8_0_0_nncf_smooth_quant_0" [id=393, type=call_module]; -"394 quantize_per_tensor_default_18" [id=394, type=quantize_per_tensor]; -"395 dequantize_per_tensor_default_18" [id=395, type=dequantize_per_tensor]; -"396 linear_17_scale_0" [id=396, type=get_attr]; -"397 linear_17_zero_point_0" [id=397, type=get_attr]; -"398 compressed_weight_updated_constant12" [id=398, type=get_attr]; -"399 quantize_per_channel_default_15" [id=399, type=quantize_per_channel]; -"400 dequantize_per_channel_default_15" [id=400, type=dequantize_per_channel]; -"401 features_3_0_mlp_0_bias_0_0" [id=401, type=get_attr]; -"402 linear_17" [id=402, type=linear]; -"403 gelu_2" [id=403, type=gelu]; -"404 dropout_10" [id=404, type=dropout]; -"405 dropout_10_0_0_nncf_smooth_quant_0" [id=405, type=call_module]; -"406 quantize_per_tensor_default_19" [id=406, type=quantize_per_tensor]; -"407 dequantize_per_tensor_default_19" [id=407, type=dequantize_per_tensor]; -"408 linear_18_scale_0" [id=408, type=get_attr]; -"409 linear_18_zero_point_0" [id=409, type=get_attr]; -"410 compressed_weight_updated_constant13" [id=410, type=get_attr]; -"411 quantize_per_channel_default_16" [id=411, type=quantize_per_channel]; -"412 dequantize_per_channel_default_16" [id=412, type=dequantize_per_channel]; -"413 features_3_0_mlp_3_bias_0_0" [id=413, type=get_attr]; -"414 linear_18" [id=414, type=linear]; -"415 dropout_11" [id=415, type=dropout]; -"416 layer_norm_7" [id=416, type=layer_norm]; -"417 add_9" [id=417, type=add]; -"418 _frozen_param21" [id=418, type=get_attr]; -"419 pad_4" [id=419, type=pad]; -"420 roll_2" [id=420, type=roll]; -"421 view_17" [id=421, type=view]; -"422 permute_15" [id=422, type=permute]; -"423 reshape_13" [id=423, type=reshape]; -"424 reshape_13_0_0_nncf_smooth_quant_0" [id=424, type=call_module]; -"425 quantize_per_tensor_default_20" [id=425, type=quantize_per_tensor]; -"426 dequantize_per_tensor_default_20" [id=426, type=dequantize_per_tensor]; -"427 linear_21_scale_0" [id=427, type=get_attr]; -"428 linear_21_zero_point_0" [id=428, type=get_attr]; -"429 compressed_weight_updated_constant14" [id=429, type=get_attr]; -"430 quantize_per_channel_default_18" [id=430, type=quantize_per_channel]; -"431 dequantize_per_channel_default_18" [id=431, type=dequantize_per_channel]; -"432 _frozen_param22_0_0" [id=432, type=get_attr]; -"433 linear_21" [id=433, type=linear]; -"434 reshape_14" [id=434, type=reshape]; -"435 permute_16" [id=435, type=permute]; -"436 select_9" [id=436, type=select]; -"437 select_10" [id=437, type=select]; -"438 select_11" [id=438, type=select]; -"439 linalg_vector_norm_6" [id=439, type=linalg_vector_norm]; -"440 clamp_min_6" [id=440, type=clamp_min]; -"441 expand_as_6" [id=441, type=expand_as]; -"442 div_6" [id=442, type=div]; -"443 quantize_per_tensor_default_21" [id=443, type=quantize_per_tensor]; -"444 dequantize_per_tensor_default_21" [id=444, type=dequantize_per_tensor]; -"445 linalg_vector_norm_7" [id=445, type=linalg_vector_norm]; -"446 clamp_min_7" [id=446, type=clamp_min]; -"447 expand_as_7" [id=447, type=expand_as]; -"448 div_7" [id=448, type=div]; -"449 quantize_per_tensor_default_22" [id=449, type=quantize_per_tensor]; -"450 dequantize_per_tensor_default_22" [id=450, type=dequantize_per_tensor]; -"451 transpose_6" [id=451, type=transpose]; -"452 matmul_6" [id=452, type=matmul]; -"453 _frozen_param24" [id=453, type=get_attr]; -"454 mul_7" [id=454, type=mul]; -"455 add_10" [id=455, type=add]; -"456 new_zeros_1" [id=456, type=new_zeros]; -"457 view_18" [id=457, type=view]; -"458 permute_17" [id=458, type=permute]; -"459 reshape_15" [id=459, type=reshape]; -"460 unsqueeze_8" [id=460, type=unsqueeze]; -"461 unsqueeze_9" [id=461, type=unsqueeze]; -"462 sub_1" [id=462, type=sub]; -"463 ne_1" [id=463, type=ne]; -"464 masked_fill_2" [id=464, type=masked_fill]; -"465 eq_1" [id=465, type=eq]; -"466 masked_fill_3" [id=466, type=masked_fill]; -"467 view_19" [id=467, type=view]; -"468 unsqueeze_10" [id=468, type=unsqueeze]; -"469 unsqueeze_11" [id=469, type=unsqueeze]; -"470 add_11" [id=470, type=add]; -"471 view_20" [id=471, type=view]; -"472 softmax_3" [id=472, type=softmax]; -"473 dropout_12" [id=473, type=dropout]; -"474 matmul_7" [id=474, type=matmul]; -"475 transpose_7" [id=475, type=transpose]; -"476 reshape_16" [id=476, type=reshape]; -"477 reshape_16_0_0_nncf_smooth_quant_0" [id=477, type=call_module]; -"478 quantize_per_tensor_default_23" [id=478, type=quantize_per_tensor]; -"479 dequantize_per_tensor_default_23" [id=479, type=dequantize_per_tensor]; -"480 linear_22_scale_0" [id=480, type=get_attr]; -"481 linear_22_zero_point_0" [id=481, type=get_attr]; -"482 compressed_weight_updated_constant15" [id=482, type=get_attr]; -"483 quantize_per_channel_default_19" [id=483, type=quantize_per_channel]; -"484 dequantize_per_channel_default_19" [id=484, type=dequantize_per_channel]; -"485 features_3_1_attn_proj_bias_0_0" [id=485, type=get_attr]; -"486 linear_22" [id=486, type=linear]; -"487 dropout_13" [id=487, type=dropout]; -"488 view_21" [id=488, type=view]; -"489 permute_18" [id=489, type=permute]; -"490 reshape_17" [id=490, type=reshape]; -"491 roll_3" [id=491, type=roll]; -"492 slice_61" [id=492, type=slice]; -"493 slice_62" [id=493, type=slice]; -"494 slice_63" [id=494, type=slice]; -"495 slice_64" [id=495, type=slice]; -"496 contiguous_5" [id=496, type=contiguous]; -"497 layer_norm_8" [id=497, type=layer_norm]; -"498 add_12" [id=498, type=add]; -"499 add_12_0_0_nncf_smooth_quant_0" [id=499, type=call_module]; -"500 quantize_per_tensor_default_24" [id=500, type=quantize_per_tensor]; -"501 dequantize_per_tensor_default_24" [id=501, type=dequantize_per_tensor]; -"502 linear_23_scale_0" [id=502, type=get_attr]; -"503 linear_23_zero_point_0" [id=503, type=get_attr]; -"504 compressed_weight_updated_constant16" [id=504, type=get_attr]; -"505 quantize_per_channel_default_20" [id=505, type=quantize_per_channel]; -"506 dequantize_per_channel_default_20" [id=506, type=dequantize_per_channel]; -"507 features_3_1_mlp_0_bias_0_0" [id=507, type=get_attr]; -"508 linear_23" [id=508, type=linear]; -"509 gelu_3" [id=509, type=gelu]; -"510 dropout_14" [id=510, type=dropout]; -"511 dropout_14_0_0_nncf_smooth_quant_0" [id=511, type=call_module]; -"512 quantize_per_tensor_default_25" [id=512, type=quantize_per_tensor]; -"513 dequantize_per_tensor_default_25" [id=513, type=dequantize_per_tensor]; -"514 linear_24_scale_0" [id=514, type=get_attr]; -"515 linear_24_zero_point_0" [id=515, type=get_attr]; -"516 compressed_weight_updated_constant17" [id=516, type=get_attr]; -"517 quantize_per_channel_default_21" [id=517, type=quantize_per_channel]; -"518 dequantize_per_channel_default_21" [id=518, type=dequantize_per_channel]; -"519 features_3_1_mlp_3_bias_0_0" [id=519, type=get_attr]; -"520 linear_24" [id=520, type=linear]; -"521 dropout_15" [id=521, type=dropout]; -"522 layer_norm_9" [id=522, type=layer_norm]; -"523 add_13" [id=523, type=add]; -"524 pad_5" [id=524, type=pad]; -"525 slice_65" [id=525, type=slice]; -"526 slice_66" [id=526, type=slice]; -"527 slice_67" [id=527, type=slice]; -"528 slice_68" [id=528, type=slice]; 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[id=548, type=get_attr]; -"549 pad_6" [id=549, type=pad]; -"550 view_24" [id=550, type=view]; -"551 permute_20" [id=551, type=permute]; -"552 reshape_18" [id=552, type=reshape]; -"553 reshape_18_0_0_nncf_smooth_quant_0" [id=553, type=call_module]; -"554 quantize_per_tensor_default_27" [id=554, type=quantize_per_tensor]; -"555 dequantize_per_tensor_default_27" [id=555, type=dequantize_per_tensor]; -"556 linear_28_scale_0" [id=556, type=get_attr]; -"557 linear_28_zero_point_0" [id=557, type=get_attr]; -"558 compressed_weight_updated_constant19" [id=558, type=get_attr]; -"559 quantize_per_channel_default_24" [id=559, type=quantize_per_channel]; -"560 dequantize_per_channel_default_24" [id=560, type=dequantize_per_channel]; -"561 _frozen_param35_0_0" [id=561, type=get_attr]; -"562 linear_28" [id=562, type=linear]; -"563 reshape_19" [id=563, type=reshape]; -"564 permute_21" [id=564, type=permute]; -"565 select_12" [id=565, type=select]; -"566 select_13" [id=566, type=select]; -"567 select_14" [id=567, type=select]; -"568 linalg_vector_norm_8" [id=568, type=linalg_vector_norm]; -"569 clamp_min_8" [id=569, type=clamp_min]; -"570 expand_as_8" [id=570, type=expand_as]; -"571 div_8" [id=571, type=div]; -"572 quantize_per_tensor_default_28" [id=572, type=quantize_per_tensor]; -"573 dequantize_per_tensor_default_28" [id=573, type=dequantize_per_tensor]; -"574 linalg_vector_norm_9" [id=574, type=linalg_vector_norm]; -"575 clamp_min_9" [id=575, type=clamp_min]; -"576 expand_as_9" [id=576, type=expand_as]; -"577 div_9" [id=577, type=div]; -"578 quantize_per_tensor_default_29" [id=578, type=quantize_per_tensor]; -"579 dequantize_per_tensor_default_29" [id=579, type=dequantize_per_tensor]; -"580 transpose_8" [id=580, type=transpose]; -"581 matmul_8" [id=581, type=matmul]; -"582 _frozen_param37" [id=582, type=get_attr]; -"583 mul_9" [id=583, type=mul]; -"584 add_14" [id=584, type=add]; -"585 softmax_4" [id=585, type=softmax]; -"586 dropout_16" [id=586, type=dropout]; -"587 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type=slice]; -"606 slice_80" [id=606, type=slice]; -"607 slice_81" [id=607, type=slice]; -"608 contiguous_7" [id=608, type=contiguous]; -"609 layer_norm_11" [id=609, type=layer_norm]; -"610 add_15" [id=610, type=add]; -"611 add_15_0_0_nncf_smooth_quant_0" [id=611, type=call_module]; -"612 quantize_per_tensor_default_31" [id=612, type=quantize_per_tensor]; -"613 dequantize_per_tensor_default_31" [id=613, type=dequantize_per_tensor]; -"614 linear_30_scale_0" [id=614, type=get_attr]; -"615 linear_30_zero_point_0" [id=615, type=get_attr]; -"616 compressed_weight_updated_constant21" [id=616, type=get_attr]; -"617 quantize_per_channel_default_26" [id=617, type=quantize_per_channel]; -"618 dequantize_per_channel_default_26" [id=618, type=dequantize_per_channel]; -"619 features_5_0_mlp_0_bias_0_0" [id=619, type=get_attr]; -"620 linear_30" [id=620, type=linear]; -"621 gelu_4" [id=621, type=gelu]; -"622 dropout_18" [id=622, type=dropout]; -"623 dropout_18_0_0_nncf_smooth_quant_0" [id=623, type=call_module]; -"624 quantize_per_tensor_default_32" [id=624, type=quantize_per_tensor]; -"625 dequantize_per_tensor_default_32" [id=625, type=dequantize_per_tensor]; -"626 linear_31_scale_0" [id=626, type=get_attr]; -"627 linear_31_zero_point_0" [id=627, type=get_attr]; -"628 compressed_weight_updated_constant22" [id=628, type=get_attr]; -"629 quantize_per_channel_default_27" [id=629, type=quantize_per_channel]; -"630 dequantize_per_channel_default_27" [id=630, type=dequantize_per_channel]; -"631 features_5_0_mlp_3_bias_0_0" [id=631, type=get_attr]; -"632 linear_31" [id=632, type=linear]; -"633 dropout_19" [id=633, type=dropout]; -"634 layer_norm_12" [id=634, type=layer_norm]; -"635 add_16" [id=635, type=add]; -"636 _frozen_param38" [id=636, type=get_attr]; -"637 pad_7" [id=637, type=pad]; -"638 roll_4" [id=638, type=roll]; -"639 view_28" [id=639, type=view]; -"640 permute_24" [id=640, type=permute]; -"641 reshape_22" [id=641, type=reshape]; -"642 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type=dequantize_per_channel]; -"737 features_5_1_mlp_3_bias_0_0" [id=737, type=get_attr]; -"738 linear_37" [id=738, type=linear]; -"739 dropout_23" [id=739, type=dropout]; -"740 layer_norm_14" [id=740, type=layer_norm]; -"741 add_20" [id=741, type=add]; -"742 _frozen_param51" [id=742, type=get_attr]; -"743 pad_8" [id=743, type=pad]; -"744 view_35" [id=744, type=view]; -"745 permute_29" [id=745, type=permute]; -"746 reshape_27" [id=746, type=reshape]; -"747 reshape_27_0_0_nncf_smooth_quant_0" [id=747, type=call_module]; -"748 quantize_per_tensor_default_39" [id=748, type=quantize_per_tensor]; -"749 dequantize_per_tensor_default_39" [id=749, type=dequantize_per_tensor]; -"750 linear_40_scale_0" [id=750, type=get_attr]; -"751 linear_40_zero_point_0" [id=751, type=get_attr]; -"752 compressed_weight_updated_constant27" [id=752, type=get_attr]; -"753 quantize_per_channel_default_34" [id=753, type=quantize_per_channel]; -"754 dequantize_per_channel_default_34" [id=754, 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type=quantize_per_channel]; -"812 dequantize_per_channel_default_36" [id=812, type=dequantize_per_channel]; -"813 features_5_2_mlp_0_bias_0_0" [id=813, type=get_attr]; -"814 linear_42" [id=814, type=linear]; -"815 gelu_6" [id=815, type=gelu]; -"816 dropout_26" [id=816, type=dropout]; -"817 dropout_26_0_0_nncf_smooth_quant_0" [id=817, type=call_module]; -"818 quantize_per_tensor_default_44" [id=818, type=quantize_per_tensor]; -"819 dequantize_per_tensor_default_44" [id=819, type=dequantize_per_tensor]; -"820 linear_43_scale_0" [id=820, type=get_attr]; -"821 linear_43_zero_point_0" [id=821, type=get_attr]; -"822 compressed_weight_updated_constant30" [id=822, type=get_attr]; -"823 quantize_per_channel_default_37" [id=823, type=quantize_per_channel]; -"824 dequantize_per_channel_default_37" [id=824, type=dequantize_per_channel]; -"825 features_5_2_mlp_3_bias_0_0" [id=825, type=get_attr]; -"826 linear_43" [id=826, type=linear]; -"827 dropout_27" [id=827, type=dropout]; -"828 layer_norm_16" 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linear_49_scale_0" [id=926, type=get_attr]; -"927 linear_49_zero_point_0" [id=927, type=get_attr]; -"928 compressed_weight_updated_constant34" [id=928, type=get_attr]; -"929 quantize_per_channel_default_42" [id=929, type=quantize_per_channel]; -"930 dequantize_per_channel_default_42" [id=930, type=dequantize_per_channel]; -"931 features_5_3_mlp_3_bias_0_0" [id=931, type=get_attr]; -"932 linear_49" [id=932, type=linear]; -"933 dropout_31" [id=933, type=dropout]; -"934 layer_norm_18" [id=934, type=layer_norm]; -"935 add_27" [id=935, type=add]; -"936 _frozen_param68" [id=936, type=get_attr]; -"937 pad_10" [id=937, type=pad]; -"938 view_46" [id=938, type=view]; -"939 permute_38" [id=939, type=permute]; -"940 reshape_36" [id=940, type=reshape]; -"941 reshape_36_0_0_nncf_smooth_quant_0" [id=941, type=call_module]; -"942 quantize_per_tensor_default_51" [id=942, type=quantize_per_tensor]; -"943 dequantize_per_tensor_default_51" [id=943, type=dequantize_per_tensor]; -"944 linear_52_scale_0" 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[id=1869, type=dropout]; -"1870 view_98" [id=1870, type=view]; -"1871 permute_81" [id=1871, type=permute]; -"1872 reshape_80" [id=1872, type=reshape]; -"1873 roll_17" [id=1873, type=roll]; -"1874 slice_269" [id=1874, type=slice]; -"1875 slice_270" [id=1875, type=slice]; -"1876 slice_271" [id=1876, type=slice]; -"1877 slice_272" [id=1877, type=slice]; -"1878 contiguous_33" [id=1878, type=contiguous]; -"1879 layer_norm_37" [id=1879, type=layer_norm]; -"1880 add_61" [id=1880, type=add]; -"1881 add_61_0_0_nncf_smooth_quant_0" [id=1881, type=call_module]; -"1882 quantize_per_tensor_default_109" [id=1882, type=quantize_per_tensor]; -"1883 dequantize_per_tensor_default_109" [id=1883, type=dequantize_per_tensor]; -"1884 linear_108_scale_0" [id=1884, type=get_attr]; -"1885 linear_108_zero_point_0" [id=1885, type=get_attr]; -"1886 compressed_weight_updated_constant73" [id=1886, type=get_attr]; -"1887 quantize_per_channel_default_91" [id=1887, type=quantize_per_channel]; -"1888 dequantize_per_channel_default_91" [id=1888, type=dequantize_per_channel]; -"1889 features_5_13_mlp_0_bias_0_0" [id=1889, type=get_attr]; -"1890 linear_108" [id=1890, type=linear]; -"1891 gelu_17" [id=1891, type=gelu]; -"1892 dropout_70" [id=1892, type=dropout]; -"1893 dropout_70_0_0_nncf_smooth_quant_0" [id=1893, type=call_module]; -"1894 quantize_per_tensor_default_110" [id=1894, type=quantize_per_tensor]; -"1895 dequantize_per_tensor_default_110" [id=1895, type=dequantize_per_tensor]; -"1896 linear_109_scale_0" [id=1896, type=get_attr]; -"1897 linear_109_zero_point_0" [id=1897, type=get_attr]; -"1898 compressed_weight_updated_constant74" [id=1898, type=get_attr]; -"1899 quantize_per_channel_default_92" [id=1899, type=quantize_per_channel]; -"1900 dequantize_per_channel_default_92" [id=1900, type=dequantize_per_channel]; -"1901 features_5_13_mlp_3_bias_0_0" [id=1901, type=get_attr]; -"1902 linear_109" [id=1902, type=linear]; -"1903 dropout_71" [id=1903, type=dropout]; -"1904 layer_norm_38" [id=1904, type=layer_norm]; -"1905 add_62" [id=1905, type=add]; -"1906 _frozen_param153" [id=1906, type=get_attr]; -"1907 pad_20" [id=1907, type=pad]; -"1908 view_101" [id=1908, type=view]; -"1909 permute_83" [id=1909, type=permute]; -"1910 reshape_81" [id=1910, type=reshape]; -"1911 reshape_81_0_0_nncf_smooth_quant_0" [id=1911, type=call_module]; -"1912 quantize_per_tensor_default_111" [id=1912, type=quantize_per_tensor]; -"1913 dequantize_per_tensor_default_111" [id=1913, type=dequantize_per_tensor]; -"1914 linear_112_scale_0" [id=1914, type=get_attr]; -"1915 linear_112_zero_point_0" [id=1915, type=get_attr]; -"1916 compressed_weight_updated_constant75" [id=1916, type=get_attr]; -"1917 quantize_per_channel_default_94" [id=1917, type=quantize_per_channel]; -"1918 dequantize_per_channel_default_94" [id=1918, type=dequantize_per_channel]; -"1919 _frozen_param154_0_0" [id=1919, type=get_attr]; -"1920 linear_112" [id=1920, type=linear]; -"1921 reshape_82" [id=1921, type=reshape]; -"1922 permute_84" [id=1922, type=permute]; -"1923 select_54" [id=1923, type=select]; -"1924 select_55" [id=1924, type=select]; -"1925 select_56" [id=1925, type=select]; -"1926 linalg_vector_norm_36" [id=1926, type=linalg_vector_norm]; -"1927 clamp_min_36" [id=1927, type=clamp_min]; -"1928 expand_as_36" [id=1928, type=expand_as]; -"1929 div_36" [id=1929, type=div]; -"1930 quantize_per_tensor_default_112" [id=1930, type=quantize_per_tensor]; -"1931 dequantize_per_tensor_default_112" [id=1931, type=dequantize_per_tensor]; -"1932 linalg_vector_norm_37" [id=1932, type=linalg_vector_norm]; -"1933 clamp_min_37" [id=1933, type=clamp_min]; -"1934 expand_as_37" [id=1934, type=expand_as]; -"1935 div_37" [id=1935, type=div]; -"1936 quantize_per_tensor_default_113" [id=1936, type=quantize_per_tensor]; -"1937 dequantize_per_tensor_default_113" [id=1937, type=dequantize_per_tensor]; -"1938 transpose_36" [id=1938, type=transpose]; -"1939 matmul_36" [id=1939, type=matmul]; -"1940 _frozen_param156" [id=1940, type=get_attr]; -"1941 mul_37" [id=1941, type=mul]; -"1942 add_63" [id=1942, type=add]; -"1943 softmax_18" [id=1943, type=softmax]; -"1944 dropout_72" [id=1944, type=dropout]; -"1945 matmul_37" [id=1945, type=matmul]; -"1946 transpose_37" [id=1946, type=transpose]; -"1947 reshape_83" [id=1947, type=reshape]; -"1948 reshape_83_0_0_nncf_smooth_quant_0" [id=1948, type=call_module]; -"1949 quantize_per_tensor_default_114" [id=1949, type=quantize_per_tensor]; -"1950 dequantize_per_tensor_default_114" [id=1950, type=dequantize_per_tensor]; -"1951 linear_113_scale_0" [id=1951, type=get_attr]; -"1952 linear_113_zero_point_0" [id=1952, type=get_attr]; -"1953 compressed_weight_updated_constant76" [id=1953, type=get_attr]; -"1954 quantize_per_channel_default_95" [id=1954, type=quantize_per_channel]; -"1955 dequantize_per_channel_default_95" [id=1955, type=dequantize_per_channel]; -"1956 features_5_14_attn_proj_bias_0_0" [id=1956, type=get_attr]; -"1957 linear_113" [id=1957, type=linear]; -"1958 dropout_73" [id=1958, type=dropout]; -"1959 view_102" [id=1959, type=view]; -"1960 permute_85" [id=1960, type=permute]; -"1961 reshape_84" [id=1961, type=reshape]; -"1962 slice_274" [id=1962, type=slice]; -"1963 slice_275" [id=1963, type=slice]; -"1964 slice_276" [id=1964, type=slice]; -"1965 slice_277" [id=1965, type=slice]; -"1966 contiguous_35" [id=1966, type=contiguous]; -"1967 layer_norm_39" [id=1967, type=layer_norm]; -"1968 add_64" [id=1968, type=add]; -"1969 add_64_0_0_nncf_smooth_quant_0" [id=1969, type=call_module]; -"1970 quantize_per_tensor_default_115" [id=1970, type=quantize_per_tensor]; -"1971 dequantize_per_tensor_default_115" [id=1971, type=dequantize_per_tensor]; -"1972 linear_114_scale_0" [id=1972, type=get_attr]; -"1973 linear_114_zero_point_0" [id=1973, type=get_attr]; -"1974 compressed_weight_updated_constant77" [id=1974, type=get_attr]; -"1975 quantize_per_channel_default_96" [id=1975, type=quantize_per_channel]; -"1976 dequantize_per_channel_default_96" [id=1976, type=dequantize_per_channel]; -"1977 features_5_14_mlp_0_bias_0_0" [id=1977, type=get_attr]; -"1978 linear_114" [id=1978, type=linear]; -"1979 gelu_18" [id=1979, type=gelu]; -"1980 dropout_74" [id=1980, type=dropout]; -"1981 dropout_74_0_0_nncf_smooth_quant_0" [id=1981, type=call_module]; -"1982 quantize_per_tensor_default_116" [id=1982, type=quantize_per_tensor]; -"1983 dequantize_per_tensor_default_116" [id=1983, type=dequantize_per_tensor]; -"1984 linear_115_scale_0" [id=1984, type=get_attr]; -"1985 linear_115_zero_point_0" [id=1985, type=get_attr]; -"1986 compressed_weight_updated_constant78" [id=1986, type=get_attr]; -"1987 quantize_per_channel_default_97" [id=1987, type=quantize_per_channel]; -"1988 dequantize_per_channel_default_97" [id=1988, type=dequantize_per_channel]; -"1989 features_5_14_mlp_3_bias_0_0" [id=1989, type=get_attr]; -"1990 linear_115" [id=1990, type=linear]; -"1991 dropout_75" [id=1991, type=dropout]; -"1992 layer_norm_40" [id=1992, type=layer_norm]; -"1993 add_65" [id=1993, type=add]; -"1994 _frozen_param157" [id=1994, type=get_attr]; -"1995 pad_21" [id=1995, type=pad]; -"1996 roll_18" [id=1996, type=roll]; -"1997 view_105" [id=1997, type=view]; -"1998 permute_87" [id=1998, type=permute]; -"1999 reshape_85" [id=1999, type=reshape]; -"2000 reshape_85_0_0_nncf_smooth_quant_0" [id=2000, type=call_module]; -"2001 quantize_per_tensor_default_117" [id=2001, type=quantize_per_tensor]; -"2002 dequantize_per_tensor_default_117" [id=2002, type=dequantize_per_tensor]; -"2003 linear_118_scale_0" [id=2003, type=get_attr]; -"2004 linear_118_zero_point_0" [id=2004, type=get_attr]; -"2005 compressed_weight_updated_constant79" [id=2005, type=get_attr]; -"2006 quantize_per_channel_default_99" [id=2006, type=quantize_per_channel]; -"2007 dequantize_per_channel_default_99" [id=2007, type=dequantize_per_channel]; -"2008 _frozen_param158_0_0" [id=2008, type=get_attr]; -"2009 linear_118" [id=2009, type=linear]; 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[id=2028, type=matmul]; -"2029 _frozen_param160" [id=2029, type=get_attr]; -"2030 mul_39" [id=2030, type=mul]; -"2031 add_66" [id=2031, type=add]; -"2032 new_zeros_9" [id=2032, type=new_zeros]; -"2033 view_106" [id=2033, type=view]; -"2034 permute_89" [id=2034, type=permute]; -"2035 reshape_87" [id=2035, type=reshape]; -"2036 unsqueeze_56" [id=2036, type=unsqueeze]; -"2037 unsqueeze_57" [id=2037, type=unsqueeze]; -"2038 sub_9" [id=2038, type=sub]; -"2039 ne_9" [id=2039, type=ne]; -"2040 masked_fill_18" [id=2040, type=masked_fill]; -"2041 eq_9" [id=2041, type=eq]; -"2042 masked_fill_19" [id=2042, type=masked_fill]; -"2043 view_107" [id=2043, type=view]; -"2044 unsqueeze_58" [id=2044, type=unsqueeze]; -"2045 unsqueeze_59" [id=2045, type=unsqueeze]; -"2046 add_67" [id=2046, type=add]; -"2047 view_108" [id=2047, type=view]; -"2048 softmax_19" [id=2048, type=softmax]; -"2049 dropout_76" [id=2049, type=dropout]; -"2050 matmul_39" [id=2050, type=matmul]; -"2051 transpose_39" [id=2051, type=transpose]; -"2052 reshape_88" [id=2052, type=reshape]; -"2053 reshape_88_0_0_nncf_smooth_quant_0" [id=2053, type=call_module]; -"2054 quantize_per_tensor_default_120" [id=2054, type=quantize_per_tensor]; -"2055 dequantize_per_tensor_default_120" [id=2055, type=dequantize_per_tensor]; -"2056 linear_119_scale_0" [id=2056, type=get_attr]; -"2057 linear_119_zero_point_0" [id=2057, type=get_attr]; -"2058 compressed_weight_updated_constant80" [id=2058, type=get_attr]; -"2059 quantize_per_channel_default_100" [id=2059, type=quantize_per_channel]; -"2060 dequantize_per_channel_default_100" [id=2060, type=dequantize_per_channel]; -"2061 features_5_15_attn_proj_bias_0_0" [id=2061, type=get_attr]; -"2062 linear_119" [id=2062, type=linear]; -"2063 dropout_77" [id=2063, type=dropout]; -"2064 view_109" [id=2064, type=view]; -"2065 permute_90" [id=2065, type=permute]; -"2066 reshape_89" [id=2066, type=reshape]; -"2067 roll_19" [id=2067, type=roll]; -"2068 slice_297" [id=2068, type=slice]; 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[id=2086, type=dropout]; -"2087 dropout_78_0_0_nncf_smooth_quant_0" [id=2087, type=call_module]; -"2088 quantize_per_tensor_default_122" [id=2088, type=quantize_per_tensor]; -"2089 dequantize_per_tensor_default_122" [id=2089, type=dequantize_per_tensor]; -"2090 linear_121_scale_0" [id=2090, type=get_attr]; -"2091 linear_121_zero_point_0" [id=2091, type=get_attr]; -"2092 compressed_weight_updated_constant82" [id=2092, type=get_attr]; -"2093 quantize_per_channel_default_102" [id=2093, type=quantize_per_channel]; -"2094 dequantize_per_channel_default_102" [id=2094, type=dequantize_per_channel]; -"2095 features_5_15_mlp_3_bias_0_0" [id=2095, type=get_attr]; -"2096 linear_121" [id=2096, type=linear]; -"2097 dropout_79" [id=2097, type=dropout]; -"2098 layer_norm_42" [id=2098, type=layer_norm]; -"2099 add_69" [id=2099, type=add]; -"2100 _frozen_param170" [id=2100, type=get_attr]; -"2101 pad_22" [id=2101, type=pad]; -"2102 view_112" [id=2102, type=view]; -"2103 permute_92" [id=2103, type=permute]; -"2104 reshape_90" [id=2104, type=reshape]; -"2105 reshape_90_0_0_nncf_smooth_quant_0" [id=2105, type=call_module]; -"2106 quantize_per_tensor_default_123" [id=2106, type=quantize_per_tensor]; -"2107 dequantize_per_tensor_default_123" [id=2107, type=dequantize_per_tensor]; -"2108 linear_124_scale_0" [id=2108, type=get_attr]; -"2109 linear_124_zero_point_0" [id=2109, type=get_attr]; -"2110 compressed_weight_updated_constant83" [id=2110, type=get_attr]; -"2111 quantize_per_channel_default_104" [id=2111, type=quantize_per_channel]; -"2112 dequantize_per_channel_default_104" [id=2112, type=dequantize_per_channel]; -"2113 _frozen_param171_0_0" [id=2113, type=get_attr]; -"2114 linear_124" [id=2114, type=linear]; -"2115 reshape_91" [id=2115, type=reshape]; -"2116 permute_93" [id=2116, type=permute]; -"2117 select_60" [id=2117, type=select]; -"2118 select_61" [id=2118, type=select]; -"2119 select_62" [id=2119, type=select]; -"2120 linalg_vector_norm_40" [id=2120, type=linalg_vector_norm]; -"2121 clamp_min_40" [id=2121, type=clamp_min]; -"2122 expand_as_40" [id=2122, type=expand_as]; -"2123 div_40" [id=2123, type=div]; -"2124 quantize_per_tensor_default_124" [id=2124, type=quantize_per_tensor]; -"2125 dequantize_per_tensor_default_124" [id=2125, type=dequantize_per_tensor]; -"2126 linalg_vector_norm_41" [id=2126, type=linalg_vector_norm]; -"2127 clamp_min_41" [id=2127, type=clamp_min]; -"2128 expand_as_41" [id=2128, type=expand_as]; -"2129 div_41" [id=2129, type=div]; -"2130 quantize_per_tensor_default_125" [id=2130, type=quantize_per_tensor]; -"2131 dequantize_per_tensor_default_125" [id=2131, type=dequantize_per_tensor]; -"2132 transpose_40" [id=2132, type=transpose]; -"2133 matmul_40" [id=2133, type=matmul]; -"2134 _frozen_param173" [id=2134, type=get_attr]; -"2135 mul_41" [id=2135, type=mul]; -"2136 add_70" [id=2136, type=add]; -"2137 softmax_20" [id=2137, type=softmax]; -"2138 dropout_80" [id=2138, type=dropout]; -"2139 matmul_41" [id=2139, 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+"258 linear_4" [id=258, type=linear]; +"259 gelu" [id=259, type=gelu]; +"260 dropout_2" [id=260, type=dropout]; +"261 dropout_2_0_0_nncf_smooth_quant_0" [id=261, type=call_module]; +"262 quantize_per_tensor_default_6" [id=262, type=quantize_per_tensor]; +"263 dequantize_per_tensor_default_6" [id=263, type=dequantize_per_tensor]; +"264 linear_5_scale_0" [id=264, type=get_attr]; +"265 linear_5_zero_point_0" [id=265, type=get_attr]; +"266 compressed_weight_updated_constant4" [id=266, type=get_attr]; +"267 quantize_per_channel_default_4" [id=267, type=quantize_per_channel]; +"268 dequantize_per_channel_default_4" [id=268, type=dequantize_per_channel]; +"269 linear_5" [id=269, type=linear]; +"270 dropout_3" [id=270, type=dropout]; +"271 layer_norm_2" [id=271, type=layer_norm]; +"272 add_2" [id=272, type=add]; +"273 _frozen_param4" [id=273, type=get_attr]; +"274 pad_1" [id=274, type=pad]; +"275 roll" [id=275, type=roll]; +"276 view_6" [id=276, type=view]; +"277 permute_6" [id=277, type=permute]; +"278 reshape_4" [id=278, type=reshape]; +"279 _frozen_param5" [id=279, type=get_attr]; +"280 reshape_4_0_0_nncf_smooth_quant_0" [id=280, type=call_module]; +"281 quantize_per_tensor_default_7" [id=281, type=quantize_per_tensor]; +"282 dequantize_per_tensor_default_7" [id=282, type=dequantize_per_tensor]; +"283 linear_8_scale_0" [id=283, type=get_attr]; +"284 linear_8_zero_point_0" [id=284, type=get_attr]; +"285 compressed_weight_updated_constant5" [id=285, type=get_attr]; +"286 quantize_per_channel_default_5" [id=286, type=quantize_per_channel]; +"287 dequantize_per_channel_default_5" [id=287, type=dequantize_per_channel]; +"288 linear_8" [id=288, type=linear]; +"289 reshape_5" [id=289, type=reshape]; +"290 permute_7" [id=290, type=permute]; +"291 select_3" [id=291, type=select]; +"292 select_4" [id=292, type=select]; +"293 select_5" [id=293, type=select]; +"294 linalg_vector_norm_2" [id=294, type=linalg_vector_norm]; +"295 clamp_min_2" [id=295, type=clamp_min]; +"296 expand_as_2" [id=296, type=expand_as]; +"297 div_2" [id=297, type=div]; +"298 quantize_per_tensor_default_8" [id=298, type=quantize_per_tensor]; +"299 dequantize_per_tensor_default_8" [id=299, type=dequantize_per_tensor]; +"300 linalg_vector_norm_3" [id=300, type=linalg_vector_norm]; +"301 clamp_min_3" [id=301, type=clamp_min]; +"302 expand_as_3" [id=302, type=expand_as]; +"303 div_3" [id=303, type=div]; +"304 quantize_per_tensor_default_9" [id=304, type=quantize_per_tensor]; +"305 dequantize_per_tensor_default_9" [id=305, type=dequantize_per_tensor]; +"306 transpose_2" [id=306, type=transpose]; +"307 matmul_2" [id=307, type=matmul]; +"308 _frozen_param7" [id=308, type=get_attr]; +"309 mul_3" [id=309, type=mul]; +"310 add_3" [id=310, type=add]; +"311 new_zeros" [id=311, type=new_zeros]; +"312 view_7" [id=312, type=view]; +"313 permute_8" [id=313, type=permute]; +"314 reshape_6" [id=314, type=reshape]; +"315 unsqueeze_2" [id=315, type=unsqueeze]; +"316 unsqueeze_3" [id=316, type=unsqueeze]; +"317 sub" [id=317, type=sub]; +"318 ne" [id=318, type=ne]; +"319 masked_fill" [id=319, type=masked_fill]; +"320 eq" [id=320, type=eq]; +"321 masked_fill_1" [id=321, type=masked_fill]; +"322 view_8" [id=322, type=view]; +"323 unsqueeze_4" [id=323, type=unsqueeze]; +"324 unsqueeze_5" [id=324, type=unsqueeze]; +"325 add_4" [id=325, type=add]; +"326 view_9" [id=326, type=view]; +"327 softmax_1" [id=327, type=softmax]; +"328 dropout_4" [id=328, type=dropout]; +"329 matmul_3" [id=329, type=matmul]; +"330 transpose_3" [id=330, type=transpose]; +"331 reshape_7" [id=331, type=reshape]; +"332 reshape_7_0_0_nncf_smooth_quant_0" [id=332, type=call_module]; +"333 quantize_per_tensor_default_10" [id=333, type=quantize_per_tensor]; +"334 dequantize_per_tensor_default_10" [id=334, type=dequantize_per_tensor]; +"335 linear_9_scale_0" [id=335, type=get_attr]; +"336 linear_9_zero_point_0" [id=336, type=get_attr]; +"337 compressed_weight_updated_constant6" [id=337, type=get_attr]; +"338 quantize_per_channel_default_6" [id=338, type=quantize_per_channel]; +"339 dequantize_per_channel_default_6" [id=339, type=dequantize_per_channel]; +"340 linear_9" [id=340, type=linear]; +"341 dropout_5" [id=341, type=dropout]; +"342 view_10" [id=342, type=view]; +"343 permute_9" [id=343, type=permute]; +"344 reshape_8" [id=344, type=reshape]; +"345 roll_1" [id=345, type=roll]; +"346 slice_23" [id=346, type=slice]; +"347 slice_24" [id=347, type=slice]; +"348 layer_norm_3" [id=348, type=layer_norm]; +"349 add_5" [id=349, type=add]; +"350 add_5_0_0_nncf_smooth_quant_0" [id=350, type=call_module]; +"351 quantize_per_tensor_default_11" [id=351, type=quantize_per_tensor]; +"352 dequantize_per_tensor_default_11" [id=352, type=dequantize_per_tensor]; +"353 linear_10_scale_0" [id=353, type=get_attr]; +"354 linear_10_zero_point_0" [id=354, type=get_attr]; +"355 compressed_weight_updated_constant7" [id=355, type=get_attr]; +"356 quantize_per_channel_default_7" [id=356, type=quantize_per_channel]; +"357 dequantize_per_channel_default_7" [id=357, type=dequantize_per_channel]; +"358 linear_10" [id=358, type=linear]; +"359 gelu_1" [id=359, type=gelu]; +"360 dropout_6" [id=360, type=dropout]; +"361 dropout_6_0_0_nncf_smooth_quant_0" [id=361, type=call_module]; +"362 quantize_per_tensor_default_12" [id=362, type=quantize_per_tensor]; +"363 dequantize_per_tensor_default_12" [id=363, type=dequantize_per_tensor]; +"364 linear_11_scale_0" [id=364, type=get_attr]; +"365 linear_11_zero_point_0" [id=365, type=get_attr]; +"366 compressed_weight_updated_constant8" [id=366, type=get_attr]; +"367 quantize_per_channel_default_8" [id=367, type=quantize_per_channel]; +"368 dequantize_per_channel_default_8" [id=368, type=dequantize_per_channel]; +"369 linear_11" [id=369, type=linear]; +"370 dropout_7" [id=370, type=dropout]; +"371 layer_norm_4" [id=371, type=layer_norm]; +"372 add_6" [id=372, type=add]; +"373 pad_2" [id=373, type=pad]; +"374 slice_25" [id=374, type=slice]; +"375 slice_26" [id=375, type=slice]; +"376 slice_27" [id=376, type=slice]; +"377 slice_28" [id=377, type=slice]; +"378 slice_29" [id=378, type=slice]; +"379 slice_30" [id=379, type=slice]; +"380 slice_31" [id=380, type=slice]; +"381 slice_32" [id=381, type=slice]; +"382 slice_33" [id=382, type=slice]; +"383 slice_34" [id=383, type=slice]; +"384 slice_35" [id=384, type=slice]; +"385 slice_36" [id=385, type=slice]; +"386 cat" [id=386, type=cat]; +"387 cat_0_0_nncf_smooth_quant_0" [id=387, type=call_module]; +"388 quantize_per_tensor_default_13" [id=388, type=quantize_per_tensor]; +"389 dequantize_per_tensor_default_13" [id=389, type=dequantize_per_tensor]; +"390 linear_12_scale_0" [id=390, type=get_attr]; +"391 linear_12_zero_point_0" [id=391, type=get_attr]; +"392 compressed_weight_updated_constant9" [id=392, type=get_attr]; +"393 quantize_per_channel_default_9" [id=393, type=quantize_per_channel]; +"394 dequantize_per_channel_default_9" [id=394, type=dequantize_per_channel]; +"395 linear_12" [id=395, type=linear]; +"396 layer_norm_5" [id=396, type=layer_norm]; +"397 _frozen_param17" [id=397, type=get_attr]; +"398 pad_3" [id=398, type=pad]; +"399 view_13" [id=399, type=view]; +"400 permute_11" [id=400, type=permute]; +"401 reshape_9" [id=401, type=reshape]; +"402 _frozen_param18" [id=402, type=get_attr]; +"403 reshape_9_0_0_nncf_smooth_quant_0" [id=403, type=call_module]; +"404 quantize_per_tensor_default_14" [id=404, type=quantize_per_tensor]; +"405 dequantize_per_tensor_default_14" [id=405, type=dequantize_per_tensor]; +"406 linear_15_scale_0" [id=406, type=get_attr]; +"407 linear_15_zero_point_0" [id=407, type=get_attr]; +"408 compressed_weight_updated_constant10" [id=408, type=get_attr]; +"409 quantize_per_channel_default_10" [id=409, type=quantize_per_channel]; +"410 dequantize_per_channel_default_10" [id=410, type=dequantize_per_channel]; +"411 linear_15" [id=411, type=linear]; +"412 reshape_10" [id=412, type=reshape]; +"413 permute_12" [id=413, type=permute]; +"414 select_6" [id=414, type=select]; +"415 select_7" [id=415, type=select]; +"416 select_8" [id=416, type=select]; +"417 linalg_vector_norm_4" [id=417, type=linalg_vector_norm]; +"418 clamp_min_4" [id=418, type=clamp_min]; +"419 expand_as_4" [id=419, type=expand_as]; +"420 div_4" [id=420, type=div]; +"421 quantize_per_tensor_default_15" [id=421, type=quantize_per_tensor]; +"422 dequantize_per_tensor_default_15" [id=422, type=dequantize_per_tensor]; +"423 linalg_vector_norm_5" [id=423, type=linalg_vector_norm]; +"424 clamp_min_5" [id=424, type=clamp_min]; +"425 expand_as_5" [id=425, type=expand_as]; +"426 div_5" [id=426, type=div]; +"427 quantize_per_tensor_default_16" [id=427, type=quantize_per_tensor]; +"428 dequantize_per_tensor_default_16" [id=428, type=dequantize_per_tensor]; +"429 transpose_4" [id=429, type=transpose]; +"430 matmul_4" [id=430, type=matmul]; +"431 _frozen_param20" [id=431, type=get_attr]; +"432 mul_5" [id=432, type=mul]; 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slice_38" [id=452, type=slice]; +"453 slice_39" [id=453, type=slice]; +"454 slice_40" [id=454, type=slice]; +"455 slice_41" [id=455, type=slice]; +"456 contiguous_3" [id=456, type=contiguous]; +"457 layer_norm_6" [id=457, type=layer_norm]; +"458 add_8" [id=458, type=add]; +"459 add_8_0_0_nncf_smooth_quant_0" [id=459, type=call_module]; +"460 quantize_per_tensor_default_18" [id=460, type=quantize_per_tensor]; +"461 dequantize_per_tensor_default_18" [id=461, type=dequantize_per_tensor]; +"462 linear_17_scale_0" [id=462, type=get_attr]; +"463 linear_17_zero_point_0" [id=463, type=get_attr]; +"464 compressed_weight_updated_constant12" [id=464, type=get_attr]; +"465 quantize_per_channel_default_12" [id=465, type=quantize_per_channel]; +"466 dequantize_per_channel_default_12" [id=466, type=dequantize_per_channel]; +"467 linear_17" [id=467, type=linear]; +"468 gelu_2" [id=468, type=gelu]; +"469 dropout_10" [id=469, type=dropout]; +"470 dropout_10_0_0_nncf_smooth_quant_0" [id=470, type=call_module]; +"471 quantize_per_tensor_default_19" [id=471, type=quantize_per_tensor]; +"472 dequantize_per_tensor_default_19" [id=472, type=dequantize_per_tensor]; +"473 linear_18_scale_0" [id=473, type=get_attr]; +"474 linear_18_zero_point_0" [id=474, type=get_attr]; +"475 compressed_weight_updated_constant13" [id=475, type=get_attr]; +"476 quantize_per_channel_default_13" [id=476, type=quantize_per_channel]; +"477 dequantize_per_channel_default_13" [id=477, type=dequantize_per_channel]; +"478 linear_18" [id=478, type=linear]; +"479 dropout_11" [id=479, type=dropout]; +"480 layer_norm_7" [id=480, type=layer_norm]; +"481 add_9" [id=481, type=add]; +"482 _frozen_param21" [id=482, type=get_attr]; +"483 pad_4" [id=483, type=pad]; +"484 roll_2" [id=484, type=roll]; +"485 view_17" [id=485, type=view]; +"486 permute_15" [id=486, type=permute]; +"487 reshape_13" [id=487, type=reshape]; +"488 _frozen_param22" [id=488, type=get_attr]; +"489 reshape_13_0_0_nncf_smooth_quant_0" [id=489, type=call_module]; +"490 quantize_per_tensor_default_20" [id=490, type=quantize_per_tensor]; +"491 dequantize_per_tensor_default_20" [id=491, type=dequantize_per_tensor]; +"492 linear_21_scale_0" [id=492, type=get_attr]; +"493 linear_21_zero_point_0" [id=493, type=get_attr]; +"494 compressed_weight_updated_constant14" [id=494, type=get_attr]; +"495 quantize_per_channel_default_14" [id=495, type=quantize_per_channel]; +"496 dequantize_per_channel_default_14" [id=496, type=dequantize_per_channel]; +"497 linear_21" [id=497, type=linear]; +"498 reshape_14" [id=498, type=reshape]; +"499 permute_16" [id=499, type=permute]; +"500 select_9" [id=500, type=select]; +"501 select_10" [id=501, type=select]; +"502 select_11" [id=502, type=select]; +"503 linalg_vector_norm_6" [id=503, type=linalg_vector_norm]; +"504 clamp_min_6" [id=504, type=clamp_min]; +"505 expand_as_6" [id=505, type=expand_as]; +"506 div_6" [id=506, type=div]; +"507 quantize_per_tensor_default_21" [id=507, type=quantize_per_tensor]; +"508 dequantize_per_tensor_default_21" [id=508, type=dequantize_per_tensor]; +"509 linalg_vector_norm_7" [id=509, type=linalg_vector_norm]; +"510 clamp_min_7" [id=510, type=clamp_min]; +"511 expand_as_7" [id=511, type=expand_as]; +"512 div_7" [id=512, type=div]; +"513 quantize_per_tensor_default_22" [id=513, type=quantize_per_tensor]; +"514 dequantize_per_tensor_default_22" [id=514, type=dequantize_per_tensor]; +"515 transpose_6" [id=515, type=transpose]; +"516 matmul_6" [id=516, type=matmul]; +"517 _frozen_param24" [id=517, type=get_attr]; +"518 mul_7" [id=518, type=mul]; +"519 add_10" [id=519, type=add]; +"520 new_zeros_1" [id=520, type=new_zeros]; +"521 view_18" [id=521, type=view]; +"522 permute_17" [id=522, type=permute]; +"523 reshape_15" [id=523, type=reshape]; +"524 unsqueeze_8" [id=524, type=unsqueeze]; +"525 unsqueeze_9" [id=525, type=unsqueeze]; +"526 sub_1" [id=526, type=sub]; +"527 ne_1" [id=527, type=ne]; +"528 masked_fill_2" [id=528, type=masked_fill]; +"529 eq_1" [id=529, type=eq]; +"530 masked_fill_3" [id=530, type=masked_fill]; +"531 view_19" [id=531, type=view]; +"532 unsqueeze_10" [id=532, type=unsqueeze]; +"533 unsqueeze_11" [id=533, type=unsqueeze]; +"534 add_11" [id=534, type=add]; +"535 view_20" [id=535, type=view]; +"536 softmax_3" [id=536, type=softmax]; +"537 dropout_12" [id=537, type=dropout]; +"538 matmul_7" [id=538, type=matmul]; +"539 transpose_7" [id=539, type=transpose]; +"540 reshape_16" [id=540, type=reshape]; +"541 reshape_16_0_0_nncf_smooth_quant_0" [id=541, type=call_module]; +"542 quantize_per_tensor_default_23" [id=542, type=quantize_per_tensor]; +"543 dequantize_per_tensor_default_23" [id=543, type=dequantize_per_tensor]; +"544 linear_22_scale_0" [id=544, type=get_attr]; +"545 linear_22_zero_point_0" [id=545, type=get_attr]; +"546 compressed_weight_updated_constant15" [id=546, type=get_attr]; +"547 quantize_per_channel_default_15" [id=547, type=quantize_per_channel]; +"548 dequantize_per_channel_default_15" [id=548, type=dequantize_per_channel]; +"549 linear_22" [id=549, type=linear]; +"550 dropout_13" [id=550, type=dropout]; +"551 view_21" [id=551, type=view]; +"552 permute_18" [id=552, type=permute]; +"553 reshape_17" [id=553, type=reshape]; +"554 roll_3" [id=554, type=roll]; +"555 slice_61" [id=555, type=slice]; +"556 slice_62" [id=556, type=slice]; +"557 slice_63" [id=557, type=slice]; +"558 slice_64" [id=558, type=slice]; +"559 contiguous_5" [id=559, type=contiguous]; +"560 layer_norm_8" [id=560, type=layer_norm]; +"561 add_12" [id=561, type=add]; +"562 add_12_0_0_nncf_smooth_quant_0" [id=562, type=call_module]; +"563 quantize_per_tensor_default_24" [id=563, type=quantize_per_tensor]; +"564 dequantize_per_tensor_default_24" [id=564, type=dequantize_per_tensor]; +"565 linear_23_scale_0" [id=565, type=get_attr]; +"566 linear_23_zero_point_0" [id=566, type=get_attr]; +"567 compressed_weight_updated_constant16" [id=567, type=get_attr]; +"568 quantize_per_channel_default_16" [id=568, type=quantize_per_channel]; +"569 dequantize_per_channel_default_16" [id=569, type=dequantize_per_channel]; +"570 linear_23" [id=570, type=linear]; +"571 gelu_3" [id=571, type=gelu]; +"572 dropout_14" [id=572, type=dropout]; +"573 dropout_14_0_0_nncf_smooth_quant_0" [id=573, type=call_module]; +"574 quantize_per_tensor_default_25" [id=574, type=quantize_per_tensor]; +"575 dequantize_per_tensor_default_25" [id=575, type=dequantize_per_tensor]; +"576 linear_24_scale_0" [id=576, type=get_attr]; +"577 linear_24_zero_point_0" [id=577, type=get_attr]; +"578 compressed_weight_updated_constant17" [id=578, type=get_attr]; +"579 quantize_per_channel_default_17" [id=579, type=quantize_per_channel]; +"580 dequantize_per_channel_default_17" [id=580, type=dequantize_per_channel]; +"581 linear_24" [id=581, type=linear]; +"582 dropout_15" [id=582, type=dropout]; +"583 layer_norm_9" [id=583, type=layer_norm]; +"584 add_13" [id=584, type=add]; +"585 pad_5" [id=585, type=pad]; +"586 slice_65" [id=586, type=slice]; +"587 slice_66" [id=587, type=slice]; +"588 slice_67" [id=588, type=slice]; +"589 slice_68" [id=589, type=slice]; +"590 slice_69" [id=590, type=slice]; +"591 slice_70" [id=591, type=slice]; +"592 slice_71" [id=592, type=slice]; +"593 slice_72" [id=593, type=slice]; +"594 slice_73" [id=594, type=slice]; +"595 slice_74" [id=595, type=slice]; +"596 slice_75" [id=596, type=slice]; +"597 slice_76" [id=597, type=slice]; +"598 cat_1" [id=598, type=cat]; +"599 cat_1_0_0_nncf_smooth_quant_0" [id=599, type=call_module]; +"600 quantize_per_tensor_default_26" [id=600, type=quantize_per_tensor]; +"601 dequantize_per_tensor_default_26" [id=601, type=dequantize_per_tensor]; +"602 linear_25_scale_0" [id=602, type=get_attr]; +"603 linear_25_zero_point_0" [id=603, type=get_attr]; +"604 compressed_weight_updated_constant18" [id=604, type=get_attr]; +"605 quantize_per_channel_default_18" [id=605, type=quantize_per_channel]; +"606 dequantize_per_channel_default_18" [id=606, type=dequantize_per_channel]; +"607 linear_25" [id=607, type=linear]; +"608 layer_norm_10" [id=608, type=layer_norm]; +"609 _frozen_param34" [id=609, type=get_attr]; +"610 pad_6" [id=610, type=pad]; +"611 view_24" [id=611, type=view]; +"612 permute_20" [id=612, type=permute]; +"613 reshape_18" [id=613, type=reshape]; +"614 _frozen_param35" [id=614, type=get_attr]; +"615 reshape_18_0_0_nncf_smooth_quant_0" [id=615, type=call_module]; +"616 quantize_per_tensor_default_27" [id=616, type=quantize_per_tensor]; +"617 dequantize_per_tensor_default_27" [id=617, type=dequantize_per_tensor]; +"618 linear_28_scale_0" [id=618, type=get_attr]; +"619 linear_28_zero_point_0" [id=619, type=get_attr]; +"620 compressed_weight_updated_constant19" [id=620, type=get_attr]; +"621 quantize_per_channel_default_19" [id=621, type=quantize_per_channel]; +"622 dequantize_per_channel_default_19" [id=622, type=dequantize_per_channel]; +"623 linear_28" [id=623, type=linear]; +"624 reshape_19" [id=624, type=reshape]; +"625 permute_21" [id=625, type=permute]; +"626 select_12" [id=626, type=select]; +"627 select_13" [id=627, type=select]; +"628 select_14" [id=628, type=select]; +"629 linalg_vector_norm_8" [id=629, type=linalg_vector_norm]; +"630 clamp_min_8" [id=630, type=clamp_min]; +"631 expand_as_8" [id=631, type=expand_as]; +"632 div_8" [id=632, type=div]; +"633 quantize_per_tensor_default_28" [id=633, type=quantize_per_tensor]; +"634 dequantize_per_tensor_default_28" [id=634, type=dequantize_per_tensor]; +"635 linalg_vector_norm_9" [id=635, type=linalg_vector_norm]; +"636 clamp_min_9" [id=636, type=clamp_min]; +"637 expand_as_9" [id=637, type=expand_as]; +"638 div_9" [id=638, type=div]; +"639 quantize_per_tensor_default_29" [id=639, type=quantize_per_tensor]; +"640 dequantize_per_tensor_default_29" [id=640, type=dequantize_per_tensor]; +"641 transpose_8" [id=641, type=transpose]; +"642 matmul_8" [id=642, type=matmul]; +"643 _frozen_param37" [id=643, type=get_attr]; +"644 mul_9" [id=644, type=mul]; +"645 add_14" [id=645, type=add]; +"646 softmax_4" [id=646, type=softmax]; +"647 dropout_16" [id=647, type=dropout]; +"648 matmul_9" [id=648, type=matmul]; +"649 transpose_9" [id=649, type=transpose]; +"650 reshape_20" [id=650, type=reshape]; +"651 reshape_20_0_0_nncf_smooth_quant_0" [id=651, type=call_module]; +"652 quantize_per_tensor_default_30" [id=652, type=quantize_per_tensor]; +"653 dequantize_per_tensor_default_30" [id=653, type=dequantize_per_tensor]; +"654 linear_29_scale_0" [id=654, type=get_attr]; +"655 linear_29_zero_point_0" [id=655, type=get_attr]; +"656 compressed_weight_updated_constant20" [id=656, type=get_attr]; +"657 quantize_per_channel_default_20" [id=657, type=quantize_per_channel]; +"658 dequantize_per_channel_default_20" [id=658, type=dequantize_per_channel]; +"659 linear_29" [id=659, type=linear]; +"660 dropout_17" [id=660, type=dropout]; +"661 view_25" [id=661, type=view]; +"662 permute_22" [id=662, type=permute]; +"663 reshape_21" [id=663, type=reshape]; +"664 slice_78" [id=664, type=slice]; +"665 slice_79" [id=665, type=slice]; +"666 slice_80" [id=666, type=slice]; +"667 slice_81" [id=667, type=slice]; +"668 contiguous_7" [id=668, type=contiguous]; +"669 layer_norm_11" [id=669, type=layer_norm]; +"670 add_15" [id=670, type=add]; +"671 add_15_0_0_nncf_smooth_quant_0" [id=671, type=call_module]; +"672 quantize_per_tensor_default_31" [id=672, type=quantize_per_tensor]; +"673 dequantize_per_tensor_default_31" [id=673, type=dequantize_per_tensor]; +"674 linear_30_scale_0" [id=674, type=get_attr]; +"675 linear_30_zero_point_0" [id=675, type=get_attr]; +"676 compressed_weight_updated_constant21" [id=676, type=get_attr]; +"677 quantize_per_channel_default_21" [id=677, type=quantize_per_channel]; +"678 dequantize_per_channel_default_21" [id=678, type=dequantize_per_channel]; +"679 linear_30" [id=679, type=linear]; +"680 gelu_4" [id=680, type=gelu]; +"681 dropout_18" [id=681, type=dropout]; +"682 dropout_18_0_0_nncf_smooth_quant_0" [id=682, type=call_module]; +"683 quantize_per_tensor_default_32" [id=683, type=quantize_per_tensor]; +"684 dequantize_per_tensor_default_32" [id=684, type=dequantize_per_tensor]; +"685 linear_31_scale_0" [id=685, type=get_attr]; +"686 linear_31_zero_point_0" [id=686, type=get_attr]; +"687 compressed_weight_updated_constant22" [id=687, type=get_attr]; +"688 quantize_per_channel_default_22" [id=688, type=quantize_per_channel]; +"689 dequantize_per_channel_default_22" [id=689, type=dequantize_per_channel]; +"690 linear_31" [id=690, type=linear]; +"691 dropout_19" [id=691, type=dropout]; +"692 layer_norm_12" [id=692, type=layer_norm]; +"693 add_16" [id=693, type=add]; +"694 _frozen_param38" [id=694, type=get_attr]; +"695 pad_7" [id=695, type=pad]; +"696 roll_4" [id=696, type=roll]; +"697 view_28" [id=697, type=view]; +"698 permute_24" [id=698, type=permute]; +"699 reshape_22" [id=699, type=reshape]; +"700 _frozen_param39" [id=700, type=get_attr]; +"701 reshape_22_0_0_nncf_smooth_quant_0" [id=701, type=call_module]; +"702 quantize_per_tensor_default_33" [id=702, type=quantize_per_tensor]; +"703 dequantize_per_tensor_default_33" [id=703, type=dequantize_per_tensor]; +"704 linear_34_scale_0" [id=704, type=get_attr]; +"705 linear_34_zero_point_0" [id=705, type=get_attr]; +"706 compressed_weight_updated_constant23" [id=706, type=get_attr]; +"707 quantize_per_channel_default_23" [id=707, type=quantize_per_channel]; +"708 dequantize_per_channel_default_23" [id=708, type=dequantize_per_channel]; +"709 linear_34" [id=709, type=linear]; +"710 reshape_23" [id=710, type=reshape]; +"711 permute_25" [id=711, type=permute]; +"712 select_15" [id=712, type=select]; +"713 select_16" [id=713, type=select]; +"714 select_17" [id=714, type=select]; +"715 linalg_vector_norm_10" [id=715, type=linalg_vector_norm]; +"716 clamp_min_10" [id=716, type=clamp_min]; +"717 expand_as_10" [id=717, type=expand_as]; +"718 div_10" [id=718, type=div]; +"719 quantize_per_tensor_default_34" [id=719, type=quantize_per_tensor]; +"720 dequantize_per_tensor_default_34" [id=720, type=dequantize_per_tensor]; +"721 linalg_vector_norm_11" [id=721, type=linalg_vector_norm]; +"722 clamp_min_11" [id=722, type=clamp_min]; +"723 expand_as_11" [id=723, type=expand_as]; +"724 div_11" [id=724, type=div]; +"725 quantize_per_tensor_default_35" [id=725, type=quantize_per_tensor]; +"726 dequantize_per_tensor_default_35" [id=726, type=dequantize_per_tensor]; +"727 transpose_10" [id=727, type=transpose]; +"728 matmul_10" [id=728, type=matmul]; +"729 _frozen_param41" [id=729, type=get_attr]; +"730 mul_11" [id=730, type=mul]; +"731 add_17" [id=731, type=add]; +"732 new_zeros_2" [id=732, type=new_zeros]; +"733 view_29" [id=733, type=view]; +"734 permute_26" [id=734, type=permute]; +"735 reshape_24" [id=735, type=reshape]; +"736 unsqueeze_14" [id=736, type=unsqueeze]; +"737 unsqueeze_15" [id=737, type=unsqueeze]; +"738 sub_2" [id=738, type=sub]; 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quantize_per_channel_default_24" [id=759, type=quantize_per_channel]; +"760 dequantize_per_channel_default_24" [id=760, type=dequantize_per_channel]; +"761 linear_35" [id=761, type=linear]; +"762 dropout_21" [id=762, type=dropout]; +"763 view_32" [id=763, type=view]; +"764 permute_27" [id=764, type=permute]; +"765 reshape_26" [id=765, type=reshape]; +"766 roll_5" [id=766, type=roll]; +"767 slice_101" [id=767, type=slice]; +"768 slice_102" [id=768, type=slice]; +"769 slice_103" [id=769, type=slice]; +"770 slice_104" [id=770, type=slice]; +"771 contiguous_9" [id=771, type=contiguous]; +"772 layer_norm_13" [id=772, type=layer_norm]; +"773 add_19" [id=773, type=add]; +"774 add_19_0_0_nncf_smooth_quant_0" [id=774, type=call_module]; +"775 quantize_per_tensor_default_37" [id=775, type=quantize_per_tensor]; +"776 dequantize_per_tensor_default_37" [id=776, type=dequantize_per_tensor]; +"777 linear_36_scale_0" [id=777, type=get_attr]; +"778 linear_36_zero_point_0" [id=778, type=get_attr]; +"779 compressed_weight_updated_constant25" [id=779, type=get_attr]; +"780 quantize_per_channel_default_25" [id=780, type=quantize_per_channel]; +"781 dequantize_per_channel_default_25" [id=781, type=dequantize_per_channel]; +"782 linear_36" [id=782, type=linear]; +"783 gelu_5" [id=783, type=gelu]; +"784 dropout_22" [id=784, type=dropout]; +"785 dropout_22_0_0_nncf_smooth_quant_0" [id=785, type=call_module]; +"786 quantize_per_tensor_default_38" [id=786, type=quantize_per_tensor]; +"787 dequantize_per_tensor_default_38" [id=787, type=dequantize_per_tensor]; +"788 linear_37_scale_0" [id=788, type=get_attr]; +"789 linear_37_zero_point_0" [id=789, type=get_attr]; +"790 compressed_weight_updated_constant26" [id=790, type=get_attr]; +"791 quantize_per_channel_default_26" [id=791, type=quantize_per_channel]; +"792 dequantize_per_channel_default_26" [id=792, type=dequantize_per_channel]; +"793 linear_37" [id=793, type=linear]; +"794 dropout_23" [id=794, type=dropout]; +"795 layer_norm_14" [id=795, type=layer_norm]; +"796 add_20" [id=796, type=add]; +"797 _frozen_param51" [id=797, type=get_attr]; +"798 pad_8" [id=798, type=pad]; +"799 view_35" [id=799, type=view]; +"800 permute_29" [id=800, type=permute]; +"801 reshape_27" [id=801, type=reshape]; +"802 _frozen_param52" [id=802, type=get_attr]; +"803 reshape_27_0_0_nncf_smooth_quant_0" [id=803, type=call_module]; +"804 quantize_per_tensor_default_39" [id=804, type=quantize_per_tensor]; +"805 dequantize_per_tensor_default_39" [id=805, type=dequantize_per_tensor]; +"806 linear_40_scale_0" [id=806, type=get_attr]; +"807 linear_40_zero_point_0" [id=807, type=get_attr]; +"808 compressed_weight_updated_constant27" [id=808, type=get_attr]; +"809 quantize_per_channel_default_27" [id=809, type=quantize_per_channel]; +"810 dequantize_per_channel_default_27" [id=810, type=dequantize_per_channel]; +"811 linear_40" [id=811, type=linear]; +"812 reshape_28" [id=812, type=reshape]; +"813 permute_30" [id=813, type=permute]; +"814 select_18" [id=814, type=select]; +"815 select_19" [id=815, type=select]; +"816 select_20" [id=816, type=select]; +"817 linalg_vector_norm_12" [id=817, type=linalg_vector_norm]; +"818 clamp_min_12" [id=818, type=clamp_min]; +"819 expand_as_12" [id=819, type=expand_as]; +"820 div_12" [id=820, type=div]; +"821 quantize_per_tensor_default_40" [id=821, type=quantize_per_tensor]; +"822 dequantize_per_tensor_default_40" [id=822, type=dequantize_per_tensor]; +"823 linalg_vector_norm_13" [id=823, type=linalg_vector_norm]; +"824 clamp_min_13" [id=824, type=clamp_min]; +"825 expand_as_13" [id=825, type=expand_as]; +"826 div_13" [id=826, type=div]; +"827 quantize_per_tensor_default_41" [id=827, type=quantize_per_tensor]; +"828 dequantize_per_tensor_default_41" [id=828, type=dequantize_per_tensor]; +"829 transpose_12" [id=829, type=transpose]; +"830 matmul_12" [id=830, type=matmul]; +"831 _frozen_param54" [id=831, type=get_attr]; +"832 mul_13" [id=832, type=mul]; +"833 add_21" [id=833, type=add]; +"834 softmax_6" [id=834, type=softmax]; +"835 dropout_24" [id=835, type=dropout]; +"836 matmul_13" [id=836, type=matmul]; +"837 transpose_13" [id=837, type=transpose]; +"838 reshape_29" [id=838, type=reshape]; +"839 reshape_29_0_0_nncf_smooth_quant_0" [id=839, type=call_module]; +"840 quantize_per_tensor_default_42" [id=840, type=quantize_per_tensor]; +"841 dequantize_per_tensor_default_42" [id=841, type=dequantize_per_tensor]; +"842 linear_41_scale_0" [id=842, type=get_attr]; +"843 linear_41_zero_point_0" [id=843, type=get_attr]; +"844 compressed_weight_updated_constant28" [id=844, type=get_attr]; +"845 quantize_per_channel_default_28" [id=845, type=quantize_per_channel]; +"846 dequantize_per_channel_default_28" [id=846, type=dequantize_per_channel]; +"847 linear_41" [id=847, type=linear]; +"848 dropout_25" [id=848, type=dropout]; +"849 view_36" [id=849, type=view]; +"850 permute_31" [id=850, type=permute]; +"851 reshape_30" [id=851, type=reshape]; +"852 slice_106" [id=852, type=slice]; 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quantize_per_tensor_default_44" [id=871, type=quantize_per_tensor]; +"872 dequantize_per_tensor_default_44" [id=872, type=dequantize_per_tensor]; +"873 linear_43_scale_0" [id=873, type=get_attr]; +"874 linear_43_zero_point_0" [id=874, type=get_attr]; +"875 compressed_weight_updated_constant30" [id=875, type=get_attr]; +"876 quantize_per_channel_default_30" [id=876, type=quantize_per_channel]; +"877 dequantize_per_channel_default_30" [id=877, type=dequantize_per_channel]; +"878 linear_43" [id=878, type=linear]; +"879 dropout_27" [id=879, type=dropout]; +"880 layer_norm_16" [id=880, type=layer_norm]; +"881 add_23" [id=881, type=add]; +"882 _frozen_param55" [id=882, type=get_attr]; +"883 pad_9" [id=883, type=pad]; +"884 roll_6" [id=884, type=roll]; +"885 view_39" [id=885, type=view]; +"886 permute_33" [id=886, type=permute]; +"887 reshape_31" [id=887, type=reshape]; +"888 _frozen_param56" [id=888, type=get_attr]; +"889 reshape_31_0_0_nncf_smooth_quant_0" [id=889, type=call_module]; +"890 quantize_per_tensor_default_45" [id=890, type=quantize_per_tensor]; +"891 dequantize_per_tensor_default_45" [id=891, type=dequantize_per_tensor]; +"892 linear_46_scale_0" [id=892, type=get_attr]; +"893 linear_46_zero_point_0" [id=893, type=get_attr]; +"894 compressed_weight_updated_constant31" [id=894, type=get_attr]; +"895 quantize_per_channel_default_31" [id=895, type=quantize_per_channel]; +"896 dequantize_per_channel_default_31" [id=896, type=dequantize_per_channel]; +"897 linear_46" [id=897, type=linear]; +"898 reshape_32" [id=898, type=reshape]; +"899 permute_34" [id=899, type=permute]; +"900 select_21" [id=900, type=select]; +"901 select_22" [id=901, type=select]; +"902 select_23" [id=902, type=select]; +"903 linalg_vector_norm_14" [id=903, type=linalg_vector_norm]; +"904 clamp_min_14" [id=904, type=clamp_min]; +"905 expand_as_14" [id=905, type=expand_as]; +"906 div_14" [id=906, type=div]; +"907 quantize_per_tensor_default_46" [id=907, type=quantize_per_tensor]; +"908 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dequantize_per_tensor_default_140" [id=2389, type=dequantize_per_tensor]; +"2390 linear_139_scale_0" [id=2390, type=get_attr]; +"2391 linear_139_zero_point_0" [id=2391, type=get_attr]; +"2392 compressed_weight_updated_constant94" [id=2392, type=get_attr]; +"2393 quantize_per_channel_default_94" [id=2393, type=quantize_per_channel]; +"2394 dequantize_per_channel_default_94" [id=2394, type=dequantize_per_channel]; +"2395 linear_139" [id=2395, type=linear]; +"2396 gelu_22" [id=2396, type=gelu]; +"2397 dropout_90" [id=2397, type=dropout]; +"2398 dropout_90_0_0_nncf_smooth_quant_0" [id=2398, type=call_module]; +"2399 quantize_per_tensor_default_141" [id=2399, type=quantize_per_tensor]; +"2400 dequantize_per_tensor_default_141" [id=2400, type=dequantize_per_tensor]; +"2401 linear_140_scale_0" [id=2401, type=get_attr]; +"2402 linear_140_zero_point_0" [id=2402, type=get_attr]; +"2403 compressed_weight_updated_constant95" [id=2403, type=get_attr]; +"2404 quantize_per_channel_default_95" [id=2404, type=quantize_per_channel]; +"2405 dequantize_per_channel_default_95" [id=2405, type=dequantize_per_channel]; +"2406 linear_140" [id=2406, type=linear]; +"2407 dropout_91" [id=2407, type=dropout]; +"2408 layer_norm_49" [id=2408, type=layer_norm]; +"2409 add_79" [id=2409, type=add]; +"2410 _frozen_param191" [id=2410, type=get_attr]; +"2411 pad_26" [id=2411, type=pad]; +"2412 view_127" [id=2412, type=view]; +"2413 permute_105" [id=2413, type=permute]; +"2414 reshape_103" [id=2414, type=reshape]; +"2415 _frozen_param192" [id=2415, type=get_attr]; +"2416 reshape_103_0_0_nncf_smooth_quant_0" [id=2416, type=call_module]; +"2417 quantize_per_tensor_default_142" [id=2417, type=quantize_per_tensor]; +"2418 dequantize_per_tensor_default_142" [id=2418, type=dequantize_per_tensor]; +"2419 linear_143_scale_0" [id=2419, type=get_attr]; +"2420 linear_143_zero_point_0" [id=2420, type=get_attr]; +"2421 compressed_weight_updated_constant96" [id=2421, type=get_attr]; +"2422 quantize_per_channel_default_96" [id=2422, type=quantize_per_channel]; +"2423 dequantize_per_channel_default_96" [id=2423, type=dequantize_per_channel]; +"2424 linear_143" [id=2424, type=linear]; +"2425 reshape_104" [id=2425, type=reshape]; +"2426 permute_106" [id=2426, type=permute]; +"2427 select_69" [id=2427, type=select]; +"2428 select_70" [id=2428, type=select]; +"2429 select_71" [id=2429, type=select]; +"2430 linalg_vector_norm_46" [id=2430, type=linalg_vector_norm]; +"2431 clamp_min_46" [id=2431, type=clamp_min]; +"2432 expand_as_46" [id=2432, type=expand_as]; +"2433 div_46" [id=2433, type=div]; +"2434 quantize_per_tensor_default_143" [id=2434, type=quantize_per_tensor]; +"2435 dequantize_per_tensor_default_143" [id=2435, type=dequantize_per_tensor]; +"2436 linalg_vector_norm_47" [id=2436, type=linalg_vector_norm]; +"2437 clamp_min_47" [id=2437, type=clamp_min]; +"2438 expand_as_47" [id=2438, type=expand_as]; +"2439 div_47" [id=2439, type=div]; +"2440 quantize_per_tensor_default_144" [id=2440, type=quantize_per_tensor]; +"2441 dequantize_per_tensor_default_144" [id=2441, type=dequantize_per_tensor]; +"2442 transpose_46" [id=2442, type=transpose]; +"2443 matmul_46" [id=2443, type=matmul]; +"2444 _frozen_param194" [id=2444, type=get_attr]; +"2445 mul_47" [id=2445, type=mul]; +"2446 add_80" [id=2446, type=add]; +"2447 softmax_23" [id=2447, type=softmax]; +"2448 dropout_92" [id=2448, type=dropout]; +"2449 matmul_47" [id=2449, type=matmul]; +"2450 transpose_47" [id=2450, type=transpose]; +"2451 reshape_105" [id=2451, type=reshape]; +"2452 reshape_105_0_0_nncf_smooth_quant_0" [id=2452, type=call_module]; +"2453 quantize_per_tensor_default_145" [id=2453, type=quantize_per_tensor]; +"2454 dequantize_per_tensor_default_145" [id=2454, type=dequantize_per_tensor]; +"2455 linear_144_scale_0" [id=2455, type=get_attr]; +"2456 linear_144_zero_point_0" [id=2456, type=get_attr]; +"2457 compressed_weight_updated_constant97" [id=2457, type=get_attr]; +"2458 quantize_per_channel_default_97" [id=2458, type=quantize_per_channel]; +"2459 dequantize_per_channel_default_97" [id=2459, type=dequantize_per_channel]; +"2460 linear_144" [id=2460, type=linear]; +"2461 dropout_93" [id=2461, type=dropout]; +"2462 view_128" [id=2462, type=view]; +"2463 permute_107" [id=2463, type=permute]; +"2464 reshape_106" [id=2464, type=reshape]; +"2465 slice_347" [id=2465, type=slice]; +"2466 slice_348" [id=2466, type=slice]; +"2467 slice_349" [id=2467, type=slice]; +"2468 slice_350" [id=2468, type=slice]; +"2469 contiguous_45" [id=2469, type=contiguous]; +"2470 layer_norm_50" [id=2470, type=layer_norm]; +"2471 add_81" [id=2471, type=add]; +"2472 add_81_0_0_nncf_smooth_quant_0" [id=2472, type=call_module]; +"2473 quantize_per_tensor_default_146" [id=2473, type=quantize_per_tensor]; +"2474 dequantize_per_tensor_default_146" [id=2474, type=dequantize_per_tensor]; +"2475 linear_145_scale_0" [id=2475, type=get_attr]; +"2476 linear_145_zero_point_0" [id=2476, type=get_attr]; +"2477 compressed_weight_updated_constant98" [id=2477, type=get_attr]; +"2478 quantize_per_channel_default_98" [id=2478, type=quantize_per_channel]; +"2479 dequantize_per_channel_default_98" [id=2479, type=dequantize_per_channel]; +"2480 linear_145" [id=2480, type=linear]; +"2481 gelu_23" [id=2481, type=gelu]; +"2482 dropout_94" [id=2482, type=dropout]; +"2483 dropout_94_0_0_nncf_smooth_quant_0" [id=2483, type=call_module]; +"2484 quantize_per_tensor_default_147" [id=2484, type=quantize_per_tensor]; +"2485 dequantize_per_tensor_default_147" [id=2485, type=dequantize_per_tensor]; +"2486 linear_146_scale_0" [id=2486, type=get_attr]; +"2487 linear_146_zero_point_0" [id=2487, type=get_attr]; +"2488 compressed_weight_updated_constant99" [id=2488, type=get_attr]; +"2489 quantize_per_channel_default_99" [id=2489, type=quantize_per_channel]; +"2490 dequantize_per_channel_default_99" [id=2490, type=dequantize_per_channel]; +"2491 linear_146" [id=2491, type=linear]; +"2492 dropout_95" [id=2492, type=dropout]; +"2493 layer_norm_51" [id=2493, type=layer_norm]; +"2494 add_82" [id=2494, type=add]; +"2495 layer_norm_52" [id=2495, type=layer_norm]; +"2496 permute_108" [id=2496, type=permute]; +"2497 adaptive_avg_pool2d" [id=2497, type=adaptive_avg_pool2d]; +"2498 flatten" [id=2498, type=flatten]; +"2499 flatten_0_0_nncf_smooth_quant_0" [id=2499, type=call_module]; +"2500 quantize_per_tensor_default_148" [id=2500, type=quantize_per_tensor]; +"2501 dequantize_per_tensor_default_148" [id=2501, type=dequantize_per_tensor]; +"2502 linear_147_scale_0" [id=2502, type=get_attr]; +"2503 linear_147_zero_point_0" [id=2503, type=get_attr]; +"2504 compressed_weight_updated_constant100" [id=2504, type=get_attr]; +"2505 quantize_per_channel_default_100" [id=2505, type=quantize_per_channel]; +"2506 dequantize_per_channel_default_100" [id=2506, type=dequantize_per_channel]; "2507 linear_147" [id=2507, type=linear]; "2508 output" [id=2508, type=output]; -"0 features_0_2_weight" -> "117 layer_norm" [label="(96,)", style=solid]; -"1 features_0_2_bias" -> "117 layer_norm" [label="(96,)", style=solid]; -"2 features_1_0_norm1_weight" -> "176 layer_norm_1" [label="(96,)", style=solid]; -"3 features_1_0_norm1_bias" -> "176 layer_norm_1" [label="(96,)", style=solid]; -"4 features_1_0_norm2_weight" -> "201 layer_norm_2" [label="(96,)", style=solid]; -"5 features_1_0_norm2_bias" -> "201 layer_norm_2" [label="(96,)", style=solid]; -"6 features_1_1_norm1_weight" -> "279 layer_norm_3" [label="(96,)", style=solid]; -"7 features_1_1_norm1_bias" -> "279 layer_norm_3" [label="(96,)", style=solid]; -"8 features_1_1_norm2_weight" -> "304 layer_norm_4" [label="(96,)", style=solid]; -"9 features_1_1_norm2_bias" -> "304 layer_norm_4" [label="(96,)", style=solid]; -"10 features_2_norm_weight" -> "329 layer_norm_5" [label="(192,)", style=solid]; -"11 features_2_norm_bias" -> "329 layer_norm_5" [label="(192,)", style=solid]; -"12 features_3_0_norm1_weight" -> "391 layer_norm_6" [label="(192,)", style=solid]; -"13 features_3_0_norm1_bias" -> "391 layer_norm_6" [label="(192,)", style=solid]; -"14 features_3_0_norm2_weight" -> "416 layer_norm_7" [label="(192,)", style=solid]; -"15 features_3_0_norm2_bias" -> "416 layer_norm_7" [label="(192,)", style=solid]; -"16 features_3_1_norm1_weight" -> "497 layer_norm_8" [label="(192,)", style=solid]; -"17 features_3_1_norm1_bias" -> "497 layer_norm_8" [label="(192,)", style=solid]; -"18 features_3_1_norm2_weight" -> "522 layer_norm_9" [label="(192,)", style=solid]; -"19 features_3_1_norm2_bias" -> "522 layer_norm_9" [label="(192,)", style=solid]; -"20 features_4_norm_weight" -> "547 layer_norm_10" [label="(384,)", style=solid]; -"21 features_4_norm_bias" -> "547 layer_norm_10" [label="(384,)", style=solid]; -"22 features_5_0_norm1_weight" -> "609 layer_norm_11" [label="(384,)", style=solid]; -"23 features_5_0_norm1_bias" -> "609 layer_norm_11" [label="(384,)", style=solid]; -"24 features_5_0_norm2_weight" -> "634 layer_norm_12" [label="(384,)", style=solid]; -"25 features_5_0_norm2_bias" -> "634 layer_norm_12" [label="(384,)", style=solid]; -"26 features_5_1_norm1_weight" -> "715 layer_norm_13" [label="(384,)", style=solid]; -"27 features_5_1_norm1_bias" -> "715 layer_norm_13" [label="(384,)", style=solid]; -"28 features_5_1_norm2_weight" -> "740 layer_norm_14" [label="(384,)", style=solid]; -"29 features_5_1_norm2_bias" -> "740 layer_norm_14" [label="(384,)", style=solid]; -"30 features_5_2_norm1_weight" -> "803 layer_norm_15" [label="(384,)", style=solid]; -"31 features_5_2_norm1_bias" -> "803 layer_norm_15" [label="(384,)", style=solid]; -"32 features_5_2_norm2_weight" -> "828 layer_norm_16" [label="(384,)", style=solid]; -"33 features_5_2_norm2_bias" -> "828 layer_norm_16" [label="(384,)", style=solid]; -"34 features_5_3_norm1_weight" -> "909 layer_norm_17" [label="(384,)", style=solid]; -"35 features_5_3_norm1_bias" -> "909 layer_norm_17" [label="(384,)", style=solid]; -"36 features_5_3_norm2_weight" -> "934 layer_norm_18" [label="(384,)", style=solid]; -"37 features_5_3_norm2_bias" -> "934 layer_norm_18" [label="(384,)", style=solid]; -"38 features_5_4_norm1_weight" -> "997 layer_norm_19" [label="(384,)", style=solid]; -"39 features_5_4_norm1_bias" -> "997 layer_norm_19" [label="(384,)", style=solid]; -"40 features_5_4_norm2_weight" -> "1022 layer_norm_20" [label="(384,)", style=solid]; -"41 features_5_4_norm2_bias" -> "1022 layer_norm_20" [label="(384,)", style=solid]; -"42 features_5_5_norm1_weight" -> "1103 layer_norm_21" [label="(384,)", style=solid]; -"43 features_5_5_norm1_bias" -> "1103 layer_norm_21" [label="(384,)", style=solid]; -"44 features_5_5_norm2_weight" -> "1128 layer_norm_22" [label="(384,)", style=solid]; -"45 features_5_5_norm2_bias" -> "1128 layer_norm_22" [label="(384,)", style=solid]; -"46 features_5_6_norm1_weight" -> "1191 layer_norm_23" [label="(384,)", style=solid]; -"47 features_5_6_norm1_bias" -> "1191 layer_norm_23" [label="(384,)", style=solid]; -"48 features_5_6_norm2_weight" -> "1216 layer_norm_24" [label="(384,)", style=solid]; -"49 features_5_6_norm2_bias" -> "1216 layer_norm_24" [label="(384,)", style=solid]; -"50 features_5_7_norm1_weight" -> "1297 layer_norm_25" [label="(384,)", style=solid]; -"51 features_5_7_norm1_bias" -> "1297 layer_norm_25" [label="(384,)", style=solid]; -"52 features_5_7_norm2_weight" -> "1322 layer_norm_26" [label="(384,)", style=solid]; -"53 features_5_7_norm2_bias" -> "1322 layer_norm_26" [label="(384,)", style=solid]; -"54 features_5_8_norm1_weight" -> "1385 layer_norm_27" [label="(384,)", style=solid]; -"55 features_5_8_norm1_bias" -> "1385 layer_norm_27" [label="(384,)", style=solid]; -"56 features_5_8_norm2_weight" -> "1410 layer_norm_28" [label="(384,)", style=solid]; -"57 features_5_8_norm2_bias" -> "1410 layer_norm_28" [label="(384,)", style=solid]; -"58 features_5_9_norm1_weight" -> "1491 layer_norm_29" [label="(384,)", style=solid]; -"59 features_5_9_norm1_bias" -> "1491 layer_norm_29" [label="(384,)", style=solid]; -"60 features_5_9_norm2_weight" -> "1516 layer_norm_30" [label="(384,)", style=solid]; -"61 features_5_9_norm2_bias" -> "1516 layer_norm_30" [label="(384,)", style=solid]; -"62 features_5_10_norm1_weight" -> "1579 layer_norm_31" [label="(384,)", style=solid]; -"63 features_5_10_norm1_bias" -> "1579 layer_norm_31" [label="(384,)", style=solid]; -"64 features_5_10_norm2_weight" -> "1604 layer_norm_32" [label="(384,)", style=solid]; -"65 features_5_10_norm2_bias" -> "1604 layer_norm_32" [label="(384,)", style=solid]; -"66 features_5_11_norm1_weight" -> "1685 layer_norm_33" [label="(384,)", style=solid]; -"67 features_5_11_norm1_bias" -> "1685 layer_norm_33" [label="(384,)", style=solid]; -"68 features_5_11_norm2_weight" -> "1710 layer_norm_34" [label="(384,)", style=solid]; -"69 features_5_11_norm2_bias" -> "1710 layer_norm_34" [label="(384,)", style=solid]; -"70 features_5_12_norm1_weight" -> "1773 layer_norm_35" [label="(384,)", style=solid]; -"71 features_5_12_norm1_bias" -> "1773 layer_norm_35" [label="(384,)", style=solid]; -"72 features_5_12_norm2_weight" -> "1798 layer_norm_36" [label="(384,)", style=solid]; -"73 features_5_12_norm2_bias" -> "1798 layer_norm_36" [label="(384,)", style=solid]; -"74 features_5_13_norm1_weight" -> "1879 layer_norm_37" [label="(384,)", style=solid]; -"75 features_5_13_norm1_bias" -> "1879 layer_norm_37" [label="(384,)", style=solid]; -"76 features_5_13_norm2_weight" -> "1904 layer_norm_38" [label="(384,)", style=solid]; -"77 features_5_13_norm2_bias" -> "1904 layer_norm_38" [label="(384,)", style=solid]; -"78 features_5_14_norm1_weight" -> "1967 layer_norm_39" [label="(384,)", style=solid]; -"79 features_5_14_norm1_bias" -> "1967 layer_norm_39" [label="(384,)", style=solid]; -"80 features_5_14_norm2_weight" -> "1992 layer_norm_40" [label="(384,)", style=solid]; -"81 features_5_14_norm2_bias" -> "1992 layer_norm_40" [label="(384,)", style=solid]; -"82 features_5_15_norm1_weight" -> "2073 layer_norm_41" [label="(384,)", style=solid]; -"83 features_5_15_norm1_bias" -> "2073 layer_norm_41" [label="(384,)", style=solid]; -"84 features_5_15_norm2_weight" -> "2098 layer_norm_42" [label="(384,)", style=solid]; -"85 features_5_15_norm2_bias" -> "2098 layer_norm_42" [label="(384,)", style=solid]; -"86 features_5_16_norm1_weight" -> "2161 layer_norm_43" [label="(384,)", style=solid]; -"87 features_5_16_norm1_bias" -> "2161 layer_norm_43" [label="(384,)", style=solid]; -"88 features_5_16_norm2_weight" -> "2186 layer_norm_44" [label="(384,)", style=solid]; -"89 features_5_16_norm2_bias" -> "2186 layer_norm_44" [label="(384,)", style=solid]; -"90 features_5_17_norm1_weight" -> "2267 layer_norm_45" [label="(384,)", style=solid]; -"91 features_5_17_norm1_bias" -> "2267 layer_norm_45" [label="(384,)", style=solid]; -"92 features_5_17_norm2_weight" -> "2292 layer_norm_46" [label="(384,)", style=solid]; -"93 features_5_17_norm2_bias" -> "2292 layer_norm_46" [label="(384,)", style=solid]; -"94 features_6_norm_weight" -> "2317 layer_norm_47" [label="(768,)", style=solid]; -"95 features_6_norm_bias" -> "2317 layer_norm_47" [label="(768,)", style=solid]; -"96 features_7_0_norm1_weight" -> "2379 layer_norm_48" [label="(768,)", style=solid]; -"97 features_7_0_norm1_bias" -> "2379 layer_norm_48" [label="(768,)", style=solid]; -"98 features_7_0_norm2_weight" -> "2404 layer_norm_49" [label="(768,)", style=solid]; -"99 features_7_0_norm2_bias" -> "2404 layer_norm_49" [label="(768,)", style=solid]; -"100 features_7_1_norm1_weight" -> "2467 layer_norm_50" [label="(768,)", style=solid]; -"101 features_7_1_norm1_bias" -> "2467 layer_norm_50" [label="(768,)", style=solid]; -"102 features_7_1_norm2_weight" -> "2492 layer_norm_51" [label="(768,)", style=solid]; -"103 features_7_1_norm2_bias" -> "2492 layer_norm_51" [label="(768,)", style=solid]; -"104 norm_weight" -> "2494 layer_norm_52" [label="(768,)", style=solid]; -"105 norm_bias" -> "2494 layer_norm_52" [label="(768,)", style=solid]; -"106 x" -> "107 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; -"107 quantize_per_tensor_default" -> "108 dequantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; -"108 dequantize_per_tensor_default" -> "115 conv2d" [label="(1, 3, 224, 224)", style=solid]; -"109 conv2d_scale_0" -> "112 quantize_per_channel_default" [label="(96,)", style=solid]; -"109 conv2d_scale_0" -> "113 dequantize_per_channel_default" [label="(96,)", style=solid]; -"110 conv2d_zero_point_0" -> "112 quantize_per_channel_default" [label="(96,)", style=solid]; -"110 conv2d_zero_point_0" -> "113 dequantize_per_channel_default" [label="(96,)", style=solid]; -"111 compressed_weight_updated_constant0" -> "112 quantize_per_channel_default" [label="(96, 3, 4, 4)", style=solid]; -"112 quantize_per_channel_default" -> "113 dequantize_per_channel_default" [label="(96, 3, 4, 4)", style=solid]; -"113 dequantize_per_channel_default" -> "115 conv2d" [label="(96, 3, 4, 4)", style=solid]; -"114 features_0_0_bias_0_0" -> "115 conv2d" [label="(96,)", style=solid]; -"115 conv2d" -> "116 permute" [label="(1, 96, 56, 56)", style=solid]; -"116 permute" -> "117 layer_norm" [label="(1, 56, 56, 96)", style=solid]; -"117 layer_norm" -> "119 pad" [label="(1, 56, 56, 96)", style=solid]; -"117 layer_norm" -> "177 add_1" [label="(1, 56, 56, 96)", style=solid]; -"118 _frozen_param0" -> "154 add" [label="(1, 3, 64, 64)", style=solid]; -"119 pad" -> "120 view_2" [label="(1, 56, 56, 96)", style=solid]; -"120 view_2" -> "121 permute_2" [label="(1, 7, 8, 7, 8, 96)", style=solid]; -"121 permute_2" -> "122 reshape" [label="(1, 7, 7, 8, 8, 96)", style=solid]; -"122 reshape" -> "123 reshape_0_0_nncf_smooth_quant_0" [label="(49, 64, 96)", style=solid]; -"123 reshape_0_0_nncf_smooth_quant_0" -> "124 quantize_per_tensor_default_1" [label="(49, 64, 96)", style=solid]; -"124 quantize_per_tensor_default_1" -> "125 dequantize_per_tensor_default_1" [label="(49, 64, 96)", style=solid]; -"125 dequantize_per_tensor_default_1" -> "132 linear_2" [label="(49, 64, 96)", style=solid]; -"126 linear_2_scale_0" -> "129 quantize_per_channel_default_2" [label="(288,)", style=solid]; -"126 linear_2_scale_0" -> "130 dequantize_per_channel_default_2" [label="(288,)", style=solid]; -"127 linear_2_zero_point_0" -> "129 quantize_per_channel_default_2" [label="(288,)", style=solid]; -"127 linear_2_zero_point_0" -> "130 dequantize_per_channel_default_2" [label="(288,)", style=solid]; -"128 compressed_weight_updated_constant1" -> "129 quantize_per_channel_default_2" [label="(288, 96)", style=solid]; -"129 quantize_per_channel_default_2" -> "130 dequantize_per_channel_default_2" [label="(288, 96)", style=solid]; -"130 dequantize_per_channel_default_2" -> "132 linear_2" [label="(288, 96)", style=solid]; -"131 _frozen_param1_0_0" -> "132 linear_2" [label="(288,)", style=solid]; -"132 linear_2" -> "133 reshape_1" [label="(49, 64, 288)", style=solid]; -"133 reshape_1" -> "134 permute_3" [label="(49, 64, 3, 3, 32)", style=solid]; -"134 permute_3" -> "135 select" [label="(3, 49, 3, 64, 32)", style=solid]; -"134 permute_3" -> "136 select_1" [label="(3, 49, 3, 64, 32)", style=solid]; -"134 permute_3" -> "137 select_2" [label="(3, 49, 3, 64, 32)", style=solid]; -"135 select" -> "138 linalg_vector_norm" [label="(49, 3, 64, 32)", style=solid]; -"135 select" -> "140 expand_as" [label="(49, 3, 64, 32)", style=solid]; -"135 select" -> "141 div" [label="(49, 3, 64, 32)", style=solid]; -"136 select_1" -> "144 linalg_vector_norm_1" [label="(49, 3, 64, 32)", style=solid]; -"136 select_1" -> "146 expand_as_1" [label="(49, 3, 64, 32)", style=solid]; -"136 select_1" -> "147 div_1" [label="(49, 3, 64, 32)", style=solid]; -"137 select_2" -> "157 matmul_1" [label="(49, 3, 64, 32)", style=solid]; -"138 linalg_vector_norm" -> "139 clamp_min" [label="(49, 3, 64, 1)", style=solid]; -"139 clamp_min" -> "140 expand_as" [label="(49, 3, 64, 1)", style=solid]; -"140 expand_as" -> "141 div" [label="(49, 3, 64, 32)", style=solid]; -"141 div" -> "142 quantize_per_tensor_default_2" [label="(49, 3, 64, 32)", style=solid]; -"142 quantize_per_tensor_default_2" -> "143 dequantize_per_tensor_default_2" [label="(49, 3, 64, 32)", style=solid]; -"143 dequantize_per_tensor_default_2" -> "151 matmul" [label="(49, 3, 64, 32)", style=solid]; -"144 linalg_vector_norm_1" -> "145 clamp_min_1" [label="(49, 3, 64, 1)", style=solid]; -"145 clamp_min_1" -> "146 expand_as_1" [label="(49, 3, 64, 1)", style=solid]; -"146 expand_as_1" -> "147 div_1" [label="(49, 3, 64, 32)", style=solid]; -"147 div_1" -> "148 quantize_per_tensor_default_3" [label="(49, 3, 64, 32)", style=solid]; -"148 quantize_per_tensor_default_3" -> "149 dequantize_per_tensor_default_3" [label="(49, 3, 64, 32)", style=solid]; -"149 dequantize_per_tensor_default_3" -> "150 transpose" [label="(49, 3, 64, 32)", style=solid]; -"150 transpose" -> "151 matmul" [label="(49, 3, 32, 64)", style=solid]; -"151 matmul" -> "153 mul_1" [label="(49, 3, 64, 64)", style=solid]; -"152 _frozen_param3" -> "153 mul_1" [label="(3, 1, 1)", style=solid]; -"153 mul_1" -> "154 add" [label="(49, 3, 64, 64)", style=solid]; -"154 add" -> "155 softmax" [label="(49, 3, 64, 64)", style=solid]; -"155 softmax" -> "156 dropout" [label="(49, 3, 64, 64)", style=solid]; -"156 dropout" -> "157 matmul_1" [label="(49, 3, 64, 64)", style=solid]; -"157 matmul_1" -> "158 transpose_1" [label="(49, 3, 64, 32)", style=solid]; -"158 transpose_1" -> "159 reshape_2" [label="(49, 64, 3, 32)", style=solid]; -"159 reshape_2" -> "160 reshape_2_0_0_nncf_smooth_quant_0" [label="(49, 64, 96)", style=solid]; -"160 reshape_2_0_0_nncf_smooth_quant_0" -> "161 quantize_per_tensor_default_4" [label="(49, 64, 96)", style=solid]; -"161 quantize_per_tensor_default_4" -> "162 dequantize_per_tensor_default_4" [label="(49, 64, 96)", style=solid]; -"162 dequantize_per_tensor_default_4" -> "169 linear_3" [label="(49, 64, 96)", style=solid]; -"163 linear_3_scale_0" -> "166 quantize_per_channel_default_3" [label="(96,)", style=solid]; -"163 linear_3_scale_0" -> "167 dequantize_per_channel_default_3" [label="(96,)", style=solid]; -"164 linear_3_zero_point_0" -> "166 quantize_per_channel_default_3" [label="(96,)", style=solid]; -"164 linear_3_zero_point_0" -> "167 dequantize_per_channel_default_3" [label="(96,)", style=solid]; -"165 compressed_weight_updated_constant2" -> "166 quantize_per_channel_default_3" [label="(96, 96)", style=solid]; -"166 quantize_per_channel_default_3" -> "167 dequantize_per_channel_default_3" [label="(96, 96)", style=solid]; -"167 dequantize_per_channel_default_3" -> "169 linear_3" [label="(96, 96)", style=solid]; -"168 features_1_0_attn_proj_bias_0_0" -> "169 linear_3" [label="(96,)", style=solid]; -"169 linear_3" -> "170 dropout_1" [label="(49, 64, 96)", style=solid]; -"170 dropout_1" -> "171 view_3" [label="(49, 64, 96)", style=solid]; -"171 view_3" -> "172 permute_4" [label="(1, 7, 7, 8, 8, 96)", style=solid]; -"172 permute_4" -> "173 reshape_3" [label="(1, 7, 8, 7, 8, 96)", style=solid]; -"173 reshape_3" -> "174 slice_2" [label="(1, 56, 56, 96)", style=solid]; -"174 slice_2" -> "175 slice_3" [label="(1, 56, 56, 96)", style=solid]; -"175 slice_3" -> "176 layer_norm_1" [label="(1, 56, 56, 96)", style=solid]; -"176 layer_norm_1" -> "177 add_1" [label="(1, 56, 56, 96)", style=solid]; -"177 add_1" -> "178 add_1_0_0_nncf_smooth_quant_0" [label="(1, 56, 56, 96)", style=solid]; -"177 add_1" -> "202 add_2" [label="(1, 56, 56, 96)", style=solid]; -"178 add_1_0_0_nncf_smooth_quant_0" -> "179 quantize_per_tensor_default_5" [label="(1, 56, 56, 96)", style=solid]; -"179 quantize_per_tensor_default_5" -> "180 dequantize_per_tensor_default_5" [label="(1, 56, 56, 96)", style=solid]; -"180 dequantize_per_tensor_default_5" -> "187 linear_4" [label="(1, 56, 56, 96)", style=solid]; -"181 linear_4_scale_0" -> "184 quantize_per_channel_default_4" [label="(384,)", style=solid]; -"181 linear_4_scale_0" -> "185 dequantize_per_channel_default_4" [label="(384,)", style=solid]; -"182 linear_4_zero_point_0" -> "184 quantize_per_channel_default_4" [label="(384,)", style=solid]; -"182 linear_4_zero_point_0" -> "185 dequantize_per_channel_default_4" [label="(384,)", style=solid]; -"183 compressed_weight_updated_constant3" -> "184 quantize_per_channel_default_4" [label="(384, 96)", style=solid]; -"184 quantize_per_channel_default_4" -> "185 dequantize_per_channel_default_4" [label="(384, 96)", style=solid]; -"185 dequantize_per_channel_default_4" -> "187 linear_4" [label="(384, 96)", style=solid]; -"186 features_1_0_mlp_0_bias_0_0" -> "187 linear_4" [label="(384,)", style=solid]; -"187 linear_4" -> "188 gelu" [label="(1, 56, 56, 384)", style=solid]; -"188 gelu" -> "189 dropout_2" [label="(1, 56, 56, 384)", style=solid]; -"189 dropout_2" -> "190 dropout_2_0_0_nncf_smooth_quant_0" [label="(1, 56, 56, 384)", style=solid]; -"190 dropout_2_0_0_nncf_smooth_quant_0" -> "191 quantize_per_tensor_default_6" [label="(1, 56, 56, 384)", style=solid]; -"191 quantize_per_tensor_default_6" -> "192 dequantize_per_tensor_default_6" [label="(1, 56, 56, 384)", style=solid]; -"192 dequantize_per_tensor_default_6" -> "199 linear_5" [label="(1, 56, 56, 384)", style=solid]; -"193 linear_5_scale_0" -> "196 quantize_per_channel_default_5" [label="(96,)", style=solid]; -"193 linear_5_scale_0" -> "197 dequantize_per_channel_default_5" [label="(96,)", style=solid]; -"194 linear_5_zero_point_0" -> "196 quantize_per_channel_default_5" [label="(96,)", style=solid]; -"194 linear_5_zero_point_0" -> "197 dequantize_per_channel_default_5" [label="(96,)", style=solid]; -"195 compressed_weight_updated_constant4" -> "196 quantize_per_channel_default_5" [label="(96, 384)", style=solid]; -"196 quantize_per_channel_default_5" -> "197 dequantize_per_channel_default_5" [label="(96, 384)", style=solid]; -"197 dequantize_per_channel_default_5" -> "199 linear_5" [label="(96, 384)", style=solid]; -"198 features_1_0_mlp_3_bias_0_0" -> "199 linear_5" [label="(96,)", style=solid]; -"199 linear_5" -> "200 dropout_3" [label="(1, 56, 56, 96)", style=solid]; -"200 dropout_3" -> "201 layer_norm_2" [label="(1, 56, 56, 96)", style=solid]; -"201 layer_norm_2" -> "202 add_2" [label="(1, 56, 56, 96)", style=solid]; -"202 add_2" -> "204 pad_1" [label="(1, 56, 56, 96)", style=solid]; -"202 add_2" -> "280 add_5" [label="(1, 56, 56, 96)", style=solid]; -"203 _frozen_param4" -> "240 add_3" [label="(1, 3, 64, 64)", style=solid]; -"204 pad_1" -> "205 roll" [label="(1, 56, 56, 96)", style=solid]; -"205 roll" -> "206 view_6" [label="(1, 56, 56, 96)", style=solid]; -"206 view_6" -> "207 permute_6" [label="(1, 7, 8, 7, 8, 96)", style=solid]; -"207 permute_6" -> "208 reshape_4" [label="(1, 7, 7, 8, 8, 96)", style=solid]; -"208 reshape_4" -> "209 reshape_4_0_0_nncf_smooth_quant_0" [label="(49, 64, 96)", style=solid]; -"208 reshape_4" -> "241 new_zeros" [label="(49, 64, 96)", style=solid]; -"209 reshape_4_0_0_nncf_smooth_quant_0" -> "210 quantize_per_tensor_default_7" [label="(49, 64, 96)", style=solid]; -"210 quantize_per_tensor_default_7" -> "211 dequantize_per_tensor_default_7" [label="(49, 64, 96)", style=solid]; -"211 dequantize_per_tensor_default_7" -> "218 linear_8" [label="(49, 64, 96)", style=solid]; -"212 linear_8_scale_0" -> "215 quantize_per_channel_default_7" [label="(288,)", style=solid]; -"212 linear_8_scale_0" -> "216 dequantize_per_channel_default_7" [label="(288,)", style=solid]; -"213 linear_8_zero_point_0" -> "215 quantize_per_channel_default_7" [label="(288,)", style=solid]; -"213 linear_8_zero_point_0" -> "216 dequantize_per_channel_default_7" [label="(288,)", style=solid]; -"214 compressed_weight_updated_constant5" -> "215 quantize_per_channel_default_7" [label="(288, 96)", style=solid]; -"215 quantize_per_channel_default_7" -> "216 dequantize_per_channel_default_7" [label="(288, 96)", style=solid]; -"216 dequantize_per_channel_default_7" -> "218 linear_8" [label="(288, 96)", style=solid]; -"217 _frozen_param5_0_0" -> "218 linear_8" [label="(288,)", style=solid]; -"218 linear_8" -> "219 reshape_5" [label="(49, 64, 288)", style=solid]; -"219 reshape_5" -> "220 permute_7" [label="(49, 64, 3, 3, 32)", style=solid]; -"220 permute_7" -> "221 select_3" [label="(3, 49, 3, 64, 32)", style=solid]; -"220 permute_7" -> "222 select_4" [label="(3, 49, 3, 64, 32)", style=solid]; -"220 permute_7" -> "223 select_5" [label="(3, 49, 3, 64, 32)", style=solid]; -"221 select_3" -> "224 linalg_vector_norm_2" [label="(49, 3, 64, 32)", style=solid]; -"221 select_3" -> "226 expand_as_2" [label="(49, 3, 64, 32)", style=solid]; -"221 select_3" -> "227 div_2" [label="(49, 3, 64, 32)", style=solid]; -"222 select_4" -> "230 linalg_vector_norm_3" [label="(49, 3, 64, 32)", style=solid]; -"222 select_4" -> "232 expand_as_3" [label="(49, 3, 64, 32)", style=solid]; -"222 select_4" -> "233 div_3" [label="(49, 3, 64, 32)", style=solid]; -"223 select_5" -> "259 matmul_3" [label="(49, 3, 64, 32)", style=solid]; -"224 linalg_vector_norm_2" -> "225 clamp_min_2" [label="(49, 3, 64, 1)", style=solid]; -"225 clamp_min_2" -> "226 expand_as_2" [label="(49, 3, 64, 1)", style=solid]; -"226 expand_as_2" -> "227 div_2" [label="(49, 3, 64, 32)", style=solid]; -"227 div_2" -> "228 quantize_per_tensor_default_8" [label="(49, 3, 64, 32)", style=solid]; -"228 quantize_per_tensor_default_8" -> "229 dequantize_per_tensor_default_8" [label="(49, 3, 64, 32)", style=solid]; -"229 dequantize_per_tensor_default_8" -> "237 matmul_2" [label="(49, 3, 64, 32)", style=solid]; -"230 linalg_vector_norm_3" -> "231 clamp_min_3" [label="(49, 3, 64, 1)", style=solid]; -"231 clamp_min_3" -> "232 expand_as_3" [label="(49, 3, 64, 1)", style=solid]; -"232 expand_as_3" -> "233 div_3" [label="(49, 3, 64, 32)", style=solid]; -"233 div_3" -> "234 quantize_per_tensor_default_9" [label="(49, 3, 64, 32)", style=solid]; -"234 quantize_per_tensor_default_9" -> "235 dequantize_per_tensor_default_9" [label="(49, 3, 64, 32)", style=solid]; -"235 dequantize_per_tensor_default_9" -> "236 transpose_2" [label="(49, 3, 64, 32)", style=solid]; -"236 transpose_2" -> "237 matmul_2" [label="(49, 3, 32, 64)", style=solid]; -"237 matmul_2" -> "239 mul_3" [label="(49, 3, 64, 64)", style=solid]; -"238 _frozen_param7" -> "239 mul_3" [label="(3, 1, 1)", style=solid]; -"239 mul_3" -> "240 add_3" [label="(49, 3, 64, 64)", style=solid]; -"240 add_3" -> "252 view_8" [label="(49, 3, 64, 64)", style=solid]; -"241 new_zeros" -> "242 view_7" [label="(56, 56)", style=solid]; -"242 view_7" -> "243 permute_8" [label="(7, 8, 7, 8)", style=solid]; -"243 permute_8" -> "244 reshape_6" [label="(7, 7, 8, 8)", style=solid]; -"244 reshape_6" -> "245 unsqueeze_2" [label="(49, 64)", style=solid]; -"244 reshape_6" -> "246 unsqueeze_3" [label="(49, 64)", style=solid]; -"245 unsqueeze_2" -> "247 sub" [label="(49, 1, 64)", style=solid]; -"246 unsqueeze_3" -> "247 sub" [label="(49, 64, 1)", style=solid]; -"247 sub" -> "248 ne" [label="(49, 64, 64)", style=solid]; -"247 sub" -> "249 masked_fill" [label="(49, 64, 64)", style=solid]; -"247 sub" -> "250 eq" [label="(49, 64, 64)", style=solid]; -"248 ne" -> "249 masked_fill" [label="(49, 64, 64)", style=solid]; -"249 masked_fill" -> "251 masked_fill_1" [label="(49, 64, 64)", style=solid]; -"250 eq" -> "251 masked_fill_1" [label="(49, 64, 64)", style=solid]; -"251 masked_fill_1" -> "253 unsqueeze_4" [label="(49, 64, 64)", style=solid]; -"252 view_8" -> "255 add_4" [label="(1, 49, 3, 64, 64)", style=solid]; -"253 unsqueeze_4" -> "254 unsqueeze_5" [label="(49, 1, 64, 64)", style=solid]; -"254 unsqueeze_5" -> "255 add_4" [label="(1, 49, 1, 64, 64)", style=solid]; -"255 add_4" -> "256 view_9" [label="(1, 49, 3, 64, 64)", style=solid]; -"256 view_9" -> "257 softmax_1" [label="(49, 3, 64, 64)", style=solid]; -"257 softmax_1" -> "258 dropout_4" [label="(49, 3, 64, 64)", style=solid]; 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dequantize_per_channel_default_8" [label="(96,)", style=solid]; -"267 compressed_weight_updated_constant6" -> "268 quantize_per_channel_default_8" [label="(96, 96)", style=solid]; -"268 quantize_per_channel_default_8" -> "269 dequantize_per_channel_default_8" [label="(96, 96)", style=solid]; -"269 dequantize_per_channel_default_8" -> "271 linear_9" [label="(96, 96)", style=solid]; -"270 features_1_1_attn_proj_bias_0_0" -> "271 linear_9" [label="(96,)", style=solid]; -"271 linear_9" -> "272 dropout_5" [label="(49, 64, 96)", style=solid]; -"272 dropout_5" -> "273 view_10" [label="(49, 64, 96)", style=solid]; -"273 view_10" -> "274 permute_9" [label="(1, 7, 7, 8, 8, 96)", style=solid]; -"274 permute_9" -> "275 reshape_8" [label="(1, 7, 8, 7, 8, 96)", style=solid]; -"275 reshape_8" -> "276 roll_1" [label="(1, 56, 56, 96)", style=solid]; -"276 roll_1" -> "277 slice_23" [label="(1, 56, 56, 96)", style=solid]; -"277 slice_23" -> "278 slice_24" [label="(1, 56, 56, 96)", style=solid]; -"278 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dequantize_per_channel_default_9" [label="(384,)", style=solid]; -"286 compressed_weight_updated_constant7" -> "287 quantize_per_channel_default_9" [label="(384, 96)", style=solid]; -"287 quantize_per_channel_default_9" -> "288 dequantize_per_channel_default_9" [label="(384, 96)", style=solid]; -"288 dequantize_per_channel_default_9" -> "290 linear_10" [label="(384, 96)", style=solid]; -"289 features_1_1_mlp_0_bias_0_0" -> "290 linear_10" [label="(384,)", style=solid]; -"290 linear_10" -> "291 gelu_1" [label="(1, 56, 56, 384)", style=solid]; -"291 gelu_1" -> "292 dropout_6" [label="(1, 56, 56, 384)", style=solid]; -"292 dropout_6" -> "293 dropout_6_0_0_nncf_smooth_quant_0" [label="(1, 56, 56, 384)", style=solid]; -"293 dropout_6_0_0_nncf_smooth_quant_0" -> "294 quantize_per_tensor_default_12" [label="(1, 56, 56, 384)", style=solid]; -"294 quantize_per_tensor_default_12" -> "295 dequantize_per_tensor_default_12" [label="(1, 56, 56, 384)", style=solid]; -"295 dequantize_per_tensor_default_12" -> "302 linear_11" [label="(1, 56, 56, 384)", style=solid]; -"296 linear_11_scale_0" -> "299 quantize_per_channel_default_10" [label="(96,)", style=solid]; -"296 linear_11_scale_0" -> "300 dequantize_per_channel_default_10" [label="(96,)", style=solid]; -"297 linear_11_zero_point_0" -> "299 quantize_per_channel_default_10" [label="(96,)", style=solid]; -"297 linear_11_zero_point_0" -> "300 dequantize_per_channel_default_10" [label="(96,)", style=solid]; -"298 compressed_weight_updated_constant8" -> "299 quantize_per_channel_default_10" [label="(96, 384)", style=solid]; -"299 quantize_per_channel_default_10" -> "300 dequantize_per_channel_default_10" [label="(96, 384)", style=solid]; -"300 dequantize_per_channel_default_10" -> "302 linear_11" [label="(96, 384)", style=solid]; -"301 features_1_1_mlp_3_bias_0_0" -> "302 linear_11" [label="(96,)", style=solid]; -"302 linear_11" -> "303 dropout_7" [label="(1, 56, 56, 96)", style=solid]; -"303 dropout_7" -> "304 layer_norm_4" [label="(1, 56, 56, 96)", style=solid]; -"304 layer_norm_4" -> "305 add_6" [label="(1, 56, 56, 96)", style=solid]; -"305 add_6" -> "306 pad_2" [label="(1, 56, 56, 96)", style=solid]; -"306 pad_2" -> "307 slice_25" [label="(1, 56, 56, 96)", style=solid]; -"306 pad_2" -> "310 slice_28" [label="(1, 56, 56, 96)", style=solid]; -"306 pad_2" -> "313 slice_31" [label="(1, 56, 56, 96)", style=solid]; -"306 pad_2" -> "316 slice_34" [label="(1, 56, 56, 96)", style=solid]; -"307 slice_25" -> "308 slice_26" [label="(1, 28, 56, 96)", style=solid]; -"308 slice_26" -> "309 slice_27" [label="(1, 28, 28, 96)", style=solid]; -"309 slice_27" -> "319 cat" [label="(1, 28, 28, 96)", style=solid]; -"310 slice_28" -> "311 slice_29" [label="(1, 28, 56, 96)", style=solid]; -"311 slice_29" -> "312 slice_30" [label="(1, 28, 28, 96)", style=solid]; -"312 slice_30" -> "319 cat" [label="(1, 28, 28, 96)", style=solid]; -"313 slice_31" -> "314 slice_32" [label="(1, 28, 56, 96)", style=solid]; -"314 slice_32" -> "315 slice_33" [label="(1, 28, 28, 96)", style=solid]; -"315 slice_33" -> "319 cat" [label="(1, 28, 28, 96)", style=solid]; -"316 slice_34" -> "317 slice_35" [label="(1, 28, 56, 96)", style=solid]; -"317 slice_35" -> "318 slice_36" [label="(1, 28, 28, 96)", style=solid]; -"318 slice_36" -> "319 cat" [label="(1, 28, 28, 96)", style=solid]; -"319 cat" -> "320 cat_0_0_nncf_smooth_quant_0" [label="(1, 28, 28, 384)", style=solid]; -"320 cat_0_0_nncf_smooth_quant_0" -> "321 quantize_per_tensor_default_13" [label="(1, 28, 28, 384)", style=solid]; -"321 quantize_per_tensor_default_13" -> "322 dequantize_per_tensor_default_13" [label="(1, 28, 28, 384)", style=solid]; -"322 dequantize_per_tensor_default_13" -> "328 linear_12" [label="(1, 28, 28, 384)", style=solid]; -"323 linear_12_scale_0" -> "326 quantize_per_channel_default_11" [label="(192,)", style=solid]; -"323 linear_12_scale_0" -> "327 dequantize_per_channel_default_11" [label="(192,)", style=solid]; -"324 linear_12_zero_point_0" -> "326 quantize_per_channel_default_11" [label="(192,)", style=solid]; -"324 linear_12_zero_point_0" -> "327 dequantize_per_channel_default_11" [label="(192,)", style=solid]; -"325 compressed_weight_updated_constant9" -> "326 quantize_per_channel_default_11" [label="(192, 384)", style=solid]; -"326 quantize_per_channel_default_11" -> "327 dequantize_per_channel_default_11" [label="(192, 384)", style=solid]; -"327 dequantize_per_channel_default_11" -> "328 linear_12" [label="(192, 384)", style=solid]; -"328 linear_12" -> "329 layer_norm_5" [label="(1, 28, 28, 192)", style=solid]; -"329 layer_norm_5" -> "331 pad_3" [label="(1, 28, 28, 192)", style=solid]; -"329 layer_norm_5" -> "392 add_8" [label="(1, 28, 28, 192)", style=solid]; -"330 _frozen_param17" -> "366 add_7" [label="(1, 6, 64, 64)", style=solid]; -"331 pad_3" -> "332 view_13" [label="(1, 32, 32, 192)", style=solid]; -"332 view_13" -> "333 permute_11" [label="(1, 4, 8, 4, 8, 192)", style=solid]; -"333 permute_11" -> "334 reshape_9" [label="(1, 4, 4, 8, 8, 192)", style=solid]; -"334 reshape_9" -> "335 reshape_9_0_0_nncf_smooth_quant_0" [label="(16, 64, 192)", style=solid]; -"335 reshape_9_0_0_nncf_smooth_quant_0" -> "336 quantize_per_tensor_default_14" [label="(16, 64, 192)", style=solid]; -"336 quantize_per_tensor_default_14" -> "337 dequantize_per_tensor_default_14" [label="(16, 64, 192)", style=solid]; -"337 dequantize_per_tensor_default_14" -> "344 linear_15" [label="(16, 64, 192)", style=solid]; -"338 linear_15_scale_0" -> "341 quantize_per_channel_default_13" [label="(576,)", style=solid]; -"338 linear_15_scale_0" -> "342 dequantize_per_channel_default_13" [label="(576,)", style=solid]; -"339 linear_15_zero_point_0" -> "341 quantize_per_channel_default_13" [label="(576,)", style=solid]; -"339 linear_15_zero_point_0" -> "342 dequantize_per_channel_default_13" [label="(576,)", style=solid]; -"340 compressed_weight_updated_constant10" -> "341 quantize_per_channel_default_13" [label="(576, 192)", style=solid]; -"341 quantize_per_channel_default_13" -> "342 dequantize_per_channel_default_13" [label="(576, 192)", style=solid]; -"342 dequantize_per_channel_default_13" -> "344 linear_15" [label="(576, 192)", style=solid]; -"343 _frozen_param18_0_0" -> "344 linear_15" [label="(576,)", style=solid]; -"344 linear_15" -> "345 reshape_10" [label="(16, 64, 576)", style=solid]; -"345 reshape_10" -> "346 permute_12" [label="(16, 64, 3, 6, 32)", style=solid]; -"346 permute_12" -> "347 select_6" [label="(3, 16, 6, 64, 32)", style=solid]; -"346 permute_12" -> "348 select_7" [label="(3, 16, 6, 64, 32)", style=solid]; -"346 permute_12" -> "349 select_8" [label="(3, 16, 6, 64, 32)", style=solid]; -"347 select_6" -> "350 linalg_vector_norm_4" [label="(16, 6, 64, 32)", style=solid]; -"347 select_6" -> "352 expand_as_4" [label="(16, 6, 64, 32)", style=solid]; -"347 select_6" -> "353 div_4" [label="(16, 6, 64, 32)", style=solid]; -"348 select_7" -> "356 linalg_vector_norm_5" [label="(16, 6, 64, 32)", style=solid]; -"348 select_7" -> "358 expand_as_5" [label="(16, 6, 64, 32)", style=solid]; -"348 select_7" -> "359 div_5" [label="(16, 6, 64, 32)", style=solid]; -"349 select_8" -> "369 matmul_5" [label="(16, 6, 64, 32)", style=solid]; -"350 linalg_vector_norm_4" -> "351 clamp_min_4" [label="(16, 6, 64, 1)", style=solid]; -"351 clamp_min_4" -> "352 expand_as_4" [label="(16, 6, 64, 1)", style=solid]; -"352 expand_as_4" -> "353 div_4" [label="(16, 6, 64, 32)", style=solid]; -"353 div_4" -> "354 quantize_per_tensor_default_15" [label="(16, 6, 64, 32)", style=solid]; -"354 quantize_per_tensor_default_15" -> "355 dequantize_per_tensor_default_15" [label="(16, 6, 64, 32)", style=solid]; -"355 dequantize_per_tensor_default_15" -> "363 matmul_4" [label="(16, 6, 64, 32)", style=solid]; -"356 linalg_vector_norm_5" -> "357 clamp_min_5" [label="(16, 6, 64, 1)", style=solid]; -"357 clamp_min_5" -> "358 expand_as_5" [label="(16, 6, 64, 1)", style=solid]; -"358 expand_as_5" -> "359 div_5" [label="(16, 6, 64, 32)", style=solid]; -"359 div_5" -> "360 quantize_per_tensor_default_16" [label="(16, 6, 64, 32)", style=solid]; -"360 quantize_per_tensor_default_16" -> "361 dequantize_per_tensor_default_16" [label="(16, 6, 64, 32)", style=solid]; -"361 dequantize_per_tensor_default_16" -> "362 transpose_4" [label="(16, 6, 64, 32)", style=solid]; -"362 transpose_4" -> "363 matmul_4" [label="(16, 6, 32, 64)", style=solid]; -"363 matmul_4" -> "365 mul_5" [label="(16, 6, 64, 64)", style=solid]; -"364 _frozen_param20" -> "365 mul_5" [label="(6, 1, 1)", style=solid]; -"365 mul_5" -> "366 add_7" [label="(16, 6, 64, 64)", style=solid]; -"366 add_7" -> "367 softmax_2" [label="(16, 6, 64, 64)", style=solid]; -"367 softmax_2" -> "368 dropout_8" [label="(16, 6, 64, 64)", style=solid]; -"368 dropout_8" -> "369 matmul_5" [label="(16, 6, 64, 64)", style=solid]; -"369 matmul_5" -> "370 transpose_5" [label="(16, 6, 64, 32)", style=solid]; -"370 transpose_5" -> "371 reshape_11" [label="(16, 64, 6, 32)", style=solid]; -"371 reshape_11" -> "372 reshape_11_0_0_nncf_smooth_quant_0" [label="(16, 64, 192)", style=solid]; -"372 reshape_11_0_0_nncf_smooth_quant_0" -> "373 quantize_per_tensor_default_17" [label="(16, 64, 192)", style=solid]; -"373 quantize_per_tensor_default_17" -> "374 dequantize_per_tensor_default_17" [label="(16, 64, 192)", style=solid]; -"374 dequantize_per_tensor_default_17" -> "381 linear_16" [label="(16, 64, 192)", style=solid]; -"375 linear_16_scale_0" -> "378 quantize_per_channel_default_14" [label="(192,)", style=solid]; -"375 linear_16_scale_0" -> "379 dequantize_per_channel_default_14" [label="(192,)", style=solid]; -"376 linear_16_zero_point_0" -> "378 quantize_per_channel_default_14" [label="(192,)", style=solid]; -"376 linear_16_zero_point_0" -> "379 dequantize_per_channel_default_14" [label="(192,)", style=solid]; -"377 compressed_weight_updated_constant11" -> "378 quantize_per_channel_default_14" [label="(192, 192)", style=solid]; -"378 quantize_per_channel_default_14" -> "379 dequantize_per_channel_default_14" [label="(192, 192)", style=solid]; -"379 dequantize_per_channel_default_14" -> "381 linear_16" [label="(192, 192)", style=solid]; -"380 features_3_0_attn_proj_bias_0_0" -> "381 linear_16" [label="(192,)", style=solid]; -"381 linear_16" -> "382 dropout_9" [label="(16, 64, 192)", style=solid]; -"382 dropout_9" -> "383 view_14" [label="(16, 64, 192)", style=solid]; -"383 view_14" -> "384 permute_13" [label="(1, 4, 4, 8, 8, 192)", style=solid]; -"384 permute_13" -> "385 reshape_12" [label="(1, 4, 8, 4, 8, 192)", style=solid]; -"385 reshape_12" -> "386 slice_38" [label="(1, 32, 32, 192)", style=solid]; -"386 slice_38" -> "387 slice_39" [label="(1, 32, 32, 192)", style=solid]; -"387 slice_39" -> "388 slice_40" [label="(1, 28, 32, 192)", style=solid]; -"388 slice_40" -> "389 slice_41" [label="(1, 28, 28, 192)", style=solid]; -"389 slice_41" -> "390 contiguous_3" [label="(1, 28, 28, 192)", style=solid]; -"390 contiguous_3" -> "391 layer_norm_6" [label="(1, 28, 28, 192)", style=solid]; -"391 layer_norm_6" -> "392 add_8" [label="(1, 28, 28, 192)", style=solid]; -"392 add_8" -> "393 add_8_0_0_nncf_smooth_quant_0" [label="(1, 28, 28, 192)", style=solid]; -"392 add_8" -> "417 add_9" [label="(1, 28, 28, 192)", style=solid]; -"393 add_8_0_0_nncf_smooth_quant_0" -> "394 quantize_per_tensor_default_18" [label="(1, 28, 28, 192)", style=solid]; -"394 quantize_per_tensor_default_18" -> "395 dequantize_per_tensor_default_18" [label="(1, 28, 28, 192)", style=solid]; -"395 dequantize_per_tensor_default_18" -> "402 linear_17" [label="(1, 28, 28, 192)", style=solid]; -"396 linear_17_scale_0" -> "399 quantize_per_channel_default_15" [label="(768,)", style=solid]; -"396 linear_17_scale_0" -> "400 dequantize_per_channel_default_15" [label="(768,)", style=solid]; -"397 linear_17_zero_point_0" -> "399 quantize_per_channel_default_15" [label="(768,)", style=solid]; -"397 linear_17_zero_point_0" -> "400 dequantize_per_channel_default_15" [label="(768,)", style=solid]; -"398 compressed_weight_updated_constant12" -> "399 quantize_per_channel_default_15" [label="(768, 192)", style=solid]; -"399 quantize_per_channel_default_15" -> "400 dequantize_per_channel_default_15" [label="(768, 192)", style=solid]; -"400 dequantize_per_channel_default_15" -> "402 linear_17" [label="(768, 192)", style=solid]; -"401 features_3_0_mlp_0_bias_0_0" -> "402 linear_17" [label="(768,)", style=solid]; -"402 linear_17" -> "403 gelu_2" [label="(1, 28, 28, 768)", style=solid]; -"403 gelu_2" -> "404 dropout_10" [label="(1, 28, 28, 768)", style=solid]; -"404 dropout_10" -> "405 dropout_10_0_0_nncf_smooth_quant_0" [label="(1, 28, 28, 768)", style=solid]; -"405 dropout_10_0_0_nncf_smooth_quant_0" -> "406 quantize_per_tensor_default_19" [label="(1, 28, 28, 768)", style=solid]; -"406 quantize_per_tensor_default_19" -> "407 dequantize_per_tensor_default_19" [label="(1, 28, 28, 768)", style=solid]; -"407 dequantize_per_tensor_default_19" -> "414 linear_18" [label="(1, 28, 28, 768)", style=solid]; -"408 linear_18_scale_0" -> "411 quantize_per_channel_default_16" [label="(192,)", style=solid]; -"408 linear_18_scale_0" -> "412 dequantize_per_channel_default_16" [label="(192,)", style=solid]; -"409 linear_18_zero_point_0" -> "411 quantize_per_channel_default_16" [label="(192,)", style=solid]; -"409 linear_18_zero_point_0" -> "412 dequantize_per_channel_default_16" [label="(192,)", style=solid]; -"410 compressed_weight_updated_constant13" -> "411 quantize_per_channel_default_16" [label="(192, 768)", style=solid]; -"411 quantize_per_channel_default_16" -> "412 dequantize_per_channel_default_16" [label="(192, 768)", style=solid]; -"412 dequantize_per_channel_default_16" -> "414 linear_18" [label="(192, 768)", style=solid]; -"413 features_3_0_mlp_3_bias_0_0" -> "414 linear_18" [label="(192,)", style=solid]; -"414 linear_18" -> "415 dropout_11" [label="(1, 28, 28, 192)", style=solid]; -"415 dropout_11" -> "416 layer_norm_7" [label="(1, 28, 28, 192)", style=solid]; -"416 layer_norm_7" -> "417 add_9" [label="(1, 28, 28, 192)", style=solid]; -"417 add_9" -> "419 pad_4" [label="(1, 28, 28, 192)", style=solid]; -"417 add_9" -> "498 add_12" [label="(1, 28, 28, 192)", style=solid]; -"418 _frozen_param21" -> "455 add_10" [label="(1, 6, 64, 64)", style=solid]; -"419 pad_4" -> "420 roll_2" [label="(1, 32, 32, 192)", style=solid]; -"420 roll_2" -> "421 view_17" [label="(1, 32, 32, 192)", style=solid]; -"421 view_17" -> "422 permute_15" [label="(1, 4, 8, 4, 8, 192)", style=solid]; -"422 permute_15" -> "423 reshape_13" [label="(1, 4, 4, 8, 8, 192)", style=solid]; -"423 reshape_13" -> "424 reshape_13_0_0_nncf_smooth_quant_0" [label="(16, 64, 192)", style=solid]; -"423 reshape_13" -> "456 new_zeros_1" [label="(16, 64, 192)", style=solid]; -"424 reshape_13_0_0_nncf_smooth_quant_0" -> "425 quantize_per_tensor_default_20" [label="(16, 64, 192)", style=solid]; -"425 quantize_per_tensor_default_20" -> "426 dequantize_per_tensor_default_20" [label="(16, 64, 192)", style=solid]; -"426 dequantize_per_tensor_default_20" -> "433 linear_21" [label="(16, 64, 192)", style=solid]; -"427 linear_21_scale_0" -> "430 quantize_per_channel_default_18" [label="(576,)", style=solid]; -"427 linear_21_scale_0" -> "431 dequantize_per_channel_default_18" [label="(576,)", style=solid]; -"428 linear_21_zero_point_0" -> "430 quantize_per_channel_default_18" [label="(576,)", style=solid]; -"428 linear_21_zero_point_0" -> "431 dequantize_per_channel_default_18" [label="(576,)", style=solid]; -"429 compressed_weight_updated_constant14" -> "430 quantize_per_channel_default_18" [label="(576, 192)", style=solid]; -"430 quantize_per_channel_default_18" -> "431 dequantize_per_channel_default_18" [label="(576, 192)", style=solid]; -"431 dequantize_per_channel_default_18" -> "433 linear_21" [label="(576, 192)", style=solid]; -"432 _frozen_param22_0_0" -> "433 linear_21" [label="(576,)", style=solid]; -"433 linear_21" -> "434 reshape_14" [label="(16, 64, 576)", style=solid]; -"434 reshape_14" -> "435 permute_16" [label="(16, 64, 3, 6, 32)", style=solid]; -"435 permute_16" -> "436 select_9" [label="(3, 16, 6, 64, 32)", style=solid]; -"435 permute_16" -> "437 select_10" [label="(3, 16, 6, 64, 32)", style=solid]; -"435 permute_16" -> "438 select_11" [label="(3, 16, 6, 64, 32)", style=solid]; -"436 select_9" -> "439 linalg_vector_norm_6" [label="(16, 6, 64, 32)", style=solid]; -"436 select_9" -> "441 expand_as_6" [label="(16, 6, 64, 32)", style=solid]; -"436 select_9" -> "442 div_6" [label="(16, 6, 64, 32)", style=solid]; -"437 select_10" -> "445 linalg_vector_norm_7" [label="(16, 6, 64, 32)", style=solid]; -"437 select_10" -> "447 expand_as_7" [label="(16, 6, 64, 32)", style=solid]; -"437 select_10" -> "448 div_7" [label="(16, 6, 64, 32)", style=solid]; -"438 select_11" -> "474 matmul_7" [label="(16, 6, 64, 32)", style=solid]; -"439 linalg_vector_norm_6" -> "440 clamp_min_6" [label="(16, 6, 64, 1)", style=solid]; -"440 clamp_min_6" -> "441 expand_as_6" [label="(16, 6, 64, 1)", style=solid]; -"441 expand_as_6" -> "442 div_6" [label="(16, 6, 64, 32)", style=solid]; -"442 div_6" -> "443 quantize_per_tensor_default_21" [label="(16, 6, 64, 32)", style=solid]; -"443 quantize_per_tensor_default_21" -> "444 dequantize_per_tensor_default_21" [label="(16, 6, 64, 32)", style=solid]; -"444 dequantize_per_tensor_default_21" -> "452 matmul_6" [label="(16, 6, 64, 32)", style=solid]; -"445 linalg_vector_norm_7" -> "446 clamp_min_7" [label="(16, 6, 64, 1)", style=solid]; -"446 clamp_min_7" -> "447 expand_as_7" [label="(16, 6, 64, 1)", style=solid]; -"447 expand_as_7" -> "448 div_7" [label="(16, 6, 64, 32)", style=solid]; -"448 div_7" -> "449 quantize_per_tensor_default_22" [label="(16, 6, 64, 32)", style=solid]; -"449 quantize_per_tensor_default_22" -> "450 dequantize_per_tensor_default_22" [label="(16, 6, 64, 32)", style=solid]; -"450 dequantize_per_tensor_default_22" -> "451 transpose_6" [label="(16, 6, 64, 32)", style=solid]; -"451 transpose_6" -> "452 matmul_6" [label="(16, 6, 32, 64)", style=solid]; -"452 matmul_6" -> "454 mul_7" [label="(16, 6, 64, 64)", style=solid]; -"453 _frozen_param24" -> "454 mul_7" [label="(6, 1, 1)", style=solid]; -"454 mul_7" -> "455 add_10" [label="(16, 6, 64, 64)", style=solid]; -"455 add_10" -> "467 view_19" [label="(16, 6, 64, 64)", style=solid]; -"456 new_zeros_1" -> "457 view_18" [label="(32, 32)", style=solid]; -"457 view_18" -> "458 permute_17" [label="(4, 8, 4, 8)", style=solid]; -"458 permute_17" -> "459 reshape_15" [label="(4, 4, 8, 8)", style=solid]; -"459 reshape_15" -> "460 unsqueeze_8" [label="(16, 64)", style=solid]; -"459 reshape_15" -> "461 unsqueeze_9" [label="(16, 64)", style=solid]; -"460 unsqueeze_8" -> "462 sub_1" [label="(16, 1, 64)", style=solid]; -"461 unsqueeze_9" -> "462 sub_1" [label="(16, 64, 1)", style=solid]; -"462 sub_1" -> "463 ne_1" [label="(16, 64, 64)", style=solid]; -"462 sub_1" -> "464 masked_fill_2" [label="(16, 64, 64)", style=solid]; -"462 sub_1" -> "465 eq_1" [label="(16, 64, 64)", style=solid]; -"463 ne_1" -> "464 masked_fill_2" [label="(16, 64, 64)", style=solid]; -"464 masked_fill_2" -> "466 masked_fill_3" [label="(16, 64, 64)", style=solid]; -"465 eq_1" -> "466 masked_fill_3" [label="(16, 64, 64)", style=solid]; -"466 masked_fill_3" -> "468 unsqueeze_10" [label="(16, 64, 64)", style=solid]; -"467 view_19" -> "470 add_11" [label="(1, 16, 6, 64, 64)", style=solid]; -"468 unsqueeze_10" -> "469 unsqueeze_11" [label="(16, 1, 64, 64)", style=solid]; -"469 unsqueeze_11" -> "470 add_11" [label="(1, 16, 1, 64, 64)", style=solid]; -"470 add_11" -> "471 view_20" [label="(1, 16, 6, 64, 64)", style=solid]; -"471 view_20" -> "472 softmax_3" [label="(16, 6, 64, 64)", style=solid]; -"472 softmax_3" -> "473 dropout_12" [label="(16, 6, 64, 64)", style=solid]; -"473 dropout_12" -> "474 matmul_7" [label="(16, 6, 64, 64)", style=solid]; 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"688 add_18" [label="(1, 4, 1, 64, 64)", style=solid]; -"688 add_18" -> "689 view_31" [label="(1, 4, 12, 64, 64)", style=solid]; -"689 view_31" -> "690 softmax_5" [label="(4, 12, 64, 64)", style=solid]; -"690 softmax_5" -> "691 dropout_20" [label="(4, 12, 64, 64)", style=solid]; -"691 dropout_20" -> "692 matmul_11" [label="(4, 12, 64, 64)", style=solid]; -"692 matmul_11" -> "693 transpose_11" [label="(4, 12, 64, 32)", style=solid]; -"693 transpose_11" -> "694 reshape_25" [label="(4, 64, 12, 32)", style=solid]; -"694 reshape_25" -> "695 reshape_25_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; -"695 reshape_25_0_0_nncf_smooth_quant_0" -> "696 quantize_per_tensor_default_36" [label="(4, 64, 384)", style=solid]; -"696 quantize_per_tensor_default_36" -> "697 dequantize_per_tensor_default_36" [label="(4, 64, 384)", style=solid]; -"697 dequantize_per_tensor_default_36" -> "704 linear_35" [label="(4, 64, 384)", style=solid]; -"698 linear_35_scale_0" -> "701 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div_15" [label="(4, 12, 64, 32)", style=solid]; -"860 div_15" -> "861 quantize_per_tensor_default_47" [label="(4, 12, 64, 32)", style=solid]; -"861 quantize_per_tensor_default_47" -> "862 dequantize_per_tensor_default_47" [label="(4, 12, 64, 32)", style=solid]; -"862 dequantize_per_tensor_default_47" -> "863 transpose_14" [label="(4, 12, 64, 32)", style=solid]; -"863 transpose_14" -> "864 matmul_14" [label="(4, 12, 32, 64)", style=solid]; -"864 matmul_14" -> "866 mul_15" [label="(4, 12, 64, 64)", style=solid]; -"865 _frozen_param58" -> "866 mul_15" [label="(12, 1, 1)", style=solid]; -"866 mul_15" -> "867 add_24" [label="(4, 12, 64, 64)", style=solid]; -"867 add_24" -> "879 view_41" [label="(4, 12, 64, 64)", style=solid]; -"868 new_zeros_3" -> "869 view_40" [label="(16, 16)", style=solid]; -"869 view_40" -> "870 permute_35" [label="(2, 8, 2, 8)", style=solid]; -"870 permute_35" -> "871 reshape_33" [label="(2, 2, 8, 8)", style=solid]; -"871 reshape_33" -> "872 unsqueeze_20" [label="(4, 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style=solid]; -"920 linear_48" -> "921 gelu_7" [label="(1, 14, 14, 1536)", style=solid]; -"921 gelu_7" -> "922 dropout_30" [label="(1, 14, 14, 1536)", style=solid]; -"922 dropout_30" -> "923 dropout_30_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; -"923 dropout_30_0_0_nncf_smooth_quant_0" -> "924 quantize_per_tensor_default_50" [label="(1, 14, 14, 1536)", style=solid]; -"924 quantize_per_tensor_default_50" -> "925 dequantize_per_tensor_default_50" [label="(1, 14, 14, 1536)", style=solid]; -"925 dequantize_per_tensor_default_50" -> "932 linear_49" [label="(1, 14, 14, 1536)", style=solid]; -"926 linear_49_scale_0" -> "929 quantize_per_channel_default_42" [label="(384,)", style=solid]; -"926 linear_49_scale_0" -> "930 dequantize_per_channel_default_42" [label="(384,)", style=solid]; -"927 linear_49_zero_point_0" -> "929 quantize_per_channel_default_42" [label="(384,)", style=solid]; -"927 linear_49_zero_point_0" -> "930 dequantize_per_channel_default_42" 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-> "1469 transpose_27" [label="(4, 12, 64, 32)", style=solid]; -"1469 transpose_27" -> "1470 reshape_61" [label="(4, 64, 12, 32)", style=solid]; -"1470 reshape_61" -> "1471 reshape_61_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; -"1471 reshape_61_0_0_nncf_smooth_quant_0" -> "1472 quantize_per_tensor_default_84" [label="(4, 64, 384)", style=solid]; -"1472 quantize_per_tensor_default_84" -> "1473 dequantize_per_tensor_default_84" [label="(4, 64, 384)", style=solid]; -"1473 dequantize_per_tensor_default_84" -> "1480 linear_83" [label="(4, 64, 384)", style=solid]; -"1474 linear_83_scale_0" -> "1477 quantize_per_channel_default_70" [label="(384,)", style=solid]; -"1474 linear_83_scale_0" -> "1478 dequantize_per_channel_default_70" [label="(384,)", style=solid]; -"1475 linear_83_zero_point_0" -> "1477 quantize_per_channel_default_70" [label="(384,)", style=solid]; -"1475 linear_83_zero_point_0" -> "1478 dequantize_per_channel_default_70" [label="(384,)", style=solid]; -"1476 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style=solid]; -"1505 dropout_54_0_0_nncf_smooth_quant_0" -> "1506 quantize_per_tensor_default_86" [label="(1, 14, 14, 1536)", style=solid]; -"1506 quantize_per_tensor_default_86" -> "1507 dequantize_per_tensor_default_86" [label="(1, 14, 14, 1536)", style=solid]; -"1507 dequantize_per_tensor_default_86" -> "1514 linear_85" [label="(1, 14, 14, 1536)", style=solid]; -"1508 linear_85_scale_0" -> "1511 quantize_per_channel_default_72" [label="(384,)", style=solid]; -"1508 linear_85_scale_0" -> "1512 dequantize_per_channel_default_72" [label="(384,)", style=solid]; -"1509 linear_85_zero_point_0" -> "1511 quantize_per_channel_default_72" [label="(384,)", style=solid]; -"1509 linear_85_zero_point_0" -> "1512 dequantize_per_channel_default_72" [label="(384,)", style=solid]; -"1510 compressed_weight_updated_constant58" -> "1511 quantize_per_channel_default_72" [label="(384, 1536)", style=solid]; -"1511 quantize_per_channel_default_72" -> "1512 dequantize_per_channel_default_72" [label="(384, 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384)", style=solid]; -"1530 dequantize_per_channel_default_74" -> "1532 linear_88" [label="(1152, 384)", style=solid]; -"1531 _frozen_param120_0_0" -> "1532 linear_88" [label="(1152,)", style=solid]; -"1532 linear_88" -> "1533 reshape_64" [label="(4, 64, 1152)", style=solid]; -"1533 reshape_64" -> "1534 permute_66" [label="(4, 64, 3, 12, 32)", style=solid]; -"1534 permute_66" -> "1535 select_42" [label="(3, 4, 12, 64, 32)", style=solid]; -"1534 permute_66" -> "1536 select_43" [label="(3, 4, 12, 64, 32)", style=solid]; -"1534 permute_66" -> "1537 select_44" [label="(3, 4, 12, 64, 32)", style=solid]; -"1535 select_42" -> "1538 linalg_vector_norm_28" [label="(4, 12, 64, 32)", style=solid]; -"1535 select_42" -> "1540 expand_as_28" [label="(4, 12, 64, 32)", style=solid]; -"1535 select_42" -> "1541 div_28" [label="(4, 12, 64, 32)", style=solid]; -"1536 select_43" -> "1544 linalg_vector_norm_29" [label="(4, 12, 64, 32)", style=solid]; -"1536 select_43" -> "1546 expand_as_29" [label="(4, 12, 64, 32)", style=solid]; -"1536 select_43" -> "1547 div_29" [label="(4, 12, 64, 32)", style=solid]; -"1537 select_44" -> "1557 matmul_29" [label="(4, 12, 64, 32)", style=solid]; -"1538 linalg_vector_norm_28" -> "1539 clamp_min_28" [label="(4, 12, 64, 1)", style=solid]; -"1539 clamp_min_28" -> "1540 expand_as_28" [label="(4, 12, 64, 1)", style=solid]; -"1540 expand_as_28" -> "1541 div_28" [label="(4, 12, 64, 32)", style=solid]; -"1541 div_28" -> "1542 quantize_per_tensor_default_88" [label="(4, 12, 64, 32)", style=solid]; -"1542 quantize_per_tensor_default_88" -> "1543 dequantize_per_tensor_default_88" [label="(4, 12, 64, 32)", style=solid]; -"1543 dequantize_per_tensor_default_88" -> "1551 matmul_28" [label="(4, 12, 64, 32)", style=solid]; -"1544 linalg_vector_norm_29" -> "1545 clamp_min_29" [label="(4, 12, 64, 1)", style=solid]; -"1545 clamp_min_29" -> "1546 expand_as_29" [label="(4, 12, 64, 1)", style=solid]; -"1546 expand_as_29" -> "1547 div_29" [label="(4, 12, 64, 32)", style=solid]; -"1547 div_29" -> "1548 quantize_per_tensor_default_89" [label="(4, 12, 64, 32)", style=solid]; -"1548 quantize_per_tensor_default_89" -> "1549 dequantize_per_tensor_default_89" [label="(4, 12, 64, 32)", style=solid]; -"1549 dequantize_per_tensor_default_89" -> "1550 transpose_28" [label="(4, 12, 64, 32)", style=solid]; -"1550 transpose_28" -> "1551 matmul_28" [label="(4, 12, 32, 64)", style=solid]; -"1551 matmul_28" -> "1553 mul_29" [label="(4, 12, 64, 64)", style=solid]; -"1552 _frozen_param122" -> "1553 mul_29" [label="(12, 1, 1)", style=solid]; -"1553 mul_29" -> "1554 add_49" [label="(4, 12, 64, 64)", style=solid]; -"1554 add_49" -> "1555 softmax_14" [label="(4, 12, 64, 64)", style=solid]; -"1555 softmax_14" -> "1556 dropout_56" [label="(4, 12, 64, 64)", style=solid]; -"1556 dropout_56" -> "1557 matmul_29" [label="(4, 12, 64, 64)", style=solid]; -"1557 matmul_29" -> "1558 transpose_29" [label="(4, 12, 64, 32)", style=solid]; -"1558 transpose_29" -> "1559 reshape_65" [label="(4, 64, 12, 32)", style=solid]; -"1559 reshape_65" -> "1560 reshape_65_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; -"1560 reshape_65_0_0_nncf_smooth_quant_0" -> "1561 quantize_per_tensor_default_90" [label="(4, 64, 384)", style=solid]; -"1561 quantize_per_tensor_default_90" -> "1562 dequantize_per_tensor_default_90" [label="(4, 64, 384)", style=solid]; -"1562 dequantize_per_tensor_default_90" -> "1569 linear_89" [label="(4, 64, 384)", style=solid]; -"1563 linear_89_scale_0" -> "1566 quantize_per_channel_default_75" [label="(384,)", style=solid]; -"1563 linear_89_scale_0" -> "1567 dequantize_per_channel_default_75" [label="(384,)", style=solid]; -"1564 linear_89_zero_point_0" -> "1566 quantize_per_channel_default_75" [label="(384,)", style=solid]; -"1564 linear_89_zero_point_0" -> "1567 dequantize_per_channel_default_75" [label="(384,)", style=solid]; -"1565 compressed_weight_updated_constant60" -> "1566 quantize_per_channel_default_75" [label="(384, 384)", style=solid]; -"1566 quantize_per_channel_default_75" -> "1567 dequantize_per_channel_default_75" [label="(384, 384)", style=solid]; -"1567 dequantize_per_channel_default_75" -> "1569 linear_89" [label="(384, 384)", style=solid]; -"1568 features_5_10_attn_proj_bias_0_0" -> "1569 linear_89" [label="(384,)", style=solid]; -"1569 linear_89" -> "1570 dropout_57" [label="(4, 64, 384)", style=solid]; -"1570 dropout_57" -> "1571 view_80" [label="(4, 64, 384)", style=solid]; -"1571 view_80" -> "1572 permute_67" [label="(1, 2, 2, 8, 8, 384)", style=solid]; -"1572 permute_67" -> "1573 reshape_66" [label="(1, 2, 8, 2, 8, 384)", style=solid]; -"1573 reshape_66" -> "1574 slice_218" [label="(1, 16, 16, 384)", style=solid]; -"1574 slice_218" -> "1575 slice_219" [label="(1, 16, 16, 384)", style=solid]; -"1575 slice_219" -> "1576 slice_220" [label="(1, 14, 16, 384)", style=solid]; -"1576 slice_220" -> "1577 slice_221" [label="(1, 14, 14, 384)", style=solid]; -"1577 slice_221" -> "1578 contiguous_27" [label="(1, 14, 14, 384)", style=solid]; -"1578 contiguous_27" -> "1579 layer_norm_31" [label="(1, 14, 14, 384)", style=solid]; -"1579 layer_norm_31" -> "1580 add_50" [label="(1, 14, 14, 384)", style=solid]; -"1580 add_50" -> "1581 add_50_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; -"1580 add_50" -> "1605 add_51" [label="(1, 14, 14, 384)", style=solid]; -"1581 add_50_0_0_nncf_smooth_quant_0" -> "1582 quantize_per_tensor_default_91" [label="(1, 14, 14, 384)", style=solid]; -"1582 quantize_per_tensor_default_91" -> "1583 dequantize_per_tensor_default_91" [label="(1, 14, 14, 384)", style=solid]; -"1583 dequantize_per_tensor_default_91" -> "1590 linear_90" [label="(1, 14, 14, 384)", style=solid]; -"1584 linear_90_scale_0" -> "1587 quantize_per_channel_default_76" [label="(1536,)", style=solid]; -"1584 linear_90_scale_0" -> "1588 dequantize_per_channel_default_76" [label="(1536,)", style=solid]; -"1585 linear_90_zero_point_0" -> "1587 quantize_per_channel_default_76" [label="(1536,)", style=solid]; -"1585 linear_90_zero_point_0" -> "1588 dequantize_per_channel_default_76" [label="(1536,)", style=solid]; -"1586 compressed_weight_updated_constant61" -> "1587 quantize_per_channel_default_76" [label="(1536, 384)", style=solid]; -"1587 quantize_per_channel_default_76" -> "1588 dequantize_per_channel_default_76" [label="(1536, 384)", style=solid]; -"1588 dequantize_per_channel_default_76" -> "1590 linear_90" [label="(1536, 384)", style=solid]; -"1589 features_5_10_mlp_0_bias_0_0" -> "1590 linear_90" [label="(1536,)", style=solid]; -"1590 linear_90" -> "1591 gelu_14" [label="(1, 14, 14, 1536)", style=solid]; -"1591 gelu_14" -> "1592 dropout_58" [label="(1, 14, 14, 1536)", style=solid]; -"1592 dropout_58" -> "1593 dropout_58_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; -"1593 dropout_58_0_0_nncf_smooth_quant_0" -> "1594 quantize_per_tensor_default_92" [label="(1, 14, 14, 1536)", style=solid]; -"1594 quantize_per_tensor_default_92" -> 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gelu_16" [label="(1, 14, 14, 1536)", style=solid]; -"1785 gelu_16" -> "1786 dropout_66" [label="(1, 14, 14, 1536)", style=solid]; -"1786 dropout_66" -> "1787 dropout_66_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; -"1787 dropout_66_0_0_nncf_smooth_quant_0" -> "1788 quantize_per_tensor_default_104" [label="(1, 14, 14, 1536)", style=solid]; -"1788 quantize_per_tensor_default_104" -> "1789 dequantize_per_tensor_default_104" [label="(1, 14, 14, 1536)", style=solid]; -"1789 dequantize_per_tensor_default_104" -> "1796 linear_103" [label="(1, 14, 14, 1536)", style=solid]; -"1790 linear_103_scale_0" -> "1793 quantize_per_channel_default_87" [label="(384,)", style=solid]; -"1790 linear_103_scale_0" -> "1794 dequantize_per_channel_default_87" [label="(384,)", style=solid]; -"1791 linear_103_zero_point_0" -> "1793 quantize_per_channel_default_87" [label="(384,)", style=solid]; -"1791 linear_103_zero_point_0" -> "1794 dequantize_per_channel_default_87" [label="(384,)", style=solid]; -"1792 compressed_weight_updated_constant70" -> "1793 quantize_per_channel_default_87" [label="(384, 1536)", style=solid]; -"1793 quantize_per_channel_default_87" -> "1794 dequantize_per_channel_default_87" [label="(384, 1536)", style=solid]; -"1794 dequantize_per_channel_default_87" -> "1796 linear_103" [label="(384, 1536)", style=solid]; -"1795 features_5_12_mlp_3_bias_0_0" -> "1796 linear_103" [label="(384,)", style=solid]; -"1796 linear_103" -> "1797 dropout_67" [label="(1, 14, 14, 384)", style=solid]; -"1797 dropout_67" -> "1798 layer_norm_36" [label="(1, 14, 14, 384)", style=solid]; -"1798 layer_norm_36" -> "1799 add_58" [label="(1, 14, 14, 384)", style=solid]; -"1799 add_58" -> "1801 pad_19" [label="(1, 14, 14, 384)", style=solid]; -"1799 add_58" -> "1880 add_61" [label="(1, 14, 14, 384)", style=solid]; -"1800 _frozen_param140" -> "1837 add_59" [label="(1, 12, 64, 64)", style=solid]; -"1801 pad_19" -> "1802 roll_16" [label="(1, 16, 16, 384)", style=solid]; -"1802 roll_16" -> "1803 view_94" [label="(1, 16, 16, 384)", style=solid]; -"1803 view_94" -> "1804 permute_78" [label="(1, 2, 8, 2, 8, 384)", style=solid]; -"1804 permute_78" -> "1805 reshape_76" [label="(1, 2, 2, 8, 8, 384)", style=solid]; -"1805 reshape_76" -> "1806 reshape_76_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; -"1805 reshape_76" -> "1838 new_zeros_8" [label="(4, 64, 384)", style=solid]; -"1806 reshape_76_0_0_nncf_smooth_quant_0" -> "1807 quantize_per_tensor_default_105" [label="(4, 64, 384)", style=solid]; -"1807 quantize_per_tensor_default_105" -> "1808 dequantize_per_tensor_default_105" [label="(4, 64, 384)", style=solid]; -"1808 dequantize_per_tensor_default_105" -> "1815 linear_106" [label="(4, 64, 384)", style=solid]; -"1809 linear_106_scale_0" -> "1812 quantize_per_channel_default_89" [label="(1152,)", style=solid]; -"1809 linear_106_scale_0" -> "1813 dequantize_per_channel_default_89" [label="(1152,)", style=solid]; -"1810 linear_106_zero_point_0" -> "1812 quantize_per_channel_default_89" [label="(1152,)", style=solid]; -"1810 linear_106_zero_point_0" -> "1813 dequantize_per_channel_default_89" [label="(1152,)", style=solid]; -"1811 compressed_weight_updated_constant71" -> "1812 quantize_per_channel_default_89" [label="(1152, 384)", style=solid]; -"1812 quantize_per_channel_default_89" -> "1813 dequantize_per_channel_default_89" [label="(1152, 384)", style=solid]; -"1813 dequantize_per_channel_default_89" -> "1815 linear_106" [label="(1152, 384)", style=solid]; -"1814 _frozen_param141_0_0" -> "1815 linear_106" [label="(1152,)", style=solid]; -"1815 linear_106" -> "1816 reshape_77" [label="(4, 64, 1152)", style=solid]; -"1816 reshape_77" -> "1817 permute_79" [label="(4, 64, 3, 12, 32)", style=solid]; -"1817 permute_79" -> "1818 select_51" [label="(3, 4, 12, 64, 32)", style=solid]; -"1817 permute_79" -> "1819 select_52" [label="(3, 4, 12, 64, 32)", style=solid]; -"1817 permute_79" -> "1820 select_53" [label="(3, 4, 12, 64, 32)", style=solid]; -"1818 select_51" -> "1821 linalg_vector_norm_34" [label="(4, 12, 64, 32)", style=solid]; -"1818 select_51" -> "1823 expand_as_34" [label="(4, 12, 64, 32)", style=solid]; -"1818 select_51" -> "1824 div_34" [label="(4, 12, 64, 32)", style=solid]; -"1819 select_52" -> "1827 linalg_vector_norm_35" [label="(4, 12, 64, 32)", style=solid]; -"1819 select_52" -> "1829 expand_as_35" [label="(4, 12, 64, 32)", style=solid]; -"1819 select_52" -> "1830 div_35" [label="(4, 12, 64, 32)", style=solid]; -"1820 select_53" -> "1856 matmul_35" [label="(4, 12, 64, 32)", style=solid]; -"1821 linalg_vector_norm_34" -> "1822 clamp_min_34" [label="(4, 12, 64, 1)", style=solid]; -"1822 clamp_min_34" -> "1823 expand_as_34" [label="(4, 12, 64, 1)", style=solid]; -"1823 expand_as_34" -> "1824 div_34" [label="(4, 12, 64, 32)", style=solid]; -"1824 div_34" -> "1825 quantize_per_tensor_default_106" [label="(4, 12, 64, 32)", style=solid]; -"1825 quantize_per_tensor_default_106" -> "1826 dequantize_per_tensor_default_106" [label="(4, 12, 64, 32)", style=solid]; -"1826 dequantize_per_tensor_default_106" -> "1834 matmul_34" [label="(4, 12, 64, 32)", style=solid]; -"1827 linalg_vector_norm_35" -> "1828 clamp_min_35" [label="(4, 12, 64, 1)", style=solid]; -"1828 clamp_min_35" -> "1829 expand_as_35" [label="(4, 12, 64, 1)", style=solid]; -"1829 expand_as_35" -> "1830 div_35" [label="(4, 12, 64, 32)", style=solid]; -"1830 div_35" -> "1831 quantize_per_tensor_default_107" [label="(4, 12, 64, 32)", style=solid]; -"1831 quantize_per_tensor_default_107" -> "1832 dequantize_per_tensor_default_107" [label="(4, 12, 64, 32)", style=solid]; -"1832 dequantize_per_tensor_default_107" -> "1833 transpose_34" [label="(4, 12, 64, 32)", style=solid]; -"1833 transpose_34" -> "1834 matmul_34" [label="(4, 12, 32, 64)", style=solid]; -"1834 matmul_34" -> "1836 mul_35" [label="(4, 12, 64, 64)", style=solid]; -"1835 _frozen_param143" -> "1836 mul_35" [label="(12, 1, 1)", style=solid]; -"1836 mul_35" -> "1837 add_59" [label="(4, 12, 64, 64)", style=solid]; -"1837 add_59" -> "1849 view_96" [label="(4, 12, 64, 64)", style=solid]; -"1838 new_zeros_8" -> "1839 view_95" [label="(16, 16)", style=solid]; -"1839 view_95" -> "1840 permute_80" [label="(2, 8, 2, 8)", style=solid]; -"1840 permute_80" -> "1841 reshape_78" [label="(2, 2, 8, 8)", style=solid]; -"1841 reshape_78" -> "1842 unsqueeze_50" [label="(4, 64)", style=solid]; -"1841 reshape_78" -> "1843 unsqueeze_51" [label="(4, 64)", style=solid]; -"1842 unsqueeze_50" -> "1844 sub_8" [label="(4, 1, 64)", style=solid]; -"1843 unsqueeze_51" -> "1844 sub_8" [label="(4, 64, 1)", style=solid]; -"1844 sub_8" -> "1845 ne_8" [label="(4, 64, 64)", style=solid]; -"1844 sub_8" -> "1846 masked_fill_16" [label="(4, 64, 64)", style=solid]; -"1844 sub_8" -> "1847 eq_8" [label="(4, 64, 64)", style=solid]; -"1845 ne_8" -> "1846 masked_fill_16" [label="(4, 64, 64)", style=solid]; -"1846 masked_fill_16" -> "1848 masked_fill_17" [label="(4, 64, 64)", style=solid]; -"1847 eq_8" -> "1848 masked_fill_17" [label="(4, 64, 64)", style=solid]; -"1848 masked_fill_17" -> "1850 unsqueeze_52" [label="(4, 64, 64)", style=solid]; -"1849 view_96" -> "1852 add_60" [label="(1, 4, 12, 64, 64)", style=solid]; -"1850 unsqueeze_52" -> "1851 unsqueeze_53" [label="(4, 1, 64, 64)", style=solid]; -"1851 unsqueeze_53" -> "1852 add_60" [label="(1, 4, 1, 64, 64)", style=solid]; -"1852 add_60" -> "1853 view_97" [label="(1, 4, 12, 64, 64)", style=solid]; -"1853 view_97" -> "1854 softmax_17" [label="(4, 12, 64, 64)", style=solid]; -"1854 softmax_17" -> "1855 dropout_68" [label="(4, 12, 64, 64)", style=solid]; -"1855 dropout_68" -> "1856 matmul_35" [label="(4, 12, 64, 64)", style=solid]; -"1856 matmul_35" -> "1857 transpose_35" [label="(4, 12, 64, 32)", style=solid]; -"1857 transpose_35" -> "1858 reshape_79" [label="(4, 64, 12, 32)", style=solid]; -"1858 reshape_79" -> "1859 reshape_79_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; -"1859 reshape_79_0_0_nncf_smooth_quant_0" -> "1860 quantize_per_tensor_default_108" [label="(4, 64, 384)", style=solid]; -"1860 quantize_per_tensor_default_108" -> "1861 dequantize_per_tensor_default_108" [label="(4, 64, 384)", style=solid]; -"1861 dequantize_per_tensor_default_108" -> "1868 linear_107" [label="(4, 64, 384)", style=solid]; -"1862 linear_107_scale_0" -> "1865 quantize_per_channel_default_90" [label="(384,)", style=solid]; -"1862 linear_107_scale_0" -> "1866 dequantize_per_channel_default_90" [label="(384,)", style=solid]; -"1863 linear_107_zero_point_0" -> "1865 quantize_per_channel_default_90" [label="(384,)", style=solid]; -"1863 linear_107_zero_point_0" -> "1866 dequantize_per_channel_default_90" [label="(384,)", style=solid]; -"1864 compressed_weight_updated_constant72" -> "1865 quantize_per_channel_default_90" [label="(384, 384)", style=solid]; -"1865 quantize_per_channel_default_90" -> "1866 dequantize_per_channel_default_90" [label="(384, 384)", style=solid]; -"1866 dequantize_per_channel_default_90" -> "1868 linear_107" [label="(384, 384)", style=solid]; -"1867 features_5_13_attn_proj_bias_0_0" -> "1868 linear_107" [label="(384,)", style=solid]; -"1868 linear_107" -> "1869 dropout_69" [label="(4, 64, 384)", style=solid]; -"1869 dropout_69" -> "1870 view_98" [label="(4, 64, 384)", style=solid]; -"1870 view_98" -> "1871 permute_81" [label="(1, 2, 2, 8, 8, 384)", style=solid]; -"1871 permute_81" -> "1872 reshape_80" [label="(1, 2, 8, 2, 8, 384)", style=solid]; -"1872 reshape_80" -> "1873 roll_17" [label="(1, 16, 16, 384)", style=solid]; -"1873 roll_17" -> "1874 slice_269" [label="(1, 16, 16, 384)", style=solid]; -"1874 slice_269" -> "1875 slice_270" [label="(1, 16, 16, 384)", style=solid]; -"1875 slice_270" -> "1876 slice_271" [label="(1, 14, 16, 384)", style=solid]; -"1876 slice_271" -> "1877 slice_272" [label="(1, 14, 14, 384)", style=solid]; -"1877 slice_272" -> "1878 contiguous_33" [label="(1, 14, 14, 384)", style=solid]; -"1878 contiguous_33" -> "1879 layer_norm_37" [label="(1, 14, 14, 384)", style=solid]; -"1879 layer_norm_37" -> "1880 add_61" [label="(1, 14, 14, 384)", style=solid]; -"1880 add_61" -> "1881 add_61_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; -"1880 add_61" -> "1905 add_62" [label="(1, 14, 14, 384)", style=solid]; -"1881 add_61_0_0_nncf_smooth_quant_0" -> "1882 quantize_per_tensor_default_109" [label="(1, 14, 14, 384)", style=solid]; -"1882 quantize_per_tensor_default_109" -> "1883 dequantize_per_tensor_default_109" [label="(1, 14, 14, 384)", style=solid]; -"1883 dequantize_per_tensor_default_109" -> "1890 linear_108" [label="(1, 14, 14, 384)", style=solid]; -"1884 linear_108_scale_0" -> "1887 quantize_per_channel_default_91" [label="(1536,)", style=solid]; -"1884 linear_108_scale_0" -> "1888 dequantize_per_channel_default_91" [label="(1536,)", style=solid]; -"1885 linear_108_zero_point_0" -> "1887 quantize_per_channel_default_91" [label="(1536,)", style=solid]; -"1885 linear_108_zero_point_0" -> "1888 dequantize_per_channel_default_91" [label="(1536,)", style=solid]; -"1886 compressed_weight_updated_constant73" -> "1887 quantize_per_channel_default_91" [label="(1536, 384)", style=solid]; -"1887 quantize_per_channel_default_91" -> "1888 dequantize_per_channel_default_91" [label="(1536, 384)", style=solid]; -"1888 dequantize_per_channel_default_91" -> "1890 linear_108" [label="(1536, 384)", style=solid]; -"1889 features_5_13_mlp_0_bias_0_0" -> "1890 linear_108" [label="(1536,)", style=solid]; -"1890 linear_108" -> "1891 gelu_17" [label="(1, 14, 14, 1536)", style=solid]; -"1891 gelu_17" -> "1892 dropout_70" [label="(1, 14, 14, 1536)", style=solid]; -"1892 dropout_70" -> "1893 dropout_70_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; -"1893 dropout_70_0_0_nncf_smooth_quant_0" -> "1894 quantize_per_tensor_default_110" [label="(1, 14, 14, 1536)", style=solid]; -"1894 quantize_per_tensor_default_110" -> "1895 dequantize_per_tensor_default_110" [label="(1, 14, 14, 1536)", style=solid]; -"1895 dequantize_per_tensor_default_110" -> "1902 linear_109" [label="(1, 14, 14, 1536)", style=solid]; -"1896 linear_109_scale_0" -> "1899 quantize_per_channel_default_92" [label="(384,)", style=solid]; -"1896 linear_109_scale_0" -> "1900 dequantize_per_channel_default_92" [label="(384,)", style=solid]; -"1897 linear_109_zero_point_0" -> "1899 quantize_per_channel_default_92" [label="(384,)", style=solid]; -"1897 linear_109_zero_point_0" -> "1900 dequantize_per_channel_default_92" [label="(384,)", style=solid]; -"1898 compressed_weight_updated_constant74" -> "1899 quantize_per_channel_default_92" [label="(384, 1536)", style=solid]; -"1899 quantize_per_channel_default_92" -> "1900 dequantize_per_channel_default_92" [label="(384, 1536)", style=solid]; -"1900 dequantize_per_channel_default_92" -> "1902 linear_109" [label="(384, 1536)", style=solid]; -"1901 features_5_13_mlp_3_bias_0_0" -> "1902 linear_109" [label="(384,)", style=solid]; -"1902 linear_109" -> "1903 dropout_71" [label="(1, 14, 14, 384)", style=solid]; -"1903 dropout_71" -> "1904 layer_norm_38" [label="(1, 14, 14, 384)", style=solid]; -"1904 layer_norm_38" -> "1905 add_62" [label="(1, 14, 14, 384)", style=solid]; -"1905 add_62" -> "1907 pad_20" [label="(1, 14, 14, 384)", style=solid]; -"1905 add_62" -> "1968 add_64" [label="(1, 14, 14, 384)", style=solid]; -"1906 _frozen_param153" -> "1942 add_63" [label="(1, 12, 64, 64)", style=solid]; -"1907 pad_20" -> "1908 view_101" [label="(1, 16, 16, 384)", style=solid]; -"1908 view_101" -> "1909 permute_83" [label="(1, 2, 8, 2, 8, 384)", style=solid]; -"1909 permute_83" -> "1910 reshape_81" [label="(1, 2, 2, 8, 8, 384)", style=solid]; -"1910 reshape_81" -> "1911 reshape_81_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; -"1911 reshape_81_0_0_nncf_smooth_quant_0" -> "1912 quantize_per_tensor_default_111" [label="(4, 64, 384)", style=solid]; -"1912 quantize_per_tensor_default_111" -> "1913 dequantize_per_tensor_default_111" [label="(4, 64, 384)", style=solid]; -"1913 dequantize_per_tensor_default_111" -> "1920 linear_112" [label="(4, 64, 384)", style=solid]; -"1914 linear_112_scale_0" -> "1917 quantize_per_channel_default_94" [label="(1152,)", style=solid]; -"1914 linear_112_scale_0" -> "1918 dequantize_per_channel_default_94" [label="(1152,)", style=solid]; -"1915 linear_112_zero_point_0" -> "1917 quantize_per_channel_default_94" [label="(1152,)", style=solid]; -"1915 linear_112_zero_point_0" -> "1918 dequantize_per_channel_default_94" [label="(1152,)", style=solid]; -"1916 compressed_weight_updated_constant75" -> "1917 quantize_per_channel_default_94" [label="(1152, 384)", style=solid]; -"1917 quantize_per_channel_default_94" -> "1918 dequantize_per_channel_default_94" [label="(1152, 384)", style=solid]; -"1918 dequantize_per_channel_default_94" -> "1920 linear_112" [label="(1152, 384)", style=solid]; -"1919 _frozen_param154_0_0" -> "1920 linear_112" [label="(1152,)", style=solid]; -"1920 linear_112" -> "1921 reshape_82" [label="(4, 64, 1152)", style=solid]; -"1921 reshape_82" -> "1922 permute_84" [label="(4, 64, 3, 12, 32)", style=solid]; -"1922 permute_84" -> "1923 select_54" [label="(3, 4, 12, 64, 32)", style=solid]; -"1922 permute_84" -> "1924 select_55" [label="(3, 4, 12, 64, 32)", style=solid]; -"1922 permute_84" -> "1925 select_56" [label="(3, 4, 12, 64, 32)", style=solid]; -"1923 select_54" -> "1926 linalg_vector_norm_36" [label="(4, 12, 64, 32)", style=solid]; -"1923 select_54" -> "1928 expand_as_36" [label="(4, 12, 64, 32)", style=solid]; -"1923 select_54" -> "1929 div_36" [label="(4, 12, 64, 32)", style=solid]; -"1924 select_55" -> "1932 linalg_vector_norm_37" [label="(4, 12, 64, 32)", style=solid]; -"1924 select_55" -> "1934 expand_as_37" [label="(4, 12, 64, 32)", style=solid]; -"1924 select_55" -> "1935 div_37" [label="(4, 12, 64, 32)", style=solid]; -"1925 select_56" -> "1945 matmul_37" [label="(4, 12, 64, 32)", style=solid]; -"1926 linalg_vector_norm_36" -> "1927 clamp_min_36" [label="(4, 12, 64, 1)", style=solid]; -"1927 clamp_min_36" -> "1928 expand_as_36" [label="(4, 12, 64, 1)", style=solid]; -"1928 expand_as_36" -> "1929 div_36" [label="(4, 12, 64, 32)", style=solid]; -"1929 div_36" -> "1930 quantize_per_tensor_default_112" [label="(4, 12, 64, 32)", style=solid]; -"1930 quantize_per_tensor_default_112" -> "1931 dequantize_per_tensor_default_112" [label="(4, 12, 64, 32)", style=solid]; -"1931 dequantize_per_tensor_default_112" -> "1939 matmul_36" [label="(4, 12, 64, 32)", style=solid]; -"1932 linalg_vector_norm_37" -> "1933 clamp_min_37" [label="(4, 12, 64, 1)", style=solid]; -"1933 clamp_min_37" -> "1934 expand_as_37" [label="(4, 12, 64, 1)", style=solid]; -"1934 expand_as_37" -> "1935 div_37" [label="(4, 12, 64, 32)", style=solid]; -"1935 div_37" -> "1936 quantize_per_tensor_default_113" [label="(4, 12, 64, 32)", style=solid]; -"1936 quantize_per_tensor_default_113" -> "1937 dequantize_per_tensor_default_113" [label="(4, 12, 64, 32)", style=solid]; -"1937 dequantize_per_tensor_default_113" -> "1938 transpose_36" [label="(4, 12, 64, 32)", style=solid]; -"1938 transpose_36" -> "1939 matmul_36" [label="(4, 12, 32, 64)", style=solid]; -"1939 matmul_36" -> "1941 mul_37" [label="(4, 12, 64, 64)", style=solid]; -"1940 _frozen_param156" -> "1941 mul_37" [label="(12, 1, 1)", style=solid]; -"1941 mul_37" -> "1942 add_63" [label="(4, 12, 64, 64)", style=solid]; -"1942 add_63" -> "1943 softmax_18" [label="(4, 12, 64, 64)", style=solid]; -"1943 softmax_18" -> "1944 dropout_72" [label="(4, 12, 64, 64)", style=solid]; -"1944 dropout_72" -> "1945 matmul_37" [label="(4, 12, 64, 64)", style=solid]; -"1945 matmul_37" -> "1946 transpose_37" [label="(4, 12, 64, 32)", style=solid]; -"1946 transpose_37" -> "1947 reshape_83" [label="(4, 64, 12, 32)", style=solid]; -"1947 reshape_83" -> "1948 reshape_83_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; -"1948 reshape_83_0_0_nncf_smooth_quant_0" -> "1949 quantize_per_tensor_default_114" [label="(4, 64, 384)", style=solid]; -"1949 quantize_per_tensor_default_114" -> "1950 dequantize_per_tensor_default_114" [label="(4, 64, 384)", style=solid]; -"1950 dequantize_per_tensor_default_114" -> "1957 linear_113" [label="(4, 64, 384)", style=solid]; -"1951 linear_113_scale_0" -> "1954 quantize_per_channel_default_95" [label="(384,)", style=solid]; -"1951 linear_113_scale_0" -> "1955 dequantize_per_channel_default_95" [label="(384,)", style=solid]; -"1952 linear_113_zero_point_0" -> "1954 quantize_per_channel_default_95" [label="(384,)", style=solid]; -"1952 linear_113_zero_point_0" -> "1955 dequantize_per_channel_default_95" [label="(384,)", style=solid]; -"1953 compressed_weight_updated_constant76" -> "1954 quantize_per_channel_default_95" [label="(384, 384)", style=solid]; -"1954 quantize_per_channel_default_95" -> "1955 dequantize_per_channel_default_95" [label="(384, 384)", style=solid]; -"1955 dequantize_per_channel_default_95" -> "1957 linear_113" [label="(384, 384)", style=solid]; -"1956 features_5_14_attn_proj_bias_0_0" -> "1957 linear_113" [label="(384,)", style=solid]; -"1957 linear_113" -> "1958 dropout_73" [label="(4, 64, 384)", style=solid]; -"1958 dropout_73" -> "1959 view_102" [label="(4, 64, 384)", style=solid]; -"1959 view_102" -> "1960 permute_85" [label="(1, 2, 2, 8, 8, 384)", style=solid]; -"1960 permute_85" -> "1961 reshape_84" [label="(1, 2, 8, 2, 8, 384)", style=solid]; -"1961 reshape_84" -> "1962 slice_274" [label="(1, 16, 16, 384)", style=solid]; -"1962 slice_274" -> "1963 slice_275" [label="(1, 16, 16, 384)", style=solid]; -"1963 slice_275" -> "1964 slice_276" [label="(1, 14, 16, 384)", style=solid]; -"1964 slice_276" -> "1965 slice_277" [label="(1, 14, 14, 384)", style=solid]; -"1965 slice_277" -> "1966 contiguous_35" [label="(1, 14, 14, 384)", style=solid]; -"1966 contiguous_35" -> "1967 layer_norm_39" [label="(1, 14, 14, 384)", style=solid]; -"1967 layer_norm_39" -> "1968 add_64" [label="(1, 14, 14, 384)", style=solid]; -"1968 add_64" -> "1969 add_64_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; -"1968 add_64" -> "1993 add_65" [label="(1, 14, 14, 384)", style=solid]; -"1969 add_64_0_0_nncf_smooth_quant_0" -> "1970 quantize_per_tensor_default_115" [label="(1, 14, 14, 384)", style=solid]; -"1970 quantize_per_tensor_default_115" -> "1971 dequantize_per_tensor_default_115" [label="(1, 14, 14, 384)", style=solid]; -"1971 dequantize_per_tensor_default_115" -> "1978 linear_114" [label="(1, 14, 14, 384)", style=solid]; -"1972 linear_114_scale_0" -> "1975 quantize_per_channel_default_96" [label="(1536,)", style=solid]; -"1972 linear_114_scale_0" -> "1976 dequantize_per_channel_default_96" [label="(1536,)", style=solid]; -"1973 linear_114_zero_point_0" -> "1975 quantize_per_channel_default_96" [label="(1536,)", style=solid]; -"1973 linear_114_zero_point_0" -> "1976 dequantize_per_channel_default_96" [label="(1536,)", style=solid]; -"1974 compressed_weight_updated_constant77" -> "1975 quantize_per_channel_default_96" [label="(1536, 384)", style=solid]; -"1975 quantize_per_channel_default_96" -> "1976 dequantize_per_channel_default_96" [label="(1536, 384)", style=solid]; -"1976 dequantize_per_channel_default_96" -> "1978 linear_114" [label="(1536, 384)", style=solid]; -"1977 features_5_14_mlp_0_bias_0_0" -> "1978 linear_114" [label="(1536,)", style=solid]; -"1978 linear_114" -> "1979 gelu_18" [label="(1, 14, 14, 1536)", style=solid]; -"1979 gelu_18" -> "1980 dropout_74" [label="(1, 14, 14, 1536)", style=solid]; -"1980 dropout_74" -> "1981 dropout_74_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; -"1981 dropout_74_0_0_nncf_smooth_quant_0" -> "1982 quantize_per_tensor_default_116" [label="(1, 14, 14, 1536)", style=solid]; -"1982 quantize_per_tensor_default_116" -> "1983 dequantize_per_tensor_default_116" [label="(1, 14, 14, 1536)", style=solid]; -"1983 dequantize_per_tensor_default_116" -> "1990 linear_115" [label="(1, 14, 14, 1536)", style=solid]; -"1984 linear_115_scale_0" -> "1987 quantize_per_channel_default_97" [label="(384,)", style=solid]; -"1984 linear_115_scale_0" -> "1988 dequantize_per_channel_default_97" [label="(384,)", style=solid]; -"1985 linear_115_zero_point_0" -> "1987 quantize_per_channel_default_97" [label="(384,)", style=solid]; -"1985 linear_115_zero_point_0" -> "1988 dequantize_per_channel_default_97" [label="(384,)", style=solid]; -"1986 compressed_weight_updated_constant78" -> "1987 quantize_per_channel_default_97" [label="(384, 1536)", style=solid]; -"1987 quantize_per_channel_default_97" -> "1988 dequantize_per_channel_default_97" [label="(384, 1536)", style=solid]; -"1988 dequantize_per_channel_default_97" -> "1990 linear_115" [label="(384, 1536)", style=solid]; -"1989 features_5_14_mlp_3_bias_0_0" -> "1990 linear_115" [label="(384,)", style=solid]; -"1990 linear_115" -> "1991 dropout_75" [label="(1, 14, 14, 384)", style=solid]; -"1991 dropout_75" -> "1992 layer_norm_40" [label="(1, 14, 14, 384)", style=solid]; -"1992 layer_norm_40" -> "1993 add_65" [label="(1, 14, 14, 384)", style=solid]; -"1993 add_65" -> "1995 pad_21" [label="(1, 14, 14, 384)", style=solid]; -"1993 add_65" -> "2074 add_68" [label="(1, 14, 14, 384)", style=solid]; -"1994 _frozen_param157" -> "2031 add_66" [label="(1, 12, 64, 64)", style=solid]; -"1995 pad_21" -> "1996 roll_18" [label="(1, 16, 16, 384)", style=solid]; -"1996 roll_18" -> "1997 view_105" [label="(1, 16, 16, 384)", style=solid]; -"1997 view_105" -> "1998 permute_87" [label="(1, 2, 8, 2, 8, 384)", style=solid]; -"1998 permute_87" -> "1999 reshape_85" [label="(1, 2, 2, 8, 8, 384)", style=solid]; -"1999 reshape_85" -> "2000 reshape_85_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; -"1999 reshape_85" -> "2032 new_zeros_9" [label="(4, 64, 384)", style=solid]; -"2000 reshape_85_0_0_nncf_smooth_quant_0" -> "2001 quantize_per_tensor_default_117" [label="(4, 64, 384)", style=solid]; -"2001 quantize_per_tensor_default_117" -> "2002 dequantize_per_tensor_default_117" [label="(4, 64, 384)", style=solid]; -"2002 dequantize_per_tensor_default_117" -> "2009 linear_118" [label="(4, 64, 384)", style=solid]; -"2003 linear_118_scale_0" -> "2006 quantize_per_channel_default_99" [label="(1152,)", style=solid]; -"2003 linear_118_scale_0" -> "2007 dequantize_per_channel_default_99" [label="(1152,)", style=solid]; -"2004 linear_118_zero_point_0" -> "2006 quantize_per_channel_default_99" [label="(1152,)", style=solid]; -"2004 linear_118_zero_point_0" -> "2007 dequantize_per_channel_default_99" [label="(1152,)", style=solid]; -"2005 compressed_weight_updated_constant79" -> "2006 quantize_per_channel_default_99" [label="(1152, 384)", style=solid]; -"2006 quantize_per_channel_default_99" -> "2007 dequantize_per_channel_default_99" [label="(1152, 384)", style=solid]; -"2007 dequantize_per_channel_default_99" -> "2009 linear_118" [label="(1152, 384)", style=solid]; -"2008 _frozen_param158_0_0" -> "2009 linear_118" [label="(1152,)", style=solid]; -"2009 linear_118" -> "2010 reshape_86" [label="(4, 64, 1152)", style=solid]; -"2010 reshape_86" -> "2011 permute_88" [label="(4, 64, 3, 12, 32)", style=solid]; -"2011 permute_88" -> "2012 select_57" [label="(3, 4, 12, 64, 32)", style=solid]; -"2011 permute_88" -> "2013 select_58" [label="(3, 4, 12, 64, 32)", style=solid]; -"2011 permute_88" -> "2014 select_59" [label="(3, 4, 12, 64, 32)", style=solid]; -"2012 select_57" -> "2015 linalg_vector_norm_38" [label="(4, 12, 64, 32)", style=solid]; -"2012 select_57" -> "2017 expand_as_38" [label="(4, 12, 64, 32)", style=solid]; -"2012 select_57" -> "2018 div_38" [label="(4, 12, 64, 32)", style=solid]; -"2013 select_58" -> "2021 linalg_vector_norm_39" [label="(4, 12, 64, 32)", style=solid]; -"2013 select_58" -> "2023 expand_as_39" [label="(4, 12, 64, 32)", style=solid]; -"2013 select_58" -> "2024 div_39" [label="(4, 12, 64, 32)", style=solid]; -"2014 select_59" -> "2050 matmul_39" [label="(4, 12, 64, 32)", style=solid]; -"2015 linalg_vector_norm_38" -> "2016 clamp_min_38" [label="(4, 12, 64, 1)", style=solid]; -"2016 clamp_min_38" -> "2017 expand_as_38" [label="(4, 12, 64, 1)", style=solid]; -"2017 expand_as_38" -> "2018 div_38" [label="(4, 12, 64, 32)", style=solid]; -"2018 div_38" -> "2019 quantize_per_tensor_default_118" [label="(4, 12, 64, 32)", style=solid]; -"2019 quantize_per_tensor_default_118" -> "2020 dequantize_per_tensor_default_118" [label="(4, 12, 64, 32)", style=solid]; -"2020 dequantize_per_tensor_default_118" -> "2028 matmul_38" [label="(4, 12, 64, 32)", style=solid]; -"2021 linalg_vector_norm_39" -> "2022 clamp_min_39" [label="(4, 12, 64, 1)", style=solid]; -"2022 clamp_min_39" -> "2023 expand_as_39" [label="(4, 12, 64, 1)", style=solid]; -"2023 expand_as_39" -> "2024 div_39" [label="(4, 12, 64, 32)", style=solid]; -"2024 div_39" -> "2025 quantize_per_tensor_default_119" [label="(4, 12, 64, 32)", style=solid]; -"2025 quantize_per_tensor_default_119" -> "2026 dequantize_per_tensor_default_119" [label="(4, 12, 64, 32)", style=solid]; -"2026 dequantize_per_tensor_default_119" -> "2027 transpose_38" [label="(4, 12, 64, 32)", style=solid]; -"2027 transpose_38" -> "2028 matmul_38" [label="(4, 12, 32, 64)", style=solid]; -"2028 matmul_38" -> "2030 mul_39" [label="(4, 12, 64, 64)", style=solid]; -"2029 _frozen_param160" -> "2030 mul_39" [label="(12, 1, 1)", style=solid]; -"2030 mul_39" -> "2031 add_66" [label="(4, 12, 64, 64)", style=solid]; -"2031 add_66" -> "2043 view_107" [label="(4, 12, 64, 64)", style=solid]; -"2032 new_zeros_9" -> "2033 view_106" [label="(16, 16)", style=solid]; -"2033 view_106" -> "2034 permute_89" [label="(2, 8, 2, 8)", style=solid]; -"2034 permute_89" -> "2035 reshape_87" [label="(2, 2, 8, 8)", style=solid]; -"2035 reshape_87" -> "2036 unsqueeze_56" [label="(4, 64)", style=solid]; -"2035 reshape_87" -> "2037 unsqueeze_57" [label="(4, 64)", style=solid]; -"2036 unsqueeze_56" -> "2038 sub_9" [label="(4, 1, 64)", style=solid]; -"2037 unsqueeze_57" -> "2038 sub_9" [label="(4, 64, 1)", style=solid]; -"2038 sub_9" -> "2039 ne_9" [label="(4, 64, 64)", style=solid]; -"2038 sub_9" -> "2040 masked_fill_18" [label="(4, 64, 64)", style=solid]; -"2038 sub_9" -> "2041 eq_9" [label="(4, 64, 64)", style=solid]; -"2039 ne_9" -> "2040 masked_fill_18" [label="(4, 64, 64)", style=solid]; -"2040 masked_fill_18" -> "2042 masked_fill_19" [label="(4, 64, 64)", style=solid]; -"2041 eq_9" -> "2042 masked_fill_19" [label="(4, 64, 64)", style=solid]; -"2042 masked_fill_19" -> "2044 unsqueeze_58" [label="(4, 64, 64)", style=solid]; -"2043 view_107" -> "2046 add_67" [label="(1, 4, 12, 64, 64)", style=solid]; -"2044 unsqueeze_58" -> "2045 unsqueeze_59" [label="(4, 1, 64, 64)", style=solid]; -"2045 unsqueeze_59" -> "2046 add_67" [label="(1, 4, 1, 64, 64)", style=solid]; -"2046 add_67" -> "2047 view_108" [label="(1, 4, 12, 64, 64)", style=solid]; -"2047 view_108" -> "2048 softmax_19" [label="(4, 12, 64, 64)", style=solid]; -"2048 softmax_19" -> "2049 dropout_76" [label="(4, 12, 64, 64)", style=solid]; -"2049 dropout_76" -> "2050 matmul_39" [label="(4, 12, 64, 64)", style=solid]; -"2050 matmul_39" -> "2051 transpose_39" [label="(4, 12, 64, 32)", style=solid]; -"2051 transpose_39" -> "2052 reshape_88" [label="(4, 64, 12, 32)", style=solid]; -"2052 reshape_88" -> "2053 reshape_88_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; -"2053 reshape_88_0_0_nncf_smooth_quant_0" -> "2054 quantize_per_tensor_default_120" [label="(4, 64, 384)", style=solid]; -"2054 quantize_per_tensor_default_120" -> "2055 dequantize_per_tensor_default_120" [label="(4, 64, 384)", style=solid]; -"2055 dequantize_per_tensor_default_120" -> "2062 linear_119" [label="(4, 64, 384)", style=solid]; -"2056 linear_119_scale_0" -> "2059 quantize_per_channel_default_100" [label="(384,)", style=solid]; -"2056 linear_119_scale_0" -> "2060 dequantize_per_channel_default_100" [label="(384,)", style=solid]; -"2057 linear_119_zero_point_0" -> "2059 quantize_per_channel_default_100" [label="(384,)", style=solid]; -"2057 linear_119_zero_point_0" -> "2060 dequantize_per_channel_default_100" [label="(384,)", style=solid]; -"2058 compressed_weight_updated_constant80" -> "2059 quantize_per_channel_default_100" [label="(384, 384)", style=solid]; -"2059 quantize_per_channel_default_100" -> "2060 dequantize_per_channel_default_100" [label="(384, 384)", style=solid]; -"2060 dequantize_per_channel_default_100" -> "2062 linear_119" [label="(384, 384)", style=solid]; -"2061 features_5_15_attn_proj_bias_0_0" -> "2062 linear_119" [label="(384,)", style=solid]; -"2062 linear_119" -> "2063 dropout_77" [label="(4, 64, 384)", style=solid]; -"2063 dropout_77" -> "2064 view_109" [label="(4, 64, 384)", style=solid]; -"2064 view_109" -> "2065 permute_90" [label="(1, 2, 2, 8, 8, 384)", style=solid]; -"2065 permute_90" -> "2066 reshape_89" [label="(1, 2, 8, 2, 8, 384)", style=solid]; -"2066 reshape_89" -> "2067 roll_19" [label="(1, 16, 16, 384)", style=solid]; -"2067 roll_19" -> "2068 slice_297" [label="(1, 16, 16, 384)", style=solid]; -"2068 slice_297" -> "2069 slice_298" [label="(1, 16, 16, 384)", style=solid]; -"2069 slice_298" -> "2070 slice_299" [label="(1, 14, 16, 384)", style=solid]; -"2070 slice_299" -> "2071 slice_300" [label="(1, 14, 14, 384)", style=solid]; -"2071 slice_300" -> "2072 contiguous_37" [label="(1, 14, 14, 384)", style=solid]; -"2072 contiguous_37" -> "2073 layer_norm_41" [label="(1, 14, 14, 384)", style=solid]; -"2073 layer_norm_41" -> "2074 add_68" [label="(1, 14, 14, 384)", style=solid]; -"2074 add_68" -> "2075 add_68_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; -"2074 add_68" -> "2099 add_69" [label="(1, 14, 14, 384)", style=solid]; -"2075 add_68_0_0_nncf_smooth_quant_0" -> "2076 quantize_per_tensor_default_121" [label="(1, 14, 14, 384)", style=solid]; -"2076 quantize_per_tensor_default_121" -> "2077 dequantize_per_tensor_default_121" [label="(1, 14, 14, 384)", style=solid]; -"2077 dequantize_per_tensor_default_121" -> "2084 linear_120" [label="(1, 14, 14, 384)", style=solid]; -"2078 linear_120_scale_0" -> "2081 quantize_per_channel_default_101" [label="(1536,)", style=solid]; -"2078 linear_120_scale_0" -> "2082 dequantize_per_channel_default_101" [label="(1536,)", style=solid]; -"2079 linear_120_zero_point_0" -> "2081 quantize_per_channel_default_101" [label="(1536,)", style=solid]; -"2079 linear_120_zero_point_0" -> "2082 dequantize_per_channel_default_101" [label="(1536,)", style=solid]; -"2080 compressed_weight_updated_constant81" -> "2081 quantize_per_channel_default_101" [label="(1536, 384)", style=solid]; -"2081 quantize_per_channel_default_101" -> "2082 dequantize_per_channel_default_101" [label="(1536, 384)", style=solid]; -"2082 dequantize_per_channel_default_101" -> "2084 linear_120" [label="(1536, 384)", style=solid]; -"2083 features_5_15_mlp_0_bias_0_0" -> "2084 linear_120" [label="(1536,)", style=solid]; -"2084 linear_120" -> "2085 gelu_19" [label="(1, 14, 14, 1536)", style=solid]; -"2085 gelu_19" -> "2086 dropout_78" [label="(1, 14, 14, 1536)", style=solid]; -"2086 dropout_78" -> "2087 dropout_78_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; -"2087 dropout_78_0_0_nncf_smooth_quant_0" -> "2088 quantize_per_tensor_default_122" [label="(1, 14, 14, 1536)", style=solid]; -"2088 quantize_per_tensor_default_122" -> "2089 dequantize_per_tensor_default_122" [label="(1, 14, 14, 1536)", style=solid]; -"2089 dequantize_per_tensor_default_122" -> "2096 linear_121" [label="(1, 14, 14, 1536)", style=solid]; -"2090 linear_121_scale_0" -> "2093 quantize_per_channel_default_102" [label="(384,)", style=solid]; -"2090 linear_121_scale_0" -> "2094 dequantize_per_channel_default_102" [label="(384,)", style=solid]; -"2091 linear_121_zero_point_0" -> "2093 quantize_per_channel_default_102" 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[label="(384,)", style=solid]; +"113 features_5_9_norm2_weight" -> "1547 layer_norm_30" [label="(384,)", style=solid]; +"114 features_5_9_norm2_bias" -> "1547 layer_norm_30" [label="(384,)", style=solid]; +"115 features_5_10_norm1_weight" -> "1609 layer_norm_31" [label="(384,)", style=solid]; +"116 features_5_10_norm1_bias" -> "1609 layer_norm_31" [label="(384,)", style=solid]; +"117 features_5_10_mlp_0_bias" -> "1619 linear_90" [label="(1536,)", style=solid]; +"118 features_5_10_mlp_3_bias" -> "1630 linear_91" [label="(384,)", style=solid]; +"119 features_5_10_norm2_weight" -> "1632 layer_norm_32" [label="(384,)", style=solid]; +"120 features_5_10_norm2_bias" -> "1632 layer_norm_32" [label="(384,)", style=solid]; +"121 features_5_11_norm1_weight" -> "1712 layer_norm_33" [label="(384,)", style=solid]; +"122 features_5_11_norm1_bias" -> "1712 layer_norm_33" [label="(384,)", style=solid]; +"123 features_5_11_mlp_0_bias" -> "1722 linear_96" [label="(1536,)", style=solid]; +"124 features_5_11_mlp_3_bias" -> "1733 linear_97" [label="(384,)", style=solid]; +"125 features_5_11_norm2_weight" -> "1735 layer_norm_34" [label="(384,)", style=solid]; +"126 features_5_11_norm2_bias" -> "1735 layer_norm_34" [label="(384,)", style=solid]; +"127 features_5_12_norm1_weight" -> "1797 layer_norm_35" [label="(384,)", style=solid]; +"128 features_5_12_norm1_bias" -> "1797 layer_norm_35" [label="(384,)", style=solid]; +"129 features_5_12_mlp_0_bias" -> "1807 linear_102" [label="(1536,)", style=solid]; +"130 features_5_12_mlp_3_bias" -> "1818 linear_103" [label="(384,)", style=solid]; +"131 features_5_12_norm2_weight" -> "1820 layer_norm_36" [label="(384,)", style=solid]; +"132 features_5_12_norm2_bias" -> "1820 layer_norm_36" [label="(384,)", style=solid]; +"133 features_5_13_norm1_weight" -> "1900 layer_norm_37" [label="(384,)", style=solid]; +"134 features_5_13_norm1_bias" -> "1900 layer_norm_37" [label="(384,)", style=solid]; +"135 features_5_13_mlp_0_bias" -> "1910 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+"147 features_5_15_mlp_0_bias" -> "2098 linear_120" [label="(1536,)", style=solid]; +"148 features_5_15_mlp_3_bias" -> "2109 linear_121" [label="(384,)", style=solid]; +"149 features_5_15_norm2_weight" -> "2111 layer_norm_42" [label="(384,)", style=solid]; +"150 features_5_15_norm2_bias" -> "2111 layer_norm_42" [label="(384,)", style=solid]; +"151 features_5_16_norm1_weight" -> "2173 layer_norm_43" [label="(384,)", style=solid]; +"152 features_5_16_norm1_bias" -> "2173 layer_norm_43" [label="(384,)", style=solid]; +"153 features_5_16_mlp_0_bias" -> "2183 linear_126" [label="(1536,)", style=solid]; +"154 features_5_16_mlp_3_bias" -> "2194 linear_127" [label="(384,)", style=solid]; +"155 features_5_16_norm2_weight" -> "2196 layer_norm_44" [label="(384,)", style=solid]; +"156 features_5_16_norm2_bias" -> "2196 layer_norm_44" [label="(384,)", style=solid]; +"157 features_5_17_norm1_weight" -> "2276 layer_norm_45" [label="(384,)", style=solid]; +"158 features_5_17_norm1_bias" -> "2276 layer_norm_45" [label="(384,)", style=solid]; +"159 features_5_17_mlp_0_bias" -> "2286 linear_132" [label="(1536,)", style=solid]; +"160 features_5_17_mlp_3_bias" -> "2297 linear_133" [label="(384,)", style=solid]; +"161 features_5_17_norm2_weight" -> "2299 layer_norm_46" [label="(384,)", style=solid]; +"162 features_5_17_norm2_bias" -> "2299 layer_norm_46" [label="(384,)", style=solid]; +"163 features_6_norm_weight" -> "2324 layer_norm_47" [label="(768,)", style=solid]; +"164 features_6_norm_bias" -> "2324 layer_norm_47" [label="(768,)", style=solid]; +"165 features_7_0_norm1_weight" -> "2385 layer_norm_48" [label="(768,)", style=solid]; +"166 features_7_0_norm1_bias" -> "2385 layer_norm_48" [label="(768,)", style=solid]; +"167 features_7_0_mlp_0_bias" -> "2395 linear_139" [label="(3072,)", style=solid]; +"168 features_7_0_mlp_3_bias" -> "2406 linear_140" [label="(768,)", style=solid]; +"169 features_7_0_norm2_weight" -> "2408 layer_norm_49" [label="(768,)", style=solid]; +"170 features_7_0_norm2_bias" -> "2408 layer_norm_49" [label="(768,)", style=solid]; +"171 features_7_1_norm1_weight" -> "2470 layer_norm_50" [label="(768,)", style=solid]; +"172 features_7_1_norm1_bias" -> "2470 layer_norm_50" [label="(768,)", style=solid]; +"173 features_7_1_mlp_0_bias" -> "2480 linear_145" [label="(3072,)", style=solid]; +"174 features_7_1_mlp_3_bias" -> "2491 linear_146" [label="(768,)", style=solid]; +"175 features_7_1_norm2_weight" -> "2493 layer_norm_51" [label="(768,)", style=solid]; +"176 features_7_1_norm2_bias" -> "2493 layer_norm_51" [label="(768,)", style=solid]; +"177 norm_weight" -> "2495 layer_norm_52" [label="(768,)", style=solid]; +"178 norm_bias" -> "2495 layer_norm_52" [label="(768,)", style=solid]; +"179 head_bias" -> "2507 linear_147" [label="(1000,)", style=solid]; +"180 x" -> "181 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"181 quantize_per_tensor_default" -> "182 dequantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; +"182 dequantize_per_tensor_default" -> "188 conv2d" [label="(1, 3, 224, 224)", style=solid]; +"183 conv2d_scale_0" -> "186 quantize_per_channel_default" [label="(96,)", style=solid]; +"183 conv2d_scale_0" -> "187 dequantize_per_channel_default" [label="(96,)", style=solid]; +"184 conv2d_zero_point_0" -> "186 quantize_per_channel_default" [label="(96,)", style=solid]; +"184 conv2d_zero_point_0" -> "187 dequantize_per_channel_default" [label="(96,)", style=solid]; +"185 compressed_weight_updated_constant0" -> "186 quantize_per_channel_default" [label="(96, 3, 4, 4)", style=solid]; +"186 quantize_per_channel_default" -> "187 dequantize_per_channel_default" [label="(96, 3, 4, 4)", style=solid]; +"187 dequantize_per_channel_default" -> "188 conv2d" [label="(96, 3, 4, 4)", style=solid]; +"188 conv2d" -> "189 permute" [label="(1, 96, 56, 56)", style=solid]; +"189 permute" -> "190 layer_norm" [label="(1, 56, 56, 96)", style=solid]; +"190 layer_norm" -> "192 pad" [label="(1, 56, 56, 96)", style=solid]; +"190 layer_norm" -> "249 add_1" [label="(1, 56, 56, 96)", style=solid]; +"191 _frozen_param0" -> "227 add" [label="(1, 3, 64, 64)", style=solid]; +"192 pad" -> "193 view_2" [label="(1, 56, 56, 96)", style=solid]; +"193 view_2" -> "194 permute_2" [label="(1, 7, 8, 7, 8, 96)", style=solid]; +"194 permute_2" -> "195 reshape" [label="(1, 7, 7, 8, 8, 96)", style=solid]; +"195 reshape" -> "197 reshape_0_0_nncf_smooth_quant_0" [label="(49, 64, 96)", style=solid]; +"196 _frozen_param1" -> "205 linear_2" [label="(288,)", style=solid]; +"197 reshape_0_0_nncf_smooth_quant_0" -> "198 quantize_per_tensor_default_1" [label="(49, 64, 96)", style=solid]; +"198 quantize_per_tensor_default_1" -> "199 dequantize_per_tensor_default_1" [label="(49, 64, 96)", style=solid]; +"199 dequantize_per_tensor_default_1" -> "205 linear_2" [label="(49, 64, 96)", style=solid]; +"200 linear_2_scale_0" -> "203 quantize_per_channel_default_1" [label="(288,)", style=solid]; +"200 linear_2_scale_0" -> "204 dequantize_per_channel_default_1" [label="(288,)", style=solid]; +"201 linear_2_zero_point_0" -> "203 quantize_per_channel_default_1" [label="(288,)", style=solid]; +"201 linear_2_zero_point_0" -> "204 dequantize_per_channel_default_1" [label="(288,)", style=solid]; +"202 compressed_weight_updated_constant1" -> "203 quantize_per_channel_default_1" [label="(288, 96)", style=solid]; +"203 quantize_per_channel_default_1" -> "204 dequantize_per_channel_default_1" [label="(288, 96)", style=solid]; +"204 dequantize_per_channel_default_1" -> "205 linear_2" [label="(288, 96)", style=solid]; +"205 linear_2" -> "206 reshape_1" [label="(49, 64, 288)", style=solid]; +"206 reshape_1" -> "207 permute_3" [label="(49, 64, 3, 3, 32)", style=solid]; +"207 permute_3" -> "208 select" [label="(3, 49, 3, 64, 32)", style=solid]; +"207 permute_3" -> "209 select_1" [label="(3, 49, 3, 64, 32)", style=solid]; +"207 permute_3" -> "210 select_2" [label="(3, 49, 3, 64, 32)", style=solid]; +"208 select" -> "211 linalg_vector_norm" [label="(49, 3, 64, 32)", style=solid]; +"208 select" -> "213 expand_as" [label="(49, 3, 64, 32)", style=solid]; +"208 select" -> "214 div" [label="(49, 3, 64, 32)", style=solid]; +"209 select_1" -> "217 linalg_vector_norm_1" [label="(49, 3, 64, 32)", style=solid]; +"209 select_1" -> "219 expand_as_1" [label="(49, 3, 64, 32)", style=solid]; +"209 select_1" -> "220 div_1" [label="(49, 3, 64, 32)", style=solid]; +"210 select_2" -> "230 matmul_1" [label="(49, 3, 64, 32)", style=solid]; +"211 linalg_vector_norm" -> "212 clamp_min" [label="(49, 3, 64, 1)", style=solid]; +"212 clamp_min" -> "213 expand_as" [label="(49, 3, 64, 1)", style=solid]; +"213 expand_as" -> "214 div" [label="(49, 3, 64, 32)", style=solid]; +"214 div" -> "215 quantize_per_tensor_default_2" [label="(49, 3, 64, 32)", style=solid]; +"215 quantize_per_tensor_default_2" -> "216 dequantize_per_tensor_default_2" [label="(49, 3, 64, 32)", style=solid]; +"216 dequantize_per_tensor_default_2" -> "224 matmul" [label="(49, 3, 64, 32)", style=solid]; +"217 linalg_vector_norm_1" -> "218 clamp_min_1" [label="(49, 3, 64, 1)", style=solid]; +"218 clamp_min_1" -> "219 expand_as_1" [label="(49, 3, 64, 1)", style=solid]; +"219 expand_as_1" -> "220 div_1" [label="(49, 3, 64, 32)", style=solid]; +"220 div_1" -> "221 quantize_per_tensor_default_3" [label="(49, 3, 64, 32)", style=solid]; +"221 quantize_per_tensor_default_3" -> "222 dequantize_per_tensor_default_3" [label="(49, 3, 64, 32)", style=solid]; +"222 dequantize_per_tensor_default_3" -> "223 transpose" [label="(49, 3, 64, 32)", style=solid]; +"223 transpose" -> "224 matmul" [label="(49, 3, 32, 64)", style=solid]; +"224 matmul" -> "226 mul_1" [label="(49, 3, 64, 64)", style=solid]; +"225 _frozen_param3" -> "226 mul_1" [label="(3, 1, 1)", style=solid]; +"226 mul_1" -> "227 add" [label="(49, 3, 64, 64)", style=solid]; +"227 add" -> "228 softmax" [label="(49, 3, 64, 64)", style=solid]; +"228 softmax" -> "229 dropout" [label="(49, 3, 64, 64)", style=solid]; +"229 dropout" -> "230 matmul_1" [label="(49, 3, 64, 64)", style=solid]; +"230 matmul_1" -> "231 transpose_1" [label="(49, 3, 64, 32)", style=solid]; +"231 transpose_1" -> "232 reshape_2" [label="(49, 64, 3, 32)", style=solid]; +"232 reshape_2" -> "233 reshape_2_0_0_nncf_smooth_quant_0" [label="(49, 64, 96)", style=solid]; +"233 reshape_2_0_0_nncf_smooth_quant_0" -> "234 quantize_per_tensor_default_4" [label="(49, 64, 96)", style=solid]; +"234 quantize_per_tensor_default_4" -> "235 dequantize_per_tensor_default_4" [label="(49, 64, 96)", style=solid]; +"235 dequantize_per_tensor_default_4" -> "241 linear_3" [label="(49, 64, 96)", style=solid]; +"236 linear_3_scale_0" -> "239 quantize_per_channel_default_2" [label="(96,)", style=solid]; +"236 linear_3_scale_0" -> "240 dequantize_per_channel_default_2" [label="(96,)", style=solid]; +"237 linear_3_zero_point_0" -> "239 quantize_per_channel_default_2" [label="(96,)", style=solid]; +"237 linear_3_zero_point_0" -> "240 dequantize_per_channel_default_2" [label="(96,)", style=solid]; +"238 compressed_weight_updated_constant2" -> "239 quantize_per_channel_default_2" [label="(96, 96)", style=solid]; +"239 quantize_per_channel_default_2" -> "240 dequantize_per_channel_default_2" [label="(96, 96)", style=solid]; +"240 dequantize_per_channel_default_2" -> "241 linear_3" [label="(96, 96)", style=solid]; +"241 linear_3" -> "242 dropout_1" [label="(49, 64, 96)", style=solid]; +"242 dropout_1" -> "243 view_3" [label="(49, 64, 96)", style=solid]; +"243 view_3" -> "244 permute_4" [label="(1, 7, 7, 8, 8, 96)", style=solid]; +"244 permute_4" -> "245 reshape_3" [label="(1, 7, 8, 7, 8, 96)", style=solid]; +"245 reshape_3" -> "246 slice_2" [label="(1, 56, 56, 96)", style=solid]; +"246 slice_2" -> "247 slice_3" [label="(1, 56, 56, 96)", style=solid]; +"247 slice_3" -> "248 layer_norm_1" [label="(1, 56, 56, 96)", style=solid]; +"248 layer_norm_1" -> "249 add_1" [label="(1, 56, 56, 96)", style=solid]; +"249 add_1" -> "250 add_1_0_0_nncf_smooth_quant_0" [label="(1, 56, 56, 96)", style=solid]; +"249 add_1" -> "272 add_2" [label="(1, 56, 56, 96)", style=solid]; +"250 add_1_0_0_nncf_smooth_quant_0" -> "251 quantize_per_tensor_default_5" [label="(1, 56, 56, 96)", style=solid]; +"251 quantize_per_tensor_default_5" -> "252 dequantize_per_tensor_default_5" [label="(1, 56, 56, 96)", style=solid]; +"252 dequantize_per_tensor_default_5" -> "258 linear_4" [label="(1, 56, 56, 96)", style=solid]; +"253 linear_4_scale_0" -> "256 quantize_per_channel_default_3" [label="(384,)", style=solid]; +"253 linear_4_scale_0" -> "257 dequantize_per_channel_default_3" [label="(384,)", style=solid]; +"254 linear_4_zero_point_0" -> "256 quantize_per_channel_default_3" [label="(384,)", style=solid]; +"254 linear_4_zero_point_0" -> "257 dequantize_per_channel_default_3" [label="(384,)", style=solid]; +"255 compressed_weight_updated_constant3" -> "256 quantize_per_channel_default_3" [label="(384, 96)", style=solid]; +"256 quantize_per_channel_default_3" -> "257 dequantize_per_channel_default_3" [label="(384, 96)", style=solid]; +"257 dequantize_per_channel_default_3" -> "258 linear_4" [label="(384, 96)", style=solid]; +"258 linear_4" -> "259 gelu" [label="(1, 56, 56, 384)", style=solid]; +"259 gelu" -> "260 dropout_2" [label="(1, 56, 56, 384)", style=solid]; +"260 dropout_2" -> "261 dropout_2_0_0_nncf_smooth_quant_0" [label="(1, 56, 56, 384)", style=solid]; +"261 dropout_2_0_0_nncf_smooth_quant_0" -> "262 quantize_per_tensor_default_6" [label="(1, 56, 56, 384)", style=solid]; +"262 quantize_per_tensor_default_6" -> "263 dequantize_per_tensor_default_6" [label="(1, 56, 56, 384)", style=solid]; +"263 dequantize_per_tensor_default_6" -> "269 linear_5" [label="(1, 56, 56, 384)", style=solid]; +"264 linear_5_scale_0" -> "267 quantize_per_channel_default_4" [label="(96,)", style=solid]; +"264 linear_5_scale_0" -> "268 dequantize_per_channel_default_4" [label="(96,)", style=solid]; +"265 linear_5_zero_point_0" -> "267 quantize_per_channel_default_4" [label="(96,)", style=solid]; +"265 linear_5_zero_point_0" -> "268 dequantize_per_channel_default_4" [label="(96,)", style=solid]; +"266 compressed_weight_updated_constant4" -> "267 quantize_per_channel_default_4" [label="(96, 384)", style=solid]; +"267 quantize_per_channel_default_4" -> "268 dequantize_per_channel_default_4" [label="(96, 384)", style=solid]; +"268 dequantize_per_channel_default_4" -> "269 linear_5" [label="(96, 384)", style=solid]; +"269 linear_5" -> "270 dropout_3" [label="(1, 56, 56, 96)", style=solid]; +"270 dropout_3" -> "271 layer_norm_2" [label="(1, 56, 56, 96)", style=solid]; +"271 layer_norm_2" -> "272 add_2" [label="(1, 56, 56, 96)", style=solid]; +"272 add_2" -> "274 pad_1" [label="(1, 56, 56, 96)", style=solid]; +"272 add_2" -> "349 add_5" [label="(1, 56, 56, 96)", style=solid]; +"273 _frozen_param4" -> "310 add_3" [label="(1, 3, 64, 64)", style=solid]; +"274 pad_1" -> "275 roll" [label="(1, 56, 56, 96)", style=solid]; +"275 roll" -> "276 view_6" [label="(1, 56, 56, 96)", style=solid]; +"276 view_6" -> "277 permute_6" [label="(1, 7, 8, 7, 8, 96)", style=solid]; +"277 permute_6" -> "278 reshape_4" [label="(1, 7, 7, 8, 8, 96)", style=solid]; +"278 reshape_4" -> "280 reshape_4_0_0_nncf_smooth_quant_0" [label="(49, 64, 96)", style=solid]; +"278 reshape_4" -> "311 new_zeros" [label="(49, 64, 96)", style=solid]; +"279 _frozen_param5" -> "288 linear_8" [label="(288,)", style=solid]; +"280 reshape_4_0_0_nncf_smooth_quant_0" -> "281 quantize_per_tensor_default_7" [label="(49, 64, 96)", style=solid]; +"281 quantize_per_tensor_default_7" -> "282 dequantize_per_tensor_default_7" [label="(49, 64, 96)", style=solid]; +"282 dequantize_per_tensor_default_7" -> "288 linear_8" [label="(49, 64, 96)", style=solid]; +"283 linear_8_scale_0" -> "286 quantize_per_channel_default_5" [label="(288,)", style=solid]; +"283 linear_8_scale_0" -> "287 dequantize_per_channel_default_5" [label="(288,)", style=solid]; +"284 linear_8_zero_point_0" -> "286 quantize_per_channel_default_5" [label="(288,)", style=solid]; +"284 linear_8_zero_point_0" -> "287 dequantize_per_channel_default_5" [label="(288,)", style=solid]; +"285 compressed_weight_updated_constant5" -> "286 quantize_per_channel_default_5" [label="(288, 96)", style=solid]; +"286 quantize_per_channel_default_5" -> "287 dequantize_per_channel_default_5" [label="(288, 96)", style=solid]; +"287 dequantize_per_channel_default_5" -> "288 linear_8" [label="(288, 96)", style=solid]; +"288 linear_8" -> "289 reshape_5" [label="(49, 64, 288)", style=solid]; +"289 reshape_5" -> "290 permute_7" [label="(49, 64, 3, 3, 32)", style=solid]; +"290 permute_7" -> "291 select_3" [label="(3, 49, 3, 64, 32)", style=solid]; +"290 permute_7" -> "292 select_4" [label="(3, 49, 3, 64, 32)", style=solid]; +"290 permute_7" -> "293 select_5" [label="(3, 49, 3, 64, 32)", style=solid]; +"291 select_3" -> "294 linalg_vector_norm_2" [label="(49, 3, 64, 32)", style=solid]; 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style=solid]; +"300 linalg_vector_norm_3" -> "301 clamp_min_3" [label="(49, 3, 64, 1)", style=solid]; +"301 clamp_min_3" -> "302 expand_as_3" [label="(49, 3, 64, 1)", style=solid]; +"302 expand_as_3" -> "303 div_3" [label="(49, 3, 64, 32)", style=solid]; +"303 div_3" -> "304 quantize_per_tensor_default_9" [label="(49, 3, 64, 32)", style=solid]; +"304 quantize_per_tensor_default_9" -> "305 dequantize_per_tensor_default_9" [label="(49, 3, 64, 32)", style=solid]; +"305 dequantize_per_tensor_default_9" -> "306 transpose_2" [label="(49, 3, 64, 32)", style=solid]; +"306 transpose_2" -> "307 matmul_2" [label="(49, 3, 32, 64)", style=solid]; +"307 matmul_2" -> "309 mul_3" [label="(49, 3, 64, 64)", style=solid]; +"308 _frozen_param7" -> "309 mul_3" [label="(3, 1, 1)", style=solid]; +"309 mul_3" -> "310 add_3" [label="(49, 3, 64, 64)", style=solid]; +"310 add_3" -> "322 view_8" [label="(49, 3, 64, 64)", style=solid]; +"311 new_zeros" -> "312 view_7" [label="(56, 56)", style=solid]; +"312 view_7" 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unsqueeze_5" [label="(49, 1, 64, 64)", style=solid]; +"324 unsqueeze_5" -> "325 add_4" [label="(1, 49, 1, 64, 64)", style=solid]; +"325 add_4" -> "326 view_9" [label="(1, 49, 3, 64, 64)", style=solid]; +"326 view_9" -> "327 softmax_1" [label="(49, 3, 64, 64)", style=solid]; +"327 softmax_1" -> "328 dropout_4" [label="(49, 3, 64, 64)", style=solid]; +"328 dropout_4" -> "329 matmul_3" [label="(49, 3, 64, 64)", style=solid]; +"329 matmul_3" -> "330 transpose_3" [label="(49, 3, 64, 32)", style=solid]; +"330 transpose_3" -> "331 reshape_7" [label="(49, 64, 3, 32)", style=solid]; +"331 reshape_7" -> "332 reshape_7_0_0_nncf_smooth_quant_0" [label="(49, 64, 96)", style=solid]; +"332 reshape_7_0_0_nncf_smooth_quant_0" -> "333 quantize_per_tensor_default_10" [label="(49, 64, 96)", style=solid]; +"333 quantize_per_tensor_default_10" -> "334 dequantize_per_tensor_default_10" [label="(49, 64, 96)", style=solid]; +"334 dequantize_per_tensor_default_10" -> "340 linear_9" [label="(49, 64, 96)", style=solid]; +"335 linear_9_scale_0" -> "338 quantize_per_channel_default_6" [label="(96,)", style=solid]; +"335 linear_9_scale_0" -> "339 dequantize_per_channel_default_6" [label="(96,)", style=solid]; +"336 linear_9_zero_point_0" -> "338 quantize_per_channel_default_6" [label="(96,)", style=solid]; +"336 linear_9_zero_point_0" -> "339 dequantize_per_channel_default_6" [label="(96,)", style=solid]; +"337 compressed_weight_updated_constant6" -> "338 quantize_per_channel_default_6" [label="(96, 96)", style=solid]; +"338 quantize_per_channel_default_6" -> "339 dequantize_per_channel_default_6" [label="(96, 96)", style=solid]; +"339 dequantize_per_channel_default_6" -> "340 linear_9" [label="(96, 96)", style=solid]; +"340 linear_9" -> "341 dropout_5" [label="(49, 64, 96)", style=solid]; +"341 dropout_5" -> "342 view_10" [label="(49, 64, 96)", style=solid]; +"342 view_10" -> "343 permute_9" [label="(1, 7, 7, 8, 8, 96)", style=solid]; +"343 permute_9" -> "344 reshape_8" [label="(1, 7, 8, 7, 8, 96)", style=solid]; +"344 reshape_8" -> "345 roll_1" [label="(1, 56, 56, 96)", style=solid]; +"345 roll_1" -> "346 slice_23" [label="(1, 56, 56, 96)", style=solid]; +"346 slice_23" -> "347 slice_24" [label="(1, 56, 56, 96)", style=solid]; +"347 slice_24" -> "348 layer_norm_3" [label="(1, 56, 56, 96)", style=solid]; +"348 layer_norm_3" -> "349 add_5" [label="(1, 56, 56, 96)", style=solid]; +"349 add_5" -> "350 add_5_0_0_nncf_smooth_quant_0" [label="(1, 56, 56, 96)", style=solid]; +"349 add_5" -> "372 add_6" [label="(1, 56, 56, 96)", style=solid]; +"350 add_5_0_0_nncf_smooth_quant_0" -> "351 quantize_per_tensor_default_11" [label="(1, 56, 56, 96)", style=solid]; +"351 quantize_per_tensor_default_11" -> "352 dequantize_per_tensor_default_11" [label="(1, 56, 56, 96)", style=solid]; +"352 dequantize_per_tensor_default_11" -> "358 linear_10" [label="(1, 56, 56, 96)", style=solid]; +"353 linear_10_scale_0" -> "356 quantize_per_channel_default_7" [label="(384,)", style=solid]; +"353 linear_10_scale_0" -> "357 dequantize_per_channel_default_7" [label="(384,)", style=solid]; +"354 linear_10_zero_point_0" -> "356 quantize_per_channel_default_7" [label="(384,)", style=solid]; +"354 linear_10_zero_point_0" -> "357 dequantize_per_channel_default_7" [label="(384,)", style=solid]; +"355 compressed_weight_updated_constant7" -> "356 quantize_per_channel_default_7" [label="(384, 96)", style=solid]; +"356 quantize_per_channel_default_7" -> "357 dequantize_per_channel_default_7" [label="(384, 96)", style=solid]; +"357 dequantize_per_channel_default_7" -> "358 linear_10" [label="(384, 96)", style=solid]; +"358 linear_10" -> "359 gelu_1" [label="(1, 56, 56, 384)", style=solid]; +"359 gelu_1" -> "360 dropout_6" [label="(1, 56, 56, 384)", style=solid]; +"360 dropout_6" -> "361 dropout_6_0_0_nncf_smooth_quant_0" [label="(1, 56, 56, 384)", style=solid]; +"361 dropout_6_0_0_nncf_smooth_quant_0" -> "362 quantize_per_tensor_default_12" [label="(1, 56, 56, 384)", style=solid]; +"362 quantize_per_tensor_default_12" -> "363 dequantize_per_tensor_default_12" [label="(1, 56, 56, 384)", style=solid]; +"363 dequantize_per_tensor_default_12" -> "369 linear_11" [label="(1, 56, 56, 384)", style=solid]; +"364 linear_11_scale_0" -> "367 quantize_per_channel_default_8" [label="(96,)", style=solid]; +"364 linear_11_scale_0" -> "368 dequantize_per_channel_default_8" [label="(96,)", style=solid]; +"365 linear_11_zero_point_0" -> "367 quantize_per_channel_default_8" [label="(96,)", style=solid]; +"365 linear_11_zero_point_0" -> "368 dequantize_per_channel_default_8" [label="(96,)", style=solid]; +"366 compressed_weight_updated_constant8" -> "367 quantize_per_channel_default_8" [label="(96, 384)", style=solid]; +"367 quantize_per_channel_default_8" -> "368 dequantize_per_channel_default_8" [label="(96, 384)", style=solid]; +"368 dequantize_per_channel_default_8" -> "369 linear_11" [label="(96, 384)", style=solid]; +"369 linear_11" -> "370 dropout_7" [label="(1, 56, 56, 96)", style=solid]; +"370 dropout_7" -> "371 layer_norm_4" [label="(1, 56, 56, 96)", style=solid]; +"371 layer_norm_4" -> "372 add_6" [label="(1, 56, 56, 96)", style=solid]; +"372 add_6" -> "373 pad_2" [label="(1, 56, 56, 96)", style=solid]; +"373 pad_2" -> "374 slice_25" [label="(1, 56, 56, 96)", style=solid]; +"373 pad_2" -> "377 slice_28" [label="(1, 56, 56, 96)", style=solid]; +"373 pad_2" -> "380 slice_31" [label="(1, 56, 56, 96)", style=solid]; +"373 pad_2" -> "383 slice_34" [label="(1, 56, 56, 96)", style=solid]; +"374 slice_25" -> "375 slice_26" [label="(1, 28, 56, 96)", style=solid]; +"375 slice_26" -> "376 slice_27" [label="(1, 28, 28, 96)", style=solid]; +"376 slice_27" -> "386 cat" [label="(1, 28, 28, 96)", style=solid]; +"377 slice_28" -> "378 slice_29" [label="(1, 28, 56, 96)", style=solid]; +"378 slice_29" -> "379 slice_30" [label="(1, 28, 28, 96)", style=solid]; +"379 slice_30" -> "386 cat" [label="(1, 28, 28, 96)", style=solid]; +"380 slice_31" -> "381 slice_32" [label="(1, 28, 56, 96)", style=solid]; +"381 slice_32" -> "382 slice_33" [label="(1, 28, 28, 96)", style=solid]; +"382 slice_33" -> "386 cat" [label="(1, 28, 28, 96)", style=solid]; +"383 slice_34" -> "384 slice_35" [label="(1, 28, 56, 96)", style=solid]; +"384 slice_35" -> "385 slice_36" [label="(1, 28, 28, 96)", style=solid]; +"385 slice_36" -> "386 cat" [label="(1, 28, 28, 96)", style=solid]; +"386 cat" -> "387 cat_0_0_nncf_smooth_quant_0" [label="(1, 28, 28, 384)", style=solid]; +"387 cat_0_0_nncf_smooth_quant_0" -> "388 quantize_per_tensor_default_13" [label="(1, 28, 28, 384)", style=solid]; +"388 quantize_per_tensor_default_13" -> "389 dequantize_per_tensor_default_13" [label="(1, 28, 28, 384)", style=solid]; +"389 dequantize_per_tensor_default_13" -> "395 linear_12" [label="(1, 28, 28, 384)", style=solid]; +"390 linear_12_scale_0" -> "393 quantize_per_channel_default_9" [label="(192,)", style=solid]; +"390 linear_12_scale_0" -> "394 dequantize_per_channel_default_9" [label="(192,)", style=solid]; +"391 linear_12_zero_point_0" -> "393 quantize_per_channel_default_9" [label="(192,)", style=solid]; +"391 linear_12_zero_point_0" -> "394 dequantize_per_channel_default_9" [label="(192,)", style=solid]; +"392 compressed_weight_updated_constant9" -> "393 quantize_per_channel_default_9" [label="(192, 384)", style=solid]; +"393 quantize_per_channel_default_9" -> "394 dequantize_per_channel_default_9" [label="(192, 384)", style=solid]; +"394 dequantize_per_channel_default_9" -> "395 linear_12" [label="(192, 384)", style=solid]; +"395 linear_12" -> "396 layer_norm_5" [label="(1, 28, 28, 192)", style=solid]; +"396 layer_norm_5" -> "398 pad_3" [label="(1, 28, 28, 192)", style=solid]; +"396 layer_norm_5" -> "458 add_8" [label="(1, 28, 28, 192)", style=solid]; +"397 _frozen_param17" -> "433 add_7" [label="(1, 6, 64, 64)", style=solid]; +"398 pad_3" -> "399 view_13" [label="(1, 32, 32, 192)", style=solid]; +"399 view_13" -> "400 permute_11" [label="(1, 4, 8, 4, 8, 192)", style=solid]; +"400 permute_11" -> "401 reshape_9" [label="(1, 4, 4, 8, 8, 192)", style=solid]; +"401 reshape_9" -> "403 reshape_9_0_0_nncf_smooth_quant_0" [label="(16, 64, 192)", style=solid]; +"402 _frozen_param18" -> "411 linear_15" [label="(576,)", style=solid]; +"403 reshape_9_0_0_nncf_smooth_quant_0" -> "404 quantize_per_tensor_default_14" [label="(16, 64, 192)", style=solid]; +"404 quantize_per_tensor_default_14" -> "405 dequantize_per_tensor_default_14" [label="(16, 64, 192)", style=solid]; +"405 dequantize_per_tensor_default_14" -> "411 linear_15" [label="(16, 64, 192)", style=solid]; +"406 linear_15_scale_0" -> "409 quantize_per_channel_default_10" [label="(576,)", style=solid]; +"406 linear_15_scale_0" -> "410 dequantize_per_channel_default_10" [label="(576,)", style=solid]; +"407 linear_15_zero_point_0" -> "409 quantize_per_channel_default_10" [label="(576,)", style=solid]; +"407 linear_15_zero_point_0" -> "410 dequantize_per_channel_default_10" [label="(576,)", style=solid]; +"408 compressed_weight_updated_constant10" -> "409 quantize_per_channel_default_10" [label="(576, 192)", style=solid]; +"409 quantize_per_channel_default_10" -> "410 dequantize_per_channel_default_10" [label="(576, 192)", style=solid]; +"410 dequantize_per_channel_default_10" -> "411 linear_15" [label="(576, 192)", style=solid]; +"411 linear_15" -> "412 reshape_10" [label="(16, 64, 576)", style=solid]; +"412 reshape_10" -> "413 permute_12" [label="(16, 64, 3, 6, 32)", style=solid]; +"413 permute_12" -> "414 select_6" [label="(3, 16, 6, 64, 32)", style=solid]; +"413 permute_12" -> "415 select_7" [label="(3, 16, 6, 64, 32)", style=solid]; +"413 permute_12" -> "416 select_8" [label="(3, 16, 6, 64, 32)", style=solid]; +"414 select_6" -> "417 linalg_vector_norm_4" [label="(16, 6, 64, 32)", style=solid]; +"414 select_6" -> "419 expand_as_4" [label="(16, 6, 64, 32)", style=solid]; +"414 select_6" -> "420 div_4" [label="(16, 6, 64, 32)", style=solid]; +"415 select_7" -> "423 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style=solid]; +"425 expand_as_5" -> "426 div_5" [label="(16, 6, 64, 32)", style=solid]; +"426 div_5" -> "427 quantize_per_tensor_default_16" [label="(16, 6, 64, 32)", style=solid]; +"427 quantize_per_tensor_default_16" -> "428 dequantize_per_tensor_default_16" [label="(16, 6, 64, 32)", style=solid]; +"428 dequantize_per_tensor_default_16" -> "429 transpose_4" [label="(16, 6, 64, 32)", style=solid]; +"429 transpose_4" -> "430 matmul_4" [label="(16, 6, 32, 64)", style=solid]; +"430 matmul_4" -> "432 mul_5" [label="(16, 6, 64, 64)", style=solid]; +"431 _frozen_param20" -> "432 mul_5" [label="(6, 1, 1)", style=solid]; +"432 mul_5" -> "433 add_7" [label="(16, 6, 64, 64)", style=solid]; +"433 add_7" -> "434 softmax_2" [label="(16, 6, 64, 64)", style=solid]; +"434 softmax_2" -> "435 dropout_8" [label="(16, 6, 64, 64)", style=solid]; +"435 dropout_8" -> "436 matmul_5" [label="(16, 6, 64, 64)", style=solid]; +"436 matmul_5" -> "437 transpose_5" [label="(16, 6, 64, 32)", style=solid]; +"437 transpose_5" -> "438 reshape_11" [label="(16, 64, 6, 32)", style=solid]; +"438 reshape_11" -> "439 reshape_11_0_0_nncf_smooth_quant_0" [label="(16, 64, 192)", style=solid]; +"439 reshape_11_0_0_nncf_smooth_quant_0" -> "440 quantize_per_tensor_default_17" [label="(16, 64, 192)", style=solid]; +"440 quantize_per_tensor_default_17" -> "441 dequantize_per_tensor_default_17" [label="(16, 64, 192)", style=solid]; +"441 dequantize_per_tensor_default_17" -> "447 linear_16" [label="(16, 64, 192)", style=solid]; +"442 linear_16_scale_0" -> "445 quantize_per_channel_default_11" [label="(192,)", style=solid]; +"442 linear_16_scale_0" -> "446 dequantize_per_channel_default_11" [label="(192,)", style=solid]; +"443 linear_16_zero_point_0" -> "445 quantize_per_channel_default_11" [label="(192,)", style=solid]; +"443 linear_16_zero_point_0" -> "446 dequantize_per_channel_default_11" [label="(192,)", style=solid]; +"444 compressed_weight_updated_constant11" -> "445 quantize_per_channel_default_11" [label="(192, 192)", style=solid]; +"445 quantize_per_channel_default_11" -> "446 dequantize_per_channel_default_11" [label="(192, 192)", style=solid]; +"446 dequantize_per_channel_default_11" -> "447 linear_16" [label="(192, 192)", style=solid]; +"447 linear_16" -> "448 dropout_9" [label="(16, 64, 192)", style=solid]; +"448 dropout_9" -> "449 view_14" [label="(16, 64, 192)", style=solid]; +"449 view_14" -> "450 permute_13" [label="(1, 4, 4, 8, 8, 192)", style=solid]; +"450 permute_13" -> "451 reshape_12" [label="(1, 4, 8, 4, 8, 192)", style=solid]; +"451 reshape_12" -> "452 slice_38" [label="(1, 32, 32, 192)", style=solid]; +"452 slice_38" -> "453 slice_39" [label="(1, 32, 32, 192)", style=solid]; +"453 slice_39" -> "454 slice_40" [label="(1, 28, 32, 192)", style=solid]; +"454 slice_40" -> "455 slice_41" [label="(1, 28, 28, 192)", style=solid]; +"455 slice_41" -> "456 contiguous_3" [label="(1, 28, 28, 192)", style=solid]; +"456 contiguous_3" -> "457 layer_norm_6" [label="(1, 28, 28, 192)", style=solid]; +"457 layer_norm_6" -> "458 add_8" [label="(1, 28, 28, 192)", style=solid]; +"458 add_8" -> "459 add_8_0_0_nncf_smooth_quant_0" [label="(1, 28, 28, 192)", style=solid]; +"458 add_8" -> "481 add_9" [label="(1, 28, 28, 192)", style=solid]; +"459 add_8_0_0_nncf_smooth_quant_0" -> "460 quantize_per_tensor_default_18" [label="(1, 28, 28, 192)", style=solid]; +"460 quantize_per_tensor_default_18" -> "461 dequantize_per_tensor_default_18" [label="(1, 28, 28, 192)", style=solid]; +"461 dequantize_per_tensor_default_18" -> "467 linear_17" [label="(1, 28, 28, 192)", style=solid]; +"462 linear_17_scale_0" -> "465 quantize_per_channel_default_12" [label="(768,)", style=solid]; +"462 linear_17_scale_0" -> "466 dequantize_per_channel_default_12" [label="(768,)", style=solid]; +"463 linear_17_zero_point_0" -> "465 quantize_per_channel_default_12" [label="(768,)", style=solid]; +"463 linear_17_zero_point_0" -> "466 dequantize_per_channel_default_12" [label="(768,)", style=solid]; +"464 compressed_weight_updated_constant12" -> "465 quantize_per_channel_default_12" [label="(768, 192)", style=solid]; +"465 quantize_per_channel_default_12" -> "466 dequantize_per_channel_default_12" [label="(768, 192)", style=solid]; +"466 dequantize_per_channel_default_12" -> "467 linear_17" [label="(768, 192)", style=solid]; +"467 linear_17" -> "468 gelu_2" [label="(1, 28, 28, 768)", style=solid]; +"468 gelu_2" -> "469 dropout_10" [label="(1, 28, 28, 768)", style=solid]; +"469 dropout_10" -> "470 dropout_10_0_0_nncf_smooth_quant_0" [label="(1, 28, 28, 768)", style=solid]; +"470 dropout_10_0_0_nncf_smooth_quant_0" -> "471 quantize_per_tensor_default_19" [label="(1, 28, 28, 768)", style=solid]; +"471 quantize_per_tensor_default_19" -> "472 dequantize_per_tensor_default_19" [label="(1, 28, 28, 768)", style=solid]; +"472 dequantize_per_tensor_default_19" -> "478 linear_18" [label="(1, 28, 28, 768)", style=solid]; +"473 linear_18_scale_0" -> "476 quantize_per_channel_default_13" [label="(192,)", style=solid]; +"473 linear_18_scale_0" -> "477 dequantize_per_channel_default_13" [label="(192,)", style=solid]; +"474 linear_18_zero_point_0" -> "476 quantize_per_channel_default_13" [label="(192,)", style=solid]; +"474 linear_18_zero_point_0" -> "477 dequantize_per_channel_default_13" [label="(192,)", style=solid]; +"475 compressed_weight_updated_constant13" -> "476 quantize_per_channel_default_13" [label="(192, 768)", style=solid]; +"476 quantize_per_channel_default_13" -> "477 dequantize_per_channel_default_13" [label="(192, 768)", style=solid]; +"477 dequantize_per_channel_default_13" -> "478 linear_18" [label="(192, 768)", style=solid]; +"478 linear_18" -> "479 dropout_11" [label="(1, 28, 28, 192)", style=solid]; +"479 dropout_11" -> "480 layer_norm_7" [label="(1, 28, 28, 192)", style=solid]; +"480 layer_norm_7" -> "481 add_9" [label="(1, 28, 28, 192)", style=solid]; +"481 add_9" -> "483 pad_4" [label="(1, 28, 28, 192)", style=solid]; +"481 add_9" -> "561 add_12" [label="(1, 28, 28, 192)", style=solid]; +"482 _frozen_param21" -> "519 add_10" [label="(1, 6, 64, 64)", style=solid]; +"483 pad_4" -> "484 roll_2" [label="(1, 32, 32, 192)", style=solid]; +"484 roll_2" -> "485 view_17" [label="(1, 32, 32, 192)", style=solid]; +"485 view_17" -> "486 permute_15" [label="(1, 4, 8, 4, 8, 192)", style=solid]; +"486 permute_15" -> "487 reshape_13" [label="(1, 4, 4, 8, 8, 192)", style=solid]; +"487 reshape_13" -> "489 reshape_13_0_0_nncf_smooth_quant_0" [label="(16, 64, 192)", style=solid]; +"487 reshape_13" -> "520 new_zeros_1" [label="(16, 64, 192)", style=solid]; +"488 _frozen_param22" -> "497 linear_21" [label="(576,)", style=solid]; +"489 reshape_13_0_0_nncf_smooth_quant_0" -> "490 quantize_per_tensor_default_20" [label="(16, 64, 192)", style=solid]; +"490 quantize_per_tensor_default_20" -> "491 dequantize_per_tensor_default_20" [label="(16, 64, 192)", style=solid]; +"491 dequantize_per_tensor_default_20" -> "497 linear_21" [label="(16, 64, 192)", style=solid]; +"492 linear_21_scale_0" -> "495 quantize_per_channel_default_14" [label="(576,)", style=solid]; +"492 linear_21_scale_0" -> "496 dequantize_per_channel_default_14" [label="(576,)", style=solid]; +"493 linear_21_zero_point_0" -> "495 quantize_per_channel_default_14" [label="(576,)", style=solid]; +"493 linear_21_zero_point_0" -> "496 dequantize_per_channel_default_14" [label="(576,)", style=solid]; +"494 compressed_weight_updated_constant14" -> "495 quantize_per_channel_default_14" [label="(576, 192)", style=solid]; +"495 quantize_per_channel_default_14" -> "496 dequantize_per_channel_default_14" [label="(576, 192)", style=solid]; +"496 dequantize_per_channel_default_14" -> "497 linear_21" [label="(576, 192)", style=solid]; +"497 linear_21" -> "498 reshape_14" [label="(16, 64, 576)", style=solid]; +"498 reshape_14" -> "499 permute_16" [label="(16, 64, 3, 6, 32)", style=solid]; +"499 permute_16" -> "500 select_9" [label="(3, 16, 6, 64, 32)", style=solid]; +"499 permute_16" -> "501 select_10" [label="(3, 16, 6, 64, 32)", style=solid]; +"499 permute_16" -> "502 select_11" [label="(3, 16, 6, 64, 32)", style=solid]; +"500 select_9" -> "503 linalg_vector_norm_6" [label="(16, 6, 64, 32)", style=solid]; +"500 select_9" -> "505 expand_as_6" [label="(16, 6, 64, 32)", style=solid]; +"500 select_9" -> "506 div_6" [label="(16, 6, 64, 32)", style=solid]; +"501 select_10" -> "509 linalg_vector_norm_7" [label="(16, 6, 64, 32)", style=solid]; +"501 select_10" -> "511 expand_as_7" [label="(16, 6, 64, 32)", style=solid]; +"501 select_10" -> "512 div_7" [label="(16, 6, 64, 32)", style=solid]; +"502 select_11" -> "538 matmul_7" [label="(16, 6, 64, 32)", style=solid]; +"503 linalg_vector_norm_6" -> "504 clamp_min_6" [label="(16, 6, 64, 1)", style=solid]; +"504 clamp_min_6" -> "505 expand_as_6" [label="(16, 6, 64, 1)", style=solid]; +"505 expand_as_6" -> "506 div_6" [label="(16, 6, 64, 32)", style=solid]; +"506 div_6" -> "507 quantize_per_tensor_default_21" [label="(16, 6, 64, 32)", style=solid]; +"507 quantize_per_tensor_default_21" -> "508 dequantize_per_tensor_default_21" [label="(16, 6, 64, 32)", style=solid]; +"508 dequantize_per_tensor_default_21" -> "516 matmul_6" [label="(16, 6, 64, 32)", style=solid]; +"509 linalg_vector_norm_7" -> "510 clamp_min_7" [label="(16, 6, 64, 1)", style=solid]; +"510 clamp_min_7" -> "511 expand_as_7" [label="(16, 6, 64, 1)", style=solid]; +"511 expand_as_7" -> "512 div_7" [label="(16, 6, 64, 32)", style=solid]; +"512 div_7" -> "513 quantize_per_tensor_default_22" [label="(16, 6, 64, 32)", style=solid]; +"513 quantize_per_tensor_default_22" -> "514 dequantize_per_tensor_default_22" [label="(16, 6, 64, 32)", style=solid]; +"514 dequantize_per_tensor_default_22" -> "515 transpose_6" [label="(16, 6, 64, 32)", style=solid]; +"515 transpose_6" -> "516 matmul_6" [label="(16, 6, 32, 64)", style=solid]; +"516 matmul_6" -> "518 mul_7" [label="(16, 6, 64, 64)", style=solid]; +"517 _frozen_param24" -> "518 mul_7" [label="(6, 1, 1)", style=solid]; +"518 mul_7" -> "519 add_10" [label="(16, 6, 64, 64)", style=solid]; +"519 add_10" -> "531 view_19" [label="(16, 6, 64, 64)", style=solid]; +"520 new_zeros_1" -> "521 view_18" [label="(32, 32)", style=solid]; +"521 view_18" -> "522 permute_17" [label="(4, 8, 4, 8)", style=solid]; +"522 permute_17" -> "523 reshape_15" [label="(4, 4, 8, 8)", style=solid]; +"523 reshape_15" -> "524 unsqueeze_8" [label="(16, 64)", style=solid]; +"523 reshape_15" -> "525 unsqueeze_9" [label="(16, 64)", style=solid]; +"524 unsqueeze_8" -> "526 sub_1" [label="(16, 1, 64)", style=solid]; +"525 unsqueeze_9" -> "526 sub_1" [label="(16, 64, 1)", style=solid]; +"526 sub_1" -> "527 ne_1" [label="(16, 64, 64)", style=solid]; +"526 sub_1" -> "528 masked_fill_2" [label="(16, 64, 64)", style=solid]; +"526 sub_1" -> "529 eq_1" [label="(16, 64, 64)", style=solid]; +"527 ne_1" -> "528 masked_fill_2" [label="(16, 64, 64)", style=solid]; +"528 masked_fill_2" -> "530 masked_fill_3" [label="(16, 64, 64)", style=solid]; +"529 eq_1" -> "530 masked_fill_3" [label="(16, 64, 64)", style=solid]; +"530 masked_fill_3" -> "532 unsqueeze_10" [label="(16, 64, 64)", style=solid]; +"531 view_19" -> "534 add_11" [label="(1, 16, 6, 64, 64)", style=solid]; +"532 unsqueeze_10" -> "533 unsqueeze_11" [label="(16, 1, 64, 64)", style=solid]; +"533 unsqueeze_11" -> "534 add_11" [label="(1, 16, 1, 64, 64)", style=solid]; +"534 add_11" -> "535 view_20" [label="(1, 16, 6, 64, 64)", style=solid]; +"535 view_20" -> "536 softmax_3" [label="(16, 6, 64, 64)", style=solid]; +"536 softmax_3" -> "537 dropout_12" [label="(16, 6, 64, 64)", style=solid]; +"537 dropout_12" -> "538 matmul_7" [label="(16, 6, 64, 64)", style=solid]; +"538 matmul_7" -> "539 transpose_7" [label="(16, 6, 64, 32)", style=solid]; +"539 transpose_7" -> "540 reshape_16" [label="(16, 64, 6, 32)", style=solid]; +"540 reshape_16" -> "541 reshape_16_0_0_nncf_smooth_quant_0" [label="(16, 64, 192)", style=solid]; +"541 reshape_16_0_0_nncf_smooth_quant_0" -> "542 quantize_per_tensor_default_23" [label="(16, 64, 192)", style=solid]; +"542 quantize_per_tensor_default_23" -> "543 dequantize_per_tensor_default_23" [label="(16, 64, 192)", style=solid]; +"543 dequantize_per_tensor_default_23" -> "549 linear_22" [label="(16, 64, 192)", style=solid]; +"544 linear_22_scale_0" -> "547 quantize_per_channel_default_15" [label="(192,)", style=solid]; +"544 linear_22_scale_0" -> "548 dequantize_per_channel_default_15" [label="(192,)", style=solid]; +"545 linear_22_zero_point_0" -> "547 quantize_per_channel_default_15" [label="(192,)", style=solid]; +"545 linear_22_zero_point_0" -> "548 dequantize_per_channel_default_15" [label="(192,)", style=solid]; +"546 compressed_weight_updated_constant15" -> "547 quantize_per_channel_default_15" [label="(192, 192)", style=solid]; +"547 quantize_per_channel_default_15" -> "548 dequantize_per_channel_default_15" [label="(192, 192)", style=solid]; +"548 dequantize_per_channel_default_15" -> "549 linear_22" [label="(192, 192)", style=solid]; +"549 linear_22" -> "550 dropout_13" [label="(16, 64, 192)", style=solid]; +"550 dropout_13" -> "551 view_21" [label="(16, 64, 192)", style=solid]; +"551 view_21" -> "552 permute_18" [label="(1, 4, 4, 8, 8, 192)", style=solid]; +"552 permute_18" -> "553 reshape_17" [label="(1, 4, 8, 4, 8, 192)", style=solid]; +"553 reshape_17" -> "554 roll_3" [label="(1, 32, 32, 192)", style=solid]; +"554 roll_3" -> "555 slice_61" [label="(1, 32, 32, 192)", style=solid]; +"555 slice_61" -> "556 slice_62" [label="(1, 32, 32, 192)", style=solid]; +"556 slice_62" -> "557 slice_63" [label="(1, 28, 32, 192)", style=solid]; +"557 slice_63" -> "558 slice_64" [label="(1, 28, 28, 192)", style=solid]; +"558 slice_64" -> "559 contiguous_5" [label="(1, 28, 28, 192)", style=solid]; +"559 contiguous_5" -> "560 layer_norm_8" [label="(1, 28, 28, 192)", style=solid]; +"560 layer_norm_8" -> "561 add_12" [label="(1, 28, 28, 192)", style=solid]; +"561 add_12" -> "562 add_12_0_0_nncf_smooth_quant_0" [label="(1, 28, 28, 192)", style=solid]; +"561 add_12" -> "584 add_13" [label="(1, 28, 28, 192)", style=solid]; +"562 add_12_0_0_nncf_smooth_quant_0" -> "563 quantize_per_tensor_default_24" [label="(1, 28, 28, 192)", style=solid]; +"563 quantize_per_tensor_default_24" -> "564 dequantize_per_tensor_default_24" [label="(1, 28, 28, 192)", style=solid]; +"564 dequantize_per_tensor_default_24" -> "570 linear_23" [label="(1, 28, 28, 192)", style=solid]; +"565 linear_23_scale_0" -> "568 quantize_per_channel_default_16" [label="(768,)", style=solid]; +"565 linear_23_scale_0" -> "569 dequantize_per_channel_default_16" [label="(768,)", style=solid]; +"566 linear_23_zero_point_0" -> "568 quantize_per_channel_default_16" [label="(768,)", style=solid]; +"566 linear_23_zero_point_0" -> "569 dequantize_per_channel_default_16" [label="(768,)", style=solid]; +"567 compressed_weight_updated_constant16" -> "568 quantize_per_channel_default_16" [label="(768, 192)", style=solid]; +"568 quantize_per_channel_default_16" -> "569 dequantize_per_channel_default_16" [label="(768, 192)", style=solid]; +"569 dequantize_per_channel_default_16" -> "570 linear_23" [label="(768, 192)", style=solid]; +"570 linear_23" -> "571 gelu_3" [label="(1, 28, 28, 768)", style=solid]; +"571 gelu_3" -> "572 dropout_14" [label="(1, 28, 28, 768)", style=solid]; +"572 dropout_14" -> "573 dropout_14_0_0_nncf_smooth_quant_0" [label="(1, 28, 28, 768)", style=solid]; +"573 dropout_14_0_0_nncf_smooth_quant_0" -> "574 quantize_per_tensor_default_25" [label="(1, 28, 28, 768)", style=solid]; +"574 quantize_per_tensor_default_25" -> "575 dequantize_per_tensor_default_25" [label="(1, 28, 28, 768)", style=solid]; +"575 dequantize_per_tensor_default_25" -> "581 linear_24" [label="(1, 28, 28, 768)", style=solid]; +"576 linear_24_scale_0" -> "579 quantize_per_channel_default_17" [label="(192,)", style=solid]; +"576 linear_24_scale_0" -> "580 dequantize_per_channel_default_17" [label="(192,)", style=solid]; +"577 linear_24_zero_point_0" -> "579 quantize_per_channel_default_17" [label="(192,)", style=solid]; +"577 linear_24_zero_point_0" -> "580 dequantize_per_channel_default_17" [label="(192,)", style=solid]; +"578 compressed_weight_updated_constant17" -> "579 quantize_per_channel_default_17" [label="(192, 768)", style=solid]; +"579 quantize_per_channel_default_17" -> "580 dequantize_per_channel_default_17" [label="(192, 768)", style=solid]; +"580 dequantize_per_channel_default_17" -> "581 linear_24" [label="(192, 768)", style=solid]; +"581 linear_24" -> "582 dropout_15" [label="(1, 28, 28, 192)", style=solid]; +"582 dropout_15" -> "583 layer_norm_9" [label="(1, 28, 28, 192)", style=solid]; +"583 layer_norm_9" -> "584 add_13" [label="(1, 28, 28, 192)", style=solid]; +"584 add_13" -> "585 pad_5" [label="(1, 28, 28, 192)", style=solid]; +"585 pad_5" -> "586 slice_65" [label="(1, 28, 28, 192)", style=solid]; +"585 pad_5" -> "589 slice_68" [label="(1, 28, 28, 192)", style=solid]; +"585 pad_5" -> "592 slice_71" [label="(1, 28, 28, 192)", style=solid]; +"585 pad_5" -> "595 slice_74" [label="(1, 28, 28, 192)", style=solid]; +"586 slice_65" -> "587 slice_66" [label="(1, 14, 28, 192)", style=solid]; +"587 slice_66" -> "588 slice_67" [label="(1, 14, 14, 192)", style=solid]; +"588 slice_67" -> "598 cat_1" [label="(1, 14, 14, 192)", style=solid]; +"589 slice_68" -> "590 slice_69" [label="(1, 14, 28, 192)", style=solid]; +"590 slice_69" -> "591 slice_70" [label="(1, 14, 14, 192)", style=solid]; +"591 slice_70" -> "598 cat_1" [label="(1, 14, 14, 192)", style=solid]; +"592 slice_71" -> "593 slice_72" [label="(1, 14, 28, 192)", style=solid]; +"593 slice_72" -> "594 slice_73" [label="(1, 14, 14, 192)", style=solid]; +"594 slice_73" -> "598 cat_1" [label="(1, 14, 14, 192)", style=solid]; +"595 slice_74" -> "596 slice_75" [label="(1, 14, 28, 192)", style=solid]; +"596 slice_75" -> "597 slice_76" [label="(1, 14, 14, 192)", style=solid]; +"597 slice_76" -> "598 cat_1" [label="(1, 14, 14, 192)", style=solid]; +"598 cat_1" -> "599 cat_1_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 768)", style=solid]; +"599 cat_1_0_0_nncf_smooth_quant_0" -> "600 quantize_per_tensor_default_26" [label="(1, 14, 14, 768)", style=solid]; +"600 quantize_per_tensor_default_26" -> "601 dequantize_per_tensor_default_26" [label="(1, 14, 14, 768)", style=solid]; +"601 dequantize_per_tensor_default_26" -> "607 linear_25" [label="(1, 14, 14, 768)", style=solid]; +"602 linear_25_scale_0" -> "605 quantize_per_channel_default_18" [label="(384,)", style=solid]; +"602 linear_25_scale_0" -> "606 dequantize_per_channel_default_18" [label="(384,)", style=solid]; +"603 linear_25_zero_point_0" -> "605 quantize_per_channel_default_18" [label="(384,)", style=solid]; +"603 linear_25_zero_point_0" -> "606 dequantize_per_channel_default_18" [label="(384,)", style=solid]; +"604 compressed_weight_updated_constant18" -> "605 quantize_per_channel_default_18" [label="(384, 768)", style=solid]; +"605 quantize_per_channel_default_18" -> "606 dequantize_per_channel_default_18" [label="(384, 768)", style=solid]; +"606 dequantize_per_channel_default_18" -> "607 linear_25" [label="(384, 768)", style=solid]; +"607 linear_25" -> "608 layer_norm_10" [label="(1, 14, 14, 384)", style=solid]; +"608 layer_norm_10" -> "610 pad_6" [label="(1, 14, 14, 384)", style=solid]; +"608 layer_norm_10" -> "670 add_15" [label="(1, 14, 14, 384)", style=solid]; +"609 _frozen_param34" -> "645 add_14" [label="(1, 12, 64, 64)", style=solid]; +"610 pad_6" -> "611 view_24" [label="(1, 16, 16, 384)", style=solid]; +"611 view_24" -> "612 permute_20" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"612 permute_20" -> "613 reshape_18" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"613 reshape_18" -> "615 reshape_18_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"614 _frozen_param35" -> "623 linear_28" [label="(1152,)", style=solid]; +"615 reshape_18_0_0_nncf_smooth_quant_0" -> "616 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dropout_71" -> "1923 layer_norm_38" [label="(1, 14, 14, 384)", style=solid]; +"1923 layer_norm_38" -> "1924 add_62" [label="(1, 14, 14, 384)", style=solid]; +"1924 add_62" -> "1926 pad_20" [label="(1, 14, 14, 384)", style=solid]; +"1924 add_62" -> "1986 add_64" [label="(1, 14, 14, 384)", style=solid]; +"1925 _frozen_param153" -> "1961 add_63" [label="(1, 12, 64, 64)", style=solid]; +"1926 pad_20" -> "1927 view_101" [label="(1, 16, 16, 384)", style=solid]; +"1927 view_101" -> "1928 permute_83" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1928 permute_83" -> "1929 reshape_81" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1929 reshape_81" -> "1931 reshape_81_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1930 _frozen_param154" -> "1939 linear_112" [label="(1152,)", style=solid]; +"1931 reshape_81_0_0_nncf_smooth_quant_0" -> "1932 quantize_per_tensor_default_111" [label="(4, 64, 384)", style=solid]; +"1932 quantize_per_tensor_default_111" -> "1933 dequantize_per_tensor_default_111" [label="(4, 64, 384)", style=solid]; +"1933 dequantize_per_tensor_default_111" -> "1939 linear_112" [label="(4, 64, 384)", style=solid]; +"1934 linear_112_scale_0" -> "1937 quantize_per_channel_default_75" [label="(1152,)", style=solid]; +"1934 linear_112_scale_0" -> "1938 dequantize_per_channel_default_75" [label="(1152,)", style=solid]; +"1935 linear_112_zero_point_0" -> "1937 quantize_per_channel_default_75" [label="(1152,)", style=solid]; +"1935 linear_112_zero_point_0" -> "1938 dequantize_per_channel_default_75" [label="(1152,)", style=solid]; +"1936 compressed_weight_updated_constant75" -> "1937 quantize_per_channel_default_75" [label="(1152, 384)", style=solid]; +"1937 quantize_per_channel_default_75" -> "1938 dequantize_per_channel_default_75" [label="(1152, 384)", style=solid]; +"1938 dequantize_per_channel_default_75" -> "1939 linear_112" [label="(1152, 384)", style=solid]; +"1939 linear_112" -> "1940 reshape_82" [label="(4, 64, 1152)", style=solid]; +"1940 reshape_82" -> "1941 permute_84" [label="(4, 64, 3, 12, 32)", style=solid]; +"1941 permute_84" -> "1942 select_54" [label="(3, 4, 12, 64, 32)", style=solid]; +"1941 permute_84" -> "1943 select_55" [label="(3, 4, 12, 64, 32)", style=solid]; +"1941 permute_84" -> "1944 select_56" [label="(3, 4, 12, 64, 32)", style=solid]; +"1942 select_54" -> "1945 linalg_vector_norm_36" [label="(4, 12, 64, 32)", style=solid]; +"1942 select_54" -> "1947 expand_as_36" [label="(4, 12, 64, 32)", style=solid]; +"1942 select_54" -> "1948 div_36" [label="(4, 12, 64, 32)", style=solid]; +"1943 select_55" -> "1951 linalg_vector_norm_37" [label="(4, 12, 64, 32)", style=solid]; +"1943 select_55" -> "1953 expand_as_37" [label="(4, 12, 64, 32)", style=solid]; +"1943 select_55" -> "1954 div_37" [label="(4, 12, 64, 32)", style=solid]; +"1944 select_56" -> "1964 matmul_37" [label="(4, 12, 64, 32)", style=solid]; +"1945 linalg_vector_norm_36" -> "1946 clamp_min_36" [label="(4, 12, 64, 1)", style=solid]; +"1946 clamp_min_36" -> "1947 expand_as_36" [label="(4, 12, 64, 1)", style=solid]; +"1947 expand_as_36" -> "1948 div_36" [label="(4, 12, 64, 32)", style=solid]; +"1948 div_36" -> "1949 quantize_per_tensor_default_112" [label="(4, 12, 64, 32)", style=solid]; +"1949 quantize_per_tensor_default_112" -> "1950 dequantize_per_tensor_default_112" [label="(4, 12, 64, 32)", style=solid]; +"1950 dequantize_per_tensor_default_112" -> "1958 matmul_36" [label="(4, 12, 64, 32)", style=solid]; +"1951 linalg_vector_norm_37" -> "1952 clamp_min_37" [label="(4, 12, 64, 1)", style=solid]; +"1952 clamp_min_37" -> "1953 expand_as_37" [label="(4, 12, 64, 1)", style=solid]; +"1953 expand_as_37" -> "1954 div_37" [label="(4, 12, 64, 32)", style=solid]; +"1954 div_37" -> "1955 quantize_per_tensor_default_113" [label="(4, 12, 64, 32)", style=solid]; +"1955 quantize_per_tensor_default_113" -> "1956 dequantize_per_tensor_default_113" [label="(4, 12, 64, 32)", style=solid]; +"1956 dequantize_per_tensor_default_113" -> "1957 transpose_36" [label="(4, 12, 64, 32)", style=solid]; +"1957 transpose_36" -> "1958 matmul_36" [label="(4, 12, 32, 64)", style=solid]; +"1958 matmul_36" -> "1960 mul_37" [label="(4, 12, 64, 64)", style=solid]; +"1959 _frozen_param156" -> "1960 mul_37" [label="(12, 1, 1)", style=solid]; +"1960 mul_37" -> "1961 add_63" [label="(4, 12, 64, 64)", style=solid]; +"1961 add_63" -> "1962 softmax_18" [label="(4, 12, 64, 64)", style=solid]; +"1962 softmax_18" -> "1963 dropout_72" [label="(4, 12, 64, 64)", style=solid]; +"1963 dropout_72" -> "1964 matmul_37" [label="(4, 12, 64, 64)", style=solid]; +"1964 matmul_37" -> "1965 transpose_37" [label="(4, 12, 64, 32)", style=solid]; +"1965 transpose_37" -> "1966 reshape_83" [label="(4, 64, 12, 32)", style=solid]; +"1966 reshape_83" -> "1967 reshape_83_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"1967 reshape_83_0_0_nncf_smooth_quant_0" -> "1968 quantize_per_tensor_default_114" [label="(4, 64, 384)", style=solid]; +"1968 quantize_per_tensor_default_114" -> "1969 dequantize_per_tensor_default_114" [label="(4, 64, 384)", style=solid]; +"1969 dequantize_per_tensor_default_114" -> "1975 linear_113" [label="(4, 64, 384)", style=solid]; +"1970 linear_113_scale_0" -> "1973 quantize_per_channel_default_76" [label="(384,)", style=solid]; +"1970 linear_113_scale_0" -> "1974 dequantize_per_channel_default_76" [label="(384,)", style=solid]; +"1971 linear_113_zero_point_0" -> "1973 quantize_per_channel_default_76" [label="(384,)", style=solid]; +"1971 linear_113_zero_point_0" -> "1974 dequantize_per_channel_default_76" [label="(384,)", style=solid]; +"1972 compressed_weight_updated_constant76" -> "1973 quantize_per_channel_default_76" [label="(384, 384)", style=solid]; +"1973 quantize_per_channel_default_76" -> "1974 dequantize_per_channel_default_76" [label="(384, 384)", style=solid]; +"1974 dequantize_per_channel_default_76" -> "1975 linear_113" [label="(384, 384)", style=solid]; +"1975 linear_113" -> "1976 dropout_73" [label="(4, 64, 384)", style=solid]; +"1976 dropout_73" -> "1977 view_102" [label="(4, 64, 384)", style=solid]; +"1977 view_102" -> "1978 permute_85" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"1978 permute_85" -> "1979 reshape_84" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"1979 reshape_84" -> "1980 slice_274" [label="(1, 16, 16, 384)", style=solid]; +"1980 slice_274" -> "1981 slice_275" [label="(1, 16, 16, 384)", style=solid]; +"1981 slice_275" -> "1982 slice_276" [label="(1, 14, 16, 384)", style=solid]; +"1982 slice_276" -> "1983 slice_277" [label="(1, 14, 14, 384)", style=solid]; +"1983 slice_277" -> "1984 contiguous_35" [label="(1, 14, 14, 384)", style=solid]; +"1984 contiguous_35" -> "1985 layer_norm_39" [label="(1, 14, 14, 384)", style=solid]; +"1985 layer_norm_39" -> "1986 add_64" [label="(1, 14, 14, 384)", style=solid]; +"1986 add_64" -> "1987 add_64_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 384)", style=solid]; +"1986 add_64" -> "2009 add_65" [label="(1, 14, 14, 384)", style=solid]; +"1987 add_64_0_0_nncf_smooth_quant_0" -> "1988 quantize_per_tensor_default_115" [label="(1, 14, 14, 384)", style=solid]; +"1988 quantize_per_tensor_default_115" -> "1989 dequantize_per_tensor_default_115" [label="(1, 14, 14, 384)", style=solid]; +"1989 dequantize_per_tensor_default_115" -> "1995 linear_114" [label="(1, 14, 14, 384)", style=solid]; +"1990 linear_114_scale_0" -> "1993 quantize_per_channel_default_77" [label="(1536,)", style=solid]; +"1990 linear_114_scale_0" -> "1994 dequantize_per_channel_default_77" [label="(1536,)", style=solid]; +"1991 linear_114_zero_point_0" -> "1993 quantize_per_channel_default_77" [label="(1536,)", style=solid]; +"1991 linear_114_zero_point_0" -> "1994 dequantize_per_channel_default_77" [label="(1536,)", style=solid]; +"1992 compressed_weight_updated_constant77" -> "1993 quantize_per_channel_default_77" [label="(1536, 384)", style=solid]; +"1993 quantize_per_channel_default_77" -> "1994 dequantize_per_channel_default_77" [label="(1536, 384)", style=solid]; +"1994 dequantize_per_channel_default_77" -> "1995 linear_114" [label="(1536, 384)", style=solid]; +"1995 linear_114" -> "1996 gelu_18" [label="(1, 14, 14, 1536)", style=solid]; +"1996 gelu_18" -> "1997 dropout_74" [label="(1, 14, 14, 1536)", style=solid]; +"1997 dropout_74" -> "1998 dropout_74_0_0_nncf_smooth_quant_0" [label="(1, 14, 14, 1536)", style=solid]; +"1998 dropout_74_0_0_nncf_smooth_quant_0" -> "1999 quantize_per_tensor_default_116" [label="(1, 14, 14, 1536)", style=solid]; +"1999 quantize_per_tensor_default_116" -> "2000 dequantize_per_tensor_default_116" [label="(1, 14, 14, 1536)", style=solid]; +"2000 dequantize_per_tensor_default_116" -> "2006 linear_115" [label="(1, 14, 14, 1536)", style=solid]; +"2001 linear_115_scale_0" -> "2004 quantize_per_channel_default_78" [label="(384,)", style=solid]; +"2001 linear_115_scale_0" -> "2005 dequantize_per_channel_default_78" [label="(384,)", style=solid]; +"2002 linear_115_zero_point_0" -> "2004 quantize_per_channel_default_78" [label="(384,)", style=solid]; +"2002 linear_115_zero_point_0" -> "2005 dequantize_per_channel_default_78" [label="(384,)", style=solid]; +"2003 compressed_weight_updated_constant78" -> "2004 quantize_per_channel_default_78" [label="(384, 1536)", style=solid]; +"2004 quantize_per_channel_default_78" -> "2005 dequantize_per_channel_default_78" [label="(384, 1536)", style=solid]; +"2005 dequantize_per_channel_default_78" -> "2006 linear_115" [label="(384, 1536)", style=solid]; +"2006 linear_115" -> "2007 dropout_75" [label="(1, 14, 14, 384)", style=solid]; +"2007 dropout_75" -> "2008 layer_norm_40" [label="(1, 14, 14, 384)", style=solid]; +"2008 layer_norm_40" -> "2009 add_65" [label="(1, 14, 14, 384)", style=solid]; +"2009 add_65" -> "2011 pad_21" [label="(1, 14, 14, 384)", style=solid]; +"2009 add_65" -> "2089 add_68" [label="(1, 14, 14, 384)", style=solid]; +"2010 _frozen_param157" -> "2047 add_66" [label="(1, 12, 64, 64)", style=solid]; +"2011 pad_21" -> "2012 roll_18" [label="(1, 16, 16, 384)", style=solid]; +"2012 roll_18" -> "2013 view_105" [label="(1, 16, 16, 384)", style=solid]; +"2013 view_105" -> "2014 permute_87" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"2014 permute_87" -> "2015 reshape_85" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"2015 reshape_85" -> "2017 reshape_85_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"2015 reshape_85" -> "2048 new_zeros_9" [label="(4, 64, 384)", style=solid]; +"2016 _frozen_param158" -> "2025 linear_118" [label="(1152,)", style=solid]; +"2017 reshape_85_0_0_nncf_smooth_quant_0" -> "2018 quantize_per_tensor_default_117" [label="(4, 64, 384)", style=solid]; +"2018 quantize_per_tensor_default_117" -> "2019 dequantize_per_tensor_default_117" [label="(4, 64, 384)", style=solid]; +"2019 dequantize_per_tensor_default_117" -> "2025 linear_118" [label="(4, 64, 384)", style=solid]; +"2020 linear_118_scale_0" -> "2023 quantize_per_channel_default_79" [label="(1152,)", style=solid]; +"2020 linear_118_scale_0" -> "2024 dequantize_per_channel_default_79" [label="(1152,)", style=solid]; +"2021 linear_118_zero_point_0" -> "2023 quantize_per_channel_default_79" [label="(1152,)", style=solid]; +"2021 linear_118_zero_point_0" -> "2024 dequantize_per_channel_default_79" [label="(1152,)", style=solid]; +"2022 compressed_weight_updated_constant79" -> "2023 quantize_per_channel_default_79" [label="(1152, 384)", style=solid]; +"2023 quantize_per_channel_default_79" -> "2024 dequantize_per_channel_default_79" [label="(1152, 384)", style=solid]; +"2024 dequantize_per_channel_default_79" -> "2025 linear_118" [label="(1152, 384)", style=solid]; +"2025 linear_118" -> "2026 reshape_86" [label="(4, 64, 1152)", style=solid]; +"2026 reshape_86" -> "2027 permute_88" [label="(4, 64, 3, 12, 32)", style=solid]; +"2027 permute_88" -> "2028 select_57" [label="(3, 4, 12, 64, 32)", style=solid]; +"2027 permute_88" -> "2029 select_58" [label="(3, 4, 12, 64, 32)", style=solid]; +"2027 permute_88" -> "2030 select_59" [label="(3, 4, 12, 64, 32)", style=solid]; +"2028 select_57" -> "2031 linalg_vector_norm_38" [label="(4, 12, 64, 32)", style=solid]; +"2028 select_57" -> "2033 expand_as_38" [label="(4, 12, 64, 32)", style=solid]; +"2028 select_57" -> "2034 div_38" [label="(4, 12, 64, 32)", style=solid]; +"2029 select_58" -> "2037 linalg_vector_norm_39" [label="(4, 12, 64, 32)", style=solid]; +"2029 select_58" -> "2039 expand_as_39" [label="(4, 12, 64, 32)", style=solid]; +"2029 select_58" -> "2040 div_39" [label="(4, 12, 64, 32)", style=solid]; +"2030 select_59" -> "2066 matmul_39" [label="(4, 12, 64, 32)", style=solid]; +"2031 linalg_vector_norm_38" -> "2032 clamp_min_38" [label="(4, 12, 64, 1)", style=solid]; +"2032 clamp_min_38" -> "2033 expand_as_38" [label="(4, 12, 64, 1)", style=solid]; +"2033 expand_as_38" -> "2034 div_38" [label="(4, 12, 64, 32)", style=solid]; +"2034 div_38" -> "2035 quantize_per_tensor_default_118" [label="(4, 12, 64, 32)", style=solid]; +"2035 quantize_per_tensor_default_118" -> "2036 dequantize_per_tensor_default_118" [label="(4, 12, 64, 32)", style=solid]; +"2036 dequantize_per_tensor_default_118" -> "2044 matmul_38" [label="(4, 12, 64, 32)", style=solid]; +"2037 linalg_vector_norm_39" -> "2038 clamp_min_39" [label="(4, 12, 64, 1)", style=solid]; +"2038 clamp_min_39" -> "2039 expand_as_39" [label="(4, 12, 64, 1)", style=solid]; +"2039 expand_as_39" -> "2040 div_39" [label="(4, 12, 64, 32)", style=solid]; +"2040 div_39" -> "2041 quantize_per_tensor_default_119" [label="(4, 12, 64, 32)", style=solid]; +"2041 quantize_per_tensor_default_119" -> "2042 dequantize_per_tensor_default_119" [label="(4, 12, 64, 32)", style=solid]; +"2042 dequantize_per_tensor_default_119" -> "2043 transpose_38" [label="(4, 12, 64, 32)", style=solid]; +"2043 transpose_38" -> "2044 matmul_38" [label="(4, 12, 32, 64)", style=solid]; +"2044 matmul_38" -> "2046 mul_39" [label="(4, 12, 64, 64)", style=solid]; +"2045 _frozen_param160" -> "2046 mul_39" [label="(12, 1, 1)", style=solid]; +"2046 mul_39" -> "2047 add_66" [label="(4, 12, 64, 64)", style=solid]; +"2047 add_66" -> "2059 view_107" [label="(4, 12, 64, 64)", style=solid]; +"2048 new_zeros_9" -> "2049 view_106" [label="(16, 16)", style=solid]; +"2049 view_106" -> "2050 permute_89" [label="(2, 8, 2, 8)", style=solid]; +"2050 permute_89" -> "2051 reshape_87" [label="(2, 2, 8, 8)", style=solid]; +"2051 reshape_87" -> "2052 unsqueeze_56" [label="(4, 64)", style=solid]; +"2051 reshape_87" -> "2053 unsqueeze_57" [label="(4, 64)", style=solid]; +"2052 unsqueeze_56" -> "2054 sub_9" [label="(4, 1, 64)", style=solid]; +"2053 unsqueeze_57" -> "2054 sub_9" [label="(4, 64, 1)", style=solid]; +"2054 sub_9" -> "2055 ne_9" [label="(4, 64, 64)", style=solid]; +"2054 sub_9" -> "2056 masked_fill_18" [label="(4, 64, 64)", style=solid]; +"2054 sub_9" -> "2057 eq_9" [label="(4, 64, 64)", style=solid]; +"2055 ne_9" -> "2056 masked_fill_18" [label="(4, 64, 64)", style=solid]; +"2056 masked_fill_18" -> "2058 masked_fill_19" [label="(4, 64, 64)", style=solid]; +"2057 eq_9" -> "2058 masked_fill_19" [label="(4, 64, 64)", style=solid]; +"2058 masked_fill_19" -> "2060 unsqueeze_58" [label="(4, 64, 64)", style=solid]; +"2059 view_107" -> "2062 add_67" [label="(1, 4, 12, 64, 64)", style=solid]; +"2060 unsqueeze_58" -> "2061 unsqueeze_59" [label="(4, 1, 64, 64)", style=solid]; +"2061 unsqueeze_59" -> "2062 add_67" [label="(1, 4, 1, 64, 64)", style=solid]; +"2062 add_67" -> "2063 view_108" [label="(1, 4, 12, 64, 64)", style=solid]; +"2063 view_108" -> "2064 softmax_19" [label="(4, 12, 64, 64)", style=solid]; +"2064 softmax_19" -> "2065 dropout_76" [label="(4, 12, 64, 64)", style=solid]; +"2065 dropout_76" -> "2066 matmul_39" [label="(4, 12, 64, 64)", style=solid]; +"2066 matmul_39" -> "2067 transpose_39" [label="(4, 12, 64, 32)", style=solid]; +"2067 transpose_39" -> "2068 reshape_88" [label="(4, 64, 12, 32)", style=solid]; +"2068 reshape_88" -> "2069 reshape_88_0_0_nncf_smooth_quant_0" [label="(4, 64, 384)", style=solid]; +"2069 reshape_88_0_0_nncf_smooth_quant_0" -> "2070 quantize_per_tensor_default_120" [label="(4, 64, 384)", style=solid]; +"2070 quantize_per_tensor_default_120" -> "2071 dequantize_per_tensor_default_120" [label="(4, 64, 384)", style=solid]; +"2071 dequantize_per_tensor_default_120" -> "2077 linear_119" [label="(4, 64, 384)", style=solid]; +"2072 linear_119_scale_0" -> "2075 quantize_per_channel_default_80" [label="(384,)", style=solid]; +"2072 linear_119_scale_0" -> "2076 dequantize_per_channel_default_80" [label="(384,)", style=solid]; +"2073 linear_119_zero_point_0" -> "2075 quantize_per_channel_default_80" [label="(384,)", style=solid]; +"2073 linear_119_zero_point_0" -> "2076 dequantize_per_channel_default_80" [label="(384,)", style=solid]; +"2074 compressed_weight_updated_constant80" -> "2075 quantize_per_channel_default_80" [label="(384, 384)", style=solid]; +"2075 quantize_per_channel_default_80" -> "2076 dequantize_per_channel_default_80" [label="(384, 384)", style=solid]; +"2076 dequantize_per_channel_default_80" -> "2077 linear_119" [label="(384, 384)", style=solid]; +"2077 linear_119" -> "2078 dropout_77" [label="(4, 64, 384)", style=solid]; +"2078 dropout_77" -> "2079 view_109" [label="(4, 64, 384)", style=solid]; +"2079 view_109" -> "2080 permute_90" [label="(1, 2, 2, 8, 8, 384)", style=solid]; +"2080 permute_90" -> "2081 reshape_89" [label="(1, 2, 8, 2, 8, 384)", style=solid]; +"2081 reshape_89" -> "2082 roll_19" [label="(1, 16, 16, 384)", style=solid]; +"2082 roll_19" -> "2083 slice_297" [label="(1, 16, 16, 384)", style=solid]; +"2083 slice_297" -> "2084 slice_298" [label="(1, 16, 16, 384)", style=solid]; +"2084 slice_298" -> "2085 slice_299" [label="(1, 14, 16, 384)", style=solid]; +"2085 slice_299" -> "2086 slice_300" [label="(1, 14, 14, 384)", style=solid]; +"2086 slice_300" -> "2087 contiguous_37" [label="(1, 14, 14, 384)", 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+"2406 linear_140" -> "2407 dropout_91" [label="(1, 7, 7, 768)", style=solid]; +"2407 dropout_91" -> "2408 layer_norm_49" [label="(1, 7, 7, 768)", style=solid]; +"2408 layer_norm_49" -> "2409 add_79" [label="(1, 7, 7, 768)", style=solid]; +"2409 add_79" -> "2411 pad_26" [label="(1, 7, 7, 768)", style=solid]; +"2409 add_79" -> "2471 add_81" [label="(1, 7, 7, 768)", style=solid]; +"2410 _frozen_param191" -> "2446 add_80" [label="(1, 24, 64, 64)", style=solid]; +"2411 pad_26" -> "2412 view_127" [label="(1, 8, 8, 768)", style=solid]; +"2412 view_127" -> "2413 permute_105" [label="(1, 1, 8, 1, 8, 768)", style=solid]; +"2413 permute_105" -> "2414 reshape_103" [label="(1, 1, 1, 8, 8, 768)", style=solid]; +"2414 reshape_103" -> "2416 reshape_103_0_0_nncf_smooth_quant_0" [label="(1, 64, 768)", style=solid]; +"2415 _frozen_param192" -> "2424 linear_143" [label="(2304,)", style=solid]; +"2416 reshape_103_0_0_nncf_smooth_quant_0" -> "2417 quantize_per_tensor_default_142" [label="(1, 64, 768)", style=solid]; +"2417 quantize_per_tensor_default_142" -> "2418 dequantize_per_tensor_default_142" [label="(1, 64, 768)", style=solid]; +"2418 dequantize_per_tensor_default_142" -> "2424 linear_143" [label="(1, 64, 768)", style=solid]; +"2419 linear_143_scale_0" -> "2422 quantize_per_channel_default_96" [label="(2304,)", style=solid]; +"2419 linear_143_scale_0" -> "2423 dequantize_per_channel_default_96" [label="(2304,)", style=solid]; +"2420 linear_143_zero_point_0" -> "2422 quantize_per_channel_default_96" [label="(2304,)", style=solid]; +"2420 linear_143_zero_point_0" -> "2423 dequantize_per_channel_default_96" [label="(2304,)", style=solid]; +"2421 compressed_weight_updated_constant96" -> "2422 quantize_per_channel_default_96" [label="(2304, 768)", style=solid]; +"2422 quantize_per_channel_default_96" -> "2423 dequantize_per_channel_default_96" [label="(2304, 768)", style=solid]; +"2423 dequantize_per_channel_default_96" -> "2424 linear_143" [label="(2304, 768)", style=solid]; +"2424 linear_143" -> "2425 reshape_104" [label="(1, 64, 2304)", style=solid]; +"2425 reshape_104" -> "2426 permute_106" [label="(1, 64, 3, 24, 32)", style=solid]; +"2426 permute_106" -> "2427 select_69" [label="(3, 1, 24, 64, 32)", style=solid]; +"2426 permute_106" -> "2428 select_70" [label="(3, 1, 24, 64, 32)", style=solid]; +"2426 permute_106" -> "2429 select_71" [label="(3, 1, 24, 64, 32)", style=solid]; +"2427 select_69" -> "2430 linalg_vector_norm_46" [label="(1, 24, 64, 32)", style=solid]; +"2427 select_69" -> "2432 expand_as_46" [label="(1, 24, 64, 32)", style=solid]; +"2427 select_69" -> "2433 div_46" [label="(1, 24, 64, 32)", style=solid]; +"2428 select_70" -> "2436 linalg_vector_norm_47" [label="(1, 24, 64, 32)", style=solid]; +"2428 select_70" -> "2438 expand_as_47" [label="(1, 24, 64, 32)", style=solid]; +"2428 select_70" -> "2439 div_47" [label="(1, 24, 64, 32)", style=solid]; +"2429 select_71" -> "2449 matmul_47" [label="(1, 24, 64, 32)", style=solid]; +"2430 linalg_vector_norm_46" -> "2431 clamp_min_46" [label="(1, 24, 64, 1)", style=solid]; +"2431 clamp_min_46" -> "2432 expand_as_46" [label="(1, 24, 64, 1)", style=solid]; +"2432 expand_as_46" -> "2433 div_46" [label="(1, 24, 64, 32)", style=solid]; +"2433 div_46" -> "2434 quantize_per_tensor_default_143" [label="(1, 24, 64, 32)", style=solid]; +"2434 quantize_per_tensor_default_143" -> "2435 dequantize_per_tensor_default_143" [label="(1, 24, 64, 32)", style=solid]; +"2435 dequantize_per_tensor_default_143" -> "2443 matmul_46" [label="(1, 24, 64, 32)", style=solid]; +"2436 linalg_vector_norm_47" -> "2437 clamp_min_47" [label="(1, 24, 64, 1)", style=solid]; +"2437 clamp_min_47" -> "2438 expand_as_47" [label="(1, 24, 64, 1)", style=solid]; +"2438 expand_as_47" -> "2439 div_47" [label="(1, 24, 64, 32)", style=solid]; +"2439 div_47" -> "2440 quantize_per_tensor_default_144" [label="(1, 24, 64, 32)", style=solid]; +"2440 quantize_per_tensor_default_144" -> "2441 dequantize_per_tensor_default_144" [label="(1, 24, 64, 32)", style=solid]; +"2441 dequantize_per_tensor_default_144" -> "2442 transpose_46" [label="(1, 24, 64, 32)", style=solid]; +"2442 transpose_46" -> "2443 matmul_46" [label="(1, 24, 32, 64)", style=solid]; +"2443 matmul_46" -> "2445 mul_47" [label="(1, 24, 64, 64)", style=solid]; +"2444 _frozen_param194" -> "2445 mul_47" [label="(24, 1, 1)", style=solid]; +"2445 mul_47" -> "2446 add_80" [label="(1, 24, 64, 64)", style=solid]; +"2446 add_80" -> "2447 softmax_23" [label="(1, 24, 64, 64)", style=solid]; +"2447 softmax_23" -> "2448 dropout_92" [label="(1, 24, 64, 64)", style=solid]; +"2448 dropout_92" -> "2449 matmul_47" [label="(1, 24, 64, 64)", style=solid]; +"2449 matmul_47" -> "2450 transpose_47" [label="(1, 24, 64, 32)", style=solid]; +"2450 transpose_47" -> "2451 reshape_105" [label="(1, 64, 24, 32)", style=solid]; +"2451 reshape_105" -> "2452 reshape_105_0_0_nncf_smooth_quant_0" [label="(1, 64, 768)", style=solid]; +"2452 reshape_105_0_0_nncf_smooth_quant_0" -> "2453 quantize_per_tensor_default_145" [label="(1, 64, 768)", style=solid]; +"2453 quantize_per_tensor_default_145" -> "2454 dequantize_per_tensor_default_145" [label="(1, 64, 768)", style=solid]; +"2454 dequantize_per_tensor_default_145" -> "2460 linear_144" [label="(1, 64, 768)", style=solid]; +"2455 linear_144_scale_0" -> "2458 quantize_per_channel_default_97" [label="(768,)", style=solid]; +"2455 linear_144_scale_0" -> "2459 dequantize_per_channel_default_97" [label="(768,)", style=solid]; +"2456 linear_144_zero_point_0" -> "2458 quantize_per_channel_default_97" [label="(768,)", style=solid]; +"2456 linear_144_zero_point_0" -> "2459 dequantize_per_channel_default_97" [label="(768,)", style=solid]; +"2457 compressed_weight_updated_constant97" -> "2458 quantize_per_channel_default_97" [label="(768, 768)", style=solid]; +"2458 quantize_per_channel_default_97" -> "2459 dequantize_per_channel_default_97" [label="(768, 768)", style=solid]; +"2459 dequantize_per_channel_default_97" -> "2460 linear_144" [label="(768, 768)", style=solid]; +"2460 linear_144" -> "2461 dropout_93" [label="(1, 64, 768)", style=solid]; +"2461 dropout_93" -> "2462 view_128" [label="(1, 64, 768)", style=solid]; +"2462 view_128" -> "2463 permute_107" [label="(1, 1, 1, 8, 8, 768)", style=solid]; +"2463 permute_107" -> "2464 reshape_106" [label="(1, 1, 8, 1, 8, 768)", style=solid]; +"2464 reshape_106" -> "2465 slice_347" [label="(1, 8, 8, 768)", style=solid]; +"2465 slice_347" -> "2466 slice_348" [label="(1, 8, 8, 768)", style=solid]; +"2466 slice_348" -> "2467 slice_349" [label="(1, 7, 8, 768)", style=solid]; +"2467 slice_349" -> "2468 slice_350" [label="(1, 7, 7, 768)", style=solid]; +"2468 slice_350" -> "2469 contiguous_45" [label="(1, 7, 7, 768)", style=solid]; +"2469 contiguous_45" -> "2470 layer_norm_50" [label="(1, 7, 7, 768)", style=solid]; +"2470 layer_norm_50" -> "2471 add_81" [label="(1, 7, 7, 768)", style=solid]; +"2471 add_81" -> "2472 add_81_0_0_nncf_smooth_quant_0" [label="(1, 7, 7, 768)", style=solid]; +"2471 add_81" -> "2494 add_82" [label="(1, 7, 7, 768)", style=solid]; +"2472 add_81_0_0_nncf_smooth_quant_0" -> "2473 quantize_per_tensor_default_146" [label="(1, 7, 7, 768)", style=solid]; +"2473 quantize_per_tensor_default_146" -> "2474 dequantize_per_tensor_default_146" [label="(1, 7, 7, 768)", style=solid]; +"2474 dequantize_per_tensor_default_146" -> "2480 linear_145" [label="(1, 7, 7, 768)", style=solid]; +"2475 linear_145_scale_0" -> "2478 quantize_per_channel_default_98" [label="(3072,)", style=solid]; +"2475 linear_145_scale_0" -> "2479 dequantize_per_channel_default_98" [label="(3072,)", style=solid]; +"2476 linear_145_zero_point_0" -> "2478 quantize_per_channel_default_98" [label="(3072,)", style=solid]; +"2476 linear_145_zero_point_0" -> "2479 dequantize_per_channel_default_98" [label="(3072,)", style=solid]; +"2477 compressed_weight_updated_constant98" -> "2478 quantize_per_channel_default_98" [label="(3072, 768)", style=solid]; +"2478 quantize_per_channel_default_98" -> "2479 dequantize_per_channel_default_98" [label="(3072, 768)", style=solid]; +"2479 dequantize_per_channel_default_98" -> "2480 linear_145" [label="(3072, 768)", style=solid]; +"2480 linear_145" -> "2481 gelu_23" [label="(1, 7, 7, 3072)", style=solid]; +"2481 gelu_23" -> "2482 dropout_94" [label="(1, 7, 7, 3072)", style=solid]; +"2482 dropout_94" -> "2483 dropout_94_0_0_nncf_smooth_quant_0" [label="(1, 7, 7, 3072)", style=solid]; +"2483 dropout_94_0_0_nncf_smooth_quant_0" -> "2484 quantize_per_tensor_default_147" [label="(1, 7, 7, 3072)", style=solid]; +"2484 quantize_per_tensor_default_147" -> "2485 dequantize_per_tensor_default_147" [label="(1, 7, 7, 3072)", style=solid]; +"2485 dequantize_per_tensor_default_147" -> "2491 linear_146" [label="(1, 7, 7, 3072)", style=solid]; +"2486 linear_146_scale_0" -> "2489 quantize_per_channel_default_99" [label="(768,)", style=solid]; +"2486 linear_146_scale_0" -> "2490 dequantize_per_channel_default_99" [label="(768,)", style=solid]; +"2487 linear_146_zero_point_0" -> "2489 quantize_per_channel_default_99" [label="(768,)", style=solid]; +"2487 linear_146_zero_point_0" -> "2490 dequantize_per_channel_default_99" [label="(768,)", style=solid]; +"2488 compressed_weight_updated_constant99" -> "2489 quantize_per_channel_default_99" [label="(768, 3072)", style=solid]; +"2489 quantize_per_channel_default_99" -> "2490 dequantize_per_channel_default_99" [label="(768, 3072)", style=solid]; +"2490 dequantize_per_channel_default_99" -> "2491 linear_146" [label="(768, 3072)", style=solid]; +"2491 linear_146" -> "2492 dropout_95" [label="(1, 7, 7, 768)", style=solid]; +"2492 dropout_95" -> "2493 layer_norm_51" [label="(1, 7, 7, 768)", style=solid]; +"2493 layer_norm_51" -> "2494 add_82" [label="(1, 7, 7, 768)", style=solid]; +"2494 add_82" -> "2495 layer_norm_52" [label="(1, 7, 7, 768)", style=solid]; +"2495 layer_norm_52" -> "2496 permute_108" [label="(1, 7, 7, 768)", style=solid]; +"2496 permute_108" -> "2497 adaptive_avg_pool2d" [label="(1, 768, 7, 7)", style=solid]; +"2497 adaptive_avg_pool2d" -> "2498 flatten" [label="(1, 768, 1, 1)", style=solid]; +"2498 flatten" -> "2499 flatten_0_0_nncf_smooth_quant_0" [label="(1, 768)", style=solid]; +"2499 flatten_0_0_nncf_smooth_quant_0" -> "2500 quantize_per_tensor_default_148" [label="(1, 768)", style=solid]; +"2500 quantize_per_tensor_default_148" -> "2501 dequantize_per_tensor_default_148" [label="(1, 768)", style=solid]; +"2501 dequantize_per_tensor_default_148" -> "2507 linear_147" [label="(1, 768)", style=solid]; +"2502 linear_147_scale_0" -> "2505 quantize_per_channel_default_100" [label="(1000,)", style=solid]; +"2502 linear_147_scale_0" -> "2506 dequantize_per_channel_default_100" [label="(1000,)", style=solid]; +"2503 linear_147_zero_point_0" -> "2505 quantize_per_channel_default_100" [label="(1000,)", style=solid]; +"2503 linear_147_zero_point_0" -> "2506 dequantize_per_channel_default_100" [label="(1000,)", style=solid]; +"2504 compressed_weight_updated_constant100" -> "2505 quantize_per_channel_default_100" [label="(1000, 768)", style=solid]; +"2505 quantize_per_channel_default_100" -> "2506 dequantize_per_channel_default_100" [label="(1000, 768)", style=solid]; +"2506 dequantize_per_channel_default_100" -> "2507 linear_147" [label="(1000, 768)", style=solid]; "2507 linear_147" -> "2508 output" [label="(1, 1000)", style=solid]; } diff --git a/tests/torch/data/reference_graphs/fx/quantized/synthetic_transformer.dot b/tests/torch/data/reference_graphs/fx/quantized/synthetic_transformer.dot index 3fd5285222d..4df2f65a775 100644 --- a/tests/torch/data/reference_graphs/fx/quantized/synthetic_transformer.dot +++ b/tests/torch/data/reference_graphs/fx/quantized/synthetic_transformer.dot @@ -1,53 +1,53 @@ strict digraph { "0 wte_weight" [id=0, type=get_attr]; -"1 input_ids" [id=1, type=input]; -"2 embedding" [id=2, type=embedding]; -"3 embedding_0_0_nncf_smooth_quant_0" [id=3, type=call_module]; -"4 quantize_per_tensor_default" [id=4, type=quantize_per_tensor]; -"5 dequantize_per_tensor_default" [id=5, type=dequantize_per_tensor]; -"6 linear_scale_0" [id=6, type=get_attr]; -"7 linear_zero_point_0" [id=7, type=get_attr]; -"8 compressed_weight_updated_constant0" [id=8, type=get_attr]; -"9 quantize_per_channel_default" [id=9, type=quantize_per_channel]; -"10 dequantize_per_channel_default" [id=10, type=dequantize_per_channel]; -"11 linear_bias_0_0" [id=11, type=get_attr]; -"12 linear" [id=12, type=linear]; -"13 add_tensor_0_0_nncf_smooth_quant_0" [id=13, type=call_module]; -"14 quantize_per_tensor_default_1" [id=14, type=quantize_per_tensor]; -"15 dequantize_per_tensor_default_1" [id=15, type=dequantize_per_tensor]; -"16 linear_1_scale_0" [id=16, type=get_attr]; -"17 linear_1_zero_point_0" [id=17, type=get_attr]; -"18 compressed_weight_updated_constant1" [id=18, type=get_attr]; -"19 quantize_per_channel_default_1" [id=19, type=quantize_per_channel]; -"20 dequantize_per_channel_default_1" [id=20, type=dequantize_per_channel]; -"21 lm_head_bias_0_0" [id=21, type=get_attr]; +"1 linear_bias" [id=1, type=get_attr]; +"2 lm_head_bias" [id=2, type=get_attr]; +"3 input_ids" [id=3, type=input]; +"4 embedding" [id=4, type=embedding]; +"5 embedding_0_0_nncf_smooth_quant_0" [id=5, type=call_module]; +"6 quantize_per_tensor_default" [id=6, type=quantize_per_tensor]; +"7 dequantize_per_tensor_default" [id=7, type=dequantize_per_tensor]; +"8 linear_scale_0" [id=8, type=get_attr]; +"9 linear_zero_point_0" [id=9, type=get_attr]; +"10 compressed_weight_updated_constant0" [id=10, type=get_attr]; +"11 quantize_per_channel_default" [id=11, type=quantize_per_channel]; +"12 dequantize_per_channel_default" [id=12, type=dequantize_per_channel]; +"13 linear" [id=13, type=linear]; +"14 linear_0_0_nncf_smooth_quant_0" [id=14, type=call_module]; +"15 quantize_per_tensor_default_1" [id=15, type=quantize_per_tensor]; +"16 dequantize_per_tensor_default_1" [id=16, type=dequantize_per_tensor]; +"17 linear_1_scale_0" [id=17, type=get_attr]; +"18 linear_1_zero_point_0" [id=18, type=get_attr]; +"19 compressed_weight_updated_constant1" [id=19, type=get_attr]; +"20 quantize_per_channel_default_1" [id=20, type=quantize_per_channel]; +"21 dequantize_per_channel_default_1" [id=21, type=dequantize_per_channel]; "22 linear_1" [id=22, type=linear]; "23 output" [id=23, type=output]; -"0 wte_weight" -> "2 embedding" [label="(10, 5)", style=solid]; -"1 input_ids" -> "2 embedding" [label="(5,)", style=solid]; -"2 embedding" -> "3 embedding_0_0_nncf_smooth_quant_0" [label="(5, 5)", style=solid]; -"3 embedding_0_0_nncf_smooth_quant_0" -> "4 quantize_per_tensor_default" [label="(5, 5)", style=solid]; -"4 quantize_per_tensor_default" -> "5 dequantize_per_tensor_default" [label="(5, 5)", style=solid]; -"5 dequantize_per_tensor_default" -> "12 linear" [label="(5, 5)", style=solid]; -"6 linear_scale_0" -> "9 quantize_per_channel_default" [label="(5,)", style=solid]; -"6 linear_scale_0" -> "10 dequantize_per_channel_default" [label="(5,)", style=solid]; -"7 linear_zero_point_0" -> "9 quantize_per_channel_default" [label="(5,)", style=solid]; -"7 linear_zero_point_0" -> "10 dequantize_per_channel_default" [label="(5,)", style=solid]; -"8 compressed_weight_updated_constant0" -> "9 quantize_per_channel_default" [label="(5, 5)", style=solid]; -"9 quantize_per_channel_default" -> "10 dequantize_per_channel_default" [label="(5, 5)", style=solid]; -"10 dequantize_per_channel_default" -> "12 linear" [label="(5, 5)", style=solid]; -"11 linear_bias_0_0" -> "12 linear" [label="(5,)", style=solid]; -"12 linear" -> "13 add_tensor_0_0_nncf_smooth_quant_0" [label="(5, 5)", style=solid]; -"13 add_tensor_0_0_nncf_smooth_quant_0" -> "14 quantize_per_tensor_default_1" [label="(5, 5)", style=solid]; -"14 quantize_per_tensor_default_1" -> "15 dequantize_per_tensor_default_1" [label="(5, 5)", style=solid]; -"15 dequantize_per_tensor_default_1" -> "22 linear_1" [label="(5, 5)", style=solid]; -"16 linear_1_scale_0" -> "19 quantize_per_channel_default_1" [label="(10,)", style=solid]; -"16 linear_1_scale_0" -> "20 dequantize_per_channel_default_1" [label="(10,)", style=solid]; -"17 linear_1_zero_point_0" -> "19 quantize_per_channel_default_1" [label="(10,)", style=solid]; -"17 linear_1_zero_point_0" -> "20 dequantize_per_channel_default_1" [label="(10,)", style=solid]; -"18 compressed_weight_updated_constant1" -> "19 quantize_per_channel_default_1" [label="(10, 5)", style=solid]; -"19 quantize_per_channel_default_1" -> "20 dequantize_per_channel_default_1" [label="(10, 5)", style=solid]; -"20 dequantize_per_channel_default_1" -> "22 linear_1" [label="(10, 5)", style=solid]; -"21 lm_head_bias_0_0" -> "22 linear_1" [label="(10,)", style=solid]; +"0 wte_weight" -> "4 embedding" [label="(10, 5)", style=solid]; +"1 linear_bias" -> "13 linear" [label="(5,)", style=solid]; +"2 lm_head_bias" -> "22 linear_1" [label="(10,)", style=solid]; +"3 input_ids" -> "4 embedding" [label="(5,)", style=solid]; +"4 embedding" -> "5 embedding_0_0_nncf_smooth_quant_0" [label="(5, 5)", style=solid]; +"5 embedding_0_0_nncf_smooth_quant_0" -> "6 quantize_per_tensor_default" [label="(5, 5)", style=solid]; +"6 quantize_per_tensor_default" -> "7 dequantize_per_tensor_default" [label="(5, 5)", style=solid]; +"7 dequantize_per_tensor_default" -> "13 linear" [label="(5, 5)", style=solid]; +"8 linear_scale_0" -> "11 quantize_per_channel_default" [label="(5,)", style=solid]; +"8 linear_scale_0" -> "12 dequantize_per_channel_default" [label="(5,)", style=solid]; +"9 linear_zero_point_0" -> "11 quantize_per_channel_default" [label="(5,)", style=solid]; +"9 linear_zero_point_0" -> "12 dequantize_per_channel_default" [label="(5,)", style=solid]; +"10 compressed_weight_updated_constant0" -> "11 quantize_per_channel_default" [label="(5, 5)", style=solid]; +"11 quantize_per_channel_default" -> "12 dequantize_per_channel_default" [label="(5, 5)", style=solid]; +"12 dequantize_per_channel_default" -> "13 linear" [label="(5, 5)", style=solid]; +"13 linear" -> "14 linear_0_0_nncf_smooth_quant_0" [label="(5, 5)", style=solid]; +"14 linear_0_0_nncf_smooth_quant_0" -> "15 quantize_per_tensor_default_1" [label="(5, 5)", style=solid]; +"15 quantize_per_tensor_default_1" -> "16 dequantize_per_tensor_default_1" [label="(5, 5)", style=solid]; +"16 dequantize_per_tensor_default_1" -> "22 linear_1" [label="(5, 5)", style=solid]; +"17 linear_1_scale_0" -> "20 quantize_per_channel_default_1" [label="(10,)", style=solid]; +"17 linear_1_scale_0" -> "21 dequantize_per_channel_default_1" [label="(10,)", style=solid]; +"18 linear_1_zero_point_0" -> "20 quantize_per_channel_default_1" [label="(10,)", style=solid]; +"18 linear_1_zero_point_0" -> "21 dequantize_per_channel_default_1" [label="(10,)", style=solid]; +"19 compressed_weight_updated_constant1" -> "20 quantize_per_channel_default_1" [label="(10, 5)", style=solid]; +"20 quantize_per_channel_default_1" -> "21 dequantize_per_channel_default_1" [label="(10, 5)", style=solid]; +"21 dequantize_per_channel_default_1" -> "22 linear_1" [label="(10, 5)", style=solid]; "22 linear_1" -> "23 output" [label="(5, 10)", style=solid]; } diff --git a/tests/torch/data/reference_graphs/fx/quantized/unet.dot b/tests/torch/data/reference_graphs/fx/quantized/unet.dot index b299be70340..7b9ccc4a6b3 100644 --- a/tests/torch/data/reference_graphs/fx/quantized/unet.dot +++ b/tests/torch/data/reference_graphs/fx/quantized/unet.dot @@ -1,561 +1,561 @@ strict digraph { -"0 x" [id=0, type=input]; -"1 quantize_per_tensor_default_8" [id=1, type=quantize_per_tensor]; -"2 dequantize_per_tensor_default_12" [id=2, type=dequantize_per_tensor]; -"3 conv2d_scale_0" [id=3, type=get_attr]; -"4 conv2d_zero_point_0" [id=4, type=get_attr]; -"5 compressed_weight_updated_constant0" [id=5, type=get_attr]; -"6 quantize_per_channel_default" [id=6, type=quantize_per_channel]; -"7 dequantize_per_channel_default" [id=7, type=dequantize_per_channel]; -"8 down_path_0_block_0_bias_0_0" [id=8, type=get_attr]; -"9 conv2d" [id=9, type=conv2d]; -"10 relu" [id=10, type=relu]; -"11 quantize_per_tensor_default_9" [id=11, type=quantize_per_tensor]; -"12 dequantize_per_tensor_default_13" [id=12, type=dequantize_per_tensor]; -"13 conv2d_1_scale_0" [id=13, type=get_attr]; -"14 conv2d_1_zero_point_0" [id=14, type=get_attr]; -"15 compressed_weight_updated_constant1" [id=15, type=get_attr]; -"16 quantize_per_channel_default_1" [id=16, type=quantize_per_channel]; -"17 dequantize_per_channel_default_1" [id=17, type=dequantize_per_channel]; -"18 down_path_0_block_3_bias_0_0" [id=18, type=get_attr]; -"19 conv2d_1" [id=19, type=conv2d]; -"20 relu_1" [id=20, type=relu]; -"21 quantize_per_tensor_default" [id=21, type=quantize_per_tensor]; -"22 dequantize_per_tensor_default_1" [id=22, type=dequantize_per_tensor]; -"23 dequantize_per_tensor_default" [id=23, type=dequantize_per_tensor]; -"24 max_pool2d" [id=24, type=max_pool2d]; -"25 conv2d_2_scale_0" [id=25, type=get_attr]; -"26 conv2d_2_zero_point_0" [id=26, type=get_attr]; -"27 compressed_weight_updated_constant2" [id=27, type=get_attr]; -"28 quantize_per_channel_default_2" [id=28, type=quantize_per_channel]; -"29 dequantize_per_channel_default_2" [id=29, type=dequantize_per_channel]; -"30 down_path_1_block_0_bias_0_0" [id=30, type=get_attr]; -"31 conv2d_2" [id=31, type=conv2d]; -"32 relu_2" [id=32, type=relu]; -"33 quantize_per_tensor_default_10" [id=33, type=quantize_per_tensor]; -"34 dequantize_per_tensor_default_14" [id=34, type=dequantize_per_tensor]; -"35 conv2d_3_scale_0" [id=35, type=get_attr]; -"36 conv2d_3_zero_point_0" [id=36, type=get_attr]; -"37 compressed_weight_updated_constant3" [id=37, type=get_attr]; -"38 quantize_per_channel_default_3" [id=38, type=quantize_per_channel]; -"39 dequantize_per_channel_default_3" [id=39, type=dequantize_per_channel]; -"40 down_path_1_block_3_bias_0_0" [id=40, type=get_attr]; -"41 conv2d_3" [id=41, type=conv2d]; -"42 relu_3" [id=42, type=relu]; -"43 quantize_per_tensor_default_3" [id=43, type=quantize_per_tensor]; -"44 dequantize_per_tensor_default_5" [id=44, type=dequantize_per_tensor]; -"45 dequantize_per_tensor_default_4" [id=45, type=dequantize_per_tensor]; -"46 max_pool2d_1" [id=46, type=max_pool2d]; -"47 conv2d_4_scale_0" [id=47, type=get_attr]; -"48 conv2d_4_zero_point_0" [id=48, type=get_attr]; -"49 compressed_weight_updated_constant4" [id=49, type=get_attr]; -"50 quantize_per_channel_default_4" [id=50, type=quantize_per_channel]; -"51 dequantize_per_channel_default_4" [id=51, type=dequantize_per_channel]; -"52 down_path_2_block_0_bias_0_0" [id=52, type=get_attr]; -"53 conv2d_4" [id=53, type=conv2d]; -"54 relu_4" [id=54, type=relu]; -"55 quantize_per_tensor_default_11" [id=55, type=quantize_per_tensor]; -"56 dequantize_per_tensor_default_15" [id=56, type=dequantize_per_tensor]; -"57 conv2d_5_scale_0" [id=57, type=get_attr]; -"58 conv2d_5_zero_point_0" [id=58, type=get_attr]; -"59 compressed_weight_updated_constant5" [id=59, type=get_attr]; -"60 quantize_per_channel_default_5" [id=60, type=quantize_per_channel]; -"61 dequantize_per_channel_default_5" [id=61, type=dequantize_per_channel]; -"62 down_path_2_block_3_bias_0_0" [id=62, type=get_attr]; -"63 conv2d_5" [id=63, type=conv2d]; -"64 relu_5" [id=64, type=relu]; -"65 quantize_per_tensor_default_4" [id=65, type=quantize_per_tensor]; -"66 dequantize_per_tensor_default_7" [id=66, type=dequantize_per_tensor]; -"67 dequantize_per_tensor_default_6" [id=67, type=dequantize_per_tensor]; -"68 max_pool2d_2" [id=68, type=max_pool2d]; -"69 conv2d_6_scale_0" [id=69, type=get_attr]; -"70 conv2d_6_zero_point_0" [id=70, type=get_attr]; -"71 compressed_weight_updated_constant6" [id=71, type=get_attr]; -"72 quantize_per_channel_default_6" [id=72, type=quantize_per_channel]; -"73 dequantize_per_channel_default_6" [id=73, type=dequantize_per_channel]; -"74 down_path_3_block_0_bias_0_0" [id=74, type=get_attr]; -"75 conv2d_6" [id=75, type=conv2d]; -"76 relu_6" [id=76, type=relu]; -"77 quantize_per_tensor_default_12" [id=77, type=quantize_per_tensor]; -"78 dequantize_per_tensor_default_16" [id=78, type=dequantize_per_tensor]; -"79 conv2d_7_scale_0" [id=79, type=get_attr]; -"80 conv2d_7_zero_point_0" [id=80, type=get_attr]; -"81 compressed_weight_updated_constant7" [id=81, type=get_attr]; -"82 quantize_per_channel_default_7" [id=82, type=quantize_per_channel]; -"83 dequantize_per_channel_default_7" [id=83, type=dequantize_per_channel]; -"84 down_path_3_block_3_bias_0_0" [id=84, type=get_attr]; -"85 conv2d_7" [id=85, type=conv2d]; -"86 relu_7" [id=86, type=relu]; -"87 quantize_per_tensor_default_7" [id=87, type=quantize_per_tensor]; -"88 dequantize_per_tensor_default_11" [id=88, type=dequantize_per_tensor]; -"89 dequantize_per_tensor_default_10" [id=89, type=dequantize_per_tensor]; -"90 max_pool2d_3" [id=90, type=max_pool2d]; -"91 conv2d_8_scale_0" [id=91, type=get_attr]; -"92 conv2d_8_zero_point_0" [id=92, type=get_attr]; -"93 compressed_weight_updated_constant8" [id=93, type=get_attr]; -"94 quantize_per_channel_default_8" [id=94, type=quantize_per_channel]; -"95 dequantize_per_channel_default_8" [id=95, type=dequantize_per_channel]; -"96 down_path_4_block_0_bias_0_0" [id=96, type=get_attr]; -"97 conv2d_8" [id=97, type=conv2d]; -"98 relu_8" [id=98, type=relu]; -"99 quantize_per_tensor_default_13" [id=99, type=quantize_per_tensor]; -"100 dequantize_per_tensor_default_17" [id=100, type=dequantize_per_tensor]; -"101 conv2d_9_scale_0" [id=101, type=get_attr]; -"102 conv2d_9_zero_point_0" [id=102, type=get_attr]; -"103 compressed_weight_updated_constant9" [id=103, type=get_attr]; -"104 quantize_per_channel_default_9" [id=104, type=quantize_per_channel]; -"105 dequantize_per_channel_default_9" [id=105, type=dequantize_per_channel]; -"106 down_path_4_block_3_bias_0_0" [id=106, type=get_attr]; -"107 conv2d_9" [id=107, type=conv2d]; -"108 relu_9" [id=108, type=relu]; -"109 quantize_per_tensor_default_14" [id=109, type=quantize_per_tensor]; -"110 dequantize_per_tensor_default_18" [id=110, type=dequantize_per_tensor]; -"111 conv_transpose2d_scale_0" [id=111, type=get_attr]; -"112 conv_transpose2d_zero_point_0" [id=112, type=get_attr]; -"113 compressed_weight_updated_constant10" [id=113, type=get_attr]; -"114 quantize_per_channel_default_10" [id=114, type=quantize_per_channel]; -"115 dequantize_per_channel_default_10" [id=115, type=dequantize_per_channel]; -"116 up_path_0_up_bias_0_0" [id=116, type=get_attr]; -"117 conv_transpose2d" [id=117, type=conv_transpose2d]; -"118 quantize_per_tensor_default_6" [id=118, type=quantize_per_tensor]; -"119 dequantize_per_tensor_default_9" [id=119, type=dequantize_per_tensor]; -"120 slice_1" [id=120, type=slice]; -"121 slice_2" [id=121, type=slice]; -"122 slice_3" [id=122, type=slice]; -"123 slice_4" [id=123, type=slice]; -"124 cat" [id=124, type=cat]; -"125 conv2d_10_scale_0" [id=125, type=get_attr]; -"126 conv2d_10_zero_point_0" [id=126, type=get_attr]; -"127 compressed_weight_updated_constant11" [id=127, type=get_attr]; -"128 quantize_per_channel_default_11" [id=128, type=quantize_per_channel]; -"129 dequantize_per_channel_default_11" [id=129, type=dequantize_per_channel]; -"130 up_path_0_conv_block_block_0_bias_0_0" [id=130, type=get_attr]; -"131 conv2d_10" [id=131, type=conv2d]; -"132 relu_10" [id=132, type=relu]; -"133 quantize_per_tensor_default_15" [id=133, type=quantize_per_tensor]; -"134 dequantize_per_tensor_default_19" [id=134, type=dequantize_per_tensor]; -"135 conv2d_11_scale_0" [id=135, type=get_attr]; -"136 conv2d_11_zero_point_0" [id=136, type=get_attr]; -"137 compressed_weight_updated_constant12" [id=137, type=get_attr]; -"138 quantize_per_channel_default_12" [id=138, type=quantize_per_channel]; -"139 dequantize_per_channel_default_12" [id=139, type=dequantize_per_channel]; -"140 up_path_0_conv_block_block_3_bias_0_0" [id=140, type=get_attr]; -"141 conv2d_11" [id=141, type=conv2d]; -"142 relu_11" [id=142, type=relu]; -"143 quantize_per_tensor_default_16" [id=143, type=quantize_per_tensor]; -"144 dequantize_per_tensor_default_20" [id=144, type=dequantize_per_tensor]; -"145 conv_transpose2d_1_scale_0" [id=145, type=get_attr]; -"146 conv_transpose2d_1_zero_point_0" [id=146, type=get_attr]; -"147 compressed_weight_updated_constant13" [id=147, type=get_attr]; -"148 quantize_per_channel_default_13" [id=148, type=quantize_per_channel]; -"149 dequantize_per_channel_default_13" [id=149, type=dequantize_per_channel]; -"150 up_path_1_up_bias_0_0" [id=150, type=get_attr]; -"151 conv_transpose2d_1" [id=151, type=conv_transpose2d]; -"152 quantize_per_tensor_default_5" [id=152, type=quantize_per_tensor]; -"153 dequantize_per_tensor_default_8" [id=153, type=dequantize_per_tensor]; -"154 slice_5" [id=154, type=slice]; -"155 slice_6" [id=155, type=slice]; -"156 slice_7" [id=156, type=slice]; -"157 slice_8" [id=157, type=slice]; -"158 cat_1" [id=158, type=cat]; -"159 conv2d_12_scale_0" [id=159, type=get_attr]; -"160 conv2d_12_zero_point_0" [id=160, type=get_attr]; -"161 compressed_weight_updated_constant14" [id=161, type=get_attr]; -"162 quantize_per_channel_default_14" [id=162, type=quantize_per_channel]; -"163 dequantize_per_channel_default_14" [id=163, type=dequantize_per_channel]; -"164 up_path_1_conv_block_block_0_bias_0_0" [id=164, type=get_attr]; -"165 conv2d_12" [id=165, type=conv2d]; -"166 relu_12" [id=166, type=relu]; -"167 quantize_per_tensor_default_17" [id=167, type=quantize_per_tensor]; -"168 dequantize_per_tensor_default_21" [id=168, type=dequantize_per_tensor]; -"169 conv2d_13_scale_0" [id=169, type=get_attr]; -"170 conv2d_13_zero_point_0" [id=170, type=get_attr]; -"171 compressed_weight_updated_constant15" [id=171, type=get_attr]; -"172 quantize_per_channel_default_15" [id=172, type=quantize_per_channel]; -"173 dequantize_per_channel_default_15" [id=173, type=dequantize_per_channel]; -"174 up_path_1_conv_block_block_3_bias_0_0" [id=174, type=get_attr]; -"175 conv2d_13" [id=175, type=conv2d]; -"176 relu_13" [id=176, type=relu]; -"177 quantize_per_tensor_default_18" [id=177, type=quantize_per_tensor]; -"178 dequantize_per_tensor_default_22" [id=178, type=dequantize_per_tensor]; -"179 conv_transpose2d_2_scale_0" [id=179, type=get_attr]; -"180 conv_transpose2d_2_zero_point_0" [id=180, type=get_attr]; -"181 compressed_weight_updated_constant16" [id=181, type=get_attr]; -"182 quantize_per_channel_default_16" [id=182, type=quantize_per_channel]; -"183 dequantize_per_channel_default_16" [id=183, type=dequantize_per_channel]; -"184 up_path_2_up_bias_0_0" [id=184, type=get_attr]; -"185 conv_transpose2d_2" [id=185, type=conv_transpose2d]; -"186 quantize_per_tensor_default_2" [id=186, type=quantize_per_tensor]; -"187 dequantize_per_tensor_default_3" [id=187, type=dequantize_per_tensor]; -"188 slice_9" [id=188, type=slice]; -"189 slice_10" [id=189, type=slice]; -"190 slice_11" [id=190, type=slice]; -"191 slice_12" [id=191, type=slice]; -"192 cat_2" [id=192, type=cat]; -"193 conv2d_14_scale_0" [id=193, type=get_attr]; -"194 conv2d_14_zero_point_0" [id=194, type=get_attr]; -"195 compressed_weight_updated_constant17" [id=195, type=get_attr]; -"196 quantize_per_channel_default_17" [id=196, type=quantize_per_channel]; -"197 dequantize_per_channel_default_17" [id=197, type=dequantize_per_channel]; -"198 up_path_2_conv_block_block_0_bias_0_0" [id=198, type=get_attr]; -"199 conv2d_14" [id=199, type=conv2d]; -"200 relu_14" [id=200, type=relu]; -"201 quantize_per_tensor_default_19" [id=201, type=quantize_per_tensor]; -"202 dequantize_per_tensor_default_23" [id=202, type=dequantize_per_tensor]; -"203 conv2d_15_scale_0" [id=203, type=get_attr]; -"204 conv2d_15_zero_point_0" [id=204, type=get_attr]; -"205 compressed_weight_updated_constant18" [id=205, type=get_attr]; -"206 quantize_per_channel_default_18" [id=206, type=quantize_per_channel]; -"207 dequantize_per_channel_default_18" [id=207, type=dequantize_per_channel]; -"208 up_path_2_conv_block_block_3_bias_0_0" [id=208, type=get_attr]; -"209 conv2d_15" [id=209, type=conv2d]; -"210 relu_15" [id=210, type=relu]; -"211 quantize_per_tensor_default_20" [id=211, type=quantize_per_tensor]; -"212 dequantize_per_tensor_default_24" [id=212, type=dequantize_per_tensor]; -"213 conv_transpose2d_3_scale_0" [id=213, type=get_attr]; -"214 conv_transpose2d_3_zero_point_0" [id=214, type=get_attr]; -"215 compressed_weight_updated_constant19" [id=215, type=get_attr]; -"216 quantize_per_channel_default_19" [id=216, type=quantize_per_channel]; -"217 dequantize_per_channel_default_19" [id=217, type=dequantize_per_channel]; -"218 up_path_3_up_bias_0_0" [id=218, type=get_attr]; -"219 conv_transpose2d_3" [id=219, type=conv_transpose2d]; -"220 quantize_per_tensor_default_1" [id=220, type=quantize_per_tensor]; -"221 dequantize_per_tensor_default_2" [id=221, type=dequantize_per_tensor]; -"222 slice_13" [id=222, type=slice]; -"223 slice_14" [id=223, type=slice]; -"224 slice_15" [id=224, type=slice]; -"225 slice_16" [id=225, type=slice]; -"226 cat_3" [id=226, type=cat]; -"227 conv2d_16_scale_0" [id=227, type=get_attr]; -"228 conv2d_16_zero_point_0" [id=228, type=get_attr]; -"229 compressed_weight_updated_constant20" [id=229, type=get_attr]; -"230 quantize_per_channel_default_20" [id=230, type=quantize_per_channel]; -"231 dequantize_per_channel_default_20" [id=231, type=dequantize_per_channel]; -"232 up_path_3_conv_block_block_0_bias_0_0" [id=232, type=get_attr]; -"233 conv2d_16" [id=233, type=conv2d]; -"234 relu_16" [id=234, type=relu]; -"235 quantize_per_tensor_default_21" [id=235, type=quantize_per_tensor]; -"236 dequantize_per_tensor_default_25" [id=236, type=dequantize_per_tensor]; -"237 conv2d_17_scale_0" [id=237, type=get_attr]; -"238 conv2d_17_zero_point_0" [id=238, type=get_attr]; -"239 compressed_weight_updated_constant21" [id=239, type=get_attr]; -"240 quantize_per_channel_default_21" [id=240, type=quantize_per_channel]; -"241 dequantize_per_channel_default_21" [id=241, type=dequantize_per_channel]; -"242 up_path_3_conv_block_block_3_bias_0_0" [id=242, type=get_attr]; -"243 conv2d_17" [id=243, type=conv2d]; -"244 relu_17" [id=244, type=relu]; -"245 quantize_per_tensor_default_22" [id=245, type=quantize_per_tensor]; -"246 dequantize_per_tensor_default_26" [id=246, type=dequantize_per_tensor]; -"247 conv2d_18_scale_0" [id=247, type=get_attr]; -"248 conv2d_18_zero_point_0" [id=248, type=get_attr]; -"249 compressed_weight_updated_constant22" [id=249, type=get_attr]; -"250 quantize_per_channel_default_22" [id=250, type=quantize_per_channel]; -"251 dequantize_per_channel_default_22" [id=251, type=dequantize_per_channel]; -"252 last_bias_0_0" [id=252, type=get_attr]; +"0 down_path_0_block_0_bias" [id=0, type=get_attr]; +"1 down_path_0_block_3_bias" [id=1, type=get_attr]; +"2 down_path_1_block_0_bias" [id=2, type=get_attr]; +"3 down_path_1_block_3_bias" [id=3, type=get_attr]; +"4 down_path_2_block_0_bias" [id=4, type=get_attr]; +"5 down_path_2_block_3_bias" [id=5, type=get_attr]; +"6 down_path_3_block_0_bias" [id=6, type=get_attr]; +"7 down_path_3_block_3_bias" [id=7, type=get_attr]; +"8 down_path_4_block_0_bias" [id=8, type=get_attr]; +"9 down_path_4_block_3_bias" [id=9, type=get_attr]; +"10 up_path_0_up_bias" [id=10, type=get_attr]; +"11 up_path_0_conv_block_block_0_bias" [id=11, type=get_attr]; +"12 up_path_0_conv_block_block_3_bias" [id=12, type=get_attr]; +"13 up_path_1_up_bias" [id=13, type=get_attr]; +"14 up_path_1_conv_block_block_0_bias" [id=14, type=get_attr]; +"15 up_path_1_conv_block_block_3_bias" [id=15, type=get_attr]; +"16 up_path_2_up_bias" [id=16, type=get_attr]; +"17 up_path_2_conv_block_block_0_bias" [id=17, type=get_attr]; +"18 up_path_2_conv_block_block_3_bias" [id=18, type=get_attr]; +"19 up_path_3_up_bias" [id=19, type=get_attr]; +"20 up_path_3_conv_block_block_0_bias" [id=20, type=get_attr]; +"21 up_path_3_conv_block_block_3_bias" [id=21, type=get_attr]; +"22 last_bias" [id=22, type=get_attr]; +"23 x" [id=23, type=input]; +"24 quantize_per_tensor_default_8" [id=24, type=quantize_per_tensor]; +"25 dequantize_per_tensor_default_12" [id=25, type=dequantize_per_tensor]; +"26 conv2d_scale_0" [id=26, type=get_attr]; +"27 conv2d_zero_point_0" [id=27, type=get_attr]; +"28 compressed_weight_updated_constant0" [id=28, type=get_attr]; +"29 quantize_per_channel_default" [id=29, type=quantize_per_channel]; +"30 dequantize_per_channel_default" [id=30, type=dequantize_per_channel]; +"31 conv2d" [id=31, type=conv2d]; +"32 relu" [id=32, type=relu]; +"33 quantize_per_tensor_default_9" [id=33, type=quantize_per_tensor]; +"34 dequantize_per_tensor_default_13" [id=34, type=dequantize_per_tensor]; +"35 conv2d_1_scale_0" [id=35, type=get_attr]; +"36 conv2d_1_zero_point_0" [id=36, type=get_attr]; +"37 compressed_weight_updated_constant1" [id=37, type=get_attr]; +"38 quantize_per_channel_default_1" [id=38, type=quantize_per_channel]; +"39 dequantize_per_channel_default_1" [id=39, type=dequantize_per_channel]; +"40 conv2d_1" [id=40, type=conv2d]; +"41 relu_1" [id=41, type=relu]; +"42 quantize_per_tensor_default" [id=42, type=quantize_per_tensor]; +"43 dequantize_per_tensor_default_1" [id=43, type=dequantize_per_tensor]; +"44 dequantize_per_tensor_default" [id=44, type=dequantize_per_tensor]; +"45 max_pool2d" [id=45, type=max_pool2d]; +"46 conv2d_2_scale_0" [id=46, type=get_attr]; +"47 conv2d_2_zero_point_0" [id=47, type=get_attr]; +"48 compressed_weight_updated_constant2" [id=48, type=get_attr]; +"49 quantize_per_channel_default_2" [id=49, type=quantize_per_channel]; +"50 dequantize_per_channel_default_2" [id=50, type=dequantize_per_channel]; +"51 conv2d_2" [id=51, type=conv2d]; +"52 relu_2" [id=52, type=relu]; +"53 quantize_per_tensor_default_10" [id=53, type=quantize_per_tensor]; +"54 dequantize_per_tensor_default_14" [id=54, type=dequantize_per_tensor]; +"55 conv2d_3_scale_0" [id=55, type=get_attr]; +"56 conv2d_3_zero_point_0" [id=56, type=get_attr]; +"57 compressed_weight_updated_constant3" [id=57, type=get_attr]; +"58 quantize_per_channel_default_3" [id=58, type=quantize_per_channel]; +"59 dequantize_per_channel_default_3" [id=59, type=dequantize_per_channel]; +"60 conv2d_3" [id=60, type=conv2d]; +"61 relu_3" [id=61, type=relu]; +"62 quantize_per_tensor_default_3" [id=62, type=quantize_per_tensor]; +"63 dequantize_per_tensor_default_5" [id=63, type=dequantize_per_tensor]; +"64 dequantize_per_tensor_default_4" [id=64, type=dequantize_per_tensor]; +"65 max_pool2d_1" [id=65, type=max_pool2d]; +"66 conv2d_4_scale_0" [id=66, type=get_attr]; +"67 conv2d_4_zero_point_0" [id=67, type=get_attr]; +"68 compressed_weight_updated_constant4" [id=68, type=get_attr]; +"69 quantize_per_channel_default_4" [id=69, type=quantize_per_channel]; +"70 dequantize_per_channel_default_4" [id=70, type=dequantize_per_channel]; +"71 conv2d_4" [id=71, type=conv2d]; +"72 relu_4" [id=72, type=relu]; +"73 quantize_per_tensor_default_11" [id=73, type=quantize_per_tensor]; +"74 dequantize_per_tensor_default_15" [id=74, type=dequantize_per_tensor]; +"75 conv2d_5_scale_0" [id=75, type=get_attr]; +"76 conv2d_5_zero_point_0" [id=76, type=get_attr]; +"77 compressed_weight_updated_constant5" [id=77, type=get_attr]; +"78 quantize_per_channel_default_5" [id=78, type=quantize_per_channel]; +"79 dequantize_per_channel_default_5" [id=79, type=dequantize_per_channel]; +"80 conv2d_5" [id=80, type=conv2d]; +"81 relu_5" [id=81, type=relu]; +"82 quantize_per_tensor_default_4" [id=82, type=quantize_per_tensor]; +"83 dequantize_per_tensor_default_7" [id=83, type=dequantize_per_tensor]; +"84 dequantize_per_tensor_default_6" [id=84, type=dequantize_per_tensor]; +"85 max_pool2d_2" [id=85, type=max_pool2d]; +"86 conv2d_6_scale_0" [id=86, type=get_attr]; +"87 conv2d_6_zero_point_0" [id=87, type=get_attr]; +"88 compressed_weight_updated_constant6" [id=88, type=get_attr]; +"89 quantize_per_channel_default_6" [id=89, type=quantize_per_channel]; +"90 dequantize_per_channel_default_6" [id=90, type=dequantize_per_channel]; +"91 conv2d_6" [id=91, type=conv2d]; +"92 relu_6" [id=92, type=relu]; +"93 quantize_per_tensor_default_12" [id=93, type=quantize_per_tensor]; +"94 dequantize_per_tensor_default_16" [id=94, type=dequantize_per_tensor]; +"95 conv2d_7_scale_0" [id=95, type=get_attr]; +"96 conv2d_7_zero_point_0" [id=96, type=get_attr]; +"97 compressed_weight_updated_constant7" [id=97, type=get_attr]; +"98 quantize_per_channel_default_7" [id=98, type=quantize_per_channel]; +"99 dequantize_per_channel_default_7" [id=99, type=dequantize_per_channel]; +"100 conv2d_7" [id=100, type=conv2d]; +"101 relu_7" [id=101, type=relu]; +"102 quantize_per_tensor_default_7" [id=102, type=quantize_per_tensor]; +"103 dequantize_per_tensor_default_11" [id=103, type=dequantize_per_tensor]; +"104 dequantize_per_tensor_default_10" [id=104, type=dequantize_per_tensor]; +"105 max_pool2d_3" [id=105, type=max_pool2d]; +"106 conv2d_8_scale_0" [id=106, type=get_attr]; +"107 conv2d_8_zero_point_0" [id=107, type=get_attr]; +"108 compressed_weight_updated_constant8" [id=108, type=get_attr]; +"109 quantize_per_channel_default_8" [id=109, type=quantize_per_channel]; +"110 dequantize_per_channel_default_8" [id=110, type=dequantize_per_channel]; +"111 conv2d_8" [id=111, type=conv2d]; +"112 relu_8" [id=112, type=relu]; +"113 quantize_per_tensor_default_13" [id=113, type=quantize_per_tensor]; +"114 dequantize_per_tensor_default_17" [id=114, type=dequantize_per_tensor]; +"115 conv2d_9_scale_0" [id=115, type=get_attr]; +"116 conv2d_9_zero_point_0" [id=116, type=get_attr]; +"117 compressed_weight_updated_constant9" [id=117, type=get_attr]; +"118 quantize_per_channel_default_9" [id=118, type=quantize_per_channel]; +"119 dequantize_per_channel_default_9" [id=119, type=dequantize_per_channel]; +"120 conv2d_9" [id=120, type=conv2d]; +"121 relu_9" [id=121, type=relu]; +"122 quantize_per_tensor_default_14" [id=122, type=quantize_per_tensor]; +"123 dequantize_per_tensor_default_18" [id=123, type=dequantize_per_tensor]; +"124 conv_transpose2d_scale_0" [id=124, type=get_attr]; +"125 conv_transpose2d_zero_point_0" [id=125, type=get_attr]; +"126 compressed_weight_updated_constant10" [id=126, type=get_attr]; +"127 quantize_per_channel_default_10" [id=127, type=quantize_per_channel]; +"128 dequantize_per_channel_default_10" [id=128, type=dequantize_per_channel]; +"129 conv_transpose2d" [id=129, type=conv_transpose2d]; +"130 quantize_per_tensor_default_6" [id=130, type=quantize_per_tensor]; +"131 dequantize_per_tensor_default_9" [id=131, type=dequantize_per_tensor]; +"132 slice_1" [id=132, type=slice]; +"133 slice_2" [id=133, type=slice]; +"134 slice_3" [id=134, type=slice]; +"135 slice_4" [id=135, type=slice]; +"136 cat" [id=136, type=cat]; +"137 conv2d_10_scale_0" [id=137, type=get_attr]; +"138 conv2d_10_zero_point_0" [id=138, type=get_attr]; +"139 compressed_weight_updated_constant11" [id=139, type=get_attr]; +"140 quantize_per_channel_default_11" [id=140, type=quantize_per_channel]; +"141 dequantize_per_channel_default_11" [id=141, type=dequantize_per_channel]; +"142 conv2d_10" [id=142, type=conv2d]; +"143 relu_10" [id=143, type=relu]; +"144 quantize_per_tensor_default_15" [id=144, type=quantize_per_tensor]; +"145 dequantize_per_tensor_default_19" [id=145, type=dequantize_per_tensor]; +"146 conv2d_11_scale_0" [id=146, type=get_attr]; +"147 conv2d_11_zero_point_0" [id=147, type=get_attr]; +"148 compressed_weight_updated_constant12" [id=148, type=get_attr]; +"149 quantize_per_channel_default_12" [id=149, type=quantize_per_channel]; +"150 dequantize_per_channel_default_12" [id=150, type=dequantize_per_channel]; +"151 conv2d_11" [id=151, type=conv2d]; +"152 relu_11" [id=152, type=relu]; +"153 quantize_per_tensor_default_16" [id=153, type=quantize_per_tensor]; +"154 dequantize_per_tensor_default_20" [id=154, type=dequantize_per_tensor]; +"155 conv_transpose2d_1_scale_0" [id=155, type=get_attr]; +"156 conv_transpose2d_1_zero_point_0" [id=156, type=get_attr]; +"157 compressed_weight_updated_constant13" [id=157, type=get_attr]; +"158 quantize_per_channel_default_13" [id=158, type=quantize_per_channel]; +"159 dequantize_per_channel_default_13" [id=159, type=dequantize_per_channel]; +"160 conv_transpose2d_1" [id=160, type=conv_transpose2d]; +"161 quantize_per_tensor_default_5" [id=161, type=quantize_per_tensor]; +"162 dequantize_per_tensor_default_8" [id=162, type=dequantize_per_tensor]; +"163 slice_5" [id=163, type=slice]; +"164 slice_6" [id=164, type=slice]; +"165 slice_7" [id=165, type=slice]; +"166 slice_8" [id=166, type=slice]; +"167 cat_1" [id=167, type=cat]; +"168 conv2d_12_scale_0" [id=168, type=get_attr]; +"169 conv2d_12_zero_point_0" [id=169, type=get_attr]; +"170 compressed_weight_updated_constant14" [id=170, type=get_attr]; +"171 quantize_per_channel_default_14" [id=171, type=quantize_per_channel]; +"172 dequantize_per_channel_default_14" [id=172, type=dequantize_per_channel]; +"173 conv2d_12" [id=173, type=conv2d]; +"174 relu_12" [id=174, type=relu]; +"175 quantize_per_tensor_default_17" [id=175, type=quantize_per_tensor]; +"176 dequantize_per_tensor_default_21" [id=176, type=dequantize_per_tensor]; +"177 conv2d_13_scale_0" [id=177, type=get_attr]; +"178 conv2d_13_zero_point_0" [id=178, type=get_attr]; +"179 compressed_weight_updated_constant15" [id=179, type=get_attr]; +"180 quantize_per_channel_default_15" [id=180, type=quantize_per_channel]; +"181 dequantize_per_channel_default_15" [id=181, type=dequantize_per_channel]; +"182 conv2d_13" [id=182, type=conv2d]; +"183 relu_13" [id=183, type=relu]; +"184 quantize_per_tensor_default_18" [id=184, type=quantize_per_tensor]; +"185 dequantize_per_tensor_default_22" [id=185, type=dequantize_per_tensor]; +"186 conv_transpose2d_2_scale_0" [id=186, type=get_attr]; +"187 conv_transpose2d_2_zero_point_0" [id=187, type=get_attr]; +"188 compressed_weight_updated_constant16" [id=188, type=get_attr]; +"189 quantize_per_channel_default_16" [id=189, type=quantize_per_channel]; +"190 dequantize_per_channel_default_16" [id=190, type=dequantize_per_channel]; +"191 conv_transpose2d_2" [id=191, type=conv_transpose2d]; +"192 quantize_per_tensor_default_2" [id=192, type=quantize_per_tensor]; +"193 dequantize_per_tensor_default_3" [id=193, type=dequantize_per_tensor]; +"194 slice_9" [id=194, type=slice]; +"195 slice_10" [id=195, type=slice]; +"196 slice_11" [id=196, type=slice]; +"197 slice_12" [id=197, type=slice]; +"198 cat_2" [id=198, type=cat]; +"199 conv2d_14_scale_0" [id=199, type=get_attr]; +"200 conv2d_14_zero_point_0" [id=200, type=get_attr]; +"201 compressed_weight_updated_constant17" [id=201, type=get_attr]; +"202 quantize_per_channel_default_17" [id=202, type=quantize_per_channel]; +"203 dequantize_per_channel_default_17" [id=203, type=dequantize_per_channel]; +"204 conv2d_14" [id=204, type=conv2d]; +"205 relu_14" [id=205, type=relu]; +"206 quantize_per_tensor_default_19" [id=206, type=quantize_per_tensor]; +"207 dequantize_per_tensor_default_23" [id=207, type=dequantize_per_tensor]; +"208 conv2d_15_scale_0" [id=208, type=get_attr]; +"209 conv2d_15_zero_point_0" [id=209, type=get_attr]; +"210 compressed_weight_updated_constant18" [id=210, type=get_attr]; +"211 quantize_per_channel_default_18" [id=211, type=quantize_per_channel]; +"212 dequantize_per_channel_default_18" [id=212, type=dequantize_per_channel]; +"213 conv2d_15" [id=213, type=conv2d]; +"214 relu_15" [id=214, type=relu]; +"215 quantize_per_tensor_default_20" [id=215, type=quantize_per_tensor]; +"216 dequantize_per_tensor_default_24" [id=216, type=dequantize_per_tensor]; +"217 conv_transpose2d_3_scale_0" [id=217, type=get_attr]; +"218 conv_transpose2d_3_zero_point_0" [id=218, type=get_attr]; +"219 compressed_weight_updated_constant19" [id=219, type=get_attr]; +"220 quantize_per_channel_default_19" [id=220, type=quantize_per_channel]; +"221 dequantize_per_channel_default_19" [id=221, type=dequantize_per_channel]; +"222 conv_transpose2d_3" [id=222, type=conv_transpose2d]; +"223 quantize_per_tensor_default_1" [id=223, type=quantize_per_tensor]; +"224 dequantize_per_tensor_default_2" [id=224, type=dequantize_per_tensor]; +"225 slice_13" [id=225, type=slice]; +"226 slice_14" [id=226, type=slice]; +"227 slice_15" [id=227, type=slice]; +"228 slice_16" [id=228, type=slice]; +"229 cat_3" [id=229, type=cat]; +"230 conv2d_16_scale_0" [id=230, type=get_attr]; +"231 conv2d_16_zero_point_0" [id=231, type=get_attr]; +"232 compressed_weight_updated_constant20" [id=232, type=get_attr]; +"233 quantize_per_channel_default_20" [id=233, type=quantize_per_channel]; +"234 dequantize_per_channel_default_20" [id=234, type=dequantize_per_channel]; +"235 conv2d_16" [id=235, type=conv2d]; +"236 relu_16" [id=236, type=relu]; +"237 quantize_per_tensor_default_21" [id=237, type=quantize_per_tensor]; +"238 dequantize_per_tensor_default_25" [id=238, type=dequantize_per_tensor]; +"239 conv2d_17_scale_0" [id=239, type=get_attr]; +"240 conv2d_17_zero_point_0" [id=240, type=get_attr]; +"241 compressed_weight_updated_constant21" [id=241, type=get_attr]; +"242 quantize_per_channel_default_21" [id=242, type=quantize_per_channel]; +"243 dequantize_per_channel_default_21" [id=243, type=dequantize_per_channel]; +"244 conv2d_17" [id=244, type=conv2d]; +"245 relu_17" [id=245, type=relu]; +"246 quantize_per_tensor_default_22" [id=246, type=quantize_per_tensor]; +"247 dequantize_per_tensor_default_26" [id=247, type=dequantize_per_tensor]; +"248 conv2d_18_scale_0" [id=248, type=get_attr]; +"249 conv2d_18_zero_point_0" [id=249, type=get_attr]; +"250 compressed_weight_updated_constant22" [id=250, type=get_attr]; +"251 quantize_per_channel_default_22" [id=251, type=quantize_per_channel]; +"252 dequantize_per_channel_default_22" [id=252, type=dequantize_per_channel]; "253 conv2d_18" [id=253, type=conv2d]; "254 output" [id=254, type=output]; -"0 x" -> "1 quantize_per_tensor_default_8" [label="(1, 3, 224, 224)", style=solid]; -"1 quantize_per_tensor_default_8" -> "2 dequantize_per_tensor_default_12" [label="(1, 3, 224, 224)", style=solid]; -"2 dequantize_per_tensor_default_12" -> "9 conv2d" [label="(1, 3, 224, 224)", style=solid]; -"3 conv2d_scale_0" -> "6 quantize_per_channel_default" [label="(64,)", style=solid]; -"3 conv2d_scale_0" -> "7 dequantize_per_channel_default" [label="(64,)", style=solid]; -"4 conv2d_zero_point_0" -> "6 quantize_per_channel_default" [label="(64,)", style=solid]; -"4 conv2d_zero_point_0" -> "7 dequantize_per_channel_default" [label="(64,)", style=solid]; -"5 compressed_weight_updated_constant0" -> "6 quantize_per_channel_default" [label="(64, 3, 3, 3)", style=solid]; -"6 quantize_per_channel_default" -> "7 dequantize_per_channel_default" [label="(64, 3, 3, 3)", style=solid]; -"7 dequantize_per_channel_default" -> "9 conv2d" [label="(64, 3, 3, 3)", style=solid]; -"8 down_path_0_block_0_bias_0_0" -> "9 conv2d" [label="(64,)", style=solid]; -"9 conv2d" -> "10 relu" [label="(1, 64, 222, 222)", style=solid]; -"10 relu" -> "11 quantize_per_tensor_default_9" [label="(1, 64, 222, 222)", style=solid]; -"11 quantize_per_tensor_default_9" -> "12 dequantize_per_tensor_default_13" [label="(1, 64, 222, 222)", style=solid]; -"12 dequantize_per_tensor_default_13" -> "19 conv2d_1" [label="(1, 64, 222, 222)", style=solid]; -"13 conv2d_1_scale_0" -> "16 quantize_per_channel_default_1" [label="(64,)", style=solid]; -"13 conv2d_1_scale_0" -> "17 dequantize_per_channel_default_1" [label="(64,)", style=solid]; -"14 conv2d_1_zero_point_0" -> "16 quantize_per_channel_default_1" [label="(64,)", style=solid]; -"14 conv2d_1_zero_point_0" -> "17 dequantize_per_channel_default_1" [label="(64,)", style=solid]; -"15 compressed_weight_updated_constant1" -> "16 quantize_per_channel_default_1" [label="(64, 64, 3, 3)", style=solid]; -"16 quantize_per_channel_default_1" -> "17 dequantize_per_channel_default_1" [label="(64, 64, 3, 3)", style=solid]; -"17 dequantize_per_channel_default_1" -> "19 conv2d_1" [label="(64, 64, 3, 3)", style=solid]; -"18 down_path_0_block_3_bias_0_0" -> "19 conv2d_1" [label="(64,)", style=solid]; -"19 conv2d_1" -> "20 relu_1" [label="(1, 64, 220, 220)", style=solid]; -"20 relu_1" -> "21 quantize_per_tensor_default" [label="(1, 64, 220, 220)", style=solid]; -"21 quantize_per_tensor_default" -> "22 dequantize_per_tensor_default_1" [label="(1, 64, 220, 220)", style=solid]; -"21 quantize_per_tensor_default" -> "23 dequantize_per_tensor_default" [label="(1, 64, 220, 220)", style=solid]; -"22 dequantize_per_tensor_default_1" -> "222 slice_13" [label="(1, 64, 220, 220)", style=solid]; -"23 dequantize_per_tensor_default" -> "24 max_pool2d" [label="(1, 64, 220, 220)", style=solid]; -"24 max_pool2d" -> "31 conv2d_2" [label="(1, 64, 110, 110)", style=solid]; -"25 conv2d_2_scale_0" -> "28 quantize_per_channel_default_2" [label="(128,)", style=solid]; -"25 conv2d_2_scale_0" -> "29 dequantize_per_channel_default_2" [label="(128,)", style=solid]; -"26 conv2d_2_zero_point_0" -> "28 quantize_per_channel_default_2" [label="(128,)", style=solid]; -"26 conv2d_2_zero_point_0" -> "29 dequantize_per_channel_default_2" [label="(128,)", style=solid]; -"27 compressed_weight_updated_constant2" -> "28 quantize_per_channel_default_2" [label="(128, 64, 3, 3)", style=solid]; -"28 quantize_per_channel_default_2" -> "29 dequantize_per_channel_default_2" [label="(128, 64, 3, 3)", style=solid]; -"29 dequantize_per_channel_default_2" -> "31 conv2d_2" [label="(128, 64, 3, 3)", style=solid]; -"30 down_path_1_block_0_bias_0_0" -> "31 conv2d_2" [label="(128,)", style=solid]; -"31 conv2d_2" -> "32 relu_2" [label="(1, 128, 108, 108)", style=solid]; -"32 relu_2" -> "33 quantize_per_tensor_default_10" [label="(1, 128, 108, 108)", style=solid]; -"33 quantize_per_tensor_default_10" -> "34 dequantize_per_tensor_default_14" [label="(1, 128, 108, 108)", style=solid]; -"34 dequantize_per_tensor_default_14" -> "41 conv2d_3" [label="(1, 128, 108, 108)", style=solid]; -"35 conv2d_3_scale_0" -> "38 quantize_per_channel_default_3" [label="(128,)", style=solid]; -"35 conv2d_3_scale_0" -> "39 dequantize_per_channel_default_3" [label="(128,)", style=solid]; -"36 conv2d_3_zero_point_0" -> "38 quantize_per_channel_default_3" [label="(128,)", style=solid]; -"36 conv2d_3_zero_point_0" -> "39 dequantize_per_channel_default_3" [label="(128,)", style=solid]; -"37 compressed_weight_updated_constant3" -> "38 quantize_per_channel_default_3" [label="(128, 128, 3, 3)", style=solid]; -"38 quantize_per_channel_default_3" -> "39 dequantize_per_channel_default_3" [label="(128, 128, 3, 3)", style=solid]; -"39 dequantize_per_channel_default_3" -> "41 conv2d_3" [label="(128, 128, 3, 3)", style=solid]; -"40 down_path_1_block_3_bias_0_0" -> "41 conv2d_3" [label="(128,)", style=solid]; -"41 conv2d_3" -> "42 relu_3" [label="(1, 128, 106, 106)", style=solid]; -"42 relu_3" -> "43 quantize_per_tensor_default_3" [label="(1, 128, 106, 106)", style=solid]; -"43 quantize_per_tensor_default_3" -> "44 dequantize_per_tensor_default_5" [label="(1, 128, 106, 106)", style=solid]; -"43 quantize_per_tensor_default_3" -> "45 dequantize_per_tensor_default_4" [label="(1, 128, 106, 106)", style=solid]; -"44 dequantize_per_tensor_default_5" -> "188 slice_9" [label="(1, 128, 106, 106)", style=solid]; -"45 dequantize_per_tensor_default_4" -> "46 max_pool2d_1" [label="(1, 128, 106, 106)", style=solid]; -"46 max_pool2d_1" -> "53 conv2d_4" [label="(1, 128, 53, 53)", style=solid]; -"47 conv2d_4_scale_0" -> "50 quantize_per_channel_default_4" [label="(256,)", style=solid]; -"47 conv2d_4_scale_0" -> "51 dequantize_per_channel_default_4" [label="(256,)", style=solid]; -"48 conv2d_4_zero_point_0" -> "50 quantize_per_channel_default_4" [label="(256,)", style=solid]; -"48 conv2d_4_zero_point_0" -> "51 dequantize_per_channel_default_4" [label="(256,)", style=solid]; -"49 compressed_weight_updated_constant4" -> "50 quantize_per_channel_default_4" [label="(256, 128, 3, 3)", style=solid]; -"50 quantize_per_channel_default_4" -> "51 dequantize_per_channel_default_4" [label="(256, 128, 3, 3)", style=solid]; -"51 dequantize_per_channel_default_4" -> "53 conv2d_4" [label="(256, 128, 3, 3)", style=solid]; -"52 down_path_2_block_0_bias_0_0" -> "53 conv2d_4" [label="(256,)", style=solid]; -"53 conv2d_4" -> "54 relu_4" [label="(1, 256, 51, 51)", style=solid]; -"54 relu_4" -> "55 quantize_per_tensor_default_11" [label="(1, 256, 51, 51)", style=solid]; -"55 quantize_per_tensor_default_11" -> "56 dequantize_per_tensor_default_15" [label="(1, 256, 51, 51)", style=solid]; -"56 dequantize_per_tensor_default_15" -> "63 conv2d_5" [label="(1, 256, 51, 51)", style=solid]; -"57 conv2d_5_scale_0" -> "60 quantize_per_channel_default_5" [label="(256,)", style=solid]; -"57 conv2d_5_scale_0" -> "61 dequantize_per_channel_default_5" [label="(256,)", style=solid]; -"58 conv2d_5_zero_point_0" -> "60 quantize_per_channel_default_5" [label="(256,)", style=solid]; -"58 conv2d_5_zero_point_0" -> "61 dequantize_per_channel_default_5" [label="(256,)", style=solid]; -"59 compressed_weight_updated_constant5" -> "60 quantize_per_channel_default_5" [label="(256, 256, 3, 3)", style=solid]; -"60 quantize_per_channel_default_5" -> "61 dequantize_per_channel_default_5" [label="(256, 256, 3, 3)", style=solid]; -"61 dequantize_per_channel_default_5" -> "63 conv2d_5" [label="(256, 256, 3, 3)", style=solid]; -"62 down_path_2_block_3_bias_0_0" -> "63 conv2d_5" [label="(256,)", style=solid]; -"63 conv2d_5" -> "64 relu_5" [label="(1, 256, 49, 49)", style=solid]; -"64 relu_5" -> "65 quantize_per_tensor_default_4" [label="(1, 256, 49, 49)", style=solid]; -"65 quantize_per_tensor_default_4" -> "66 dequantize_per_tensor_default_7" [label="(1, 256, 49, 49)", style=solid]; -"65 quantize_per_tensor_default_4" -> "67 dequantize_per_tensor_default_6" [label="(1, 256, 49, 49)", style=solid]; -"66 dequantize_per_tensor_default_7" -> "154 slice_5" [label="(1, 256, 49, 49)", style=solid]; -"67 dequantize_per_tensor_default_6" -> "68 max_pool2d_2" [label="(1, 256, 49, 49)", style=solid]; -"68 max_pool2d_2" -> "75 conv2d_6" [label="(1, 256, 24, 24)", style=solid]; -"69 conv2d_6_scale_0" -> "72 quantize_per_channel_default_6" [label="(512,)", style=solid]; -"69 conv2d_6_scale_0" -> "73 dequantize_per_channel_default_6" [label="(512,)", style=solid]; -"70 conv2d_6_zero_point_0" -> "72 quantize_per_channel_default_6" [label="(512,)", style=solid]; -"70 conv2d_6_zero_point_0" -> "73 dequantize_per_channel_default_6" [label="(512,)", style=solid]; -"71 compressed_weight_updated_constant6" -> "72 quantize_per_channel_default_6" [label="(512, 256, 3, 3)", style=solid]; -"72 quantize_per_channel_default_6" -> "73 dequantize_per_channel_default_6" [label="(512, 256, 3, 3)", style=solid]; -"73 dequantize_per_channel_default_6" -> "75 conv2d_6" [label="(512, 256, 3, 3)", style=solid]; -"74 down_path_3_block_0_bias_0_0" -> "75 conv2d_6" [label="(512,)", style=solid]; -"75 conv2d_6" -> "76 relu_6" [label="(1, 512, 22, 22)", style=solid]; -"76 relu_6" -> "77 quantize_per_tensor_default_12" [label="(1, 512, 22, 22)", style=solid]; -"77 quantize_per_tensor_default_12" -> "78 dequantize_per_tensor_default_16" [label="(1, 512, 22, 22)", style=solid]; -"78 dequantize_per_tensor_default_16" -> "85 conv2d_7" [label="(1, 512, 22, 22)", style=solid]; -"79 conv2d_7_scale_0" -> "82 quantize_per_channel_default_7" [label="(512,)", style=solid]; -"79 conv2d_7_scale_0" -> "83 dequantize_per_channel_default_7" [label="(512,)", style=solid]; -"80 conv2d_7_zero_point_0" -> "82 quantize_per_channel_default_7" [label="(512,)", style=solid]; -"80 conv2d_7_zero_point_0" -> "83 dequantize_per_channel_default_7" [label="(512,)", style=solid]; -"81 compressed_weight_updated_constant7" -> "82 quantize_per_channel_default_7" [label="(512, 512, 3, 3)", style=solid]; -"82 quantize_per_channel_default_7" -> "83 dequantize_per_channel_default_7" [label="(512, 512, 3, 3)", style=solid]; -"83 dequantize_per_channel_default_7" -> "85 conv2d_7" [label="(512, 512, 3, 3)", style=solid]; -"84 down_path_3_block_3_bias_0_0" -> "85 conv2d_7" [label="(512,)", style=solid]; -"85 conv2d_7" -> "86 relu_7" [label="(1, 512, 20, 20)", style=solid]; -"86 relu_7" -> "87 quantize_per_tensor_default_7" [label="(1, 512, 20, 20)", style=solid]; -"87 quantize_per_tensor_default_7" -> "88 dequantize_per_tensor_default_11" [label="(1, 512, 20, 20)", style=solid]; -"87 quantize_per_tensor_default_7" -> "89 dequantize_per_tensor_default_10" [label="(1, 512, 20, 20)", style=solid]; -"88 dequantize_per_tensor_default_11" -> "120 slice_1" [label="(1, 512, 20, 20)", style=solid]; -"89 dequantize_per_tensor_default_10" -> "90 max_pool2d_3" [label="(1, 512, 20, 20)", style=solid]; -"90 max_pool2d_3" -> "97 conv2d_8" [label="(1, 512, 10, 10)", style=solid]; -"91 conv2d_8_scale_0" -> "94 quantize_per_channel_default_8" [label="(1024,)", style=solid]; -"91 conv2d_8_scale_0" -> "95 dequantize_per_channel_default_8" [label="(1024,)", style=solid]; -"92 conv2d_8_zero_point_0" -> "94 quantize_per_channel_default_8" [label="(1024,)", style=solid]; -"92 conv2d_8_zero_point_0" -> "95 dequantize_per_channel_default_8" [label="(1024,)", style=solid]; -"93 compressed_weight_updated_constant8" -> "94 quantize_per_channel_default_8" [label="(1024, 512, 3, 3)", style=solid]; -"94 quantize_per_channel_default_8" -> "95 dequantize_per_channel_default_8" [label="(1024, 512, 3, 3)", style=solid]; -"95 dequantize_per_channel_default_8" -> "97 conv2d_8" [label="(1024, 512, 3, 3)", style=solid]; -"96 down_path_4_block_0_bias_0_0" -> "97 conv2d_8" [label="(1024,)", style=solid]; -"97 conv2d_8" -> "98 relu_8" [label="(1, 1024, 8, 8)", style=solid]; -"98 relu_8" -> "99 quantize_per_tensor_default_13" [label="(1, 1024, 8, 8)", style=solid]; -"99 quantize_per_tensor_default_13" -> "100 dequantize_per_tensor_default_17" [label="(1, 1024, 8, 8)", style=solid]; -"100 dequantize_per_tensor_default_17" -> "107 conv2d_9" [label="(1, 1024, 8, 8)", style=solid]; -"101 conv2d_9_scale_0" -> "104 quantize_per_channel_default_9" [label="(1024,)", style=solid]; -"101 conv2d_9_scale_0" -> "105 dequantize_per_channel_default_9" [label="(1024,)", style=solid]; -"102 conv2d_9_zero_point_0" -> "104 quantize_per_channel_default_9" [label="(1024,)", style=solid]; -"102 conv2d_9_zero_point_0" -> "105 dequantize_per_channel_default_9" [label="(1024,)", style=solid]; -"103 compressed_weight_updated_constant9" -> "104 quantize_per_channel_default_9" [label="(1024, 1024, 3, 3)", style=solid]; -"104 quantize_per_channel_default_9" -> "105 dequantize_per_channel_default_9" [label="(1024, 1024, 3, 3)", style=solid]; -"105 dequantize_per_channel_default_9" -> "107 conv2d_9" [label="(1024, 1024, 3, 3)", style=solid]; -"106 down_path_4_block_3_bias_0_0" -> "107 conv2d_9" [label="(1024,)", style=solid]; -"107 conv2d_9" -> "108 relu_9" [label="(1, 1024, 6, 6)", style=solid]; -"108 relu_9" -> "109 quantize_per_tensor_default_14" [label="(1, 1024, 6, 6)", style=solid]; -"109 quantize_per_tensor_default_14" -> "110 dequantize_per_tensor_default_18" [label="(1, 1024, 6, 6)", style=solid]; -"110 dequantize_per_tensor_default_18" -> "117 conv_transpose2d" [label="(1, 1024, 6, 6)", style=solid]; -"111 conv_transpose2d_scale_0" -> "114 quantize_per_channel_default_10" [label="(1024,)", style=solid]; -"111 conv_transpose2d_scale_0" -> "115 dequantize_per_channel_default_10" [label="(1024,)", style=solid]; -"112 conv_transpose2d_zero_point_0" -> "114 quantize_per_channel_default_10" [label="(1024,)", style=solid]; -"112 conv_transpose2d_zero_point_0" -> "115 dequantize_per_channel_default_10" [label="(1024,)", style=solid]; -"113 compressed_weight_updated_constant10" -> "114 quantize_per_channel_default_10" [label="(1024, 512, 2, 2)", style=solid]; -"114 quantize_per_channel_default_10" -> "115 dequantize_per_channel_default_10" [label="(1024, 512, 2, 2)", style=solid]; -"115 dequantize_per_channel_default_10" -> "117 conv_transpose2d" [label="(1024, 512, 2, 2)", style=solid]; -"116 up_path_0_up_bias_0_0" -> "117 conv_transpose2d" [label="(512,)", style=solid]; -"117 conv_transpose2d" -> "118 quantize_per_tensor_default_6" [label="(1, 512, 12, 12)", style=solid]; -"118 quantize_per_tensor_default_6" -> "119 dequantize_per_tensor_default_9" [label="(1, 512, 12, 12)", style=solid]; -"119 dequantize_per_tensor_default_9" -> "124 cat" [label="(1, 512, 12, 12)", style=solid]; -"120 slice_1" -> "121 slice_2" [label="(1, 512, 20, 20)", style=solid]; -"121 slice_2" -> "122 slice_3" [label="(1, 512, 20, 20)", style=solid]; -"122 slice_3" -> "123 slice_4" [label="(1, 512, 12, 20)", style=solid]; -"123 slice_4" -> "124 cat" [label="(1, 512, 12, 12)", style=solid]; -"124 cat" -> "131 conv2d_10" [label="(1, 1024, 12, 12)", style=solid]; -"125 conv2d_10_scale_0" -> "128 quantize_per_channel_default_11" [label="(512,)", style=solid]; -"125 conv2d_10_scale_0" -> "129 dequantize_per_channel_default_11" [label="(512,)", style=solid]; -"126 conv2d_10_zero_point_0" -> "128 quantize_per_channel_default_11" [label="(512,)", style=solid]; -"126 conv2d_10_zero_point_0" -> "129 dequantize_per_channel_default_11" [label="(512,)", style=solid]; -"127 compressed_weight_updated_constant11" -> "128 quantize_per_channel_default_11" [label="(512, 1024, 3, 3)", style=solid]; -"128 quantize_per_channel_default_11" -> "129 dequantize_per_channel_default_11" [label="(512, 1024, 3, 3)", style=solid]; -"129 dequantize_per_channel_default_11" -> "131 conv2d_10" [label="(512, 1024, 3, 3)", style=solid]; -"130 up_path_0_conv_block_block_0_bias_0_0" -> "131 conv2d_10" [label="(512,)", style=solid]; -"131 conv2d_10" -> "132 relu_10" [label="(1, 512, 10, 10)", style=solid]; -"132 relu_10" -> "133 quantize_per_tensor_default_15" [label="(1, 512, 10, 10)", style=solid]; -"133 quantize_per_tensor_default_15" -> "134 dequantize_per_tensor_default_19" [label="(1, 512, 10, 10)", style=solid]; -"134 dequantize_per_tensor_default_19" -> "141 conv2d_11" [label="(1, 512, 10, 10)", style=solid]; -"135 conv2d_11_scale_0" -> "138 quantize_per_channel_default_12" [label="(512,)", style=solid]; -"135 conv2d_11_scale_0" -> "139 dequantize_per_channel_default_12" [label="(512,)", style=solid]; -"136 conv2d_11_zero_point_0" -> "138 quantize_per_channel_default_12" [label="(512,)", style=solid]; -"136 conv2d_11_zero_point_0" -> "139 dequantize_per_channel_default_12" [label="(512,)", style=solid]; -"137 compressed_weight_updated_constant12" -> "138 quantize_per_channel_default_12" [label="(512, 512, 3, 3)", style=solid]; -"138 quantize_per_channel_default_12" -> "139 dequantize_per_channel_default_12" [label="(512, 512, 3, 3)", style=solid]; -"139 dequantize_per_channel_default_12" -> "141 conv2d_11" [label="(512, 512, 3, 3)", style=solid]; -"140 up_path_0_conv_block_block_3_bias_0_0" -> "141 conv2d_11" [label="(512,)", style=solid]; -"141 conv2d_11" -> "142 relu_11" [label="(1, 512, 8, 8)", style=solid]; -"142 relu_11" -> "143 quantize_per_tensor_default_16" [label="(1, 512, 8, 8)", style=solid]; -"143 quantize_per_tensor_default_16" -> "144 dequantize_per_tensor_default_20" [label="(1, 512, 8, 8)", style=solid]; -"144 dequantize_per_tensor_default_20" -> "151 conv_transpose2d_1" [label="(1, 512, 8, 8)", style=solid]; -"145 conv_transpose2d_1_scale_0" -> "148 quantize_per_channel_default_13" [label="(512,)", style=solid]; -"145 conv_transpose2d_1_scale_0" -> "149 dequantize_per_channel_default_13" [label="(512,)", style=solid]; -"146 conv_transpose2d_1_zero_point_0" -> "148 quantize_per_channel_default_13" [label="(512,)", style=solid]; -"146 conv_transpose2d_1_zero_point_0" -> "149 dequantize_per_channel_default_13" [label="(512,)", style=solid]; -"147 compressed_weight_updated_constant13" -> "148 quantize_per_channel_default_13" [label="(512, 256, 2, 2)", style=solid]; -"148 quantize_per_channel_default_13" -> "149 dequantize_per_channel_default_13" [label="(512, 256, 2, 2)", style=solid]; -"149 dequantize_per_channel_default_13" -> "151 conv_transpose2d_1" [label="(512, 256, 2, 2)", style=solid]; -"150 up_path_1_up_bias_0_0" -> "151 conv_transpose2d_1" [label="(256,)", style=solid]; -"151 conv_transpose2d_1" -> "152 quantize_per_tensor_default_5" [label="(1, 256, 16, 16)", style=solid]; -"152 quantize_per_tensor_default_5" -> "153 dequantize_per_tensor_default_8" [label="(1, 256, 16, 16)", style=solid]; -"153 dequantize_per_tensor_default_8" -> "158 cat_1" [label="(1, 256, 16, 16)", style=solid]; -"154 slice_5" -> "155 slice_6" [label="(1, 256, 49, 49)", style=solid]; -"155 slice_6" -> "156 slice_7" [label="(1, 256, 49, 49)", style=solid]; -"156 slice_7" -> "157 slice_8" [label="(1, 256, 16, 49)", style=solid]; -"157 slice_8" -> "158 cat_1" [label="(1, 256, 16, 16)", style=solid]; -"158 cat_1" -> "165 conv2d_12" [label="(1, 512, 16, 16)", style=solid]; -"159 conv2d_12_scale_0" -> "162 quantize_per_channel_default_14" [label="(256,)", style=solid]; -"159 conv2d_12_scale_0" -> "163 dequantize_per_channel_default_14" [label="(256,)", style=solid]; -"160 conv2d_12_zero_point_0" -> "162 quantize_per_channel_default_14" [label="(256,)", style=solid]; -"160 conv2d_12_zero_point_0" -> "163 dequantize_per_channel_default_14" [label="(256,)", style=solid]; -"161 compressed_weight_updated_constant14" -> "162 quantize_per_channel_default_14" [label="(256, 512, 3, 3)", style=solid]; -"162 quantize_per_channel_default_14" -> "163 dequantize_per_channel_default_14" [label="(256, 512, 3, 3)", style=solid]; -"163 dequantize_per_channel_default_14" -> "165 conv2d_12" [label="(256, 512, 3, 3)", style=solid]; -"164 up_path_1_conv_block_block_0_bias_0_0" -> "165 conv2d_12" [label="(256,)", style=solid]; -"165 conv2d_12" -> "166 relu_12" [label="(1, 256, 14, 14)", style=solid]; -"166 relu_12" -> "167 quantize_per_tensor_default_17" [label="(1, 256, 14, 14)", style=solid]; -"167 quantize_per_tensor_default_17" -> "168 dequantize_per_tensor_default_21" [label="(1, 256, 14, 14)", style=solid]; -"168 dequantize_per_tensor_default_21" -> "175 conv2d_13" [label="(1, 256, 14, 14)", style=solid]; -"169 conv2d_13_scale_0" -> "172 quantize_per_channel_default_15" [label="(256,)", style=solid]; -"169 conv2d_13_scale_0" -> "173 dequantize_per_channel_default_15" [label="(256,)", style=solid]; -"170 conv2d_13_zero_point_0" -> "172 quantize_per_channel_default_15" [label="(256,)", style=solid]; -"170 conv2d_13_zero_point_0" -> "173 dequantize_per_channel_default_15" [label="(256,)", style=solid]; -"171 compressed_weight_updated_constant15" -> "172 quantize_per_channel_default_15" [label="(256, 256, 3, 3)", style=solid]; -"172 quantize_per_channel_default_15" -> "173 dequantize_per_channel_default_15" [label="(256, 256, 3, 3)", style=solid]; -"173 dequantize_per_channel_default_15" -> "175 conv2d_13" [label="(256, 256, 3, 3)", style=solid]; -"174 up_path_1_conv_block_block_3_bias_0_0" -> "175 conv2d_13" [label="(256,)", style=solid]; -"175 conv2d_13" -> "176 relu_13" [label="(1, 256, 12, 12)", style=solid]; -"176 relu_13" -> "177 quantize_per_tensor_default_18" [label="(1, 256, 12, 12)", style=solid]; -"177 quantize_per_tensor_default_18" -> "178 dequantize_per_tensor_default_22" [label="(1, 256, 12, 12)", style=solid]; -"178 dequantize_per_tensor_default_22" -> "185 conv_transpose2d_2" [label="(1, 256, 12, 12)", style=solid]; -"179 conv_transpose2d_2_scale_0" -> "182 quantize_per_channel_default_16" [label="(256,)", style=solid]; -"179 conv_transpose2d_2_scale_0" -> "183 dequantize_per_channel_default_16" [label="(256,)", style=solid]; -"180 conv_transpose2d_2_zero_point_0" -> "182 quantize_per_channel_default_16" [label="(256,)", style=solid]; -"180 conv_transpose2d_2_zero_point_0" -> "183 dequantize_per_channel_default_16" [label="(256,)", style=solid]; -"181 compressed_weight_updated_constant16" -> "182 quantize_per_channel_default_16" [label="(256, 128, 2, 2)", style=solid]; -"182 quantize_per_channel_default_16" -> "183 dequantize_per_channel_default_16" [label="(256, 128, 2, 2)", style=solid]; -"183 dequantize_per_channel_default_16" -> "185 conv_transpose2d_2" [label="(256, 128, 2, 2)", style=solid]; -"184 up_path_2_up_bias_0_0" -> "185 conv_transpose2d_2" [label="(128,)", style=solid]; -"185 conv_transpose2d_2" -> "186 quantize_per_tensor_default_2" [label="(1, 128, 24, 24)", style=solid]; -"186 quantize_per_tensor_default_2" -> "187 dequantize_per_tensor_default_3" [label="(1, 128, 24, 24)", style=solid]; -"187 dequantize_per_tensor_default_3" -> "192 cat_2" [label="(1, 128, 24, 24)", style=solid]; -"188 slice_9" -> "189 slice_10" [label="(1, 128, 106, 106)", style=solid]; -"189 slice_10" -> "190 slice_11" [label="(1, 128, 106, 106)", style=solid]; -"190 slice_11" -> "191 slice_12" [label="(1, 128, 24, 106)", style=solid]; -"191 slice_12" -> "192 cat_2" [label="(1, 128, 24, 24)", style=solid]; -"192 cat_2" -> "199 conv2d_14" [label="(1, 256, 24, 24)", style=solid]; -"193 conv2d_14_scale_0" -> "196 quantize_per_channel_default_17" [label="(128,)", style=solid]; -"193 conv2d_14_scale_0" -> "197 dequantize_per_channel_default_17" [label="(128,)", style=solid]; -"194 conv2d_14_zero_point_0" -> "196 quantize_per_channel_default_17" [label="(128,)", style=solid]; -"194 conv2d_14_zero_point_0" -> "197 dequantize_per_channel_default_17" [label="(128,)", style=solid]; -"195 compressed_weight_updated_constant17" -> "196 quantize_per_channel_default_17" [label="(128, 256, 3, 3)", style=solid]; -"196 quantize_per_channel_default_17" -> "197 dequantize_per_channel_default_17" [label="(128, 256, 3, 3)", style=solid]; -"197 dequantize_per_channel_default_17" -> "199 conv2d_14" [label="(128, 256, 3, 3)", style=solid]; -"198 up_path_2_conv_block_block_0_bias_0_0" -> "199 conv2d_14" [label="(128,)", style=solid]; -"199 conv2d_14" -> "200 relu_14" [label="(1, 128, 22, 22)", style=solid]; -"200 relu_14" -> "201 quantize_per_tensor_default_19" [label="(1, 128, 22, 22)", style=solid]; -"201 quantize_per_tensor_default_19" -> "202 dequantize_per_tensor_default_23" [label="(1, 128, 22, 22)", style=solid]; -"202 dequantize_per_tensor_default_23" -> "209 conv2d_15" [label="(1, 128, 22, 22)", style=solid]; -"203 conv2d_15_scale_0" -> "206 quantize_per_channel_default_18" [label="(128,)", style=solid]; -"203 conv2d_15_scale_0" -> "207 dequantize_per_channel_default_18" [label="(128,)", style=solid]; -"204 conv2d_15_zero_point_0" -> "206 quantize_per_channel_default_18" [label="(128,)", style=solid]; -"204 conv2d_15_zero_point_0" -> "207 dequantize_per_channel_default_18" [label="(128,)", style=solid]; -"205 compressed_weight_updated_constant18" -> "206 quantize_per_channel_default_18" [label="(128, 128, 3, 3)", style=solid]; -"206 quantize_per_channel_default_18" -> "207 dequantize_per_channel_default_18" [label="(128, 128, 3, 3)", style=solid]; -"207 dequantize_per_channel_default_18" -> "209 conv2d_15" [label="(128, 128, 3, 3)", style=solid]; -"208 up_path_2_conv_block_block_3_bias_0_0" -> "209 conv2d_15" [label="(128,)", style=solid]; -"209 conv2d_15" -> "210 relu_15" [label="(1, 128, 20, 20)", style=solid]; -"210 relu_15" -> "211 quantize_per_tensor_default_20" [label="(1, 128, 20, 20)", style=solid]; -"211 quantize_per_tensor_default_20" -> "212 dequantize_per_tensor_default_24" [label="(1, 128, 20, 20)", style=solid]; -"212 dequantize_per_tensor_default_24" -> "219 conv_transpose2d_3" [label="(1, 128, 20, 20)", style=solid]; -"213 conv_transpose2d_3_scale_0" -> "216 quantize_per_channel_default_19" [label="(128,)", style=solid]; -"213 conv_transpose2d_3_scale_0" -> "217 dequantize_per_channel_default_19" [label="(128,)", style=solid]; -"214 conv_transpose2d_3_zero_point_0" -> "216 quantize_per_channel_default_19" [label="(128,)", style=solid]; -"214 conv_transpose2d_3_zero_point_0" -> "217 dequantize_per_channel_default_19" [label="(128,)", style=solid]; -"215 compressed_weight_updated_constant19" -> "216 quantize_per_channel_default_19" [label="(128, 64, 2, 2)", style=solid]; -"216 quantize_per_channel_default_19" -> "217 dequantize_per_channel_default_19" [label="(128, 64, 2, 2)", style=solid]; -"217 dequantize_per_channel_default_19" -> "219 conv_transpose2d_3" [label="(128, 64, 2, 2)", style=solid]; -"218 up_path_3_up_bias_0_0" -> "219 conv_transpose2d_3" [label="(64,)", style=solid]; -"219 conv_transpose2d_3" -> "220 quantize_per_tensor_default_1" [label="(1, 64, 40, 40)", style=solid]; -"220 quantize_per_tensor_default_1" -> "221 dequantize_per_tensor_default_2" [label="(1, 64, 40, 40)", style=solid]; -"221 dequantize_per_tensor_default_2" -> "226 cat_3" [label="(1, 64, 40, 40)", style=solid]; -"222 slice_13" -> "223 slice_14" [label="(1, 64, 220, 220)", style=solid]; -"223 slice_14" -> "224 slice_15" [label="(1, 64, 220, 220)", style=solid]; -"224 slice_15" -> "225 slice_16" [label="(1, 64, 40, 220)", style=solid]; -"225 slice_16" -> "226 cat_3" [label="(1, 64, 40, 40)", style=solid]; -"226 cat_3" -> "233 conv2d_16" [label="(1, 128, 40, 40)", style=solid]; -"227 conv2d_16_scale_0" -> "230 quantize_per_channel_default_20" [label="(64,)", style=solid]; -"227 conv2d_16_scale_0" -> "231 dequantize_per_channel_default_20" [label="(64,)", style=solid]; -"228 conv2d_16_zero_point_0" -> "230 quantize_per_channel_default_20" [label="(64,)", style=solid]; -"228 conv2d_16_zero_point_0" -> "231 dequantize_per_channel_default_20" [label="(64,)", style=solid]; -"229 compressed_weight_updated_constant20" -> "230 quantize_per_channel_default_20" [label="(64, 128, 3, 3)", style=solid]; -"230 quantize_per_channel_default_20" -> "231 dequantize_per_channel_default_20" [label="(64, 128, 3, 3)", style=solid]; -"231 dequantize_per_channel_default_20" -> "233 conv2d_16" [label="(64, 128, 3, 3)", style=solid]; -"232 up_path_3_conv_block_block_0_bias_0_0" -> "233 conv2d_16" [label="(64,)", style=solid]; -"233 conv2d_16" -> "234 relu_16" [label="(1, 64, 38, 38)", style=solid]; -"234 relu_16" -> "235 quantize_per_tensor_default_21" [label="(1, 64, 38, 38)", style=solid]; -"235 quantize_per_tensor_default_21" -> "236 dequantize_per_tensor_default_25" [label="(1, 64, 38, 38)", style=solid]; -"236 dequantize_per_tensor_default_25" -> "243 conv2d_17" [label="(1, 64, 38, 38)", style=solid]; -"237 conv2d_17_scale_0" -> "240 quantize_per_channel_default_21" [label="(64,)", style=solid]; -"237 conv2d_17_scale_0" -> "241 dequantize_per_channel_default_21" [label="(64,)", style=solid]; -"238 conv2d_17_zero_point_0" -> "240 quantize_per_channel_default_21" [label="(64,)", style=solid]; -"238 conv2d_17_zero_point_0" -> "241 dequantize_per_channel_default_21" [label="(64,)", style=solid]; -"239 compressed_weight_updated_constant21" -> "240 quantize_per_channel_default_21" [label="(64, 64, 3, 3)", style=solid]; -"240 quantize_per_channel_default_21" -> "241 dequantize_per_channel_default_21" [label="(64, 64, 3, 3)", style=solid]; -"241 dequantize_per_channel_default_21" -> "243 conv2d_17" [label="(64, 64, 3, 3)", style=solid]; -"242 up_path_3_conv_block_block_3_bias_0_0" -> "243 conv2d_17" [label="(64,)", style=solid]; -"243 conv2d_17" -> "244 relu_17" [label="(1, 64, 36, 36)", style=solid]; -"244 relu_17" -> "245 quantize_per_tensor_default_22" [label="(1, 64, 36, 36)", style=solid]; -"245 quantize_per_tensor_default_22" -> "246 dequantize_per_tensor_default_26" [label="(1, 64, 36, 36)", style=solid]; -"246 dequantize_per_tensor_default_26" -> "253 conv2d_18" [label="(1, 64, 36, 36)", style=solid]; -"247 conv2d_18_scale_0" -> "250 quantize_per_channel_default_22" [label="(12,)", style=solid]; -"247 conv2d_18_scale_0" -> "251 dequantize_per_channel_default_22" [label="(12,)", style=solid]; -"248 conv2d_18_zero_point_0" -> "250 quantize_per_channel_default_22" [label="(12,)", style=solid]; -"248 conv2d_18_zero_point_0" -> "251 dequantize_per_channel_default_22" [label="(12,)", style=solid]; -"249 compressed_weight_updated_constant22" -> "250 quantize_per_channel_default_22" [label="(12, 64, 1, 1)", style=solid]; -"250 quantize_per_channel_default_22" -> "251 dequantize_per_channel_default_22" [label="(12, 64, 1, 1)", style=solid]; -"251 dequantize_per_channel_default_22" -> "253 conv2d_18" [label="(12, 64, 1, 1)", style=solid]; -"252 last_bias_0_0" -> "253 conv2d_18" [label="(12,)", style=solid]; +"0 down_path_0_block_0_bias" -> "31 conv2d" [label="(64,)", style=solid]; +"1 down_path_0_block_3_bias" -> "40 conv2d_1" [label="(64,)", style=solid]; +"2 down_path_1_block_0_bias" -> "51 conv2d_2" [label="(128,)", style=solid]; +"3 down_path_1_block_3_bias" -> "60 conv2d_3" [label="(128,)", style=solid]; +"4 down_path_2_block_0_bias" -> "71 conv2d_4" [label="(256,)", style=solid]; +"5 down_path_2_block_3_bias" -> "80 conv2d_5" [label="(256,)", style=solid]; +"6 down_path_3_block_0_bias" -> "91 conv2d_6" [label="(512,)", style=solid]; +"7 down_path_3_block_3_bias" -> "100 conv2d_7" [label="(512,)", style=solid]; +"8 down_path_4_block_0_bias" -> "111 conv2d_8" [label="(1024,)", style=solid]; +"9 down_path_4_block_3_bias" -> "120 conv2d_9" [label="(1024,)", style=solid]; +"10 up_path_0_up_bias" -> "129 conv_transpose2d" [label="(512,)", style=solid]; +"11 up_path_0_conv_block_block_0_bias" -> "142 conv2d_10" [label="(512,)", style=solid]; +"12 up_path_0_conv_block_block_3_bias" -> "151 conv2d_11" [label="(512,)", style=solid]; +"13 up_path_1_up_bias" -> "160 conv_transpose2d_1" [label="(256,)", style=solid]; +"14 up_path_1_conv_block_block_0_bias" -> "173 conv2d_12" [label="(256,)", style=solid]; +"15 up_path_1_conv_block_block_3_bias" -> "182 conv2d_13" [label="(256,)", style=solid]; +"16 up_path_2_up_bias" -> "191 conv_transpose2d_2" [label="(128,)", style=solid]; +"17 up_path_2_conv_block_block_0_bias" -> "204 conv2d_14" [label="(128,)", style=solid]; +"18 up_path_2_conv_block_block_3_bias" -> "213 conv2d_15" [label="(128,)", style=solid]; +"19 up_path_3_up_bias" -> "222 conv_transpose2d_3" [label="(64,)", style=solid]; +"20 up_path_3_conv_block_block_0_bias" -> "235 conv2d_16" [label="(64,)", style=solid]; +"21 up_path_3_conv_block_block_3_bias" -> "244 conv2d_17" [label="(64,)", style=solid]; +"22 last_bias" -> "253 conv2d_18" [label="(12,)", style=solid]; +"23 x" -> "24 quantize_per_tensor_default_8" [label="(1, 3, 224, 224)", style=solid]; +"24 quantize_per_tensor_default_8" -> "25 dequantize_per_tensor_default_12" [label="(1, 3, 224, 224)", style=solid]; +"25 dequantize_per_tensor_default_12" -> "31 conv2d" [label="(1, 3, 224, 224)", style=solid]; +"26 conv2d_scale_0" -> "29 quantize_per_channel_default" [label="(64,)", style=solid]; +"26 conv2d_scale_0" -> "30 dequantize_per_channel_default" [label="(64,)", style=solid]; +"27 conv2d_zero_point_0" -> "29 quantize_per_channel_default" [label="(64,)", style=solid]; +"27 conv2d_zero_point_0" -> "30 dequantize_per_channel_default" [label="(64,)", style=solid]; +"28 compressed_weight_updated_constant0" -> "29 quantize_per_channel_default" [label="(64, 3, 3, 3)", style=solid]; +"29 quantize_per_channel_default" -> "30 dequantize_per_channel_default" [label="(64, 3, 3, 3)", style=solid]; +"30 dequantize_per_channel_default" -> "31 conv2d" [label="(64, 3, 3, 3)", style=solid]; +"31 conv2d" -> "32 relu" [label="(1, 64, 222, 222)", style=solid]; +"32 relu" -> "33 quantize_per_tensor_default_9" [label="(1, 64, 222, 222)", style=solid]; +"33 quantize_per_tensor_default_9" -> "34 dequantize_per_tensor_default_13" [label="(1, 64, 222, 222)", style=solid]; +"34 dequantize_per_tensor_default_13" -> "40 conv2d_1" [label="(1, 64, 222, 222)", style=solid]; +"35 conv2d_1_scale_0" -> "38 quantize_per_channel_default_1" [label="(64,)", style=solid]; +"35 conv2d_1_scale_0" -> "39 dequantize_per_channel_default_1" [label="(64,)", style=solid]; +"36 conv2d_1_zero_point_0" -> "38 quantize_per_channel_default_1" [label="(64,)", style=solid]; +"36 conv2d_1_zero_point_0" -> "39 dequantize_per_channel_default_1" [label="(64,)", style=solid]; +"37 compressed_weight_updated_constant1" -> "38 quantize_per_channel_default_1" [label="(64, 64, 3, 3)", style=solid]; +"38 quantize_per_channel_default_1" -> "39 dequantize_per_channel_default_1" [label="(64, 64, 3, 3)", style=solid]; +"39 dequantize_per_channel_default_1" -> "40 conv2d_1" [label="(64, 64, 3, 3)", style=solid]; +"40 conv2d_1" -> "41 relu_1" [label="(1, 64, 220, 220)", style=solid]; +"41 relu_1" -> "42 quantize_per_tensor_default" [label="(1, 64, 220, 220)", style=solid]; +"42 quantize_per_tensor_default" -> "43 dequantize_per_tensor_default_1" [label="(1, 64, 220, 220)", style=solid]; +"42 quantize_per_tensor_default" -> "44 dequantize_per_tensor_default" [label="(1, 64, 220, 220)", style=solid]; +"43 dequantize_per_tensor_default_1" -> "225 slice_13" [label="(1, 64, 220, 220)", style=solid]; +"44 dequantize_per_tensor_default" -> "45 max_pool2d" [label="(1, 64, 220, 220)", style=solid]; +"45 max_pool2d" -> "51 conv2d_2" [label="(1, 64, 110, 110)", style=solid]; +"46 conv2d_2_scale_0" -> "49 quantize_per_channel_default_2" [label="(128,)", style=solid]; +"46 conv2d_2_scale_0" -> "50 dequantize_per_channel_default_2" [label="(128,)", style=solid]; +"47 conv2d_2_zero_point_0" -> "49 quantize_per_channel_default_2" [label="(128,)", style=solid]; +"47 conv2d_2_zero_point_0" -> "50 dequantize_per_channel_default_2" [label="(128,)", style=solid]; +"48 compressed_weight_updated_constant2" -> "49 quantize_per_channel_default_2" [label="(128, 64, 3, 3)", style=solid]; +"49 quantize_per_channel_default_2" -> "50 dequantize_per_channel_default_2" [label="(128, 64, 3, 3)", style=solid]; +"50 dequantize_per_channel_default_2" -> "51 conv2d_2" [label="(128, 64, 3, 3)", style=solid]; +"51 conv2d_2" -> "52 relu_2" [label="(1, 128, 108, 108)", style=solid]; +"52 relu_2" -> "53 quantize_per_tensor_default_10" [label="(1, 128, 108, 108)", style=solid]; +"53 quantize_per_tensor_default_10" -> "54 dequantize_per_tensor_default_14" [label="(1, 128, 108, 108)", style=solid]; +"54 dequantize_per_tensor_default_14" -> "60 conv2d_3" [label="(1, 128, 108, 108)", style=solid]; +"55 conv2d_3_scale_0" -> "58 quantize_per_channel_default_3" [label="(128,)", style=solid]; +"55 conv2d_3_scale_0" -> "59 dequantize_per_channel_default_3" [label="(128,)", style=solid]; +"56 conv2d_3_zero_point_0" -> "58 quantize_per_channel_default_3" [label="(128,)", style=solid]; +"56 conv2d_3_zero_point_0" -> "59 dequantize_per_channel_default_3" [label="(128,)", style=solid]; +"57 compressed_weight_updated_constant3" -> "58 quantize_per_channel_default_3" [label="(128, 128, 3, 3)", style=solid]; +"58 quantize_per_channel_default_3" -> "59 dequantize_per_channel_default_3" [label="(128, 128, 3, 3)", style=solid]; +"59 dequantize_per_channel_default_3" -> "60 conv2d_3" [label="(128, 128, 3, 3)", style=solid]; +"60 conv2d_3" -> "61 relu_3" [label="(1, 128, 106, 106)", style=solid]; +"61 relu_3" -> "62 quantize_per_tensor_default_3" [label="(1, 128, 106, 106)", style=solid]; +"62 quantize_per_tensor_default_3" -> "63 dequantize_per_tensor_default_5" [label="(1, 128, 106, 106)", style=solid]; +"62 quantize_per_tensor_default_3" -> "64 dequantize_per_tensor_default_4" [label="(1, 128, 106, 106)", style=solid]; +"63 dequantize_per_tensor_default_5" -> "194 slice_9" [label="(1, 128, 106, 106)", style=solid]; +"64 dequantize_per_tensor_default_4" -> "65 max_pool2d_1" [label="(1, 128, 106, 106)", style=solid]; +"65 max_pool2d_1" -> "71 conv2d_4" [label="(1, 128, 53, 53)", style=solid]; +"66 conv2d_4_scale_0" -> "69 quantize_per_channel_default_4" [label="(256,)", style=solid]; +"66 conv2d_4_scale_0" -> "70 dequantize_per_channel_default_4" [label="(256,)", style=solid]; +"67 conv2d_4_zero_point_0" -> "69 quantize_per_channel_default_4" [label="(256,)", style=solid]; +"67 conv2d_4_zero_point_0" -> "70 dequantize_per_channel_default_4" [label="(256,)", style=solid]; +"68 compressed_weight_updated_constant4" -> "69 quantize_per_channel_default_4" [label="(256, 128, 3, 3)", style=solid]; +"69 quantize_per_channel_default_4" -> "70 dequantize_per_channel_default_4" [label="(256, 128, 3, 3)", style=solid]; +"70 dequantize_per_channel_default_4" -> "71 conv2d_4" [label="(256, 128, 3, 3)", style=solid]; +"71 conv2d_4" -> "72 relu_4" [label="(1, 256, 51, 51)", style=solid]; +"72 relu_4" -> "73 quantize_per_tensor_default_11" [label="(1, 256, 51, 51)", style=solid]; +"73 quantize_per_tensor_default_11" -> "74 dequantize_per_tensor_default_15" [label="(1, 256, 51, 51)", style=solid]; +"74 dequantize_per_tensor_default_15" -> "80 conv2d_5" [label="(1, 256, 51, 51)", style=solid]; +"75 conv2d_5_scale_0" -> "78 quantize_per_channel_default_5" [label="(256,)", style=solid]; +"75 conv2d_5_scale_0" -> "79 dequantize_per_channel_default_5" [label="(256,)", style=solid]; +"76 conv2d_5_zero_point_0" -> "78 quantize_per_channel_default_5" [label="(256,)", style=solid]; +"76 conv2d_5_zero_point_0" -> "79 dequantize_per_channel_default_5" [label="(256,)", style=solid]; +"77 compressed_weight_updated_constant5" -> "78 quantize_per_channel_default_5" [label="(256, 256, 3, 3)", style=solid]; +"78 quantize_per_channel_default_5" -> "79 dequantize_per_channel_default_5" [label="(256, 256, 3, 3)", style=solid]; +"79 dequantize_per_channel_default_5" -> "80 conv2d_5" [label="(256, 256, 3, 3)", style=solid]; +"80 conv2d_5" -> "81 relu_5" [label="(1, 256, 49, 49)", style=solid]; +"81 relu_5" -> "82 quantize_per_tensor_default_4" [label="(1, 256, 49, 49)", style=solid]; +"82 quantize_per_tensor_default_4" -> "83 dequantize_per_tensor_default_7" [label="(1, 256, 49, 49)", style=solid]; +"82 quantize_per_tensor_default_4" -> "84 dequantize_per_tensor_default_6" [label="(1, 256, 49, 49)", style=solid]; +"83 dequantize_per_tensor_default_7" -> "163 slice_5" [label="(1, 256, 49, 49)", style=solid]; +"84 dequantize_per_tensor_default_6" -> "85 max_pool2d_2" [label="(1, 256, 49, 49)", style=solid]; +"85 max_pool2d_2" -> "91 conv2d_6" [label="(1, 256, 24, 24)", style=solid]; +"86 conv2d_6_scale_0" -> "89 quantize_per_channel_default_6" [label="(512,)", style=solid]; +"86 conv2d_6_scale_0" -> "90 dequantize_per_channel_default_6" [label="(512,)", style=solid]; +"87 conv2d_6_zero_point_0" -> "89 quantize_per_channel_default_6" [label="(512,)", style=solid]; +"87 conv2d_6_zero_point_0" -> "90 dequantize_per_channel_default_6" [label="(512,)", style=solid]; +"88 compressed_weight_updated_constant6" -> "89 quantize_per_channel_default_6" [label="(512, 256, 3, 3)", style=solid]; +"89 quantize_per_channel_default_6" -> "90 dequantize_per_channel_default_6" [label="(512, 256, 3, 3)", style=solid]; +"90 dequantize_per_channel_default_6" -> "91 conv2d_6" [label="(512, 256, 3, 3)", style=solid]; +"91 conv2d_6" -> "92 relu_6" [label="(1, 512, 22, 22)", style=solid]; +"92 relu_6" -> "93 quantize_per_tensor_default_12" [label="(1, 512, 22, 22)", style=solid]; +"93 quantize_per_tensor_default_12" -> "94 dequantize_per_tensor_default_16" [label="(1, 512, 22, 22)", style=solid]; +"94 dequantize_per_tensor_default_16" -> "100 conv2d_7" [label="(1, 512, 22, 22)", style=solid]; +"95 conv2d_7_scale_0" -> "98 quantize_per_channel_default_7" [label="(512,)", style=solid]; +"95 conv2d_7_scale_0" -> "99 dequantize_per_channel_default_7" [label="(512,)", style=solid]; +"96 conv2d_7_zero_point_0" -> "98 quantize_per_channel_default_7" [label="(512,)", style=solid]; +"96 conv2d_7_zero_point_0" -> "99 dequantize_per_channel_default_7" [label="(512,)", style=solid]; +"97 compressed_weight_updated_constant7" -> "98 quantize_per_channel_default_7" [label="(512, 512, 3, 3)", style=solid]; +"98 quantize_per_channel_default_7" -> "99 dequantize_per_channel_default_7" [label="(512, 512, 3, 3)", style=solid]; +"99 dequantize_per_channel_default_7" -> "100 conv2d_7" [label="(512, 512, 3, 3)", style=solid]; +"100 conv2d_7" -> "101 relu_7" [label="(1, 512, 20, 20)", style=solid]; +"101 relu_7" -> "102 quantize_per_tensor_default_7" [label="(1, 512, 20, 20)", style=solid]; +"102 quantize_per_tensor_default_7" -> "103 dequantize_per_tensor_default_11" [label="(1, 512, 20, 20)", style=solid]; +"102 quantize_per_tensor_default_7" -> "104 dequantize_per_tensor_default_10" [label="(1, 512, 20, 20)", style=solid]; +"103 dequantize_per_tensor_default_11" -> "132 slice_1" [label="(1, 512, 20, 20)", style=solid]; +"104 dequantize_per_tensor_default_10" -> "105 max_pool2d_3" [label="(1, 512, 20, 20)", style=solid]; +"105 max_pool2d_3" -> "111 conv2d_8" [label="(1, 512, 10, 10)", style=solid]; +"106 conv2d_8_scale_0" -> "109 quantize_per_channel_default_8" [label="(1024,)", style=solid]; +"106 conv2d_8_scale_0" -> "110 dequantize_per_channel_default_8" [label="(1024,)", style=solid]; +"107 conv2d_8_zero_point_0" -> "109 quantize_per_channel_default_8" [label="(1024,)", style=solid]; +"107 conv2d_8_zero_point_0" -> "110 dequantize_per_channel_default_8" [label="(1024,)", style=solid]; +"108 compressed_weight_updated_constant8" -> "109 quantize_per_channel_default_8" [label="(1024, 512, 3, 3)", style=solid]; +"109 quantize_per_channel_default_8" -> "110 dequantize_per_channel_default_8" [label="(1024, 512, 3, 3)", style=solid]; +"110 dequantize_per_channel_default_8" -> "111 conv2d_8" [label="(1024, 512, 3, 3)", style=solid]; +"111 conv2d_8" -> "112 relu_8" [label="(1, 1024, 8, 8)", style=solid]; +"112 relu_8" -> "113 quantize_per_tensor_default_13" [label="(1, 1024, 8, 8)", style=solid]; +"113 quantize_per_tensor_default_13" -> "114 dequantize_per_tensor_default_17" [label="(1, 1024, 8, 8)", style=solid]; +"114 dequantize_per_tensor_default_17" -> "120 conv2d_9" [label="(1, 1024, 8, 8)", style=solid]; +"115 conv2d_9_scale_0" -> "118 quantize_per_channel_default_9" [label="(1024,)", style=solid]; +"115 conv2d_9_scale_0" -> "119 dequantize_per_channel_default_9" [label="(1024,)", style=solid]; +"116 conv2d_9_zero_point_0" -> "118 quantize_per_channel_default_9" [label="(1024,)", style=solid]; +"116 conv2d_9_zero_point_0" -> "119 dequantize_per_channel_default_9" [label="(1024,)", style=solid]; +"117 compressed_weight_updated_constant9" -> "118 quantize_per_channel_default_9" [label="(1024, 1024, 3, 3)", style=solid]; +"118 quantize_per_channel_default_9" -> "119 dequantize_per_channel_default_9" [label="(1024, 1024, 3, 3)", style=solid]; +"119 dequantize_per_channel_default_9" -> "120 conv2d_9" [label="(1024, 1024, 3, 3)", style=solid]; +"120 conv2d_9" -> "121 relu_9" [label="(1, 1024, 6, 6)", style=solid]; +"121 relu_9" -> "122 quantize_per_tensor_default_14" [label="(1, 1024, 6, 6)", style=solid]; +"122 quantize_per_tensor_default_14" -> "123 dequantize_per_tensor_default_18" [label="(1, 1024, 6, 6)", style=solid]; +"123 dequantize_per_tensor_default_18" -> "129 conv_transpose2d" [label="(1, 1024, 6, 6)", style=solid]; +"124 conv_transpose2d_scale_0" -> "127 quantize_per_channel_default_10" [label="(1024,)", style=solid]; +"124 conv_transpose2d_scale_0" -> "128 dequantize_per_channel_default_10" [label="(1024,)", style=solid]; +"125 conv_transpose2d_zero_point_0" -> "127 quantize_per_channel_default_10" [label="(1024,)", style=solid]; +"125 conv_transpose2d_zero_point_0" -> "128 dequantize_per_channel_default_10" [label="(1024,)", style=solid]; +"126 compressed_weight_updated_constant10" -> "127 quantize_per_channel_default_10" [label="(1024, 512, 2, 2)", style=solid]; +"127 quantize_per_channel_default_10" -> "128 dequantize_per_channel_default_10" [label="(1024, 512, 2, 2)", style=solid]; +"128 dequantize_per_channel_default_10" -> "129 conv_transpose2d" [label="(1024, 512, 2, 2)", style=solid]; +"129 conv_transpose2d" -> "130 quantize_per_tensor_default_6" [label="(1, 512, 12, 12)", style=solid]; +"130 quantize_per_tensor_default_6" -> "131 dequantize_per_tensor_default_9" [label="(1, 512, 12, 12)", style=solid]; +"131 dequantize_per_tensor_default_9" -> "136 cat" [label="(1, 512, 12, 12)", style=solid]; +"132 slice_1" -> "133 slice_2" [label="(1, 512, 20, 20)", style=solid]; +"133 slice_2" -> "134 slice_3" [label="(1, 512, 20, 20)", style=solid]; +"134 slice_3" -> "135 slice_4" [label="(1, 512, 12, 20)", style=solid]; +"135 slice_4" -> "136 cat" [label="(1, 512, 12, 12)", style=solid]; +"136 cat" -> "142 conv2d_10" [label="(1, 1024, 12, 12)", style=solid]; +"137 conv2d_10_scale_0" -> "140 quantize_per_channel_default_11" [label="(512,)", style=solid]; +"137 conv2d_10_scale_0" -> "141 dequantize_per_channel_default_11" [label="(512,)", style=solid]; +"138 conv2d_10_zero_point_0" -> "140 quantize_per_channel_default_11" [label="(512,)", style=solid]; +"138 conv2d_10_zero_point_0" -> "141 dequantize_per_channel_default_11" [label="(512,)", style=solid]; +"139 compressed_weight_updated_constant11" -> "140 quantize_per_channel_default_11" [label="(512, 1024, 3, 3)", style=solid]; +"140 quantize_per_channel_default_11" -> "141 dequantize_per_channel_default_11" [label="(512, 1024, 3, 3)", style=solid]; +"141 dequantize_per_channel_default_11" -> "142 conv2d_10" [label="(512, 1024, 3, 3)", style=solid]; +"142 conv2d_10" -> "143 relu_10" [label="(1, 512, 10, 10)", style=solid]; +"143 relu_10" -> "144 quantize_per_tensor_default_15" [label="(1, 512, 10, 10)", style=solid]; +"144 quantize_per_tensor_default_15" -> "145 dequantize_per_tensor_default_19" [label="(1, 512, 10, 10)", style=solid]; +"145 dequantize_per_tensor_default_19" -> "151 conv2d_11" [label="(1, 512, 10, 10)", style=solid]; +"146 conv2d_11_scale_0" -> "149 quantize_per_channel_default_12" [label="(512,)", style=solid]; +"146 conv2d_11_scale_0" -> "150 dequantize_per_channel_default_12" [label="(512,)", style=solid]; +"147 conv2d_11_zero_point_0" -> "149 quantize_per_channel_default_12" [label="(512,)", style=solid]; +"147 conv2d_11_zero_point_0" -> "150 dequantize_per_channel_default_12" [label="(512,)", style=solid]; +"148 compressed_weight_updated_constant12" -> "149 quantize_per_channel_default_12" [label="(512, 512, 3, 3)", style=solid]; +"149 quantize_per_channel_default_12" -> "150 dequantize_per_channel_default_12" [label="(512, 512, 3, 3)", style=solid]; +"150 dequantize_per_channel_default_12" -> "151 conv2d_11" [label="(512, 512, 3, 3)", style=solid]; +"151 conv2d_11" -> "152 relu_11" [label="(1, 512, 8, 8)", style=solid]; +"152 relu_11" -> "153 quantize_per_tensor_default_16" [label="(1, 512, 8, 8)", style=solid]; +"153 quantize_per_tensor_default_16" -> "154 dequantize_per_tensor_default_20" [label="(1, 512, 8, 8)", style=solid]; +"154 dequantize_per_tensor_default_20" -> "160 conv_transpose2d_1" [label="(1, 512, 8, 8)", style=solid]; +"155 conv_transpose2d_1_scale_0" -> "158 quantize_per_channel_default_13" [label="(512,)", style=solid]; +"155 conv_transpose2d_1_scale_0" -> "159 dequantize_per_channel_default_13" [label="(512,)", style=solid]; +"156 conv_transpose2d_1_zero_point_0" -> "158 quantize_per_channel_default_13" [label="(512,)", style=solid]; +"156 conv_transpose2d_1_zero_point_0" -> "159 dequantize_per_channel_default_13" [label="(512,)", style=solid]; +"157 compressed_weight_updated_constant13" -> "158 quantize_per_channel_default_13" [label="(512, 256, 2, 2)", style=solid]; +"158 quantize_per_channel_default_13" -> "159 dequantize_per_channel_default_13" [label="(512, 256, 2, 2)", style=solid]; +"159 dequantize_per_channel_default_13" -> "160 conv_transpose2d_1" [label="(512, 256, 2, 2)", style=solid]; +"160 conv_transpose2d_1" -> "161 quantize_per_tensor_default_5" [label="(1, 256, 16, 16)", style=solid]; +"161 quantize_per_tensor_default_5" -> "162 dequantize_per_tensor_default_8" [label="(1, 256, 16, 16)", style=solid]; +"162 dequantize_per_tensor_default_8" -> "167 cat_1" [label="(1, 256, 16, 16)", style=solid]; +"163 slice_5" -> "164 slice_6" [label="(1, 256, 49, 49)", style=solid]; +"164 slice_6" -> "165 slice_7" [label="(1, 256, 49, 49)", style=solid]; +"165 slice_7" -> "166 slice_8" [label="(1, 256, 16, 49)", style=solid]; +"166 slice_8" -> "167 cat_1" [label="(1, 256, 16, 16)", style=solid]; +"167 cat_1" -> "173 conv2d_12" [label="(1, 512, 16, 16)", style=solid]; +"168 conv2d_12_scale_0" -> "171 quantize_per_channel_default_14" [label="(256,)", style=solid]; +"168 conv2d_12_scale_0" -> "172 dequantize_per_channel_default_14" [label="(256,)", style=solid]; +"169 conv2d_12_zero_point_0" -> "171 quantize_per_channel_default_14" [label="(256,)", style=solid]; +"169 conv2d_12_zero_point_0" -> "172 dequantize_per_channel_default_14" [label="(256,)", style=solid]; +"170 compressed_weight_updated_constant14" -> "171 quantize_per_channel_default_14" [label="(256, 512, 3, 3)", style=solid]; +"171 quantize_per_channel_default_14" -> "172 dequantize_per_channel_default_14" [label="(256, 512, 3, 3)", style=solid]; +"172 dequantize_per_channel_default_14" -> "173 conv2d_12" [label="(256, 512, 3, 3)", style=solid]; +"173 conv2d_12" -> "174 relu_12" [label="(1, 256, 14, 14)", style=solid]; +"174 relu_12" -> "175 quantize_per_tensor_default_17" [label="(1, 256, 14, 14)", style=solid]; +"175 quantize_per_tensor_default_17" -> "176 dequantize_per_tensor_default_21" [label="(1, 256, 14, 14)", style=solid]; +"176 dequantize_per_tensor_default_21" -> "182 conv2d_13" [label="(1, 256, 14, 14)", style=solid]; +"177 conv2d_13_scale_0" -> "180 quantize_per_channel_default_15" [label="(256,)", style=solid]; +"177 conv2d_13_scale_0" -> "181 dequantize_per_channel_default_15" [label="(256,)", style=solid]; +"178 conv2d_13_zero_point_0" -> "180 quantize_per_channel_default_15" [label="(256,)", style=solid]; +"178 conv2d_13_zero_point_0" -> "181 dequantize_per_channel_default_15" [label="(256,)", style=solid]; +"179 compressed_weight_updated_constant15" -> "180 quantize_per_channel_default_15" [label="(256, 256, 3, 3)", style=solid]; +"180 quantize_per_channel_default_15" -> "181 dequantize_per_channel_default_15" [label="(256, 256, 3, 3)", style=solid]; +"181 dequantize_per_channel_default_15" -> "182 conv2d_13" [label="(256, 256, 3, 3)", style=solid]; +"182 conv2d_13" -> "183 relu_13" [label="(1, 256, 12, 12)", style=solid]; +"183 relu_13" -> "184 quantize_per_tensor_default_18" [label="(1, 256, 12, 12)", style=solid]; +"184 quantize_per_tensor_default_18" -> "185 dequantize_per_tensor_default_22" [label="(1, 256, 12, 12)", style=solid]; +"185 dequantize_per_tensor_default_22" -> "191 conv_transpose2d_2" [label="(1, 256, 12, 12)", style=solid]; +"186 conv_transpose2d_2_scale_0" -> "189 quantize_per_channel_default_16" [label="(256,)", style=solid]; +"186 conv_transpose2d_2_scale_0" -> "190 dequantize_per_channel_default_16" [label="(256,)", style=solid]; +"187 conv_transpose2d_2_zero_point_0" -> "189 quantize_per_channel_default_16" [label="(256,)", style=solid]; +"187 conv_transpose2d_2_zero_point_0" -> "190 dequantize_per_channel_default_16" [label="(256,)", style=solid]; +"188 compressed_weight_updated_constant16" -> "189 quantize_per_channel_default_16" [label="(256, 128, 2, 2)", style=solid]; +"189 quantize_per_channel_default_16" -> "190 dequantize_per_channel_default_16" [label="(256, 128, 2, 2)", style=solid]; +"190 dequantize_per_channel_default_16" -> "191 conv_transpose2d_2" [label="(256, 128, 2, 2)", style=solid]; +"191 conv_transpose2d_2" -> "192 quantize_per_tensor_default_2" [label="(1, 128, 24, 24)", style=solid]; +"192 quantize_per_tensor_default_2" -> "193 dequantize_per_tensor_default_3" [label="(1, 128, 24, 24)", style=solid]; +"193 dequantize_per_tensor_default_3" -> "198 cat_2" [label="(1, 128, 24, 24)", style=solid]; +"194 slice_9" -> "195 slice_10" [label="(1, 128, 106, 106)", style=solid]; +"195 slice_10" -> "196 slice_11" [label="(1, 128, 106, 106)", style=solid]; +"196 slice_11" -> "197 slice_12" [label="(1, 128, 24, 106)", style=solid]; +"197 slice_12" -> "198 cat_2" [label="(1, 128, 24, 24)", style=solid]; +"198 cat_2" -> "204 conv2d_14" [label="(1, 256, 24, 24)", style=solid]; +"199 conv2d_14_scale_0" -> "202 quantize_per_channel_default_17" [label="(128,)", style=solid]; +"199 conv2d_14_scale_0" -> "203 dequantize_per_channel_default_17" [label="(128,)", style=solid]; +"200 conv2d_14_zero_point_0" -> "202 quantize_per_channel_default_17" [label="(128,)", style=solid]; +"200 conv2d_14_zero_point_0" -> "203 dequantize_per_channel_default_17" [label="(128,)", style=solid]; +"201 compressed_weight_updated_constant17" -> "202 quantize_per_channel_default_17" [label="(128, 256, 3, 3)", style=solid]; +"202 quantize_per_channel_default_17" -> "203 dequantize_per_channel_default_17" [label="(128, 256, 3, 3)", style=solid]; +"203 dequantize_per_channel_default_17" -> "204 conv2d_14" [label="(128, 256, 3, 3)", style=solid]; +"204 conv2d_14" -> "205 relu_14" [label="(1, 128, 22, 22)", style=solid]; +"205 relu_14" -> "206 quantize_per_tensor_default_19" [label="(1, 128, 22, 22)", style=solid]; +"206 quantize_per_tensor_default_19" -> "207 dequantize_per_tensor_default_23" [label="(1, 128, 22, 22)", style=solid]; +"207 dequantize_per_tensor_default_23" -> "213 conv2d_15" [label="(1, 128, 22, 22)", style=solid]; +"208 conv2d_15_scale_0" -> "211 quantize_per_channel_default_18" [label="(128,)", style=solid]; +"208 conv2d_15_scale_0" -> "212 dequantize_per_channel_default_18" [label="(128,)", style=solid]; +"209 conv2d_15_zero_point_0" -> "211 quantize_per_channel_default_18" [label="(128,)", style=solid]; +"209 conv2d_15_zero_point_0" -> "212 dequantize_per_channel_default_18" [label="(128,)", style=solid]; +"210 compressed_weight_updated_constant18" -> "211 quantize_per_channel_default_18" [label="(128, 128, 3, 3)", style=solid]; +"211 quantize_per_channel_default_18" -> "212 dequantize_per_channel_default_18" [label="(128, 128, 3, 3)", style=solid]; +"212 dequantize_per_channel_default_18" -> "213 conv2d_15" [label="(128, 128, 3, 3)", style=solid]; +"213 conv2d_15" -> "214 relu_15" [label="(1, 128, 20, 20)", style=solid]; +"214 relu_15" -> "215 quantize_per_tensor_default_20" [label="(1, 128, 20, 20)", style=solid]; +"215 quantize_per_tensor_default_20" -> "216 dequantize_per_tensor_default_24" [label="(1, 128, 20, 20)", style=solid]; +"216 dequantize_per_tensor_default_24" -> "222 conv_transpose2d_3" [label="(1, 128, 20, 20)", style=solid]; +"217 conv_transpose2d_3_scale_0" -> "220 quantize_per_channel_default_19" [label="(128,)", style=solid]; +"217 conv_transpose2d_3_scale_0" -> "221 dequantize_per_channel_default_19" [label="(128,)", style=solid]; +"218 conv_transpose2d_3_zero_point_0" -> "220 quantize_per_channel_default_19" [label="(128,)", style=solid]; +"218 conv_transpose2d_3_zero_point_0" -> "221 dequantize_per_channel_default_19" [label="(128,)", style=solid]; +"219 compressed_weight_updated_constant19" -> "220 quantize_per_channel_default_19" [label="(128, 64, 2, 2)", style=solid]; +"220 quantize_per_channel_default_19" -> "221 dequantize_per_channel_default_19" [label="(128, 64, 2, 2)", style=solid]; +"221 dequantize_per_channel_default_19" -> "222 conv_transpose2d_3" [label="(128, 64, 2, 2)", style=solid]; +"222 conv_transpose2d_3" -> "223 quantize_per_tensor_default_1" [label="(1, 64, 40, 40)", style=solid]; +"223 quantize_per_tensor_default_1" -> "224 dequantize_per_tensor_default_2" [label="(1, 64, 40, 40)", style=solid]; +"224 dequantize_per_tensor_default_2" -> "229 cat_3" [label="(1, 64, 40, 40)", style=solid]; +"225 slice_13" -> "226 slice_14" [label="(1, 64, 220, 220)", style=solid]; +"226 slice_14" -> "227 slice_15" [label="(1, 64, 220, 220)", style=solid]; +"227 slice_15" -> "228 slice_16" [label="(1, 64, 40, 220)", style=solid]; +"228 slice_16" -> "229 cat_3" [label="(1, 64, 40, 40)", style=solid]; +"229 cat_3" -> "235 conv2d_16" [label="(1, 128, 40, 40)", style=solid]; +"230 conv2d_16_scale_0" -> "233 quantize_per_channel_default_20" [label="(64,)", style=solid]; +"230 conv2d_16_scale_0" -> "234 dequantize_per_channel_default_20" [label="(64,)", style=solid]; +"231 conv2d_16_zero_point_0" -> "233 quantize_per_channel_default_20" [label="(64,)", style=solid]; +"231 conv2d_16_zero_point_0" -> "234 dequantize_per_channel_default_20" [label="(64,)", style=solid]; +"232 compressed_weight_updated_constant20" -> "233 quantize_per_channel_default_20" [label="(64, 128, 3, 3)", style=solid]; +"233 quantize_per_channel_default_20" -> "234 dequantize_per_channel_default_20" [label="(64, 128, 3, 3)", style=solid]; +"234 dequantize_per_channel_default_20" -> "235 conv2d_16" [label="(64, 128, 3, 3)", style=solid]; +"235 conv2d_16" -> "236 relu_16" [label="(1, 64, 38, 38)", style=solid]; +"236 relu_16" -> "237 quantize_per_tensor_default_21" [label="(1, 64, 38, 38)", style=solid]; +"237 quantize_per_tensor_default_21" -> "238 dequantize_per_tensor_default_25" [label="(1, 64, 38, 38)", style=solid]; +"238 dequantize_per_tensor_default_25" -> "244 conv2d_17" [label="(1, 64, 38, 38)", style=solid]; +"239 conv2d_17_scale_0" -> "242 quantize_per_channel_default_21" [label="(64,)", style=solid]; +"239 conv2d_17_scale_0" -> "243 dequantize_per_channel_default_21" [label="(64,)", style=solid]; +"240 conv2d_17_zero_point_0" -> "242 quantize_per_channel_default_21" [label="(64,)", style=solid]; +"240 conv2d_17_zero_point_0" -> "243 dequantize_per_channel_default_21" [label="(64,)", style=solid]; +"241 compressed_weight_updated_constant21" -> "242 quantize_per_channel_default_21" [label="(64, 64, 3, 3)", style=solid]; +"242 quantize_per_channel_default_21" -> "243 dequantize_per_channel_default_21" [label="(64, 64, 3, 3)", style=solid]; +"243 dequantize_per_channel_default_21" -> "244 conv2d_17" [label="(64, 64, 3, 3)", style=solid]; +"244 conv2d_17" -> "245 relu_17" [label="(1, 64, 36, 36)", style=solid]; +"245 relu_17" -> "246 quantize_per_tensor_default_22" [label="(1, 64, 36, 36)", style=solid]; +"246 quantize_per_tensor_default_22" -> "247 dequantize_per_tensor_default_26" [label="(1, 64, 36, 36)", style=solid]; +"247 dequantize_per_tensor_default_26" -> "253 conv2d_18" [label="(1, 64, 36, 36)", style=solid]; +"248 conv2d_18_scale_0" -> "251 quantize_per_channel_default_22" [label="(12,)", style=solid]; +"248 conv2d_18_scale_0" -> "252 dequantize_per_channel_default_22" [label="(12,)", style=solid]; +"249 conv2d_18_zero_point_0" -> "251 quantize_per_channel_default_22" [label="(12,)", style=solid]; +"249 conv2d_18_zero_point_0" -> "252 dequantize_per_channel_default_22" [label="(12,)", style=solid]; +"250 compressed_weight_updated_constant22" -> "251 quantize_per_channel_default_22" [label="(12, 64, 1, 1)", style=solid]; +"251 quantize_per_channel_default_22" -> "252 dequantize_per_channel_default_22" [label="(12, 64, 1, 1)", style=solid]; +"252 dequantize_per_channel_default_22" -> "253 conv2d_18" [label="(12, 64, 1, 1)", style=solid]; "253 conv2d_18" -> "254 output" [label="(1, 12, 36, 36)", style=solid]; } diff --git a/tests/torch/data/reference_graphs/fx/quantized/vit_b_16.dot b/tests/torch/data/reference_graphs/fx/quantized/vit_b_16.dot index 51f70602ba7..8cdf4eb5e4b 100644 --- a/tests/torch/data/reference_graphs/fx/quantized/vit_b_16.dot +++ b/tests/torch/data/reference_graphs/fx/quantized/vit_b_16.dot @@ -1,2111 +1,2111 @@ strict digraph { "0 encoder_pos_embedding" [id=0, type=get_attr]; -"1 encoder_layers_encoder_layer_0_ln_1_weight" [id=1, type=get_attr]; -"2 encoder_layers_encoder_layer_0_ln_1_bias" [id=2, type=get_attr]; -"3 encoder_layers_encoder_layer_0_ln_2_weight" [id=3, type=get_attr]; -"4 encoder_layers_encoder_layer_0_ln_2_bias" [id=4, type=get_attr]; -"5 encoder_layers_encoder_layer_1_ln_1_weight" [id=5, type=get_attr]; -"6 encoder_layers_encoder_layer_1_ln_1_bias" [id=6, type=get_attr]; -"7 encoder_layers_encoder_layer_1_ln_2_weight" [id=7, type=get_attr]; -"8 encoder_layers_encoder_layer_1_ln_2_bias" [id=8, type=get_attr]; -"9 encoder_layers_encoder_layer_2_ln_1_weight" [id=9, type=get_attr]; -"10 encoder_layers_encoder_layer_2_ln_1_bias" [id=10, type=get_attr]; -"11 encoder_layers_encoder_layer_2_ln_2_weight" [id=11, type=get_attr]; -"12 encoder_layers_encoder_layer_2_ln_2_bias" [id=12, type=get_attr]; -"13 encoder_layers_encoder_layer_3_ln_1_weight" [id=13, type=get_attr]; -"14 encoder_layers_encoder_layer_3_ln_1_bias" [id=14, type=get_attr]; -"15 encoder_layers_encoder_layer_3_ln_2_weight" [id=15, type=get_attr]; -"16 encoder_layers_encoder_layer_3_ln_2_bias" [id=16, type=get_attr]; -"17 encoder_layers_encoder_layer_4_ln_1_weight" [id=17, type=get_attr]; -"18 encoder_layers_encoder_layer_4_ln_1_bias" [id=18, type=get_attr]; -"19 encoder_layers_encoder_layer_4_ln_2_weight" [id=19, type=get_attr]; -"20 encoder_layers_encoder_layer_4_ln_2_bias" [id=20, type=get_attr]; -"21 encoder_layers_encoder_layer_5_ln_1_weight" [id=21, type=get_attr]; -"22 encoder_layers_encoder_layer_5_ln_1_bias" [id=22, type=get_attr]; -"23 encoder_layers_encoder_layer_5_ln_2_weight" [id=23, type=get_attr]; -"24 encoder_layers_encoder_layer_5_ln_2_bias" [id=24, type=get_attr]; -"25 encoder_layers_encoder_layer_6_ln_1_weight" [id=25, type=get_attr]; -"26 encoder_layers_encoder_layer_6_ln_1_bias" [id=26, type=get_attr]; -"27 encoder_layers_encoder_layer_6_ln_2_weight" [id=27, type=get_attr]; -"28 encoder_layers_encoder_layer_6_ln_2_bias" [id=28, type=get_attr]; -"29 encoder_layers_encoder_layer_7_ln_1_weight" [id=29, type=get_attr]; -"30 encoder_layers_encoder_layer_7_ln_1_bias" [id=30, type=get_attr]; -"31 encoder_layers_encoder_layer_7_ln_2_weight" [id=31, type=get_attr]; -"32 encoder_layers_encoder_layer_7_ln_2_bias" [id=32, type=get_attr]; -"33 encoder_layers_encoder_layer_8_ln_1_weight" [id=33, type=get_attr]; -"34 encoder_layers_encoder_layer_8_ln_1_bias" [id=34, type=get_attr]; -"35 encoder_layers_encoder_layer_8_ln_2_weight" [id=35, type=get_attr]; -"36 encoder_layers_encoder_layer_8_ln_2_bias" [id=36, type=get_attr]; -"37 encoder_layers_encoder_layer_9_ln_1_weight" [id=37, type=get_attr]; -"38 encoder_layers_encoder_layer_9_ln_1_bias" [id=38, type=get_attr]; -"39 encoder_layers_encoder_layer_9_ln_2_weight" [id=39, type=get_attr]; -"40 encoder_layers_encoder_layer_9_ln_2_bias" [id=40, type=get_attr]; -"41 encoder_layers_encoder_layer_10_ln_1_weight" [id=41, type=get_attr]; -"42 encoder_layers_encoder_layer_10_ln_1_bias" [id=42, type=get_attr]; -"43 encoder_layers_encoder_layer_10_ln_2_weight" [id=43, type=get_attr]; -"44 encoder_layers_encoder_layer_10_ln_2_bias" [id=44, type=get_attr]; -"45 encoder_layers_encoder_layer_11_ln_1_weight" [id=45, type=get_attr]; -"46 encoder_layers_encoder_layer_11_ln_1_bias" [id=46, type=get_attr]; -"47 encoder_layers_encoder_layer_11_ln_2_weight" [id=47, type=get_attr]; -"48 encoder_layers_encoder_layer_11_ln_2_bias" [id=48, type=get_attr]; -"49 encoder_ln_weight" [id=49, type=get_attr]; -"50 encoder_ln_bias" [id=50, type=get_attr]; -"51 x" [id=51, type=input]; -"52 quantize_per_tensor_default" [id=52, type=quantize_per_tensor]; -"53 dequantize_per_tensor_default" [id=53, type=dequantize_per_tensor]; -"54 conv2d_scale_0" [id=54, type=get_attr]; -"55 conv2d_zero_point_0" [id=55, type=get_attr]; -"56 compressed_weight_updated_constant0" [id=56, type=get_attr]; -"57 quantize_per_channel_default" [id=57, type=quantize_per_channel]; -"58 dequantize_per_channel_default" [id=58, type=dequantize_per_channel]; -"59 conv_proj_bias_0_0" [id=59, type=get_attr]; -"60 conv2d" [id=60, type=conv2d]; -"61 reshape" [id=61, type=reshape]; -"62 permute" [id=62, type=permute]; -"63 _frozen_param0" [id=63, type=get_attr]; -"64 cat" [id=64, type=cat]; -"65 add" [id=65, type=add]; -"66 dropout" [id=66, type=dropout]; -"67 layer_norm" [id=67, type=layer_norm]; -"68 transpose" [id=68, type=transpose]; -"69 transpose_0_0_nncf_smooth_quant_0" [id=69, type=call_module]; -"70 quantize_per_tensor_default_1" [id=70, type=quantize_per_tensor]; -"71 dequantize_per_tensor_default_1" [id=71, type=dequantize_per_tensor]; -"72 linear_scale_0" [id=72, type=get_attr]; -"73 linear_zero_point_0" [id=73, type=get_attr]; -"74 compressed_weight_updated_constant1" [id=74, type=get_attr]; -"75 quantize_per_channel_default_1" [id=75, type=quantize_per_channel]; -"76 dequantize_per_channel_default_1" [id=76, type=dequantize_per_channel]; -"77 encoder_layers_encoder_layer_0_self_attention_in_proj_bias_0_0" [id=77, type=get_attr]; -"78 linear" [id=78, type=linear]; -"79 unflatten" [id=79, type=unflatten]; -"80 unsqueeze" [id=80, type=unsqueeze]; -"81 transpose_1" [id=81, type=transpose]; -"82 squeeze" [id=82, type=squeeze]; -"83 contiguous" [id=83, type=contiguous]; -"84 quantize_per_tensor_default_2" [id=84, type=quantize_per_tensor]; -"85 dequantize_per_tensor_default_2" [id=85, type=dequantize_per_tensor]; -"86 select" [id=86, type=select]; -"87 quantize_per_tensor_default_3" [id=87, type=quantize_per_tensor]; -"88 dequantize_per_tensor_default_3" [id=88, type=dequantize_per_tensor]; -"89 select_1" [id=89, type=select]; -"90 select_2" [id=90, type=select]; -"91 view" [id=91, type=view]; -"92 transpose_2" [id=92, type=transpose]; -"93 view_1" [id=93, type=view]; -"94 transpose_3" [id=94, type=transpose]; -"95 view_2" [id=95, type=view]; -"96 transpose_4" [id=96, type=transpose]; -"97 view_3" [id=97, type=view]; -"98 view_4" [id=98, type=view]; -"99 view_5" [id=99, type=view]; -"100 scaled_dot_product_attention" [id=100, type=scaled_dot_product_attention]; -"101 permute_1" [id=101, type=permute]; -"102 view_6" [id=102, type=view]; -"103 view_6_0_0_nncf_smooth_quant_0" [id=103, type=call_module]; -"104 quantize_per_tensor_default_4" [id=104, type=quantize_per_tensor]; -"105 dequantize_per_tensor_default_4" [id=105, type=dequantize_per_tensor]; -"106 linear_1_scale_0" [id=106, type=get_attr]; -"107 linear_1_zero_point_0" [id=107, type=get_attr]; -"108 compressed_weight_updated_constant2" [id=108, type=get_attr]; -"109 quantize_per_channel_default_2" [id=109, type=quantize_per_channel]; -"110 dequantize_per_channel_default_2" [id=110, type=dequantize_per_channel]; -"111 encoder_layers_encoder_layer_0_self_attention_out_proj_bias_0_0" [id=111, type=get_attr]; -"112 linear_1" [id=112, type=linear]; -"113 view_7" [id=113, type=view]; -"114 transpose_5" [id=114, type=transpose]; -"115 dropout_1" [id=115, type=dropout]; -"116 add_1" [id=116, type=add]; -"117 layer_norm_1" [id=117, type=layer_norm]; -"118 layer_norm_1_0_0_nncf_smooth_quant_0" [id=118, type=call_module]; -"119 quantize_per_tensor_default_5" [id=119, type=quantize_per_tensor]; -"120 dequantize_per_tensor_default_5" [id=120, type=dequantize_per_tensor]; -"121 linear_2_scale_0" [id=121, type=get_attr]; -"122 linear_2_zero_point_0" [id=122, type=get_attr]; -"123 compressed_weight_updated_constant3" [id=123, type=get_attr]; -"124 quantize_per_channel_default_3" [id=124, type=quantize_per_channel]; -"125 dequantize_per_channel_default_3" [id=125, type=dequantize_per_channel]; -"126 encoder_layers_encoder_layer_0_mlp_0_bias_0_0" [id=126, type=get_attr]; -"127 linear_2" [id=127, type=linear]; -"128 gelu" [id=128, type=gelu]; -"129 dropout_2" [id=129, type=dropout]; -"130 dropout_2_0_0_nncf_smooth_quant_0" [id=130, type=call_module]; -"131 quantize_per_tensor_default_6" [id=131, type=quantize_per_tensor]; -"132 dequantize_per_tensor_default_6" [id=132, type=dequantize_per_tensor]; -"133 linear_3_scale_0" [id=133, type=get_attr]; -"134 linear_3_zero_point_0" [id=134, type=get_attr]; -"135 compressed_weight_updated_constant4" [id=135, type=get_attr]; -"136 quantize_per_channel_default_4" [id=136, type=quantize_per_channel]; -"137 dequantize_per_channel_default_4" [id=137, type=dequantize_per_channel]; -"138 encoder_layers_encoder_layer_0_mlp_3_bias_0_0" [id=138, type=get_attr]; -"139 linear_3" [id=139, type=linear]; -"140 dropout_3" [id=140, type=dropout]; -"141 add_2" [id=141, type=add]; -"142 layer_norm_2" [id=142, type=layer_norm]; -"143 transpose_6" [id=143, type=transpose]; -"144 transpose_6_0_0_nncf_smooth_quant_0" [id=144, type=call_module]; -"145 quantize_per_tensor_default_7" [id=145, type=quantize_per_tensor]; -"146 dequantize_per_tensor_default_7" [id=146, type=dequantize_per_tensor]; -"147 linear_4_scale_0" [id=147, type=get_attr]; -"148 linear_4_zero_point_0" [id=148, type=get_attr]; -"149 compressed_weight_updated_constant5" [id=149, type=get_attr]; -"150 quantize_per_channel_default_5" [id=150, type=quantize_per_channel]; -"151 dequantize_per_channel_default_5" [id=151, type=dequantize_per_channel]; -"152 encoder_layers_encoder_layer_1_self_attention_in_proj_bias_0_0" [id=152, type=get_attr]; -"153 linear_4" [id=153, type=linear]; -"154 unflatten_1" [id=154, type=unflatten]; -"155 unsqueeze_1" [id=155, type=unsqueeze]; -"156 transpose_7" [id=156, type=transpose]; -"157 squeeze_1" [id=157, type=squeeze]; -"158 contiguous_1" [id=158, type=contiguous]; -"159 quantize_per_tensor_default_8" [id=159, type=quantize_per_tensor]; -"160 dequantize_per_tensor_default_8" [id=160, type=dequantize_per_tensor]; -"161 select_3" [id=161, type=select]; -"162 quantize_per_tensor_default_9" [id=162, type=quantize_per_tensor]; -"163 dequantize_per_tensor_default_9" [id=163, type=dequantize_per_tensor]; -"164 select_4" [id=164, type=select]; -"165 select_5" [id=165, type=select]; -"166 view_8" [id=166, type=view]; -"167 transpose_8" [id=167, type=transpose]; -"168 view_9" [id=168, type=view]; -"169 transpose_9" [id=169, type=transpose]; -"170 view_10" [id=170, type=view]; -"171 transpose_10" [id=171, type=transpose]; -"172 view_11" [id=172, type=view]; -"173 view_12" [id=173, type=view]; -"174 view_13" [id=174, type=view]; -"175 scaled_dot_product_attention_1" [id=175, type=scaled_dot_product_attention]; -"176 permute_2" [id=176, type=permute]; -"177 view_14" [id=177, type=view]; -"178 view_14_0_0_nncf_smooth_quant_0" [id=178, type=call_module]; -"179 quantize_per_tensor_default_10" [id=179, type=quantize_per_tensor]; -"180 dequantize_per_tensor_default_10" [id=180, type=dequantize_per_tensor]; -"181 linear_5_scale_0" [id=181, type=get_attr]; -"182 linear_5_zero_point_0" [id=182, type=get_attr]; -"183 compressed_weight_updated_constant6" [id=183, type=get_attr]; -"184 quantize_per_channel_default_6" [id=184, type=quantize_per_channel]; -"185 dequantize_per_channel_default_6" [id=185, type=dequantize_per_channel]; -"186 encoder_layers_encoder_layer_1_self_attention_out_proj_bias_0_0" [id=186, type=get_attr]; -"187 linear_5" [id=187, type=linear]; -"188 view_15" [id=188, type=view]; -"189 transpose_11" [id=189, type=transpose]; -"190 dropout_4" [id=190, type=dropout]; -"191 add_3" [id=191, type=add]; -"192 layer_norm_3" [id=192, type=layer_norm]; -"193 layer_norm_3_0_0_nncf_smooth_quant_0" [id=193, type=call_module]; -"194 quantize_per_tensor_default_11" [id=194, type=quantize_per_tensor]; -"195 dequantize_per_tensor_default_11" [id=195, type=dequantize_per_tensor]; -"196 linear_6_scale_0" [id=196, type=get_attr]; -"197 linear_6_zero_point_0" [id=197, type=get_attr]; -"198 compressed_weight_updated_constant7" [id=198, type=get_attr]; -"199 quantize_per_channel_default_7" [id=199, type=quantize_per_channel]; -"200 dequantize_per_channel_default_7" [id=200, type=dequantize_per_channel]; -"201 encoder_layers_encoder_layer_1_mlp_0_bias_0_0" [id=201, type=get_attr]; -"202 linear_6" [id=202, type=linear]; -"203 gelu_1" [id=203, type=gelu]; -"204 dropout_5" [id=204, type=dropout]; -"205 dropout_5_0_0_nncf_smooth_quant_0" [id=205, type=call_module]; -"206 quantize_per_tensor_default_12" [id=206, type=quantize_per_tensor]; -"207 dequantize_per_tensor_default_12" [id=207, type=dequantize_per_tensor]; -"208 linear_7_scale_0" [id=208, type=get_attr]; -"209 linear_7_zero_point_0" [id=209, type=get_attr]; -"210 compressed_weight_updated_constant8" [id=210, type=get_attr]; -"211 quantize_per_channel_default_8" [id=211, type=quantize_per_channel]; -"212 dequantize_per_channel_default_8" [id=212, type=dequantize_per_channel]; -"213 encoder_layers_encoder_layer_1_mlp_3_bias_0_0" [id=213, type=get_attr]; -"214 linear_7" [id=214, type=linear]; -"215 dropout_6" [id=215, type=dropout]; -"216 add_4" [id=216, type=add]; -"217 layer_norm_4" [id=217, type=layer_norm]; -"218 transpose_12" [id=218, type=transpose]; -"219 transpose_12_0_0_nncf_smooth_quant_0" [id=219, type=call_module]; -"220 quantize_per_tensor_default_13" [id=220, type=quantize_per_tensor]; -"221 dequantize_per_tensor_default_13" [id=221, type=dequantize_per_tensor]; -"222 linear_8_scale_0" [id=222, type=get_attr]; -"223 linear_8_zero_point_0" [id=223, type=get_attr]; -"224 compressed_weight_updated_constant9" [id=224, type=get_attr]; -"225 quantize_per_channel_default_9" [id=225, type=quantize_per_channel]; -"226 dequantize_per_channel_default_9" [id=226, type=dequantize_per_channel]; -"227 encoder_layers_encoder_layer_2_self_attention_in_proj_bias_0_0" [id=227, type=get_attr]; -"228 linear_8" [id=228, type=linear]; -"229 unflatten_2" [id=229, type=unflatten]; -"230 unsqueeze_2" [id=230, type=unsqueeze]; -"231 transpose_13" [id=231, type=transpose]; -"232 squeeze_2" [id=232, type=squeeze]; -"233 contiguous_2" [id=233, type=contiguous]; -"234 quantize_per_tensor_default_14" [id=234, type=quantize_per_tensor]; -"235 dequantize_per_tensor_default_14" [id=235, type=dequantize_per_tensor]; -"236 select_6" [id=236, type=select]; -"237 quantize_per_tensor_default_15" [id=237, type=quantize_per_tensor]; -"238 dequantize_per_tensor_default_15" [id=238, type=dequantize_per_tensor]; -"239 select_7" [id=239, type=select]; -"240 select_8" [id=240, type=select]; -"241 view_16" [id=241, type=view]; -"242 transpose_14" [id=242, type=transpose]; -"243 view_17" [id=243, type=view]; -"244 transpose_15" [id=244, type=transpose]; -"245 view_18" [id=245, type=view]; -"246 transpose_16" [id=246, type=transpose]; -"247 view_19" [id=247, type=view]; -"248 view_20" [id=248, type=view]; -"249 view_21" [id=249, type=view]; -"250 scaled_dot_product_attention_2" [id=250, type=scaled_dot_product_attention]; -"251 permute_3" [id=251, type=permute]; -"252 view_22" [id=252, type=view]; -"253 view_22_0_0_nncf_smooth_quant_0" [id=253, type=call_module]; -"254 quantize_per_tensor_default_16" [id=254, type=quantize_per_tensor]; -"255 dequantize_per_tensor_default_16" [id=255, type=dequantize_per_tensor]; -"256 linear_9_scale_0" [id=256, type=get_attr]; -"257 linear_9_zero_point_0" [id=257, type=get_attr]; -"258 compressed_weight_updated_constant10" [id=258, type=get_attr]; -"259 quantize_per_channel_default_10" [id=259, type=quantize_per_channel]; -"260 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type=quantize_per_tensor]; -"310 dequantize_per_tensor_default_20" [id=310, type=dequantize_per_tensor]; -"311 select_9" [id=311, type=select]; -"312 quantize_per_tensor_default_21" [id=312, type=quantize_per_tensor]; -"313 dequantize_per_tensor_default_21" [id=313, type=dequantize_per_tensor]; -"314 select_10" [id=314, type=select]; -"315 select_11" [id=315, type=select]; -"316 view_24" [id=316, type=view]; -"317 transpose_20" [id=317, type=transpose]; -"318 view_25" [id=318, type=view]; -"319 transpose_21" [id=319, type=transpose]; -"320 view_26" [id=320, type=view]; -"321 transpose_22" [id=321, type=transpose]; -"322 view_27" [id=322, type=view]; -"323 view_28" [id=323, type=view]; -"324 view_29" [id=324, type=view]; -"325 scaled_dot_product_attention_3" [id=325, type=scaled_dot_product_attention]; -"326 permute_4" [id=326, type=permute]; -"327 view_30" [id=327, type=view]; -"328 view_30_0_0_nncf_smooth_quant_0" [id=328, type=call_module]; -"329 quantize_per_tensor_default_22" 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type=transpose]; +"145 view_3" [id=145, type=view]; +"146 view_4" [id=146, type=view]; +"147 view_5" [id=147, type=view]; +"148 scaled_dot_product_attention" [id=148, type=scaled_dot_product_attention]; +"149 permute_1" [id=149, type=permute]; +"150 view_6" [id=150, type=view]; +"151 view_6_0_0_nncf_smooth_quant_0" [id=151, type=call_module]; +"152 quantize_per_tensor_default_4" [id=152, type=quantize_per_tensor]; +"153 dequantize_per_tensor_default_4" [id=153, type=dequantize_per_tensor]; +"154 linear_1_scale_0" [id=154, type=get_attr]; +"155 linear_1_zero_point_0" [id=155, type=get_attr]; +"156 compressed_weight_updated_constant2" [id=156, type=get_attr]; +"157 quantize_per_channel_default_2" [id=157, type=quantize_per_channel]; +"158 dequantize_per_channel_default_2" [id=158, type=dequantize_per_channel]; +"159 linear_1" [id=159, type=linear]; +"160 view_7" [id=160, type=view]; +"161 transpose_5" [id=161, type=transpose]; +"162 dropout_1" [id=162, type=dropout]; +"163 add_1" [id=163, type=add]; +"164 layer_norm_1" [id=164, type=layer_norm]; +"165 layer_norm_1_0_0_nncf_smooth_quant_0" [id=165, type=call_module]; +"166 quantize_per_tensor_default_5" [id=166, type=quantize_per_tensor]; +"167 dequantize_per_tensor_default_5" [id=167, type=dequantize_per_tensor]; +"168 linear_2_scale_0" [id=168, type=get_attr]; +"169 linear_2_zero_point_0" [id=169, type=get_attr]; +"170 compressed_weight_updated_constant3" [id=170, type=get_attr]; +"171 quantize_per_channel_default_3" [id=171, type=quantize_per_channel]; +"172 dequantize_per_channel_default_3" [id=172, type=dequantize_per_channel]; +"173 linear_2" [id=173, type=linear]; +"174 gelu" [id=174, type=gelu]; +"175 dropout_2" [id=175, type=dropout]; +"176 dropout_2_0_0_nncf_smooth_quant_0" [id=176, type=call_module]; +"177 quantize_per_tensor_default_6" [id=177, type=quantize_per_tensor]; +"178 dequantize_per_tensor_default_6" [id=178, type=dequantize_per_tensor]; +"179 linear_3_scale_0" [id=179, type=get_attr]; +"180 linear_3_zero_point_0" [id=180, type=get_attr]; +"181 compressed_weight_updated_constant4" [id=181, type=get_attr]; +"182 quantize_per_channel_default_4" [id=182, type=quantize_per_channel]; +"183 dequantize_per_channel_default_4" [id=183, type=dequantize_per_channel]; +"184 linear_3" [id=184, type=linear]; +"185 dropout_3" [id=185, type=dropout]; +"186 add_2" [id=186, type=add]; +"187 layer_norm_2" [id=187, type=layer_norm]; +"188 transpose_6" [id=188, type=transpose]; +"189 transpose_6_0_0_nncf_smooth_quant_0" [id=189, type=call_module]; +"190 quantize_per_tensor_default_7" [id=190, type=quantize_per_tensor]; +"191 dequantize_per_tensor_default_7" [id=191, type=dequantize_per_tensor]; +"192 linear_4_scale_0" [id=192, type=get_attr]; +"193 linear_4_zero_point_0" [id=193, type=get_attr]; +"194 compressed_weight_updated_constant5" [id=194, type=get_attr]; +"195 quantize_per_channel_default_5" [id=195, type=quantize_per_channel]; +"196 dequantize_per_channel_default_5" [id=196, type=dequantize_per_channel]; +"197 linear_4" [id=197, type=linear]; +"198 unflatten_1" [id=198, type=unflatten]; +"199 unsqueeze_1" [id=199, type=unsqueeze]; +"200 transpose_7" [id=200, type=transpose]; +"201 squeeze_1" [id=201, type=squeeze]; +"202 contiguous_1" [id=202, type=contiguous]; +"203 quantize_per_tensor_default_8" [id=203, type=quantize_per_tensor]; +"204 dequantize_per_tensor_default_8" [id=204, type=dequantize_per_tensor]; +"205 select_3" [id=205, type=select]; +"206 quantize_per_tensor_default_9" [id=206, type=quantize_per_tensor]; +"207 dequantize_per_tensor_default_9" [id=207, type=dequantize_per_tensor]; +"208 select_4" [id=208, type=select]; +"209 select_5" [id=209, type=select]; +"210 view_8" [id=210, type=view]; +"211 transpose_8" [id=211, type=transpose]; +"212 view_9" [id=212, type=view]; +"213 transpose_9" [id=213, type=transpose]; +"214 view_10" [id=214, type=view]; +"215 transpose_10" [id=215, type=transpose]; +"216 view_11" [id=216, type=view]; +"217 view_12" [id=217, type=view]; +"218 view_13" [id=218, type=view]; +"219 scaled_dot_product_attention_1" [id=219, type=scaled_dot_product_attention]; +"220 permute_2" [id=220, type=permute]; +"221 view_14" [id=221, type=view]; +"222 view_14_0_0_nncf_smooth_quant_0" [id=222, type=call_module]; +"223 quantize_per_tensor_default_10" [id=223, type=quantize_per_tensor]; +"224 dequantize_per_tensor_default_10" [id=224, type=dequantize_per_tensor]; +"225 linear_5_scale_0" [id=225, type=get_attr]; +"226 linear_5_zero_point_0" [id=226, type=get_attr]; +"227 compressed_weight_updated_constant6" [id=227, type=get_attr]; +"228 quantize_per_channel_default_6" [id=228, type=quantize_per_channel]; +"229 dequantize_per_channel_default_6" [id=229, type=dequantize_per_channel]; +"230 linear_5" [id=230, type=linear]; +"231 view_15" [id=231, type=view]; +"232 transpose_11" [id=232, type=transpose]; +"233 dropout_4" [id=233, type=dropout]; +"234 add_3" [id=234, type=add]; +"235 layer_norm_3" [id=235, type=layer_norm]; +"236 layer_norm_3_0_0_nncf_smooth_quant_0" [id=236, type=call_module]; +"237 quantize_per_tensor_default_11" [id=237, type=quantize_per_tensor]; +"238 dequantize_per_tensor_default_11" [id=238, type=dequantize_per_tensor]; +"239 linear_6_scale_0" [id=239, type=get_attr]; +"240 linear_6_zero_point_0" [id=240, type=get_attr]; +"241 compressed_weight_updated_constant7" [id=241, type=get_attr]; +"242 quantize_per_channel_default_7" [id=242, type=quantize_per_channel]; +"243 dequantize_per_channel_default_7" [id=243, type=dequantize_per_channel]; +"244 linear_6" [id=244, type=linear]; +"245 gelu_1" [id=245, type=gelu]; +"246 dropout_5" [id=246, type=dropout]; +"247 dropout_5_0_0_nncf_smooth_quant_0" [id=247, type=call_module]; +"248 quantize_per_tensor_default_12" [id=248, type=quantize_per_tensor]; +"249 dequantize_per_tensor_default_12" [id=249, type=dequantize_per_tensor]; +"250 linear_7_scale_0" [id=250, type=get_attr]; +"251 linear_7_zero_point_0" [id=251, type=get_attr]; +"252 compressed_weight_updated_constant8" [id=252, type=get_attr]; +"253 quantize_per_channel_default_8" [id=253, type=quantize_per_channel]; +"254 dequantize_per_channel_default_8" [id=254, type=dequantize_per_channel]; +"255 linear_7" [id=255, type=linear]; +"256 dropout_6" [id=256, type=dropout]; +"257 add_4" [id=257, type=add]; +"258 layer_norm_4" [id=258, type=layer_norm]; +"259 transpose_12" [id=259, type=transpose]; +"260 transpose_12_0_0_nncf_smooth_quant_0" [id=260, type=call_module]; +"261 quantize_per_tensor_default_13" [id=261, type=quantize_per_tensor]; +"262 dequantize_per_tensor_default_13" [id=262, type=dequantize_per_tensor]; +"263 linear_8_scale_0" [id=263, type=get_attr]; +"264 linear_8_zero_point_0" [id=264, type=get_attr]; +"265 compressed_weight_updated_constant9" [id=265, type=get_attr]; +"266 quantize_per_channel_default_9" [id=266, type=quantize_per_channel]; +"267 dequantize_per_channel_default_9" [id=267, type=dequantize_per_channel]; +"268 linear_8" [id=268, type=linear]; +"269 unflatten_2" [id=269, type=unflatten]; +"270 unsqueeze_2" [id=270, type=unsqueeze]; +"271 transpose_13" [id=271, type=transpose]; +"272 squeeze_2" [id=272, type=squeeze]; +"273 contiguous_2" [id=273, type=contiguous]; +"274 quantize_per_tensor_default_14" [id=274, type=quantize_per_tensor]; +"275 dequantize_per_tensor_default_14" [id=275, type=dequantize_per_tensor]; +"276 select_6" [id=276, type=select]; +"277 quantize_per_tensor_default_15" [id=277, type=quantize_per_tensor]; +"278 dequantize_per_tensor_default_15" [id=278, type=dequantize_per_tensor]; +"279 select_7" [id=279, type=select]; +"280 select_8" [id=280, type=select]; +"281 view_16" [id=281, type=view]; +"282 transpose_14" [id=282, type=transpose]; +"283 view_17" [id=283, type=view]; +"284 transpose_15" [id=284, type=transpose]; +"285 view_18" [id=285, type=view]; +"286 transpose_16" [id=286, type=transpose]; +"287 view_19" [id=287, type=view]; +"288 view_20" [id=288, type=view]; +"289 view_21" [id=289, type=view]; +"290 scaled_dot_product_attention_2" [id=290, type=scaled_dot_product_attention]; +"291 permute_3" [id=291, type=permute]; +"292 view_22" [id=292, type=view]; +"293 view_22_0_0_nncf_smooth_quant_0" [id=293, type=call_module]; +"294 quantize_per_tensor_default_16" [id=294, type=quantize_per_tensor]; +"295 dequantize_per_tensor_default_16" [id=295, type=dequantize_per_tensor]; +"296 linear_9_scale_0" [id=296, type=get_attr]; +"297 linear_9_zero_point_0" [id=297, type=get_attr]; +"298 compressed_weight_updated_constant10" [id=298, type=get_attr]; +"299 quantize_per_channel_default_10" [id=299, type=quantize_per_channel]; +"300 dequantize_per_channel_default_10" [id=300, type=dequantize_per_channel]; +"301 linear_9" [id=301, type=linear]; +"302 view_23" [id=302, type=view]; +"303 transpose_17" [id=303, type=transpose]; +"304 dropout_7" [id=304, type=dropout]; +"305 add_5" [id=305, type=add]; +"306 layer_norm_5" [id=306, type=layer_norm]; +"307 layer_norm_5_0_0_nncf_smooth_quant_0" [id=307, type=call_module]; +"308 quantize_per_tensor_default_17" [id=308, type=quantize_per_tensor]; +"309 dequantize_per_tensor_default_17" [id=309, type=dequantize_per_tensor]; +"310 linear_10_scale_0" [id=310, type=get_attr]; +"311 linear_10_zero_point_0" [id=311, type=get_attr]; +"312 compressed_weight_updated_constant11" [id=312, type=get_attr]; +"313 quantize_per_channel_default_11" [id=313, type=quantize_per_channel]; +"314 dequantize_per_channel_default_11" [id=314, type=dequantize_per_channel]; +"315 linear_10" [id=315, type=linear]; +"316 gelu_2" [id=316, type=gelu]; +"317 dropout_8" [id=317, type=dropout]; +"318 dropout_8_0_0_nncf_smooth_quant_0" [id=318, type=call_module]; +"319 quantize_per_tensor_default_18" [id=319, type=quantize_per_tensor]; +"320 dequantize_per_tensor_default_18" [id=320, type=dequantize_per_tensor]; +"321 linear_11_scale_0" [id=321, type=get_attr]; +"322 linear_11_zero_point_0" [id=322, type=get_attr]; +"323 compressed_weight_updated_constant12" [id=323, type=get_attr]; +"324 quantize_per_channel_default_12" [id=324, type=quantize_per_channel]; +"325 dequantize_per_channel_default_12" [id=325, type=dequantize_per_channel]; +"326 linear_11" [id=326, type=linear]; +"327 dropout_9" [id=327, type=dropout]; +"328 add_6" [id=328, type=add]; +"329 layer_norm_6" [id=329, type=layer_norm]; +"330 transpose_18" [id=330, type=transpose]; +"331 transpose_18_0_0_nncf_smooth_quant_0" [id=331, type=call_module]; +"332 quantize_per_tensor_default_19" [id=332, type=quantize_per_tensor]; +"333 dequantize_per_tensor_default_19" [id=333, type=dequantize_per_tensor]; +"334 linear_12_scale_0" [id=334, type=get_attr]; +"335 linear_12_zero_point_0" [id=335, type=get_attr]; +"336 compressed_weight_updated_constant13" [id=336, type=get_attr]; +"337 quantize_per_channel_default_13" [id=337, type=quantize_per_channel]; +"338 dequantize_per_channel_default_13" [id=338, type=dequantize_per_channel]; +"339 linear_12" [id=339, type=linear]; +"340 unflatten_3" [id=340, type=unflatten]; +"341 unsqueeze_3" [id=341, type=unsqueeze]; +"342 transpose_19" [id=342, type=transpose]; +"343 squeeze_3" [id=343, type=squeeze]; +"344 contiguous_3" [id=344, type=contiguous]; +"345 quantize_per_tensor_default_20" [id=345, type=quantize_per_tensor]; +"346 dequantize_per_tensor_default_20" [id=346, type=dequantize_per_tensor]; +"347 select_9" [id=347, type=select]; +"348 quantize_per_tensor_default_21" [id=348, type=quantize_per_tensor]; +"349 dequantize_per_tensor_default_21" [id=349, type=dequantize_per_tensor]; +"350 select_10" [id=350, type=select]; +"351 select_11" [id=351, type=select]; +"352 view_24" [id=352, type=view]; +"353 transpose_20" [id=353, type=transpose]; +"354 view_25" [id=354, type=view]; +"355 transpose_21" [id=355, type=transpose]; +"356 view_26" [id=356, type=view]; +"357 transpose_22" [id=357, type=transpose]; +"358 view_27" [id=358, type=view]; +"359 view_28" [id=359, type=view]; +"360 view_29" [id=360, type=view]; +"361 scaled_dot_product_attention_3" [id=361, type=scaled_dot_product_attention]; +"362 permute_4" [id=362, type=permute]; +"363 view_30" [id=363, type=view]; +"364 view_30_0_0_nncf_smooth_quant_0" [id=364, type=call_module]; +"365 quantize_per_tensor_default_22" [id=365, type=quantize_per_tensor]; +"366 dequantize_per_tensor_default_22" [id=366, type=dequantize_per_tensor]; +"367 linear_13_scale_0" [id=367, type=get_attr]; +"368 linear_13_zero_point_0" [id=368, type=get_attr]; +"369 compressed_weight_updated_constant14" [id=369, type=get_attr]; +"370 quantize_per_channel_default_14" [id=370, type=quantize_per_channel]; +"371 dequantize_per_channel_default_14" [id=371, type=dequantize_per_channel]; +"372 linear_13" [id=372, type=linear]; +"373 view_31" [id=373, type=view]; +"374 transpose_23" [id=374, type=transpose]; +"375 dropout_10" [id=375, type=dropout]; +"376 add_7" [id=376, type=add]; +"377 layer_norm_7" [id=377, type=layer_norm]; +"378 layer_norm_7_0_0_nncf_smooth_quant_0" [id=378, type=call_module]; +"379 quantize_per_tensor_default_23" [id=379, type=quantize_per_tensor]; +"380 dequantize_per_tensor_default_23" [id=380, type=dequantize_per_tensor]; +"381 linear_14_scale_0" [id=381, type=get_attr]; +"382 linear_14_zero_point_0" [id=382, type=get_attr]; +"383 compressed_weight_updated_constant15" [id=383, type=get_attr]; +"384 quantize_per_channel_default_15" [id=384, type=quantize_per_channel]; +"385 dequantize_per_channel_default_15" [id=385, type=dequantize_per_channel]; +"386 linear_14" [id=386, type=linear]; +"387 gelu_3" [id=387, type=gelu]; +"388 dropout_11" [id=388, type=dropout]; +"389 dropout_11_0_0_nncf_smooth_quant_0" [id=389, type=call_module]; +"390 quantize_per_tensor_default_24" [id=390, type=quantize_per_tensor]; +"391 dequantize_per_tensor_default_24" [id=391, type=dequantize_per_tensor]; +"392 linear_15_scale_0" [id=392, type=get_attr]; +"393 linear_15_zero_point_0" [id=393, type=get_attr]; +"394 compressed_weight_updated_constant16" [id=394, type=get_attr]; +"395 quantize_per_channel_default_16" [id=395, type=quantize_per_channel]; +"396 dequantize_per_channel_default_16" [id=396, type=dequantize_per_channel]; +"397 linear_15" [id=397, type=linear]; +"398 dropout_12" [id=398, type=dropout]; +"399 add_8" [id=399, type=add]; +"400 layer_norm_8" [id=400, type=layer_norm]; +"401 transpose_24" [id=401, type=transpose]; +"402 transpose_24_0_0_nncf_smooth_quant_0" [id=402, type=call_module]; +"403 quantize_per_tensor_default_25" [id=403, type=quantize_per_tensor]; +"404 dequantize_per_tensor_default_25" [id=404, type=dequantize_per_tensor]; +"405 linear_16_scale_0" [id=405, type=get_attr]; +"406 linear_16_zero_point_0" [id=406, type=get_attr]; +"407 compressed_weight_updated_constant17" [id=407, type=get_attr]; +"408 quantize_per_channel_default_17" [id=408, type=quantize_per_channel]; +"409 dequantize_per_channel_default_17" [id=409, type=dequantize_per_channel]; +"410 linear_16" [id=410, type=linear]; +"411 unflatten_4" [id=411, type=unflatten]; +"412 unsqueeze_4" [id=412, type=unsqueeze]; +"413 transpose_25" [id=413, type=transpose]; +"414 squeeze_4" [id=414, type=squeeze]; +"415 contiguous_4" [id=415, type=contiguous]; +"416 quantize_per_tensor_default_26" [id=416, type=quantize_per_tensor]; +"417 dequantize_per_tensor_default_26" [id=417, type=dequantize_per_tensor]; +"418 select_12" [id=418, type=select]; +"419 quantize_per_tensor_default_27" [id=419, type=quantize_per_tensor]; +"420 dequantize_per_tensor_default_27" [id=420, type=dequantize_per_tensor]; +"421 select_13" [id=421, type=select]; +"422 select_14" [id=422, type=select]; +"423 view_32" [id=423, type=view]; +"424 transpose_26" [id=424, type=transpose]; +"425 view_33" [id=425, type=view]; +"426 transpose_27" [id=426, type=transpose]; +"427 view_34" [id=427, type=view]; +"428 transpose_28" [id=428, type=transpose]; +"429 view_35" [id=429, type=view]; +"430 view_36" [id=430, type=view]; +"431 view_37" [id=431, type=view]; +"432 scaled_dot_product_attention_4" [id=432, type=scaled_dot_product_attention]; +"433 permute_5" [id=433, type=permute]; +"434 view_38" [id=434, type=view]; +"435 view_38_0_0_nncf_smooth_quant_0" [id=435, type=call_module]; +"436 quantize_per_tensor_default_28" [id=436, type=quantize_per_tensor]; +"437 dequantize_per_tensor_default_28" [id=437, type=dequantize_per_tensor]; +"438 linear_17_scale_0" [id=438, type=get_attr]; +"439 linear_17_zero_point_0" [id=439, type=get_attr]; +"440 compressed_weight_updated_constant18" [id=440, type=get_attr]; +"441 quantize_per_channel_default_18" [id=441, type=quantize_per_channel]; +"442 dequantize_per_channel_default_18" [id=442, type=dequantize_per_channel]; +"443 linear_17" [id=443, type=linear]; +"444 view_39" [id=444, type=view]; +"445 transpose_29" [id=445, type=transpose]; +"446 dropout_13" [id=446, type=dropout]; +"447 add_9" [id=447, type=add]; +"448 layer_norm_9" [id=448, type=layer_norm]; +"449 layer_norm_9_0_0_nncf_smooth_quant_0" [id=449, type=call_module]; +"450 quantize_per_tensor_default_29" [id=450, type=quantize_per_tensor]; +"451 dequantize_per_tensor_default_29" [id=451, type=dequantize_per_tensor]; +"452 linear_18_scale_0" [id=452, type=get_attr]; +"453 linear_18_zero_point_0" [id=453, type=get_attr]; +"454 compressed_weight_updated_constant19" [id=454, type=get_attr]; +"455 quantize_per_channel_default_19" [id=455, type=quantize_per_channel]; +"456 dequantize_per_channel_default_19" [id=456, type=dequantize_per_channel]; +"457 linear_18" [id=457, type=linear]; +"458 gelu_4" [id=458, type=gelu]; +"459 dropout_14" [id=459, type=dropout]; +"460 dropout_14_0_0_nncf_smooth_quant_0" [id=460, type=call_module]; +"461 quantize_per_tensor_default_30" [id=461, type=quantize_per_tensor]; +"462 dequantize_per_tensor_default_30" [id=462, type=dequantize_per_tensor]; +"463 linear_19_scale_0" [id=463, type=get_attr]; +"464 linear_19_zero_point_0" [id=464, type=get_attr]; +"465 compressed_weight_updated_constant20" [id=465, type=get_attr]; +"466 quantize_per_channel_default_20" [id=466, type=quantize_per_channel]; +"467 dequantize_per_channel_default_20" [id=467, type=dequantize_per_channel]; +"468 linear_19" [id=468, type=linear]; +"469 dropout_15" [id=469, type=dropout]; +"470 add_10" [id=470, type=add]; +"471 layer_norm_10" [id=471, type=layer_norm]; +"472 transpose_30" [id=472, type=transpose]; +"473 transpose_30_0_0_nncf_smooth_quant_0" [id=473, type=call_module]; +"474 quantize_per_tensor_default_31" [id=474, type=quantize_per_tensor]; +"475 dequantize_per_tensor_default_31" [id=475, type=dequantize_per_tensor]; +"476 linear_20_scale_0" [id=476, type=get_attr]; +"477 linear_20_zero_point_0" [id=477, type=get_attr]; +"478 compressed_weight_updated_constant21" [id=478, type=get_attr]; +"479 quantize_per_channel_default_21" [id=479, type=quantize_per_channel]; +"480 dequantize_per_channel_default_21" [id=480, type=dequantize_per_channel]; +"481 linear_20" [id=481, type=linear]; +"482 unflatten_5" [id=482, type=unflatten]; +"483 unsqueeze_5" [id=483, type=unsqueeze]; +"484 transpose_31" [id=484, type=transpose]; +"485 squeeze_5" [id=485, type=squeeze]; +"486 contiguous_5" [id=486, type=contiguous]; +"487 quantize_per_tensor_default_32" [id=487, type=quantize_per_tensor]; +"488 dequantize_per_tensor_default_32" [id=488, type=dequantize_per_tensor]; +"489 select_15" [id=489, type=select]; +"490 quantize_per_tensor_default_33" [id=490, type=quantize_per_tensor]; +"491 dequantize_per_tensor_default_33" [id=491, type=dequantize_per_tensor]; +"492 select_16" [id=492, type=select]; +"493 select_17" [id=493, type=select]; +"494 view_40" [id=494, type=view]; +"495 transpose_32" [id=495, type=transpose]; +"496 view_41" [id=496, type=view]; +"497 transpose_33" [id=497, type=transpose]; +"498 view_42" [id=498, type=view]; +"499 transpose_34" [id=499, type=transpose]; +"500 view_43" [id=500, type=view]; +"501 view_44" [id=501, type=view]; +"502 view_45" [id=502, type=view]; +"503 scaled_dot_product_attention_5" [id=503, type=scaled_dot_product_attention]; +"504 permute_6" [id=504, type=permute]; +"505 view_46" [id=505, type=view]; +"506 view_46_0_0_nncf_smooth_quant_0" [id=506, type=call_module]; +"507 quantize_per_tensor_default_34" [id=507, type=quantize_per_tensor]; +"508 dequantize_per_tensor_default_34" [id=508, type=dequantize_per_tensor]; +"509 linear_21_scale_0" [id=509, type=get_attr]; +"510 linear_21_zero_point_0" [id=510, type=get_attr]; +"511 compressed_weight_updated_constant22" [id=511, type=get_attr]; +"512 quantize_per_channel_default_22" [id=512, type=quantize_per_channel]; +"513 dequantize_per_channel_default_22" [id=513, type=dequantize_per_channel]; +"514 linear_21" [id=514, type=linear]; +"515 view_47" [id=515, type=view]; +"516 transpose_35" [id=516, type=transpose]; +"517 dropout_16" [id=517, type=dropout]; +"518 add_11" [id=518, type=add]; +"519 layer_norm_11" [id=519, type=layer_norm]; +"520 layer_norm_11_0_0_nncf_smooth_quant_0" [id=520, type=call_module]; +"521 quantize_per_tensor_default_35" [id=521, type=quantize_per_tensor]; +"522 dequantize_per_tensor_default_35" [id=522, type=dequantize_per_tensor]; +"523 linear_22_scale_0" [id=523, type=get_attr]; +"524 linear_22_zero_point_0" [id=524, type=get_attr]; +"525 compressed_weight_updated_constant23" [id=525, type=get_attr]; +"526 quantize_per_channel_default_23" [id=526, type=quantize_per_channel]; +"527 dequantize_per_channel_default_23" [id=527, type=dequantize_per_channel]; +"528 linear_22" [id=528, type=linear]; +"529 gelu_5" [id=529, type=gelu]; +"530 dropout_17" [id=530, type=dropout]; +"531 dropout_17_0_0_nncf_smooth_quant_0" [id=531, type=call_module]; +"532 quantize_per_tensor_default_36" [id=532, type=quantize_per_tensor]; +"533 dequantize_per_tensor_default_36" [id=533, type=dequantize_per_tensor]; +"534 linear_23_scale_0" [id=534, type=get_attr]; +"535 linear_23_zero_point_0" [id=535, type=get_attr]; +"536 compressed_weight_updated_constant24" [id=536, type=get_attr]; +"537 quantize_per_channel_default_24" [id=537, type=quantize_per_channel]; +"538 dequantize_per_channel_default_24" [id=538, type=dequantize_per_channel]; +"539 linear_23" [id=539, type=linear]; +"540 dropout_18" [id=540, type=dropout]; +"541 add_12" [id=541, type=add]; +"542 layer_norm_12" [id=542, type=layer_norm]; +"543 transpose_36" [id=543, type=transpose]; +"544 transpose_36_0_0_nncf_smooth_quant_0" [id=544, type=call_module]; +"545 quantize_per_tensor_default_37" [id=545, type=quantize_per_tensor]; +"546 dequantize_per_tensor_default_37" [id=546, type=dequantize_per_tensor]; +"547 linear_24_scale_0" [id=547, type=get_attr]; +"548 linear_24_zero_point_0" [id=548, type=get_attr]; +"549 compressed_weight_updated_constant25" [id=549, type=get_attr]; +"550 quantize_per_channel_default_25" [id=550, type=quantize_per_channel]; +"551 dequantize_per_channel_default_25" [id=551, type=dequantize_per_channel]; +"552 linear_24" [id=552, type=linear]; +"553 unflatten_6" [id=553, type=unflatten]; +"554 unsqueeze_6" [id=554, type=unsqueeze]; +"555 transpose_37" [id=555, type=transpose]; +"556 squeeze_6" [id=556, type=squeeze]; +"557 contiguous_6" [id=557, type=contiguous]; +"558 quantize_per_tensor_default_38" [id=558, type=quantize_per_tensor]; +"559 dequantize_per_tensor_default_38" [id=559, type=dequantize_per_tensor]; +"560 select_18" [id=560, type=select]; +"561 quantize_per_tensor_default_39" [id=561, type=quantize_per_tensor]; +"562 dequantize_per_tensor_default_39" [id=562, type=dequantize_per_tensor]; +"563 select_19" [id=563, type=select]; +"564 select_20" [id=564, type=select]; +"565 view_48" [id=565, type=view]; +"566 transpose_38" [id=566, type=transpose]; +"567 view_49" [id=567, type=view]; +"568 transpose_39" [id=568, type=transpose]; +"569 view_50" [id=569, type=view]; +"570 transpose_40" [id=570, type=transpose]; +"571 view_51" [id=571, type=view]; +"572 view_52" [id=572, type=view]; +"573 view_53" [id=573, type=view]; +"574 scaled_dot_product_attention_6" [id=574, type=scaled_dot_product_attention]; +"575 permute_7" [id=575, type=permute]; +"576 view_54" [id=576, type=view]; +"577 view_54_0_0_nncf_smooth_quant_0" [id=577, type=call_module]; +"578 quantize_per_tensor_default_40" [id=578, type=quantize_per_tensor]; +"579 dequantize_per_tensor_default_40" [id=579, type=dequantize_per_tensor]; +"580 linear_25_scale_0" [id=580, type=get_attr]; +"581 linear_25_zero_point_0" [id=581, type=get_attr]; +"582 compressed_weight_updated_constant26" [id=582, type=get_attr]; +"583 quantize_per_channel_default_26" [id=583, type=quantize_per_channel]; +"584 dequantize_per_channel_default_26" [id=584, type=dequantize_per_channel]; +"585 linear_25" [id=585, type=linear]; +"586 view_55" [id=586, type=view]; +"587 transpose_41" [id=587, type=transpose]; +"588 dropout_19" [id=588, type=dropout]; +"589 add_13" [id=589, type=add]; +"590 layer_norm_13" [id=590, type=layer_norm]; +"591 layer_norm_13_0_0_nncf_smooth_quant_0" [id=591, type=call_module]; +"592 quantize_per_tensor_default_41" [id=592, type=quantize_per_tensor]; +"593 dequantize_per_tensor_default_41" [id=593, type=dequantize_per_tensor]; +"594 linear_26_scale_0" [id=594, type=get_attr]; +"595 linear_26_zero_point_0" [id=595, type=get_attr]; +"596 compressed_weight_updated_constant27" [id=596, type=get_attr]; +"597 quantize_per_channel_default_27" [id=597, type=quantize_per_channel]; +"598 dequantize_per_channel_default_27" [id=598, type=dequantize_per_channel]; +"599 linear_26" [id=599, type=linear]; +"600 gelu_6" [id=600, type=gelu]; +"601 dropout_20" [id=601, type=dropout]; +"602 dropout_20_0_0_nncf_smooth_quant_0" [id=602, type=call_module]; +"603 quantize_per_tensor_default_42" [id=603, type=quantize_per_tensor]; +"604 dequantize_per_tensor_default_42" [id=604, type=dequantize_per_tensor]; +"605 linear_27_scale_0" [id=605, type=get_attr]; +"606 linear_27_zero_point_0" [id=606, type=get_attr]; +"607 compressed_weight_updated_constant28" [id=607, type=get_attr]; +"608 quantize_per_channel_default_28" [id=608, type=quantize_per_channel]; +"609 dequantize_per_channel_default_28" [id=609, type=dequantize_per_channel]; +"610 linear_27" [id=610, type=linear]; +"611 dropout_21" [id=611, type=dropout]; +"612 add_14" [id=612, type=add]; +"613 layer_norm_14" [id=613, type=layer_norm]; +"614 transpose_42" [id=614, type=transpose]; +"615 transpose_42_0_0_nncf_smooth_quant_0" [id=615, type=call_module]; +"616 quantize_per_tensor_default_43" [id=616, type=quantize_per_tensor]; +"617 dequantize_per_tensor_default_43" [id=617, type=dequantize_per_tensor]; +"618 linear_28_scale_0" [id=618, type=get_attr]; +"619 linear_28_zero_point_0" [id=619, type=get_attr]; +"620 compressed_weight_updated_constant29" [id=620, type=get_attr]; +"621 quantize_per_channel_default_29" [id=621, type=quantize_per_channel]; +"622 dequantize_per_channel_default_29" [id=622, type=dequantize_per_channel]; +"623 linear_28" [id=623, type=linear]; +"624 unflatten_7" [id=624, type=unflatten]; +"625 unsqueeze_7" [id=625, type=unsqueeze]; +"626 transpose_43" [id=626, type=transpose]; +"627 squeeze_7" [id=627, type=squeeze]; +"628 contiguous_7" [id=628, type=contiguous]; +"629 quantize_per_tensor_default_44" [id=629, type=quantize_per_tensor]; +"630 dequantize_per_tensor_default_44" [id=630, type=dequantize_per_tensor]; +"631 select_21" [id=631, type=select]; +"632 quantize_per_tensor_default_45" [id=632, type=quantize_per_tensor]; +"633 dequantize_per_tensor_default_45" [id=633, type=dequantize_per_tensor]; +"634 select_22" [id=634, type=select]; +"635 select_23" [id=635, type=select]; +"636 view_56" [id=636, type=view]; +"637 transpose_44" [id=637, type=transpose]; +"638 view_57" [id=638, type=view]; +"639 transpose_45" [id=639, type=transpose]; +"640 view_58" [id=640, type=view]; +"641 transpose_46" [id=641, type=transpose]; +"642 view_59" [id=642, type=view]; +"643 view_60" [id=643, type=view]; +"644 view_61" [id=644, type=view]; +"645 scaled_dot_product_attention_7" [id=645, type=scaled_dot_product_attention]; +"646 permute_8" [id=646, type=permute]; +"647 view_62" [id=647, type=view]; +"648 view_62_0_0_nncf_smooth_quant_0" [id=648, type=call_module]; +"649 quantize_per_tensor_default_46" [id=649, type=quantize_per_tensor]; +"650 dequantize_per_tensor_default_46" [id=650, type=dequantize_per_tensor]; +"651 linear_29_scale_0" [id=651, type=get_attr]; +"652 linear_29_zero_point_0" [id=652, type=get_attr]; +"653 compressed_weight_updated_constant30" [id=653, type=get_attr]; +"654 quantize_per_channel_default_30" [id=654, type=quantize_per_channel]; +"655 dequantize_per_channel_default_30" [id=655, type=dequantize_per_channel]; +"656 linear_29" [id=656, type=linear]; +"657 view_63" [id=657, type=view]; +"658 transpose_47" [id=658, type=transpose]; +"659 dropout_22" [id=659, type=dropout]; +"660 add_15" [id=660, type=add]; +"661 layer_norm_15" [id=661, type=layer_norm]; +"662 layer_norm_15_0_0_nncf_smooth_quant_0" [id=662, type=call_module]; +"663 quantize_per_tensor_default_47" [id=663, type=quantize_per_tensor]; +"664 dequantize_per_tensor_default_47" [id=664, type=dequantize_per_tensor]; +"665 linear_30_scale_0" [id=665, type=get_attr]; +"666 linear_30_zero_point_0" [id=666, type=get_attr]; +"667 compressed_weight_updated_constant31" [id=667, type=get_attr]; +"668 quantize_per_channel_default_31" [id=668, type=quantize_per_channel]; +"669 dequantize_per_channel_default_31" [id=669, type=dequantize_per_channel]; +"670 linear_30" [id=670, type=linear]; +"671 gelu_7" [id=671, type=gelu]; +"672 dropout_23" [id=672, type=dropout]; +"673 dropout_23_0_0_nncf_smooth_quant_0" [id=673, type=call_module]; +"674 quantize_per_tensor_default_48" [id=674, type=quantize_per_tensor]; +"675 dequantize_per_tensor_default_48" [id=675, type=dequantize_per_tensor]; +"676 linear_31_scale_0" [id=676, type=get_attr]; +"677 linear_31_zero_point_0" [id=677, type=get_attr]; +"678 compressed_weight_updated_constant32" [id=678, type=get_attr]; +"679 quantize_per_channel_default_32" [id=679, type=quantize_per_channel]; +"680 dequantize_per_channel_default_32" [id=680, type=dequantize_per_channel]; +"681 linear_31" [id=681, type=linear]; +"682 dropout_24" [id=682, type=dropout]; +"683 add_16" [id=683, type=add]; +"684 layer_norm_16" [id=684, type=layer_norm]; +"685 transpose_48" [id=685, type=transpose]; +"686 transpose_48_0_0_nncf_smooth_quant_0" [id=686, type=call_module]; +"687 quantize_per_tensor_default_49" [id=687, type=quantize_per_tensor]; +"688 dequantize_per_tensor_default_49" [id=688, type=dequantize_per_tensor]; +"689 linear_32_scale_0" [id=689, type=get_attr]; +"690 linear_32_zero_point_0" [id=690, type=get_attr]; +"691 compressed_weight_updated_constant33" [id=691, type=get_attr]; +"692 quantize_per_channel_default_33" [id=692, type=quantize_per_channel]; +"693 dequantize_per_channel_default_33" [id=693, type=dequantize_per_channel]; +"694 linear_32" [id=694, type=linear]; +"695 unflatten_8" [id=695, type=unflatten]; +"696 unsqueeze_8" [id=696, type=unsqueeze]; +"697 transpose_49" [id=697, type=transpose]; +"698 squeeze_8" [id=698, type=squeeze]; +"699 contiguous_8" [id=699, type=contiguous]; +"700 quantize_per_tensor_default_50" [id=700, type=quantize_per_tensor]; +"701 dequantize_per_tensor_default_50" [id=701, type=dequantize_per_tensor]; +"702 select_24" [id=702, type=select]; +"703 quantize_per_tensor_default_51" [id=703, type=quantize_per_tensor]; +"704 dequantize_per_tensor_default_51" [id=704, type=dequantize_per_tensor]; +"705 select_25" [id=705, type=select]; +"706 select_26" [id=706, type=select]; +"707 view_64" [id=707, type=view]; +"708 transpose_50" [id=708, type=transpose]; +"709 view_65" [id=709, type=view]; +"710 transpose_51" [id=710, type=transpose]; +"711 view_66" [id=711, type=view]; +"712 transpose_52" [id=712, type=transpose]; +"713 view_67" [id=713, type=view]; +"714 view_68" [id=714, type=view]; +"715 view_69" [id=715, type=view]; +"716 scaled_dot_product_attention_8" [id=716, type=scaled_dot_product_attention]; +"717 permute_9" [id=717, type=permute]; +"718 view_70" [id=718, type=view]; +"719 view_70_0_0_nncf_smooth_quant_0" [id=719, type=call_module]; +"720 quantize_per_tensor_default_52" [id=720, type=quantize_per_tensor]; +"721 dequantize_per_tensor_default_52" [id=721, type=dequantize_per_tensor]; +"722 linear_33_scale_0" [id=722, type=get_attr]; +"723 linear_33_zero_point_0" [id=723, type=get_attr]; +"724 compressed_weight_updated_constant34" [id=724, type=get_attr]; +"725 quantize_per_channel_default_34" [id=725, type=quantize_per_channel]; +"726 dequantize_per_channel_default_34" [id=726, type=dequantize_per_channel]; +"727 linear_33" [id=727, type=linear]; +"728 view_71" [id=728, type=view]; +"729 transpose_53" [id=729, type=transpose]; +"730 dropout_25" [id=730, type=dropout]; +"731 add_17" [id=731, type=add]; +"732 layer_norm_17" [id=732, type=layer_norm]; +"733 layer_norm_17_0_0_nncf_smooth_quant_0" [id=733, type=call_module]; +"734 quantize_per_tensor_default_53" [id=734, type=quantize_per_tensor]; +"735 dequantize_per_tensor_default_53" [id=735, type=dequantize_per_tensor]; +"736 linear_34_scale_0" [id=736, type=get_attr]; +"737 linear_34_zero_point_0" [id=737, type=get_attr]; +"738 compressed_weight_updated_constant35" [id=738, type=get_attr]; +"739 quantize_per_channel_default_35" [id=739, type=quantize_per_channel]; +"740 dequantize_per_channel_default_35" [id=740, type=dequantize_per_channel]; +"741 linear_34" [id=741, type=linear]; +"742 gelu_8" [id=742, type=gelu]; +"743 dropout_26" [id=743, type=dropout]; +"744 dropout_26_0_0_nncf_smooth_quant_0" [id=744, type=call_module]; +"745 quantize_per_tensor_default_54" [id=745, type=quantize_per_tensor]; +"746 dequantize_per_tensor_default_54" [id=746, type=dequantize_per_tensor]; +"747 linear_35_scale_0" [id=747, type=get_attr]; +"748 linear_35_zero_point_0" [id=748, type=get_attr]; +"749 compressed_weight_updated_constant36" [id=749, type=get_attr]; +"750 quantize_per_channel_default_36" [id=750, type=quantize_per_channel]; +"751 dequantize_per_channel_default_36" [id=751, type=dequantize_per_channel]; +"752 linear_35" [id=752, type=linear]; +"753 dropout_27" [id=753, type=dropout]; +"754 add_18" [id=754, type=add]; +"755 layer_norm_18" [id=755, type=layer_norm]; +"756 transpose_54" [id=756, type=transpose]; +"757 transpose_54_0_0_nncf_smooth_quant_0" [id=757, type=call_module]; +"758 quantize_per_tensor_default_55" [id=758, type=quantize_per_tensor]; +"759 dequantize_per_tensor_default_55" [id=759, type=dequantize_per_tensor]; +"760 linear_36_scale_0" [id=760, type=get_attr]; +"761 linear_36_zero_point_0" [id=761, type=get_attr]; +"762 compressed_weight_updated_constant37" [id=762, type=get_attr]; +"763 quantize_per_channel_default_37" [id=763, type=quantize_per_channel]; +"764 dequantize_per_channel_default_37" [id=764, type=dequantize_per_channel]; +"765 linear_36" [id=765, type=linear]; +"766 unflatten_9" [id=766, type=unflatten]; +"767 unsqueeze_9" [id=767, type=unsqueeze]; +"768 transpose_55" [id=768, type=transpose]; +"769 squeeze_9" [id=769, type=squeeze]; +"770 contiguous_9" [id=770, type=contiguous]; +"771 quantize_per_tensor_default_56" [id=771, type=quantize_per_tensor]; +"772 dequantize_per_tensor_default_56" [id=772, type=dequantize_per_tensor]; +"773 select_27" [id=773, type=select]; +"774 quantize_per_tensor_default_57" [id=774, type=quantize_per_tensor]; +"775 dequantize_per_tensor_default_57" [id=775, type=dequantize_per_tensor]; +"776 select_28" [id=776, type=select]; +"777 select_29" [id=777, type=select]; +"778 view_72" [id=778, type=view]; +"779 transpose_56" [id=779, type=transpose]; +"780 view_73" [id=780, type=view]; +"781 transpose_57" [id=781, type=transpose]; +"782 view_74" [id=782, type=view]; +"783 transpose_58" [id=783, type=transpose]; +"784 view_75" [id=784, type=view]; +"785 view_76" [id=785, type=view]; +"786 view_77" [id=786, type=view]; +"787 scaled_dot_product_attention_9" [id=787, type=scaled_dot_product_attention]; +"788 permute_10" [id=788, type=permute]; +"789 view_78" [id=789, type=view]; +"790 view_78_0_0_nncf_smooth_quant_0" [id=790, type=call_module]; +"791 quantize_per_tensor_default_58" [id=791, type=quantize_per_tensor]; +"792 dequantize_per_tensor_default_58" [id=792, type=dequantize_per_tensor]; +"793 linear_37_scale_0" [id=793, type=get_attr]; +"794 linear_37_zero_point_0" [id=794, type=get_attr]; +"795 compressed_weight_updated_constant38" [id=795, type=get_attr]; +"796 quantize_per_channel_default_38" [id=796, type=quantize_per_channel]; +"797 dequantize_per_channel_default_38" [id=797, type=dequantize_per_channel]; +"798 linear_37" [id=798, type=linear]; +"799 view_79" [id=799, type=view]; +"800 transpose_59" [id=800, type=transpose]; +"801 dropout_28" [id=801, type=dropout]; +"802 add_19" [id=802, type=add]; +"803 layer_norm_19" [id=803, type=layer_norm]; +"804 layer_norm_19_0_0_nncf_smooth_quant_0" [id=804, type=call_module]; +"805 quantize_per_tensor_default_59" [id=805, type=quantize_per_tensor]; +"806 dequantize_per_tensor_default_59" [id=806, type=dequantize_per_tensor]; +"807 linear_38_scale_0" [id=807, type=get_attr]; +"808 linear_38_zero_point_0" [id=808, type=get_attr]; +"809 compressed_weight_updated_constant39" [id=809, type=get_attr]; +"810 quantize_per_channel_default_39" [id=810, type=quantize_per_channel]; +"811 dequantize_per_channel_default_39" [id=811, type=dequantize_per_channel]; +"812 linear_38" [id=812, type=linear]; +"813 gelu_9" [id=813, type=gelu]; +"814 dropout_29" [id=814, type=dropout]; +"815 dropout_29_0_0_nncf_smooth_quant_0" [id=815, type=call_module]; +"816 quantize_per_tensor_default_60" [id=816, type=quantize_per_tensor]; +"817 dequantize_per_tensor_default_60" [id=817, type=dequantize_per_tensor]; +"818 linear_39_scale_0" [id=818, type=get_attr]; +"819 linear_39_zero_point_0" [id=819, type=get_attr]; +"820 compressed_weight_updated_constant40" [id=820, type=get_attr]; +"821 quantize_per_channel_default_40" [id=821, type=quantize_per_channel]; +"822 dequantize_per_channel_default_40" [id=822, type=dequantize_per_channel]; +"823 linear_39" [id=823, type=linear]; +"824 dropout_30" [id=824, type=dropout]; +"825 add_20" [id=825, type=add]; +"826 layer_norm_20" [id=826, type=layer_norm]; +"827 transpose_60" [id=827, type=transpose]; +"828 transpose_60_0_0_nncf_smooth_quant_0" [id=828, type=call_module]; +"829 quantize_per_tensor_default_61" [id=829, type=quantize_per_tensor]; +"830 dequantize_per_tensor_default_61" [id=830, type=dequantize_per_tensor]; +"831 linear_40_scale_0" [id=831, type=get_attr]; +"832 linear_40_zero_point_0" [id=832, type=get_attr]; +"833 compressed_weight_updated_constant41" [id=833, type=get_attr]; +"834 quantize_per_channel_default_41" [id=834, type=quantize_per_channel]; +"835 dequantize_per_channel_default_41" [id=835, type=dequantize_per_channel]; +"836 linear_40" [id=836, type=linear]; +"837 unflatten_10" [id=837, type=unflatten]; +"838 unsqueeze_10" [id=838, type=unsqueeze]; +"839 transpose_61" [id=839, type=transpose]; +"840 squeeze_10" [id=840, type=squeeze]; +"841 contiguous_10" [id=841, type=contiguous]; +"842 quantize_per_tensor_default_62" [id=842, type=quantize_per_tensor]; +"843 dequantize_per_tensor_default_62" [id=843, type=dequantize_per_tensor]; +"844 select_30" [id=844, type=select]; +"845 quantize_per_tensor_default_63" [id=845, type=quantize_per_tensor]; +"846 dequantize_per_tensor_default_63" [id=846, type=dequantize_per_tensor]; +"847 select_31" [id=847, type=select]; +"848 select_32" [id=848, type=select]; +"849 view_80" [id=849, type=view]; +"850 transpose_62" [id=850, type=transpose]; +"851 view_81" [id=851, type=view]; +"852 transpose_63" [id=852, type=transpose]; +"853 view_82" [id=853, type=view]; +"854 transpose_64" [id=854, type=transpose]; +"855 view_83" [id=855, type=view]; +"856 view_84" [id=856, type=view]; +"857 view_85" [id=857, type=view]; +"858 scaled_dot_product_attention_10" [id=858, type=scaled_dot_product_attention]; +"859 permute_11" [id=859, type=permute]; +"860 view_86" [id=860, type=view]; +"861 view_86_0_0_nncf_smooth_quant_0" [id=861, type=call_module]; +"862 quantize_per_tensor_default_64" [id=862, type=quantize_per_tensor]; +"863 dequantize_per_tensor_default_64" [id=863, type=dequantize_per_tensor]; +"864 linear_41_scale_0" [id=864, type=get_attr]; +"865 linear_41_zero_point_0" [id=865, type=get_attr]; +"866 compressed_weight_updated_constant42" [id=866, type=get_attr]; +"867 quantize_per_channel_default_42" [id=867, type=quantize_per_channel]; +"868 dequantize_per_channel_default_42" [id=868, type=dequantize_per_channel]; +"869 linear_41" [id=869, type=linear]; +"870 view_87" [id=870, type=view]; +"871 transpose_65" [id=871, type=transpose]; +"872 dropout_31" [id=872, type=dropout]; +"873 add_21" [id=873, type=add]; +"874 layer_norm_21" [id=874, type=layer_norm]; +"875 layer_norm_21_0_0_nncf_smooth_quant_0" [id=875, type=call_module]; +"876 quantize_per_tensor_default_65" [id=876, type=quantize_per_tensor]; +"877 dequantize_per_tensor_default_65" [id=877, type=dequantize_per_tensor]; +"878 linear_42_scale_0" [id=878, type=get_attr]; +"879 linear_42_zero_point_0" [id=879, type=get_attr]; +"880 compressed_weight_updated_constant43" [id=880, type=get_attr]; +"881 quantize_per_channel_default_43" [id=881, type=quantize_per_channel]; +"882 dequantize_per_channel_default_43" [id=882, type=dequantize_per_channel]; +"883 linear_42" [id=883, type=linear]; +"884 gelu_10" [id=884, type=gelu]; +"885 dropout_32" [id=885, type=dropout]; +"886 dropout_32_0_0_nncf_smooth_quant_0" [id=886, type=call_module]; +"887 quantize_per_tensor_default_66" [id=887, type=quantize_per_tensor]; +"888 dequantize_per_tensor_default_66" [id=888, type=dequantize_per_tensor]; +"889 linear_43_scale_0" [id=889, type=get_attr]; +"890 linear_43_zero_point_0" [id=890, type=get_attr]; +"891 compressed_weight_updated_constant44" [id=891, type=get_attr]; +"892 quantize_per_channel_default_44" [id=892, type=quantize_per_channel]; +"893 dequantize_per_channel_default_44" [id=893, type=dequantize_per_channel]; +"894 linear_43" [id=894, type=linear]; +"895 dropout_33" [id=895, type=dropout]; +"896 add_22" [id=896, type=add]; +"897 layer_norm_22" [id=897, type=layer_norm]; +"898 transpose_66" [id=898, type=transpose]; +"899 transpose_66_0_0_nncf_smooth_quant_0" [id=899, type=call_module]; +"900 quantize_per_tensor_default_67" [id=900, type=quantize_per_tensor]; +"901 dequantize_per_tensor_default_67" [id=901, type=dequantize_per_tensor]; +"902 linear_44_scale_0" [id=902, type=get_attr]; +"903 linear_44_zero_point_0" [id=903, type=get_attr]; +"904 compressed_weight_updated_constant45" [id=904, type=get_attr]; +"905 quantize_per_channel_default_45" [id=905, type=quantize_per_channel]; +"906 dequantize_per_channel_default_45" [id=906, type=dequantize_per_channel]; +"907 linear_44" [id=907, type=linear]; +"908 unflatten_11" [id=908, type=unflatten]; +"909 unsqueeze_11" [id=909, type=unsqueeze]; +"910 transpose_67" [id=910, type=transpose]; +"911 squeeze_11" [id=911, type=squeeze]; +"912 contiguous_11" [id=912, type=contiguous]; +"913 quantize_per_tensor_default_68" [id=913, type=quantize_per_tensor]; +"914 dequantize_per_tensor_default_68" [id=914, type=dequantize_per_tensor]; +"915 select_33" [id=915, type=select]; +"916 quantize_per_tensor_default_69" [id=916, type=quantize_per_tensor]; +"917 dequantize_per_tensor_default_69" [id=917, type=dequantize_per_tensor]; +"918 select_34" [id=918, type=select]; +"919 select_35" [id=919, type=select]; +"920 view_88" [id=920, type=view]; +"921 transpose_68" [id=921, type=transpose]; +"922 view_89" [id=922, type=view]; +"923 transpose_69" [id=923, type=transpose]; +"924 view_90" [id=924, type=view]; +"925 transpose_70" [id=925, type=transpose]; +"926 view_91" [id=926, type=view]; +"927 view_92" [id=927, type=view]; +"928 view_93" [id=928, type=view]; +"929 scaled_dot_product_attention_11" [id=929, type=scaled_dot_product_attention]; +"930 permute_12" [id=930, type=permute]; +"931 view_94" [id=931, type=view]; +"932 view_94_0_0_nncf_smooth_quant_0" [id=932, type=call_module]; +"933 quantize_per_tensor_default_70" [id=933, type=quantize_per_tensor]; +"934 dequantize_per_tensor_default_70" [id=934, type=dequantize_per_tensor]; +"935 linear_45_scale_0" [id=935, type=get_attr]; +"936 linear_45_zero_point_0" [id=936, type=get_attr]; +"937 compressed_weight_updated_constant46" [id=937, type=get_attr]; +"938 quantize_per_channel_default_46" [id=938, type=quantize_per_channel]; +"939 dequantize_per_channel_default_46" [id=939, type=dequantize_per_channel]; +"940 linear_45" [id=940, type=linear]; +"941 view_95" [id=941, type=view]; +"942 transpose_71" [id=942, type=transpose]; +"943 dropout_34" [id=943, type=dropout]; +"944 add_23" [id=944, type=add]; +"945 layer_norm_23" [id=945, type=layer_norm]; +"946 layer_norm_23_0_0_nncf_smooth_quant_0" [id=946, type=call_module]; +"947 quantize_per_tensor_default_71" [id=947, type=quantize_per_tensor]; +"948 dequantize_per_tensor_default_71" [id=948, type=dequantize_per_tensor]; +"949 linear_46_scale_0" [id=949, type=get_attr]; +"950 linear_46_zero_point_0" [id=950, type=get_attr]; +"951 compressed_weight_updated_constant47" [id=951, type=get_attr]; +"952 quantize_per_channel_default_47" [id=952, type=quantize_per_channel]; +"953 dequantize_per_channel_default_47" [id=953, type=dequantize_per_channel]; +"954 linear_46" [id=954, type=linear]; +"955 gelu_11" [id=955, type=gelu]; +"956 dropout_35" [id=956, type=dropout]; +"957 dropout_35_0_0_nncf_smooth_quant_0" [id=957, type=call_module]; +"958 quantize_per_tensor_default_72" [id=958, type=quantize_per_tensor]; +"959 dequantize_per_tensor_default_72" [id=959, type=dequantize_per_tensor]; +"960 linear_47_scale_0" [id=960, type=get_attr]; +"961 linear_47_zero_point_0" [id=961, type=get_attr]; +"962 compressed_weight_updated_constant48" [id=962, type=get_attr]; +"963 quantize_per_channel_default_48" [id=963, type=quantize_per_channel]; +"964 dequantize_per_channel_default_48" [id=964, type=dequantize_per_channel]; +"965 linear_47" [id=965, type=linear]; +"966 dropout_36" [id=966, type=dropout]; +"967 add_24" [id=967, type=add]; +"968 layer_norm_24" [id=968, type=layer_norm]; +"969 slice_1" [id=969, type=slice]; +"970 select_36" [id=970, type=select]; +"971 select_36_0_0_nncf_smooth_quant_0" [id=971, type=call_module]; +"972 quantize_per_tensor_default_73" [id=972, type=quantize_per_tensor]; +"973 dequantize_per_tensor_default_73" [id=973, type=dequantize_per_tensor]; +"974 linear_48_scale_0" [id=974, type=get_attr]; +"975 linear_48_zero_point_0" [id=975, type=get_attr]; +"976 compressed_weight_updated_constant49" [id=976, type=get_attr]; +"977 quantize_per_channel_default_49" [id=977, type=quantize_per_channel]; +"978 dequantize_per_channel_default_49" [id=978, type=dequantize_per_channel]; "979 linear_48" [id=979, type=linear]; "980 output" [id=980, type=output]; -"0 encoder_pos_embedding" -> "65 add" [label="(1, 197, 768)", style=solid]; -"1 encoder_layers_encoder_layer_0_ln_1_weight" -> "67 layer_norm" [label="(768,)", style=solid]; -"2 encoder_layers_encoder_layer_0_ln_1_bias" -> "67 layer_norm" [label="(768,)", style=solid]; -"3 encoder_layers_encoder_layer_0_ln_2_weight" -> "117 layer_norm_1" [label="(768,)", style=solid]; -"4 encoder_layers_encoder_layer_0_ln_2_bias" -> "117 layer_norm_1" [label="(768,)", style=solid]; -"5 encoder_layers_encoder_layer_1_ln_1_weight" -> "142 layer_norm_2" [label="(768,)", style=solid]; -"6 encoder_layers_encoder_layer_1_ln_1_bias" -> "142 layer_norm_2" [label="(768,)", style=solid]; -"7 encoder_layers_encoder_layer_1_ln_2_weight" -> "192 layer_norm_3" [label="(768,)", style=solid]; -"8 encoder_layers_encoder_layer_1_ln_2_bias" -> "192 layer_norm_3" [label="(768,)", style=solid]; -"9 encoder_layers_encoder_layer_2_ln_1_weight" -> "217 layer_norm_4" [label="(768,)", style=solid]; -"10 encoder_layers_encoder_layer_2_ln_1_bias" -> "217 layer_norm_4" [label="(768,)", style=solid]; -"11 encoder_layers_encoder_layer_2_ln_2_weight" -> "267 layer_norm_5" [label="(768,)", style=solid]; -"12 encoder_layers_encoder_layer_2_ln_2_bias" -> "267 layer_norm_5" [label="(768,)", style=solid]; -"13 encoder_layers_encoder_layer_3_ln_1_weight" -> "292 layer_norm_6" [label="(768,)", style=solid]; -"14 encoder_layers_encoder_layer_3_ln_1_bias" -> "292 layer_norm_6" [label="(768,)", style=solid]; -"15 encoder_layers_encoder_layer_3_ln_2_weight" -> "342 layer_norm_7" [label="(768,)", style=solid]; -"16 encoder_layers_encoder_layer_3_ln_2_bias" -> "342 layer_norm_7" [label="(768,)", style=solid]; -"17 encoder_layers_encoder_layer_4_ln_1_weight" -> "367 layer_norm_8" [label="(768,)", style=solid]; -"18 encoder_layers_encoder_layer_4_ln_1_bias" -> "367 layer_norm_8" [label="(768,)", style=solid]; -"19 encoder_layers_encoder_layer_4_ln_2_weight" -> "417 layer_norm_9" [label="(768,)", style=solid]; -"20 encoder_layers_encoder_layer_4_ln_2_bias" -> "417 layer_norm_9" [label="(768,)", style=solid]; -"21 encoder_layers_encoder_layer_5_ln_1_weight" -> "442 layer_norm_10" [label="(768,)", style=solid]; -"22 encoder_layers_encoder_layer_5_ln_1_bias" -> "442 layer_norm_10" [label="(768,)", style=solid]; -"23 encoder_layers_encoder_layer_5_ln_2_weight" -> "492 layer_norm_11" [label="(768,)", style=solid]; -"24 encoder_layers_encoder_layer_5_ln_2_bias" -> "492 layer_norm_11" [label="(768,)", style=solid]; -"25 encoder_layers_encoder_layer_6_ln_1_weight" -> "517 layer_norm_12" [label="(768,)", style=solid]; -"26 encoder_layers_encoder_layer_6_ln_1_bias" -> "517 layer_norm_12" [label="(768,)", style=solid]; -"27 encoder_layers_encoder_layer_6_ln_2_weight" -> "567 layer_norm_13" [label="(768,)", style=solid]; -"28 encoder_layers_encoder_layer_6_ln_2_bias" -> "567 layer_norm_13" [label="(768,)", style=solid]; -"29 encoder_layers_encoder_layer_7_ln_1_weight" -> "592 layer_norm_14" [label="(768,)", style=solid]; -"30 encoder_layers_encoder_layer_7_ln_1_bias" -> "592 layer_norm_14" [label="(768,)", style=solid]; -"31 encoder_layers_encoder_layer_7_ln_2_weight" -> "642 layer_norm_15" [label="(768,)", style=solid]; -"32 encoder_layers_encoder_layer_7_ln_2_bias" -> "642 layer_norm_15" [label="(768,)", style=solid]; -"33 encoder_layers_encoder_layer_8_ln_1_weight" -> "667 layer_norm_16" [label="(768,)", style=solid]; -"34 encoder_layers_encoder_layer_8_ln_1_bias" -> "667 layer_norm_16" [label="(768,)", style=solid]; -"35 encoder_layers_encoder_layer_8_ln_2_weight" -> "717 layer_norm_17" [label="(768,)", style=solid]; -"36 encoder_layers_encoder_layer_8_ln_2_bias" -> "717 layer_norm_17" [label="(768,)", style=solid]; -"37 encoder_layers_encoder_layer_9_ln_1_weight" -> "742 layer_norm_18" [label="(768,)", style=solid]; -"38 encoder_layers_encoder_layer_9_ln_1_bias" -> "742 layer_norm_18" [label="(768,)", style=solid]; -"39 encoder_layers_encoder_layer_9_ln_2_weight" -> "792 layer_norm_19" [label="(768,)", style=solid]; -"40 encoder_layers_encoder_layer_9_ln_2_bias" -> "792 layer_norm_19" [label="(768,)", style=solid]; -"41 encoder_layers_encoder_layer_10_ln_1_weight" -> "817 layer_norm_20" [label="(768,)", style=solid]; -"42 encoder_layers_encoder_layer_10_ln_1_bias" -> "817 layer_norm_20" [label="(768,)", style=solid]; -"43 encoder_layers_encoder_layer_10_ln_2_weight" -> "867 layer_norm_21" [label="(768,)", style=solid]; -"44 encoder_layers_encoder_layer_10_ln_2_bias" -> "867 layer_norm_21" [label="(768,)", style=solid]; -"45 encoder_layers_encoder_layer_11_ln_1_weight" -> "892 layer_norm_22" [label="(768,)", style=solid]; -"46 encoder_layers_encoder_layer_11_ln_1_bias" -> "892 layer_norm_22" [label="(768,)", style=solid]; -"47 encoder_layers_encoder_layer_11_ln_2_weight" -> "942 layer_norm_23" [label="(768,)", style=solid]; -"48 encoder_layers_encoder_layer_11_ln_2_bias" -> "942 layer_norm_23" [label="(768,)", style=solid]; -"49 encoder_ln_weight" -> "967 layer_norm_24" [label="(768,)", style=solid]; -"50 encoder_ln_bias" -> "967 layer_norm_24" [label="(768,)", style=solid]; -"51 x" -> "52 quantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; -"52 quantize_per_tensor_default" -> "53 dequantize_per_tensor_default" [label="(1, 3, 224, 224)", style=solid]; -"53 dequantize_per_tensor_default" -> "60 conv2d" [label="(1, 3, 224, 224)", style=solid]; -"54 conv2d_scale_0" -> "57 quantize_per_channel_default" [label="(768,)", style=solid]; -"54 conv2d_scale_0" -> "58 dequantize_per_channel_default" [label="(768,)", style=solid]; -"55 conv2d_zero_point_0" -> "57 quantize_per_channel_default" [label="(768,)", style=solid]; -"55 conv2d_zero_point_0" -> "58 dequantize_per_channel_default" [label="(768,)", style=solid]; -"56 compressed_weight_updated_constant0" -> "57 quantize_per_channel_default" [label="(768, 3, 16, 16)", style=solid]; -"57 quantize_per_channel_default" -> "58 dequantize_per_channel_default" [label="(768, 3, 16, 16)", style=solid]; -"58 dequantize_per_channel_default" -> "60 conv2d" [label="(768, 3, 16, 16)", style=solid]; -"59 conv_proj_bias_0_0" -> "60 conv2d" [label="(768,)", style=solid]; -"60 conv2d" -> "61 reshape" [label="(1, 768, 14, 14)", style=solid]; -"61 reshape" -> "62 permute" [label="(1, 768, 196)", style=solid]; -"62 permute" -> "64 cat" [label="(1, 196, 768)", style=solid]; -"63 _frozen_param0" -> "64 cat" [label="(1, 1, 768)", style=solid]; -"64 cat" -> "65 add" [label="(1, 197, 768)", style=solid]; -"65 add" -> "66 dropout" [label="(1, 197, 768)", style=solid]; -"66 dropout" -> "67 layer_norm" [label="(1, 197, 768)", style=solid]; -"66 dropout" -> "116 add_1" [label="(1, 197, 768)", style=solid]; -"67 layer_norm" -> "68 transpose" [label="(1, 197, 768)", style=solid]; -"68 transpose" -> "69 transpose_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; -"69 transpose_0_0_nncf_smooth_quant_0" -> "70 quantize_per_tensor_default_1" [label="(197, 1, 768)", style=solid]; -"70 quantize_per_tensor_default_1" -> "71 dequantize_per_tensor_default_1" [label="(197, 1, 768)", style=solid]; -"71 dequantize_per_tensor_default_1" -> "78 linear" [label="(197, 1, 768)", style=solid]; -"72 linear_scale_0" -> "75 quantize_per_channel_default_1" [label="(2304,)", style=solid]; -"72 linear_scale_0" -> "76 dequantize_per_channel_default_1" [label="(2304,)", style=solid]; -"73 linear_zero_point_0" -> "75 quantize_per_channel_default_1" [label="(2304,)", style=solid]; -"73 linear_zero_point_0" -> "76 dequantize_per_channel_default_1" [label="(2304,)", style=solid]; -"74 compressed_weight_updated_constant1" -> "75 quantize_per_channel_default_1" [label="(2304, 768)", style=solid]; -"75 quantize_per_channel_default_1" -> "76 dequantize_per_channel_default_1" [label="(2304, 768)", style=solid]; -"76 dequantize_per_channel_default_1" -> "78 linear" [label="(2304, 768)", style=solid]; -"77 encoder_layers_encoder_layer_0_self_attention_in_proj_bias_0_0" -> "78 linear" [label="(2304,)", style=solid]; -"78 linear" -> "79 unflatten" [label="(197, 1, 2304)", style=solid]; -"79 unflatten" -> "80 unsqueeze" [label="(197, 1, 3, 768)", style=solid]; -"80 unsqueeze" -> "81 transpose_1" [label="(1, 197, 1, 3, 768)", style=solid]; -"81 transpose_1" -> "82 squeeze" [label="(3, 197, 1, 1, 768)", style=solid]; -"82 squeeze" -> "83 contiguous" [label="(3, 197, 1, 768)", style=solid]; -"83 contiguous" -> "84 quantize_per_tensor_default_2" [label="(3, 197, 1, 768)", style=solid]; -"83 contiguous" -> "87 quantize_per_tensor_default_3" [label="(3, 197, 1, 768)", style=solid]; -"83 contiguous" -> "90 select_2" [label="(3, 197, 1, 768)", style=solid]; -"84 quantize_per_tensor_default_2" -> "85 dequantize_per_tensor_default_2" [label="(3, 197, 1, 768)", style=solid]; -"85 dequantize_per_tensor_default_2" -> "86 select" [label="(3, 197, 1, 768)", style=solid]; -"86 select" -> "91 view" [label="(197, 1, 768)", style=solid]; -"87 quantize_per_tensor_default_3" -> "88 dequantize_per_tensor_default_3" [label="(3, 197, 1, 768)", style=solid]; -"88 dequantize_per_tensor_default_3" -> "89 select_1" [label="(3, 197, 1, 768)", style=solid]; -"89 select_1" -> "93 view_1" [label="(197, 1, 768)", style=solid]; -"90 select_2" -> "95 view_2" [label="(197, 1, 768)", style=solid]; -"91 view" -> "92 transpose_2" [label="(197, 12, 64)", style=solid]; -"92 transpose_2" -> "97 view_3" [label="(12, 197, 64)", style=solid]; -"93 view_1" -> "94 transpose_3" [label="(197, 12, 64)", style=solid]; -"94 transpose_3" -> "98 view_4" [label="(12, 197, 64)", style=solid]; -"95 view_2" -> "96 transpose_4" [label="(197, 12, 64)", style=solid]; -"96 transpose_4" -> "99 view_5" [label="(12, 197, 64)", style=solid]; -"97 view_3" -> "100 scaled_dot_product_attention" [label="(1, 12, 197, 64)", style=solid]; -"98 view_4" -> "100 scaled_dot_product_attention" [label="(1, 12, 197, 64)", style=solid]; -"99 view_5" -> "100 scaled_dot_product_attention" [label="(1, 12, 197, 64)", style=solid]; -"100 scaled_dot_product_attention" -> "101 permute_1" [label="(1, 12, 197, 64)", style=solid]; -"101 permute_1" -> "102 view_6" [label="(197, 1, 12, 64)", style=solid]; -"102 view_6" -> "103 view_6_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; -"103 view_6_0_0_nncf_smooth_quant_0" -> "104 quantize_per_tensor_default_4" [label="(197, 768)", style=solid]; -"104 quantize_per_tensor_default_4" -> "105 dequantize_per_tensor_default_4" [label="(197, 768)", style=solid]; -"105 dequantize_per_tensor_default_4" -> "112 linear_1" [label="(197, 768)", style=solid]; -"106 linear_1_scale_0" -> "109 quantize_per_channel_default_2" [label="(768,)", style=solid]; -"106 linear_1_scale_0" -> "110 dequantize_per_channel_default_2" [label="(768,)", style=solid]; -"107 linear_1_zero_point_0" -> "109 quantize_per_channel_default_2" [label="(768,)", style=solid]; -"107 linear_1_zero_point_0" -> "110 dequantize_per_channel_default_2" [label="(768,)", style=solid]; -"108 compressed_weight_updated_constant2" -> "109 quantize_per_channel_default_2" [label="(768, 768)", style=solid]; -"109 quantize_per_channel_default_2" -> "110 dequantize_per_channel_default_2" [label="(768, 768)", style=solid]; -"110 dequantize_per_channel_default_2" -> "112 linear_1" [label="(768, 768)", style=solid]; -"111 encoder_layers_encoder_layer_0_self_attention_out_proj_bias_0_0" -> "112 linear_1" [label="(768,)", style=solid]; -"112 linear_1" -> "113 view_7" [label="(197, 768)", style=solid]; -"113 view_7" -> "114 transpose_5" [label="(197, 1, 768)", style=solid]; -"114 transpose_5" -> "115 dropout_1" [label="(1, 197, 768)", style=solid]; -"115 dropout_1" -> "116 add_1" [label="(1, 197, 768)", style=solid]; -"116 add_1" -> "117 layer_norm_1" [label="(1, 197, 768)", style=solid]; -"116 add_1" -> "141 add_2" [label="(1, 197, 768)", style=solid]; -"117 layer_norm_1" -> "118 layer_norm_1_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; -"118 layer_norm_1_0_0_nncf_smooth_quant_0" -> "119 quantize_per_tensor_default_5" [label="(1, 197, 768)", style=solid]; -"119 quantize_per_tensor_default_5" -> "120 dequantize_per_tensor_default_5" [label="(1, 197, 768)", style=solid]; -"120 dequantize_per_tensor_default_5" -> "127 linear_2" [label="(1, 197, 768)", style=solid]; -"121 linear_2_scale_0" -> "124 quantize_per_channel_default_3" [label="(3072,)", style=solid]; -"121 linear_2_scale_0" -> "125 dequantize_per_channel_default_3" [label="(3072,)", style=solid]; -"122 linear_2_zero_point_0" -> "124 quantize_per_channel_default_3" [label="(3072,)", style=solid]; -"122 linear_2_zero_point_0" -> "125 dequantize_per_channel_default_3" [label="(3072,)", style=solid]; -"123 compressed_weight_updated_constant3" -> "124 quantize_per_channel_default_3" [label="(3072, 768)", style=solid]; -"124 quantize_per_channel_default_3" -> "125 dequantize_per_channel_default_3" [label="(3072, 768)", style=solid]; -"125 dequantize_per_channel_default_3" -> "127 linear_2" [label="(3072, 768)", style=solid]; -"126 encoder_layers_encoder_layer_0_mlp_0_bias_0_0" -> "127 linear_2" [label="(3072,)", style=solid]; -"127 linear_2" -> "128 gelu" [label="(1, 197, 3072)", style=solid]; -"128 gelu" -> "129 dropout_2" [label="(1, 197, 3072)", style=solid]; -"129 dropout_2" -> "130 dropout_2_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; -"130 dropout_2_0_0_nncf_smooth_quant_0" -> "131 quantize_per_tensor_default_6" [label="(1, 197, 3072)", style=solid]; -"131 quantize_per_tensor_default_6" -> "132 dequantize_per_tensor_default_6" [label="(1, 197, 3072)", style=solid]; -"132 dequantize_per_tensor_default_6" -> "139 linear_3" [label="(1, 197, 3072)", style=solid]; -"133 linear_3_scale_0" -> "136 quantize_per_channel_default_4" [label="(768,)", style=solid]; -"133 linear_3_scale_0" -> "137 dequantize_per_channel_default_4" [label="(768,)", style=solid]; -"134 linear_3_zero_point_0" -> "136 quantize_per_channel_default_4" [label="(768,)", style=solid]; -"134 linear_3_zero_point_0" -> "137 dequantize_per_channel_default_4" [label="(768,)", style=solid]; -"135 compressed_weight_updated_constant4" -> "136 quantize_per_channel_default_4" [label="(768, 3072)", style=solid]; -"136 quantize_per_channel_default_4" -> "137 dequantize_per_channel_default_4" [label="(768, 3072)", style=solid]; -"137 dequantize_per_channel_default_4" -> "139 linear_3" [label="(768, 3072)", style=solid]; -"138 encoder_layers_encoder_layer_0_mlp_3_bias_0_0" -> "139 linear_3" [label="(768,)", style=solid]; -"139 linear_3" -> "140 dropout_3" [label="(1, 197, 768)", style=solid]; -"140 dropout_3" -> "141 add_2" [label="(1, 197, 768)", style=solid]; -"141 add_2" -> "142 layer_norm_2" [label="(1, 197, 768)", style=solid]; -"141 add_2" -> "191 add_3" [label="(1, 197, 768)", style=solid]; -"142 layer_norm_2" -> "143 transpose_6" [label="(1, 197, 768)", style=solid]; -"143 transpose_6" -> "144 transpose_6_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; -"144 transpose_6_0_0_nncf_smooth_quant_0" -> "145 quantize_per_tensor_default_7" [label="(197, 1, 768)", style=solid]; -"145 quantize_per_tensor_default_7" -> "146 dequantize_per_tensor_default_7" [label="(197, 1, 768)", style=solid]; -"146 dequantize_per_tensor_default_7" -> "153 linear_4" [label="(197, 1, 768)", style=solid]; -"147 linear_4_scale_0" -> "150 quantize_per_channel_default_5" [label="(2304,)", style=solid]; -"147 linear_4_scale_0" -> "151 dequantize_per_channel_default_5" [label="(2304,)", style=solid]; -"148 linear_4_zero_point_0" -> "150 quantize_per_channel_default_5" [label="(2304,)", style=solid]; -"148 linear_4_zero_point_0" -> "151 dequantize_per_channel_default_5" [label="(2304,)", style=solid]; -"149 compressed_weight_updated_constant5" -> "150 quantize_per_channel_default_5" [label="(2304, 768)", style=solid]; -"150 quantize_per_channel_default_5" -> "151 dequantize_per_channel_default_5" [label="(2304, 768)", style=solid]; -"151 dequantize_per_channel_default_5" -> "153 linear_4" [label="(2304, 768)", style=solid]; -"152 encoder_layers_encoder_layer_1_self_attention_in_proj_bias_0_0" -> "153 linear_4" [label="(2304,)", style=solid]; -"153 linear_4" -> "154 unflatten_1" [label="(197, 1, 2304)", style=solid]; -"154 unflatten_1" -> "155 unsqueeze_1" [label="(197, 1, 3, 768)", style=solid]; -"155 unsqueeze_1" -> "156 transpose_7" [label="(1, 197, 1, 3, 768)", style=solid]; -"156 transpose_7" -> "157 squeeze_1" [label="(3, 197, 1, 1, 768)", style=solid]; -"157 squeeze_1" -> "158 contiguous_1" [label="(3, 197, 1, 768)", style=solid]; -"158 contiguous_1" -> "159 quantize_per_tensor_default_8" [label="(3, 197, 1, 768)", style=solid]; -"158 contiguous_1" -> "162 quantize_per_tensor_default_9" [label="(3, 197, 1, 768)", style=solid]; -"158 contiguous_1" -> "165 select_5" [label="(3, 197, 1, 768)", style=solid]; -"159 quantize_per_tensor_default_8" -> "160 dequantize_per_tensor_default_8" [label="(3, 197, 1, 768)", style=solid]; -"160 dequantize_per_tensor_default_8" -> "161 select_3" [label="(3, 197, 1, 768)", style=solid]; -"161 select_3" -> "166 view_8" [label="(197, 1, 768)", style=solid]; -"162 quantize_per_tensor_default_9" -> "163 dequantize_per_tensor_default_9" [label="(3, 197, 1, 768)", style=solid]; -"163 dequantize_per_tensor_default_9" -> "164 select_4" [label="(3, 197, 1, 768)", style=solid]; -"164 select_4" -> "168 view_9" [label="(197, 1, 768)", style=solid]; -"165 select_5" -> "170 view_10" [label="(197, 1, 768)", style=solid]; -"166 view_8" -> "167 transpose_8" [label="(197, 12, 64)", style=solid]; -"167 transpose_8" -> "172 view_11" [label="(12, 197, 64)", style=solid]; -"168 view_9" -> "169 transpose_9" [label="(197, 12, 64)", style=solid]; -"169 transpose_9" -> "173 view_12" [label="(12, 197, 64)", style=solid]; -"170 view_10" -> "171 transpose_10" [label="(197, 12, 64)", style=solid]; -"171 transpose_10" -> "174 view_13" [label="(12, 197, 64)", style=solid]; -"172 view_11" -> "175 scaled_dot_product_attention_1" [label="(1, 12, 197, 64)", style=solid]; -"173 view_12" -> "175 scaled_dot_product_attention_1" [label="(1, 12, 197, 64)", style=solid]; -"174 view_13" -> "175 scaled_dot_product_attention_1" [label="(1, 12, 197, 64)", style=solid]; -"175 scaled_dot_product_attention_1" -> "176 permute_2" [label="(1, 12, 197, 64)", style=solid]; -"176 permute_2" -> "177 view_14" [label="(197, 1, 12, 64)", style=solid]; -"177 view_14" -> "178 view_14_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; -"178 view_14_0_0_nncf_smooth_quant_0" -> "179 quantize_per_tensor_default_10" [label="(197, 768)", style=solid]; -"179 quantize_per_tensor_default_10" -> "180 dequantize_per_tensor_default_10" [label="(197, 768)", style=solid]; -"180 dequantize_per_tensor_default_10" -> "187 linear_5" [label="(197, 768)", style=solid]; -"181 linear_5_scale_0" -> "184 quantize_per_channel_default_6" [label="(768,)", style=solid]; -"181 linear_5_scale_0" -> "185 dequantize_per_channel_default_6" [label="(768,)", style=solid]; -"182 linear_5_zero_point_0" -> "184 quantize_per_channel_default_6" [label="(768,)", style=solid]; -"182 linear_5_zero_point_0" -> "185 dequantize_per_channel_default_6" [label="(768,)", style=solid]; -"183 compressed_weight_updated_constant6" -> "184 quantize_per_channel_default_6" [label="(768, 768)", style=solid]; -"184 quantize_per_channel_default_6" -> "185 dequantize_per_channel_default_6" [label="(768, 768)", style=solid]; -"185 dequantize_per_channel_default_6" -> "187 linear_5" [label="(768, 768)", style=solid]; -"186 encoder_layers_encoder_layer_1_self_attention_out_proj_bias_0_0" -> "187 linear_5" [label="(768,)", style=solid]; -"187 linear_5" -> "188 view_15" [label="(197, 768)", style=solid]; -"188 view_15" -> "189 transpose_11" [label="(197, 1, 768)", style=solid]; -"189 transpose_11" -> "190 dropout_4" [label="(1, 197, 768)", style=solid]; -"190 dropout_4" -> "191 add_3" [label="(1, 197, 768)", style=solid]; -"191 add_3" -> "192 layer_norm_3" [label="(1, 197, 768)", style=solid]; -"191 add_3" -> "216 add_4" [label="(1, 197, 768)", style=solid]; -"192 layer_norm_3" -> "193 layer_norm_3_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; -"193 layer_norm_3_0_0_nncf_smooth_quant_0" -> "194 quantize_per_tensor_default_11" [label="(1, 197, 768)", style=solid]; -"194 quantize_per_tensor_default_11" -> "195 dequantize_per_tensor_default_11" [label="(1, 197, 768)", style=solid]; -"195 dequantize_per_tensor_default_11" -> "202 linear_6" [label="(1, 197, 768)", style=solid]; -"196 linear_6_scale_0" -> "199 quantize_per_channel_default_7" [label="(3072,)", style=solid]; -"196 linear_6_scale_0" -> "200 dequantize_per_channel_default_7" [label="(3072,)", style=solid]; -"197 linear_6_zero_point_0" -> "199 quantize_per_channel_default_7" [label="(3072,)", style=solid]; -"197 linear_6_zero_point_0" -> "200 dequantize_per_channel_default_7" [label="(3072,)", style=solid]; -"198 compressed_weight_updated_constant7" -> "199 quantize_per_channel_default_7" [label="(3072, 768)", style=solid]; -"199 quantize_per_channel_default_7" -> "200 dequantize_per_channel_default_7" [label="(3072, 768)", style=solid]; -"200 dequantize_per_channel_default_7" -> "202 linear_6" [label="(3072, 768)", style=solid]; -"201 encoder_layers_encoder_layer_1_mlp_0_bias_0_0" -> "202 linear_6" [label="(3072,)", style=solid]; -"202 linear_6" -> "203 gelu_1" [label="(1, 197, 3072)", style=solid]; -"203 gelu_1" -> "204 dropout_5" [label="(1, 197, 3072)", style=solid]; -"204 dropout_5" -> "205 dropout_5_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; -"205 dropout_5_0_0_nncf_smooth_quant_0" -> "206 quantize_per_tensor_default_12" [label="(1, 197, 3072)", style=solid]; -"206 quantize_per_tensor_default_12" -> "207 dequantize_per_tensor_default_12" [label="(1, 197, 3072)", style=solid]; -"207 dequantize_per_tensor_default_12" -> "214 linear_7" [label="(1, 197, 3072)", style=solid]; -"208 linear_7_scale_0" -> "211 quantize_per_channel_default_8" [label="(768,)", style=solid]; -"208 linear_7_scale_0" -> "212 dequantize_per_channel_default_8" [label="(768,)", style=solid]; -"209 linear_7_zero_point_0" -> "211 quantize_per_channel_default_8" [label="(768,)", style=solid]; -"209 linear_7_zero_point_0" -> "212 dequantize_per_channel_default_8" [label="(768,)", style=solid]; -"210 compressed_weight_updated_constant8" -> "211 quantize_per_channel_default_8" [label="(768, 3072)", style=solid]; -"211 quantize_per_channel_default_8" -> "212 dequantize_per_channel_default_8" [label="(768, 3072)", style=solid]; -"212 dequantize_per_channel_default_8" -> "214 linear_7" [label="(768, 3072)", style=solid]; -"213 encoder_layers_encoder_layer_1_mlp_3_bias_0_0" -> "214 linear_7" [label="(768,)", style=solid]; -"214 linear_7" -> "215 dropout_6" [label="(1, 197, 768)", style=solid]; -"215 dropout_6" -> "216 add_4" [label="(1, 197, 768)", style=solid]; -"216 add_4" -> "217 layer_norm_4" [label="(1, 197, 768)", style=solid]; -"216 add_4" -> "266 add_5" [label="(1, 197, 768)", style=solid]; -"217 layer_norm_4" -> "218 transpose_12" [label="(1, 197, 768)", style=solid]; -"218 transpose_12" -> "219 transpose_12_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; -"219 transpose_12_0_0_nncf_smooth_quant_0" -> "220 quantize_per_tensor_default_13" [label="(197, 1, 768)", style=solid]; -"220 quantize_per_tensor_default_13" -> "221 dequantize_per_tensor_default_13" [label="(197, 1, 768)", style=solid]; -"221 dequantize_per_tensor_default_13" -> "228 linear_8" [label="(197, 1, 768)", style=solid]; -"222 linear_8_scale_0" -> "225 quantize_per_channel_default_9" [label="(2304,)", style=solid]; -"222 linear_8_scale_0" -> "226 dequantize_per_channel_default_9" [label="(2304,)", style=solid]; -"223 linear_8_zero_point_0" -> "225 quantize_per_channel_default_9" [label="(2304,)", style=solid]; -"223 linear_8_zero_point_0" -> "226 dequantize_per_channel_default_9" [label="(2304,)", style=solid]; -"224 compressed_weight_updated_constant9" -> "225 quantize_per_channel_default_9" [label="(2304, 768)", style=solid]; -"225 quantize_per_channel_default_9" -> "226 dequantize_per_channel_default_9" [label="(2304, 768)", style=solid]; -"226 dequantize_per_channel_default_9" -> "228 linear_8" [label="(2304, 768)", style=solid]; -"227 encoder_layers_encoder_layer_2_self_attention_in_proj_bias_0_0" -> "228 linear_8" [label="(2304,)", style=solid]; -"228 linear_8" -> "229 unflatten_2" [label="(197, 1, 2304)", style=solid]; -"229 unflatten_2" -> "230 unsqueeze_2" [label="(197, 1, 3, 768)", style=solid]; -"230 unsqueeze_2" -> "231 transpose_13" [label="(1, 197, 1, 3, 768)", style=solid]; -"231 transpose_13" -> "232 squeeze_2" [label="(3, 197, 1, 1, 768)", style=solid]; -"232 squeeze_2" -> "233 contiguous_2" [label="(3, 197, 1, 768)", style=solid]; -"233 contiguous_2" -> "234 quantize_per_tensor_default_14" [label="(3, 197, 1, 768)", style=solid]; -"233 contiguous_2" -> "237 quantize_per_tensor_default_15" [label="(3, 197, 1, 768)", style=solid]; -"233 contiguous_2" -> "240 select_8" [label="(3, 197, 1, 768)", style=solid]; -"234 quantize_per_tensor_default_14" -> "235 dequantize_per_tensor_default_14" [label="(3, 197, 1, 768)", style=solid]; -"235 dequantize_per_tensor_default_14" -> "236 select_6" [label="(3, 197, 1, 768)", style=solid]; -"236 select_6" -> "241 view_16" [label="(197, 1, 768)", style=solid]; -"237 quantize_per_tensor_default_15" -> "238 dequantize_per_tensor_default_15" [label="(3, 197, 1, 768)", style=solid]; -"238 dequantize_per_tensor_default_15" -> "239 select_7" [label="(3, 197, 1, 768)", style=solid]; -"239 select_7" -> "243 view_17" [label="(197, 1, 768)", style=solid]; -"240 select_8" -> "245 view_18" [label="(197, 1, 768)", style=solid]; -"241 view_16" -> "242 transpose_14" [label="(197, 12, 64)", style=solid]; -"242 transpose_14" -> "247 view_19" [label="(12, 197, 64)", style=solid]; -"243 view_17" -> "244 transpose_15" [label="(197, 12, 64)", style=solid]; -"244 transpose_15" -> "248 view_20" [label="(12, 197, 64)", style=solid]; -"245 view_18" -> "246 transpose_16" [label="(197, 12, 64)", style=solid]; -"246 transpose_16" -> "249 view_21" [label="(12, 197, 64)", style=solid]; -"247 view_19" -> "250 scaled_dot_product_attention_2" [label="(1, 12, 197, 64)", style=solid]; -"248 view_20" -> "250 scaled_dot_product_attention_2" [label="(1, 12, 197, 64)", style=solid]; -"249 view_21" -> "250 scaled_dot_product_attention_2" [label="(1, 12, 197, 64)", style=solid]; -"250 scaled_dot_product_attention_2" -> "251 permute_3" [label="(1, 12, 197, 64)", style=solid]; -"251 permute_3" -> "252 view_22" [label="(197, 1, 12, 64)", style=solid]; -"252 view_22" -> "253 view_22_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; -"253 view_22_0_0_nncf_smooth_quant_0" -> "254 quantize_per_tensor_default_16" [label="(197, 768)", style=solid]; -"254 quantize_per_tensor_default_16" -> "255 dequantize_per_tensor_default_16" [label="(197, 768)", style=solid]; -"255 dequantize_per_tensor_default_16" -> "262 linear_9" [label="(197, 768)", style=solid]; -"256 linear_9_scale_0" -> "259 quantize_per_channel_default_10" [label="(768,)", style=solid]; -"256 linear_9_scale_0" -> "260 dequantize_per_channel_default_10" [label="(768,)", style=solid]; -"257 linear_9_zero_point_0" -> "259 quantize_per_channel_default_10" [label="(768,)", style=solid]; -"257 linear_9_zero_point_0" -> "260 dequantize_per_channel_default_10" [label="(768,)", style=solid]; -"258 compressed_weight_updated_constant10" -> "259 quantize_per_channel_default_10" [label="(768, 768)", style=solid]; -"259 quantize_per_channel_default_10" -> "260 dequantize_per_channel_default_10" [label="(768, 768)", style=solid]; -"260 dequantize_per_channel_default_10" -> "262 linear_9" [label="(768, 768)", style=solid]; -"261 encoder_layers_encoder_layer_2_self_attention_out_proj_bias_0_0" -> "262 linear_9" [label="(768,)", style=solid]; -"262 linear_9" -> "263 view_23" [label="(197, 768)", style=solid]; -"263 view_23" -> "264 transpose_17" [label="(197, 1, 768)", style=solid]; -"264 transpose_17" -> "265 dropout_7" [label="(1, 197, 768)", style=solid]; -"265 dropout_7" -> "266 add_5" [label="(1, 197, 768)", style=solid]; -"266 add_5" -> "267 layer_norm_5" [label="(1, 197, 768)", style=solid]; -"266 add_5" -> "291 add_6" [label="(1, 197, 768)", style=solid]; -"267 layer_norm_5" -> "268 layer_norm_5_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; -"268 layer_norm_5_0_0_nncf_smooth_quant_0" -> "269 quantize_per_tensor_default_17" [label="(1, 197, 768)", style=solid]; -"269 quantize_per_tensor_default_17" -> "270 dequantize_per_tensor_default_17" [label="(1, 197, 768)", style=solid]; -"270 dequantize_per_tensor_default_17" -> "277 linear_10" [label="(1, 197, 768)", style=solid]; -"271 linear_10_scale_0" -> "274 quantize_per_channel_default_11" [label="(3072,)", style=solid]; -"271 linear_10_scale_0" -> "275 dequantize_per_channel_default_11" [label="(3072,)", style=solid]; -"272 linear_10_zero_point_0" -> "274 quantize_per_channel_default_11" [label="(3072,)", style=solid]; -"272 linear_10_zero_point_0" -> "275 dequantize_per_channel_default_11" [label="(3072,)", style=solid]; -"273 compressed_weight_updated_constant11" -> "274 quantize_per_channel_default_11" [label="(3072, 768)", style=solid]; -"274 quantize_per_channel_default_11" -> "275 dequantize_per_channel_default_11" [label="(3072, 768)", style=solid]; -"275 dequantize_per_channel_default_11" -> "277 linear_10" [label="(3072, 768)", style=solid]; -"276 encoder_layers_encoder_layer_2_mlp_0_bias_0_0" -> "277 linear_10" [label="(3072,)", style=solid]; -"277 linear_10" -> "278 gelu_2" [label="(1, 197, 3072)", style=solid]; -"278 gelu_2" -> "279 dropout_8" [label="(1, 197, 3072)", style=solid]; -"279 dropout_8" -> "280 dropout_8_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; -"280 dropout_8_0_0_nncf_smooth_quant_0" -> "281 quantize_per_tensor_default_18" [label="(1, 197, 3072)", style=solid]; -"281 quantize_per_tensor_default_18" -> "282 dequantize_per_tensor_default_18" [label="(1, 197, 3072)", style=solid]; -"282 dequantize_per_tensor_default_18" -> "289 linear_11" [label="(1, 197, 3072)", style=solid]; -"283 linear_11_scale_0" -> "286 quantize_per_channel_default_12" [label="(768,)", style=solid]; -"283 linear_11_scale_0" -> "287 dequantize_per_channel_default_12" [label="(768,)", style=solid]; -"284 linear_11_zero_point_0" -> "286 quantize_per_channel_default_12" [label="(768,)", style=solid]; -"284 linear_11_zero_point_0" -> "287 dequantize_per_channel_default_12" [label="(768,)", style=solid]; -"285 compressed_weight_updated_constant12" -> "286 quantize_per_channel_default_12" [label="(768, 3072)", style=solid]; -"286 quantize_per_channel_default_12" -> "287 dequantize_per_channel_default_12" [label="(768, 3072)", style=solid]; -"287 dequantize_per_channel_default_12" -> "289 linear_11" [label="(768, 3072)", style=solid]; -"288 encoder_layers_encoder_layer_2_mlp_3_bias_0_0" -> "289 linear_11" [label="(768,)", style=solid]; -"289 linear_11" -> "290 dropout_9" [label="(1, 197, 768)", style=solid]; -"290 dropout_9" -> "291 add_6" [label="(1, 197, 768)", style=solid]; -"291 add_6" -> "292 layer_norm_6" [label="(1, 197, 768)", style=solid]; -"291 add_6" -> "341 add_7" [label="(1, 197, 768)", style=solid]; -"292 layer_norm_6" -> "293 transpose_18" [label="(1, 197, 768)", style=solid]; -"293 transpose_18" -> "294 transpose_18_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; -"294 transpose_18_0_0_nncf_smooth_quant_0" -> "295 quantize_per_tensor_default_19" [label="(197, 1, 768)", style=solid]; -"295 quantize_per_tensor_default_19" -> "296 dequantize_per_tensor_default_19" [label="(197, 1, 768)", style=solid]; -"296 dequantize_per_tensor_default_19" -> "303 linear_12" [label="(197, 1, 768)", style=solid]; -"297 linear_12_scale_0" -> "300 quantize_per_channel_default_13" [label="(2304,)", style=solid]; -"297 linear_12_scale_0" -> "301 dequantize_per_channel_default_13" [label="(2304,)", style=solid]; -"298 linear_12_zero_point_0" -> "300 quantize_per_channel_default_13" [label="(2304,)", style=solid]; -"298 linear_12_zero_point_0" -> "301 dequantize_per_channel_default_13" [label="(2304,)", style=solid]; -"299 compressed_weight_updated_constant13" -> "300 quantize_per_channel_default_13" [label="(2304, 768)", style=solid]; -"300 quantize_per_channel_default_13" -> "301 dequantize_per_channel_default_13" [label="(2304, 768)", style=solid]; -"301 dequantize_per_channel_default_13" -> "303 linear_12" [label="(2304, 768)", style=solid]; -"302 encoder_layers_encoder_layer_3_self_attention_in_proj_bias_0_0" -> "303 linear_12" [label="(2304,)", style=solid]; -"303 linear_12" -> "304 unflatten_3" [label="(197, 1, 2304)", style=solid]; -"304 unflatten_3" -> "305 unsqueeze_3" [label="(197, 1, 3, 768)", style=solid]; -"305 unsqueeze_3" -> "306 transpose_19" [label="(1, 197, 1, 3, 768)", style=solid]; -"306 transpose_19" -> "307 squeeze_3" [label="(3, 197, 1, 1, 768)", style=solid]; -"307 squeeze_3" -> "308 contiguous_3" [label="(3, 197, 1, 768)", style=solid]; -"308 contiguous_3" -> "309 quantize_per_tensor_default_20" [label="(3, 197, 1, 768)", style=solid]; -"308 contiguous_3" -> "312 quantize_per_tensor_default_21" [label="(3, 197, 1, 768)", style=solid]; -"308 contiguous_3" -> "315 select_11" [label="(3, 197, 1, 768)", style=solid]; -"309 quantize_per_tensor_default_20" -> "310 dequantize_per_tensor_default_20" [label="(3, 197, 1, 768)", style=solid]; -"310 dequantize_per_tensor_default_20" -> "311 select_9" [label="(3, 197, 1, 768)", style=solid]; -"311 select_9" -> "316 view_24" [label="(197, 1, 768)", style=solid]; -"312 quantize_per_tensor_default_21" -> "313 dequantize_per_tensor_default_21" [label="(3, 197, 1, 768)", style=solid]; -"313 dequantize_per_tensor_default_21" -> "314 select_10" [label="(3, 197, 1, 768)", style=solid]; -"314 select_10" -> "318 view_25" [label="(197, 1, 768)", style=solid]; -"315 select_11" -> "320 view_26" [label="(197, 1, 768)", style=solid]; -"316 view_24" -> "317 transpose_20" [label="(197, 12, 64)", style=solid]; -"317 transpose_20" -> "322 view_27" [label="(12, 197, 64)", style=solid]; -"318 view_25" -> "319 transpose_21" [label="(197, 12, 64)", style=solid]; -"319 transpose_21" -> "323 view_28" [label="(12, 197, 64)", style=solid]; -"320 view_26" -> "321 transpose_22" [label="(197, 12, 64)", style=solid]; -"321 transpose_22" -> "324 view_29" [label="(12, 197, 64)", style=solid]; -"322 view_27" -> "325 scaled_dot_product_attention_3" [label="(1, 12, 197, 64)", style=solid]; -"323 view_28" -> "325 scaled_dot_product_attention_3" [label="(1, 12, 197, 64)", style=solid]; -"324 view_29" -> "325 scaled_dot_product_attention_3" [label="(1, 12, 197, 64)", style=solid]; -"325 scaled_dot_product_attention_3" -> "326 permute_4" [label="(1, 12, 197, 64)", style=solid]; -"326 permute_4" -> "327 view_30" [label="(197, 1, 12, 64)", style=solid]; -"327 view_30" -> "328 view_30_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; -"328 view_30_0_0_nncf_smooth_quant_0" -> "329 quantize_per_tensor_default_22" [label="(197, 768)", style=solid]; -"329 quantize_per_tensor_default_22" -> "330 dequantize_per_tensor_default_22" [label="(197, 768)", style=solid]; -"330 dequantize_per_tensor_default_22" -> "337 linear_13" [label="(197, 768)", style=solid]; -"331 linear_13_scale_0" -> "334 quantize_per_channel_default_14" [label="(768,)", style=solid]; -"331 linear_13_scale_0" -> "335 dequantize_per_channel_default_14" [label="(768,)", style=solid]; -"332 linear_13_zero_point_0" -> "334 quantize_per_channel_default_14" [label="(768,)", style=solid]; -"332 linear_13_zero_point_0" -> "335 dequantize_per_channel_default_14" [label="(768,)", style=solid]; -"333 compressed_weight_updated_constant14" -> "334 quantize_per_channel_default_14" [label="(768, 768)", style=solid]; -"334 quantize_per_channel_default_14" -> "335 dequantize_per_channel_default_14" [label="(768, 768)", style=solid]; -"335 dequantize_per_channel_default_14" -> "337 linear_13" [label="(768, 768)", style=solid]; -"336 encoder_layers_encoder_layer_3_self_attention_out_proj_bias_0_0" -> "337 linear_13" [label="(768,)", style=solid]; -"337 linear_13" -> "338 view_31" [label="(197, 768)", style=solid]; -"338 view_31" -> "339 transpose_23" [label="(197, 1, 768)", style=solid]; -"339 transpose_23" -> "340 dropout_10" [label="(1, 197, 768)", style=solid]; -"340 dropout_10" -> "341 add_7" [label="(1, 197, 768)", style=solid]; -"341 add_7" -> "342 layer_norm_7" [label="(1, 197, 768)", style=solid]; -"341 add_7" -> "366 add_8" [label="(1, 197, 768)", style=solid]; -"342 layer_norm_7" -> "343 layer_norm_7_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; -"343 layer_norm_7_0_0_nncf_smooth_quant_0" -> "344 quantize_per_tensor_default_23" [label="(1, 197, 768)", style=solid]; -"344 quantize_per_tensor_default_23" -> "345 dequantize_per_tensor_default_23" [label="(1, 197, 768)", style=solid]; -"345 dequantize_per_tensor_default_23" -> "352 linear_14" [label="(1, 197, 768)", style=solid]; -"346 linear_14_scale_0" -> "349 quantize_per_channel_default_15" [label="(3072,)", style=solid]; -"346 linear_14_scale_0" -> "350 dequantize_per_channel_default_15" [label="(3072,)", style=solid]; -"347 linear_14_zero_point_0" -> "349 quantize_per_channel_default_15" [label="(3072,)", style=solid]; -"347 linear_14_zero_point_0" -> "350 dequantize_per_channel_default_15" [label="(3072,)", style=solid]; -"348 compressed_weight_updated_constant15" -> "349 quantize_per_channel_default_15" [label="(3072, 768)", style=solid]; -"349 quantize_per_channel_default_15" -> "350 dequantize_per_channel_default_15" [label="(3072, 768)", style=solid]; -"350 dequantize_per_channel_default_15" -> "352 linear_14" [label="(3072, 768)", style=solid]; -"351 encoder_layers_encoder_layer_3_mlp_0_bias_0_0" -> "352 linear_14" [label="(3072,)", style=solid]; -"352 linear_14" -> "353 gelu_3" [label="(1, 197, 3072)", style=solid]; -"353 gelu_3" -> "354 dropout_11" [label="(1, 197, 3072)", style=solid]; -"354 dropout_11" -> "355 dropout_11_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; -"355 dropout_11_0_0_nncf_smooth_quant_0" -> "356 quantize_per_tensor_default_24" [label="(1, 197, 3072)", style=solid]; -"356 quantize_per_tensor_default_24" -> "357 dequantize_per_tensor_default_24" [label="(1, 197, 3072)", style=solid]; -"357 dequantize_per_tensor_default_24" -> "364 linear_15" [label="(1, 197, 3072)", style=solid]; -"358 linear_15_scale_0" -> "361 quantize_per_channel_default_16" [label="(768,)", style=solid]; -"358 linear_15_scale_0" -> "362 dequantize_per_channel_default_16" [label="(768,)", style=solid]; -"359 linear_15_zero_point_0" -> "361 quantize_per_channel_default_16" [label="(768,)", style=solid]; -"359 linear_15_zero_point_0" -> "362 dequantize_per_channel_default_16" [label="(768,)", style=solid]; -"360 compressed_weight_updated_constant16" -> "361 quantize_per_channel_default_16" [label="(768, 3072)", style=solid]; -"361 quantize_per_channel_default_16" -> "362 dequantize_per_channel_default_16" [label="(768, 3072)", style=solid]; -"362 dequantize_per_channel_default_16" -> "364 linear_15" [label="(768, 3072)", style=solid]; -"363 encoder_layers_encoder_layer_3_mlp_3_bias_0_0" -> "364 linear_15" [label="(768,)", style=solid]; -"364 linear_15" -> "365 dropout_12" [label="(1, 197, 768)", style=solid]; -"365 dropout_12" -> "366 add_8" [label="(1, 197, 768)", style=solid]; -"366 add_8" -> "367 layer_norm_8" [label="(1, 197, 768)", style=solid]; -"366 add_8" -> "416 add_9" [label="(1, 197, 768)", style=solid]; -"367 layer_norm_8" -> "368 transpose_24" [label="(1, 197, 768)", style=solid]; -"368 transpose_24" -> "369 transpose_24_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; -"369 transpose_24_0_0_nncf_smooth_quant_0" -> "370 quantize_per_tensor_default_25" [label="(197, 1, 768)", style=solid]; -"370 quantize_per_tensor_default_25" -> "371 dequantize_per_tensor_default_25" [label="(197, 1, 768)", style=solid]; -"371 dequantize_per_tensor_default_25" -> "378 linear_16" [label="(197, 1, 768)", style=solid]; -"372 linear_16_scale_0" -> "375 quantize_per_channel_default_17" [label="(2304,)", style=solid]; -"372 linear_16_scale_0" -> "376 dequantize_per_channel_default_17" [label="(2304,)", style=solid]; -"373 linear_16_zero_point_0" -> "375 quantize_per_channel_default_17" [label="(2304,)", style=solid]; -"373 linear_16_zero_point_0" -> "376 dequantize_per_channel_default_17" [label="(2304,)", style=solid]; -"374 compressed_weight_updated_constant17" -> "375 quantize_per_channel_default_17" [label="(2304, 768)", style=solid]; -"375 quantize_per_channel_default_17" -> "376 dequantize_per_channel_default_17" [label="(2304, 768)", style=solid]; -"376 dequantize_per_channel_default_17" -> "378 linear_16" [label="(2304, 768)", style=solid]; -"377 encoder_layers_encoder_layer_4_self_attention_in_proj_bias_0_0" -> "378 linear_16" [label="(2304,)", style=solid]; -"378 linear_16" -> "379 unflatten_4" [label="(197, 1, 2304)", style=solid]; -"379 unflatten_4" -> "380 unsqueeze_4" [label="(197, 1, 3, 768)", style=solid]; -"380 unsqueeze_4" -> "381 transpose_25" [label="(1, 197, 1, 3, 768)", style=solid]; -"381 transpose_25" -> "382 squeeze_4" [label="(3, 197, 1, 1, 768)", style=solid]; -"382 squeeze_4" -> "383 contiguous_4" [label="(3, 197, 1, 768)", style=solid]; -"383 contiguous_4" -> "384 quantize_per_tensor_default_26" [label="(3, 197, 1, 768)", style=solid]; -"383 contiguous_4" -> "387 quantize_per_tensor_default_27" [label="(3, 197, 1, 768)", style=solid]; -"383 contiguous_4" -> "390 select_14" [label="(3, 197, 1, 768)", style=solid]; -"384 quantize_per_tensor_default_26" -> "385 dequantize_per_tensor_default_26" [label="(3, 197, 1, 768)", style=solid]; -"385 dequantize_per_tensor_default_26" -> "386 select_12" [label="(3, 197, 1, 768)", style=solid]; -"386 select_12" -> "391 view_32" [label="(197, 1, 768)", style=solid]; -"387 quantize_per_tensor_default_27" -> "388 dequantize_per_tensor_default_27" [label="(3, 197, 1, 768)", style=solid]; -"388 dequantize_per_tensor_default_27" -> "389 select_13" [label="(3, 197, 1, 768)", style=solid]; -"389 select_13" -> "393 view_33" [label="(197, 1, 768)", style=solid]; -"390 select_14" -> "395 view_34" [label="(197, 1, 768)", style=solid]; -"391 view_32" -> "392 transpose_26" [label="(197, 12, 64)", style=solid]; -"392 transpose_26" -> "397 view_35" [label="(12, 197, 64)", style=solid]; -"393 view_33" -> "394 transpose_27" [label="(197, 12, 64)", style=solid]; -"394 transpose_27" -> "398 view_36" [label="(12, 197, 64)", style=solid]; -"395 view_34" -> "396 transpose_28" [label="(197, 12, 64)", style=solid]; -"396 transpose_28" -> "399 view_37" [label="(12, 197, 64)", style=solid]; -"397 view_35" -> "400 scaled_dot_product_attention_4" [label="(1, 12, 197, 64)", style=solid]; -"398 view_36" -> "400 scaled_dot_product_attention_4" [label="(1, 12, 197, 64)", style=solid]; -"399 view_37" -> "400 scaled_dot_product_attention_4" [label="(1, 12, 197, 64)", style=solid]; -"400 scaled_dot_product_attention_4" -> "401 permute_5" [label="(1, 12, 197, 64)", style=solid]; -"401 permute_5" -> "402 view_38" [label="(197, 1, 12, 64)", style=solid]; -"402 view_38" -> "403 view_38_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; -"403 view_38_0_0_nncf_smooth_quant_0" -> "404 quantize_per_tensor_default_28" [label="(197, 768)", style=solid]; -"404 quantize_per_tensor_default_28" -> "405 dequantize_per_tensor_default_28" [label="(197, 768)", style=solid]; -"405 dequantize_per_tensor_default_28" -> "412 linear_17" [label="(197, 768)", style=solid]; -"406 linear_17_scale_0" -> "409 quantize_per_channel_default_18" [label="(768,)", style=solid]; -"406 linear_17_scale_0" -> "410 dequantize_per_channel_default_18" [label="(768,)", style=solid]; -"407 linear_17_zero_point_0" -> "409 quantize_per_channel_default_18" [label="(768,)", style=solid]; -"407 linear_17_zero_point_0" -> "410 dequantize_per_channel_default_18" [label="(768,)", style=solid]; -"408 compressed_weight_updated_constant18" -> "409 quantize_per_channel_default_18" [label="(768, 768)", style=solid]; -"409 quantize_per_channel_default_18" -> "410 dequantize_per_channel_default_18" [label="(768, 768)", style=solid]; -"410 dequantize_per_channel_default_18" -> "412 linear_17" [label="(768, 768)", style=solid]; -"411 encoder_layers_encoder_layer_4_self_attention_out_proj_bias_0_0" -> "412 linear_17" [label="(768,)", style=solid]; -"412 linear_17" -> "413 view_39" [label="(197, 768)", style=solid]; -"413 view_39" -> "414 transpose_29" [label="(197, 1, 768)", style=solid]; -"414 transpose_29" -> "415 dropout_13" [label="(1, 197, 768)", style=solid]; -"415 dropout_13" -> "416 add_9" [label="(1, 197, 768)", style=solid]; -"416 add_9" -> "417 layer_norm_9" [label="(1, 197, 768)", style=solid]; -"416 add_9" -> "441 add_10" [label="(1, 197, 768)", style=solid]; -"417 layer_norm_9" -> "418 layer_norm_9_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; -"418 layer_norm_9_0_0_nncf_smooth_quant_0" -> "419 quantize_per_tensor_default_29" [label="(1, 197, 768)", style=solid]; -"419 quantize_per_tensor_default_29" -> "420 dequantize_per_tensor_default_29" [label="(1, 197, 768)", style=solid]; -"420 dequantize_per_tensor_default_29" -> "427 linear_18" [label="(1, 197, 768)", style=solid]; -"421 linear_18_scale_0" -> "424 quantize_per_channel_default_19" [label="(3072,)", style=solid]; -"421 linear_18_scale_0" -> "425 dequantize_per_channel_default_19" [label="(3072,)", style=solid]; -"422 linear_18_zero_point_0" -> "424 quantize_per_channel_default_19" [label="(3072,)", style=solid]; -"422 linear_18_zero_point_0" -> "425 dequantize_per_channel_default_19" [label="(3072,)", style=solid]; -"423 compressed_weight_updated_constant19" -> "424 quantize_per_channel_default_19" [label="(3072, 768)", style=solid]; -"424 quantize_per_channel_default_19" -> "425 dequantize_per_channel_default_19" [label="(3072, 768)", style=solid]; -"425 dequantize_per_channel_default_19" -> "427 linear_18" [label="(3072, 768)", style=solid]; -"426 encoder_layers_encoder_layer_4_mlp_0_bias_0_0" -> "427 linear_18" [label="(3072,)", style=solid]; -"427 linear_18" -> "428 gelu_4" [label="(1, 197, 3072)", style=solid]; -"428 gelu_4" -> "429 dropout_14" [label="(1, 197, 3072)", style=solid]; -"429 dropout_14" -> "430 dropout_14_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; -"430 dropout_14_0_0_nncf_smooth_quant_0" -> "431 quantize_per_tensor_default_30" [label="(1, 197, 3072)", style=solid]; -"431 quantize_per_tensor_default_30" -> "432 dequantize_per_tensor_default_30" [label="(1, 197, 3072)", style=solid]; -"432 dequantize_per_tensor_default_30" -> "439 linear_19" [label="(1, 197, 3072)", style=solid]; -"433 linear_19_scale_0" -> "436 quantize_per_channel_default_20" [label="(768,)", style=solid]; -"433 linear_19_scale_0" -> "437 dequantize_per_channel_default_20" [label="(768,)", style=solid]; -"434 linear_19_zero_point_0" -> "436 quantize_per_channel_default_20" [label="(768,)", style=solid]; -"434 linear_19_zero_point_0" -> "437 dequantize_per_channel_default_20" [label="(768,)", style=solid]; -"435 compressed_weight_updated_constant20" -> "436 quantize_per_channel_default_20" [label="(768, 3072)", style=solid]; -"436 quantize_per_channel_default_20" -> "437 dequantize_per_channel_default_20" [label="(768, 3072)", style=solid]; -"437 dequantize_per_channel_default_20" -> "439 linear_19" [label="(768, 3072)", style=solid]; -"438 encoder_layers_encoder_layer_4_mlp_3_bias_0_0" -> "439 linear_19" [label="(768,)", style=solid]; -"439 linear_19" -> "440 dropout_15" [label="(1, 197, 768)", style=solid]; -"440 dropout_15" -> "441 add_10" [label="(1, 197, 768)", style=solid]; -"441 add_10" -> "442 layer_norm_10" [label="(1, 197, 768)", style=solid]; -"441 add_10" -> "491 add_11" [label="(1, 197, 768)", style=solid]; -"442 layer_norm_10" -> "443 transpose_30" [label="(1, 197, 768)", style=solid]; -"443 transpose_30" -> "444 transpose_30_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; -"444 transpose_30_0_0_nncf_smooth_quant_0" -> "445 quantize_per_tensor_default_31" [label="(197, 1, 768)", style=solid]; -"445 quantize_per_tensor_default_31" -> "446 dequantize_per_tensor_default_31" [label="(197, 1, 768)", style=solid]; -"446 dequantize_per_tensor_default_31" -> "453 linear_20" [label="(197, 1, 768)", style=solid]; -"447 linear_20_scale_0" -> "450 quantize_per_channel_default_21" [label="(2304,)", style=solid]; -"447 linear_20_scale_0" -> "451 dequantize_per_channel_default_21" [label="(2304,)", style=solid]; -"448 linear_20_zero_point_0" -> "450 quantize_per_channel_default_21" [label="(2304,)", style=solid]; -"448 linear_20_zero_point_0" -> "451 dequantize_per_channel_default_21" [label="(2304,)", style=solid]; -"449 compressed_weight_updated_constant21" -> "450 quantize_per_channel_default_21" [label="(2304, 768)", style=solid]; -"450 quantize_per_channel_default_21" -> "451 dequantize_per_channel_default_21" [label="(2304, 768)", style=solid]; -"451 dequantize_per_channel_default_21" -> "453 linear_20" [label="(2304, 768)", style=solid]; -"452 encoder_layers_encoder_layer_5_self_attention_in_proj_bias_0_0" -> "453 linear_20" [label="(2304,)", style=solid]; -"453 linear_20" -> "454 unflatten_5" [label="(197, 1, 2304)", style=solid]; -"454 unflatten_5" -> "455 unsqueeze_5" [label="(197, 1, 3, 768)", style=solid]; -"455 unsqueeze_5" -> "456 transpose_31" [label="(1, 197, 1, 3, 768)", style=solid]; -"456 transpose_31" -> "457 squeeze_5" [label="(3, 197, 1, 1, 768)", style=solid]; -"457 squeeze_5" -> "458 contiguous_5" [label="(3, 197, 1, 768)", style=solid]; -"458 contiguous_5" -> "459 quantize_per_tensor_default_32" [label="(3, 197, 1, 768)", style=solid]; -"458 contiguous_5" -> "462 quantize_per_tensor_default_33" [label="(3, 197, 1, 768)", style=solid]; -"458 contiguous_5" -> "465 select_17" [label="(3, 197, 1, 768)", style=solid]; -"459 quantize_per_tensor_default_32" -> "460 dequantize_per_tensor_default_32" [label="(3, 197, 1, 768)", style=solid]; -"460 dequantize_per_tensor_default_32" -> "461 select_15" [label="(3, 197, 1, 768)", style=solid]; -"461 select_15" -> "466 view_40" [label="(197, 1, 768)", style=solid]; -"462 quantize_per_tensor_default_33" -> "463 dequantize_per_tensor_default_33" [label="(3, 197, 1, 768)", style=solid]; -"463 dequantize_per_tensor_default_33" -> "464 select_16" [label="(3, 197, 1, 768)", style=solid]; -"464 select_16" -> "468 view_41" [label="(197, 1, 768)", style=solid]; -"465 select_17" -> "470 view_42" [label="(197, 1, 768)", style=solid]; -"466 view_40" -> "467 transpose_32" [label="(197, 12, 64)", style=solid]; -"467 transpose_32" -> "472 view_43" [label="(12, 197, 64)", style=solid]; -"468 view_41" -> "469 transpose_33" [label="(197, 12, 64)", style=solid]; -"469 transpose_33" -> "473 view_44" [label="(12, 197, 64)", style=solid]; -"470 view_42" -> "471 transpose_34" [label="(197, 12, 64)", style=solid]; -"471 transpose_34" -> "474 view_45" [label="(12, 197, 64)", style=solid]; -"472 view_43" -> "475 scaled_dot_product_attention_5" [label="(1, 12, 197, 64)", style=solid]; -"473 view_44" -> "475 scaled_dot_product_attention_5" [label="(1, 12, 197, 64)", style=solid]; -"474 view_45" -> "475 scaled_dot_product_attention_5" [label="(1, 12, 197, 64)", style=solid]; -"475 scaled_dot_product_attention_5" -> "476 permute_6" [label="(1, 12, 197, 64)", style=solid]; -"476 permute_6" -> "477 view_46" [label="(197, 1, 12, 64)", style=solid]; -"477 view_46" -> "478 view_46_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; -"478 view_46_0_0_nncf_smooth_quant_0" -> "479 quantize_per_tensor_default_34" [label="(197, 768)", style=solid]; -"479 quantize_per_tensor_default_34" -> "480 dequantize_per_tensor_default_34" [label="(197, 768)", style=solid]; -"480 dequantize_per_tensor_default_34" -> "487 linear_21" [label="(197, 768)", style=solid]; -"481 linear_21_scale_0" -> "484 quantize_per_channel_default_22" [label="(768,)", style=solid]; -"481 linear_21_scale_0" -> "485 dequantize_per_channel_default_22" [label="(768,)", style=solid]; -"482 linear_21_zero_point_0" -> "484 quantize_per_channel_default_22" [label="(768,)", style=solid]; -"482 linear_21_zero_point_0" -> "485 dequantize_per_channel_default_22" [label="(768,)", style=solid]; -"483 compressed_weight_updated_constant22" -> "484 quantize_per_channel_default_22" [label="(768, 768)", style=solid]; -"484 quantize_per_channel_default_22" -> "485 dequantize_per_channel_default_22" [label="(768, 768)", style=solid]; -"485 dequantize_per_channel_default_22" -> "487 linear_21" [label="(768, 768)", style=solid]; -"486 encoder_layers_encoder_layer_5_self_attention_out_proj_bias_0_0" -> "487 linear_21" [label="(768,)", style=solid]; -"487 linear_21" -> "488 view_47" [label="(197, 768)", style=solid]; -"488 view_47" -> "489 transpose_35" [label="(197, 1, 768)", style=solid]; -"489 transpose_35" -> "490 dropout_16" [label="(1, 197, 768)", style=solid]; -"490 dropout_16" -> "491 add_11" [label="(1, 197, 768)", style=solid]; -"491 add_11" -> "492 layer_norm_11" [label="(1, 197, 768)", style=solid]; -"491 add_11" -> "516 add_12" [label="(1, 197, 768)", style=solid]; -"492 layer_norm_11" -> "493 layer_norm_11_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; -"493 layer_norm_11_0_0_nncf_smooth_quant_0" -> "494 quantize_per_tensor_default_35" [label="(1, 197, 768)", style=solid]; -"494 quantize_per_tensor_default_35" -> "495 dequantize_per_tensor_default_35" [label="(1, 197, 768)", style=solid]; -"495 dequantize_per_tensor_default_35" -> "502 linear_22" [label="(1, 197, 768)", style=solid]; -"496 linear_22_scale_0" -> "499 quantize_per_channel_default_23" [label="(3072,)", style=solid]; -"496 linear_22_scale_0" -> "500 dequantize_per_channel_default_23" [label="(3072,)", style=solid]; -"497 linear_22_zero_point_0" -> "499 quantize_per_channel_default_23" [label="(3072,)", style=solid]; -"497 linear_22_zero_point_0" -> "500 dequantize_per_channel_default_23" [label="(3072,)", style=solid]; -"498 compressed_weight_updated_constant23" -> "499 quantize_per_channel_default_23" [label="(3072, 768)", style=solid]; -"499 quantize_per_channel_default_23" -> "500 dequantize_per_channel_default_23" [label="(3072, 768)", style=solid]; -"500 dequantize_per_channel_default_23" -> "502 linear_22" [label="(3072, 768)", style=solid]; -"501 encoder_layers_encoder_layer_5_mlp_0_bias_0_0" -> "502 linear_22" [label="(3072,)", style=solid]; -"502 linear_22" -> "503 gelu_5" [label="(1, 197, 3072)", style=solid]; -"503 gelu_5" -> "504 dropout_17" [label="(1, 197, 3072)", style=solid]; -"504 dropout_17" -> "505 dropout_17_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; -"505 dropout_17_0_0_nncf_smooth_quant_0" -> "506 quantize_per_tensor_default_36" [label="(1, 197, 3072)", style=solid]; -"506 quantize_per_tensor_default_36" -> "507 dequantize_per_tensor_default_36" [label="(1, 197, 3072)", style=solid]; -"507 dequantize_per_tensor_default_36" -> "514 linear_23" [label="(1, 197, 3072)", style=solid]; -"508 linear_23_scale_0" -> "511 quantize_per_channel_default_24" [label="(768,)", style=solid]; -"508 linear_23_scale_0" -> "512 dequantize_per_channel_default_24" [label="(768,)", style=solid]; -"509 linear_23_zero_point_0" -> "511 quantize_per_channel_default_24" [label="(768,)", style=solid]; -"509 linear_23_zero_point_0" -> "512 dequantize_per_channel_default_24" [label="(768,)", style=solid]; -"510 compressed_weight_updated_constant24" -> "511 quantize_per_channel_default_24" [label="(768, 3072)", style=solid]; -"511 quantize_per_channel_default_24" -> "512 dequantize_per_channel_default_24" [label="(768, 3072)", style=solid]; -"512 dequantize_per_channel_default_24" -> "514 linear_23" [label="(768, 3072)", style=solid]; -"513 encoder_layers_encoder_layer_5_mlp_3_bias_0_0" -> "514 linear_23" [label="(768,)", style=solid]; -"514 linear_23" -> "515 dropout_18" [label="(1, 197, 768)", style=solid]; -"515 dropout_18" -> "516 add_12" [label="(1, 197, 768)", style=solid]; -"516 add_12" -> "517 layer_norm_12" [label="(1, 197, 768)", style=solid]; -"516 add_12" -> "566 add_13" [label="(1, 197, 768)", style=solid]; -"517 layer_norm_12" -> "518 transpose_36" [label="(1, 197, 768)", style=solid]; -"518 transpose_36" -> "519 transpose_36_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; -"519 transpose_36_0_0_nncf_smooth_quant_0" -> "520 quantize_per_tensor_default_37" [label="(197, 1, 768)", style=solid]; -"520 quantize_per_tensor_default_37" -> "521 dequantize_per_tensor_default_37" [label="(197, 1, 768)", style=solid]; -"521 dequantize_per_tensor_default_37" -> "528 linear_24" [label="(197, 1, 768)", style=solid]; -"522 linear_24_scale_0" -> "525 quantize_per_channel_default_25" [label="(2304,)", style=solid]; -"522 linear_24_scale_0" -> "526 dequantize_per_channel_default_25" [label="(2304,)", style=solid]; -"523 linear_24_zero_point_0" -> "525 quantize_per_channel_default_25" [label="(2304,)", style=solid]; -"523 linear_24_zero_point_0" -> "526 dequantize_per_channel_default_25" [label="(2304,)", style=solid]; -"524 compressed_weight_updated_constant25" -> "525 quantize_per_channel_default_25" [label="(2304, 768)", style=solid]; -"525 quantize_per_channel_default_25" -> "526 dequantize_per_channel_default_25" [label="(2304, 768)", style=solid]; -"526 dequantize_per_channel_default_25" -> "528 linear_24" [label="(2304, 768)", style=solid]; -"527 encoder_layers_encoder_layer_6_self_attention_in_proj_bias_0_0" -> "528 linear_24" [label="(2304,)", style=solid]; -"528 linear_24" -> "529 unflatten_6" [label="(197, 1, 2304)", style=solid]; -"529 unflatten_6" -> "530 unsqueeze_6" [label="(197, 1, 3, 768)", style=solid]; -"530 unsqueeze_6" -> "531 transpose_37" [label="(1, 197, 1, 3, 768)", style=solid]; -"531 transpose_37" -> "532 squeeze_6" [label="(3, 197, 1, 1, 768)", style=solid]; -"532 squeeze_6" -> "533 contiguous_6" [label="(3, 197, 1, 768)", style=solid]; -"533 contiguous_6" -> "534 quantize_per_tensor_default_38" [label="(3, 197, 1, 768)", style=solid]; -"533 contiguous_6" -> "537 quantize_per_tensor_default_39" [label="(3, 197, 1, 768)", style=solid]; -"533 contiguous_6" -> "540 select_20" [label="(3, 197, 1, 768)", style=solid]; -"534 quantize_per_tensor_default_38" -> "535 dequantize_per_tensor_default_38" [label="(3, 197, 1, 768)", style=solid]; -"535 dequantize_per_tensor_default_38" -> "536 select_18" [label="(3, 197, 1, 768)", style=solid]; -"536 select_18" -> "541 view_48" [label="(197, 1, 768)", style=solid]; -"537 quantize_per_tensor_default_39" -> "538 dequantize_per_tensor_default_39" [label="(3, 197, 1, 768)", style=solid]; -"538 dequantize_per_tensor_default_39" -> "539 select_19" [label="(3, 197, 1, 768)", style=solid]; -"539 select_19" -> "543 view_49" [label="(197, 1, 768)", style=solid]; -"540 select_20" -> "545 view_50" [label="(197, 1, 768)", style=solid]; -"541 view_48" -> "542 transpose_38" [label="(197, 12, 64)", style=solid]; -"542 transpose_38" -> "547 view_51" [label="(12, 197, 64)", style=solid]; -"543 view_49" -> "544 transpose_39" [label="(197, 12, 64)", style=solid]; -"544 transpose_39" -> "548 view_52" [label="(12, 197, 64)", style=solid]; -"545 view_50" -> "546 transpose_40" [label="(197, 12, 64)", style=solid]; -"546 transpose_40" -> "549 view_53" [label="(12, 197, 64)", style=solid]; -"547 view_51" -> "550 scaled_dot_product_attention_6" [label="(1, 12, 197, 64)", style=solid]; -"548 view_52" -> "550 scaled_dot_product_attention_6" [label="(1, 12, 197, 64)", style=solid]; -"549 view_53" -> "550 scaled_dot_product_attention_6" [label="(1, 12, 197, 64)", style=solid]; -"550 scaled_dot_product_attention_6" -> "551 permute_7" [label="(1, 12, 197, 64)", style=solid]; -"551 permute_7" -> "552 view_54" [label="(197, 1, 12, 64)", style=solid]; -"552 view_54" -> "553 view_54_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; -"553 view_54_0_0_nncf_smooth_quant_0" -> "554 quantize_per_tensor_default_40" [label="(197, 768)", style=solid]; -"554 quantize_per_tensor_default_40" -> "555 dequantize_per_tensor_default_40" [label="(197, 768)", style=solid]; -"555 dequantize_per_tensor_default_40" -> "562 linear_25" [label="(197, 768)", style=solid]; -"556 linear_25_scale_0" -> "559 quantize_per_channel_default_26" [label="(768,)", style=solid]; -"556 linear_25_scale_0" -> "560 dequantize_per_channel_default_26" [label="(768,)", style=solid]; -"557 linear_25_zero_point_0" -> "559 quantize_per_channel_default_26" [label="(768,)", style=solid]; -"557 linear_25_zero_point_0" -> "560 dequantize_per_channel_default_26" [label="(768,)", style=solid]; -"558 compressed_weight_updated_constant26" -> "559 quantize_per_channel_default_26" [label="(768, 768)", style=solid]; -"559 quantize_per_channel_default_26" -> "560 dequantize_per_channel_default_26" [label="(768, 768)", style=solid]; -"560 dequantize_per_channel_default_26" -> "562 linear_25" [label="(768, 768)", style=solid]; -"561 encoder_layers_encoder_layer_6_self_attention_out_proj_bias_0_0" -> "562 linear_25" [label="(768,)", style=solid]; -"562 linear_25" -> "563 view_55" [label="(197, 768)", style=solid]; -"563 view_55" -> "564 transpose_41" [label="(197, 1, 768)", style=solid]; -"564 transpose_41" -> "565 dropout_19" [label="(1, 197, 768)", style=solid]; -"565 dropout_19" -> "566 add_13" [label="(1, 197, 768)", style=solid]; -"566 add_13" -> "567 layer_norm_13" [label="(1, 197, 768)", style=solid]; -"566 add_13" -> "591 add_14" [label="(1, 197, 768)", style=solid]; -"567 layer_norm_13" -> "568 layer_norm_13_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; -"568 layer_norm_13_0_0_nncf_smooth_quant_0" -> "569 quantize_per_tensor_default_41" [label="(1, 197, 768)", style=solid]; -"569 quantize_per_tensor_default_41" -> "570 dequantize_per_tensor_default_41" [label="(1, 197, 768)", style=solid]; -"570 dequantize_per_tensor_default_41" -> "577 linear_26" [label="(1, 197, 768)", style=solid]; -"571 linear_26_scale_0" -> "574 quantize_per_channel_default_27" [label="(3072,)", style=solid]; -"571 linear_26_scale_0" -> "575 dequantize_per_channel_default_27" [label="(3072,)", style=solid]; -"572 linear_26_zero_point_0" -> "574 quantize_per_channel_default_27" [label="(3072,)", style=solid]; -"572 linear_26_zero_point_0" -> "575 dequantize_per_channel_default_27" [label="(3072,)", style=solid]; -"573 compressed_weight_updated_constant27" -> "574 quantize_per_channel_default_27" [label="(3072, 768)", style=solid]; -"574 quantize_per_channel_default_27" -> "575 dequantize_per_channel_default_27" [label="(3072, 768)", style=solid]; -"575 dequantize_per_channel_default_27" -> "577 linear_26" [label="(3072, 768)", style=solid]; -"576 encoder_layers_encoder_layer_6_mlp_0_bias_0_0" -> "577 linear_26" [label="(3072,)", style=solid]; -"577 linear_26" -> "578 gelu_6" [label="(1, 197, 3072)", style=solid]; -"578 gelu_6" -> "579 dropout_20" [label="(1, 197, 3072)", style=solid]; -"579 dropout_20" -> "580 dropout_20_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; -"580 dropout_20_0_0_nncf_smooth_quant_0" -> "581 quantize_per_tensor_default_42" [label="(1, 197, 3072)", style=solid]; -"581 quantize_per_tensor_default_42" -> "582 dequantize_per_tensor_default_42" [label="(1, 197, 3072)", style=solid]; -"582 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[label="(197, 1, 768)", style=solid]; +"135 quantize_per_tensor_default_3" -> "136 dequantize_per_tensor_default_3" [label="(3, 197, 1, 768)", style=solid]; +"136 dequantize_per_tensor_default_3" -> "137 select_1" [label="(3, 197, 1, 768)", style=solid]; +"137 select_1" -> "141 view_1" [label="(197, 1, 768)", style=solid]; +"138 select_2" -> "143 view_2" [label="(197, 1, 768)", style=solid]; +"139 view" -> "140 transpose_2" [label="(197, 12, 64)", style=solid]; +"140 transpose_2" -> "145 view_3" [label="(12, 197, 64)", style=solid]; +"141 view_1" -> "142 transpose_3" [label="(197, 12, 64)", style=solid]; +"142 transpose_3" -> "146 view_4" [label="(12, 197, 64)", style=solid]; +"143 view_2" -> "144 transpose_4" [label="(197, 12, 64)", style=solid]; +"144 transpose_4" -> "147 view_5" [label="(12, 197, 64)", style=solid]; +"145 view_3" -> "148 scaled_dot_product_attention" [label="(1, 12, 197, 64)", style=solid]; +"146 view_4" -> "148 scaled_dot_product_attention" [label="(1, 12, 197, 64)", style=solid]; +"147 view_5" -> "148 scaled_dot_product_attention" [label="(1, 12, 197, 64)", style=solid]; +"148 scaled_dot_product_attention" -> "149 permute_1" [label="(1, 12, 197, 64)", style=solid]; +"149 permute_1" -> "150 view_6" [label="(197, 1, 12, 64)", style=solid]; +"150 view_6" -> "151 view_6_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"151 view_6_0_0_nncf_smooth_quant_0" -> "152 quantize_per_tensor_default_4" [label="(197, 768)", style=solid]; +"152 quantize_per_tensor_default_4" -> "153 dequantize_per_tensor_default_4" [label="(197, 768)", style=solid]; +"153 dequantize_per_tensor_default_4" -> "159 linear_1" [label="(197, 768)", style=solid]; +"154 linear_1_scale_0" -> "157 quantize_per_channel_default_2" [label="(768,)", style=solid]; +"154 linear_1_scale_0" -> "158 dequantize_per_channel_default_2" [label="(768,)", style=solid]; +"155 linear_1_zero_point_0" -> "157 quantize_per_channel_default_2" [label="(768,)", style=solid]; +"155 linear_1_zero_point_0" -> "158 dequantize_per_channel_default_2" [label="(768,)", style=solid]; +"156 compressed_weight_updated_constant2" -> "157 quantize_per_channel_default_2" [label="(768, 768)", style=solid]; +"157 quantize_per_channel_default_2" -> "158 dequantize_per_channel_default_2" [label="(768, 768)", style=solid]; +"158 dequantize_per_channel_default_2" -> "159 linear_1" [label="(768, 768)", style=solid]; +"159 linear_1" -> "160 view_7" [label="(197, 768)", style=solid]; +"160 view_7" -> "161 transpose_5" [label="(197, 1, 768)", style=solid]; +"161 transpose_5" -> "162 dropout_1" [label="(1, 197, 768)", style=solid]; +"162 dropout_1" -> "163 add_1" [label="(1, 197, 768)", style=solid]; +"163 add_1" -> "164 layer_norm_1" [label="(1, 197, 768)", style=solid]; +"163 add_1" -> "186 add_2" [label="(1, 197, 768)", style=solid]; +"164 layer_norm_1" -> "165 layer_norm_1_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"165 layer_norm_1_0_0_nncf_smooth_quant_0" -> "166 quantize_per_tensor_default_5" [label="(1, 197, 768)", style=solid]; +"166 quantize_per_tensor_default_5" -> "167 dequantize_per_tensor_default_5" [label="(1, 197, 768)", style=solid]; +"167 dequantize_per_tensor_default_5" -> "173 linear_2" [label="(1, 197, 768)", style=solid]; +"168 linear_2_scale_0" -> "171 quantize_per_channel_default_3" [label="(3072,)", style=solid]; +"168 linear_2_scale_0" -> "172 dequantize_per_channel_default_3" [label="(3072,)", style=solid]; +"169 linear_2_zero_point_0" -> "171 quantize_per_channel_default_3" [label="(3072,)", style=solid]; +"169 linear_2_zero_point_0" -> "172 dequantize_per_channel_default_3" [label="(3072,)", style=solid]; +"170 compressed_weight_updated_constant3" -> "171 quantize_per_channel_default_3" [label="(3072, 768)", style=solid]; +"171 quantize_per_channel_default_3" -> "172 dequantize_per_channel_default_3" [label="(3072, 768)", style=solid]; +"172 dequantize_per_channel_default_3" -> "173 linear_2" [label="(3072, 768)", style=solid]; +"173 linear_2" -> "174 gelu" [label="(1, 197, 3072)", style=solid]; +"174 gelu" -> "175 dropout_2" [label="(1, 197, 3072)", style=solid]; +"175 dropout_2" -> "176 dropout_2_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"176 dropout_2_0_0_nncf_smooth_quant_0" -> "177 quantize_per_tensor_default_6" [label="(1, 197, 3072)", style=solid]; +"177 quantize_per_tensor_default_6" -> "178 dequantize_per_tensor_default_6" [label="(1, 197, 3072)", style=solid]; +"178 dequantize_per_tensor_default_6" -> "184 linear_3" [label="(1, 197, 3072)", style=solid]; +"179 linear_3_scale_0" -> "182 quantize_per_channel_default_4" [label="(768,)", style=solid]; +"179 linear_3_scale_0" -> "183 dequantize_per_channel_default_4" [label="(768,)", style=solid]; +"180 linear_3_zero_point_0" -> "182 quantize_per_channel_default_4" [label="(768,)", style=solid]; +"180 linear_3_zero_point_0" -> "183 dequantize_per_channel_default_4" [label="(768,)", style=solid]; +"181 compressed_weight_updated_constant4" -> "182 quantize_per_channel_default_4" [label="(768, 3072)", style=solid]; +"182 quantize_per_channel_default_4" -> "183 dequantize_per_channel_default_4" [label="(768, 3072)", style=solid]; +"183 dequantize_per_channel_default_4" -> "184 linear_3" [label="(768, 3072)", style=solid]; +"184 linear_3" -> "185 dropout_3" [label="(1, 197, 768)", style=solid]; +"185 dropout_3" -> "186 add_2" [label="(1, 197, 768)", style=solid]; +"186 add_2" -> "187 layer_norm_2" [label="(1, 197, 768)", style=solid]; +"186 add_2" -> "234 add_3" [label="(1, 197, 768)", style=solid]; +"187 layer_norm_2" -> "188 transpose_6" [label="(1, 197, 768)", style=solid]; +"188 transpose_6" -> "189 transpose_6_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"189 transpose_6_0_0_nncf_smooth_quant_0" -> "190 quantize_per_tensor_default_7" [label="(197, 1, 768)", style=solid]; +"190 quantize_per_tensor_default_7" -> "191 dequantize_per_tensor_default_7" [label="(197, 1, 768)", style=solid]; +"191 dequantize_per_tensor_default_7" -> "197 linear_4" [label="(197, 1, 768)", style=solid]; +"192 linear_4_scale_0" -> "195 quantize_per_channel_default_5" [label="(2304,)", style=solid]; +"192 linear_4_scale_0" -> "196 dequantize_per_channel_default_5" [label="(2304,)", style=solid]; +"193 linear_4_zero_point_0" -> "195 quantize_per_channel_default_5" [label="(2304,)", style=solid]; +"193 linear_4_zero_point_0" -> "196 dequantize_per_channel_default_5" [label="(2304,)", style=solid]; +"194 compressed_weight_updated_constant5" -> "195 quantize_per_channel_default_5" [label="(2304, 768)", style=solid]; +"195 quantize_per_channel_default_5" -> "196 dequantize_per_channel_default_5" [label="(2304, 768)", style=solid]; +"196 dequantize_per_channel_default_5" -> "197 linear_4" [label="(2304, 768)", style=solid]; +"197 linear_4" -> "198 unflatten_1" [label="(197, 1, 2304)", style=solid]; +"198 unflatten_1" -> "199 unsqueeze_1" [label="(197, 1, 3, 768)", style=solid]; +"199 unsqueeze_1" -> "200 transpose_7" [label="(1, 197, 1, 3, 768)", style=solid]; +"200 transpose_7" -> "201 squeeze_1" [label="(3, 197, 1, 1, 768)", style=solid]; +"201 squeeze_1" -> "202 contiguous_1" [label="(3, 197, 1, 768)", style=solid]; +"202 contiguous_1" -> "203 quantize_per_tensor_default_8" [label="(3, 197, 1, 768)", style=solid]; +"202 contiguous_1" -> "206 quantize_per_tensor_default_9" [label="(3, 197, 1, 768)", style=solid]; +"202 contiguous_1" -> "209 select_5" [label="(3, 197, 1, 768)", style=solid]; +"203 quantize_per_tensor_default_8" -> "204 dequantize_per_tensor_default_8" [label="(3, 197, 1, 768)", style=solid]; +"204 dequantize_per_tensor_default_8" -> "205 select_3" [label="(3, 197, 1, 768)", style=solid]; +"205 select_3" -> "210 view_8" [label="(197, 1, 768)", style=solid]; +"206 quantize_per_tensor_default_9" -> "207 dequantize_per_tensor_default_9" [label="(3, 197, 1, 768)", style=solid]; +"207 dequantize_per_tensor_default_9" -> "208 select_4" [label="(3, 197, 1, 768)", style=solid]; +"208 select_4" -> "212 view_9" [label="(197, 1, 768)", style=solid]; +"209 select_5" -> "214 view_10" [label="(197, 1, 768)", style=solid]; +"210 view_8" -> "211 transpose_8" [label="(197, 12, 64)", style=solid]; +"211 transpose_8" -> "216 view_11" [label="(12, 197, 64)", style=solid]; +"212 view_9" -> "213 transpose_9" [label="(197, 12, 64)", style=solid]; +"213 transpose_9" -> "217 view_12" [label="(12, 197, 64)", style=solid]; +"214 view_10" -> "215 transpose_10" [label="(197, 12, 64)", style=solid]; +"215 transpose_10" -> "218 view_13" [label="(12, 197, 64)", style=solid]; +"216 view_11" -> "219 scaled_dot_product_attention_1" [label="(1, 12, 197, 64)", style=solid]; +"217 view_12" -> "219 scaled_dot_product_attention_1" [label="(1, 12, 197, 64)", style=solid]; +"218 view_13" -> "219 scaled_dot_product_attention_1" [label="(1, 12, 197, 64)", style=solid]; +"219 scaled_dot_product_attention_1" -> "220 permute_2" [label="(1, 12, 197, 64)", style=solid]; +"220 permute_2" -> "221 view_14" [label="(197, 1, 12, 64)", style=solid]; +"221 view_14" -> "222 view_14_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"222 view_14_0_0_nncf_smooth_quant_0" -> "223 quantize_per_tensor_default_10" [label="(197, 768)", style=solid]; +"223 quantize_per_tensor_default_10" -> "224 dequantize_per_tensor_default_10" [label="(197, 768)", style=solid]; +"224 dequantize_per_tensor_default_10" -> "230 linear_5" [label="(197, 768)", style=solid]; +"225 linear_5_scale_0" -> "228 quantize_per_channel_default_6" [label="(768,)", style=solid]; +"225 linear_5_scale_0" -> "229 dequantize_per_channel_default_6" [label="(768,)", style=solid]; +"226 linear_5_zero_point_0" -> "228 quantize_per_channel_default_6" [label="(768,)", style=solid]; +"226 linear_5_zero_point_0" -> "229 dequantize_per_channel_default_6" [label="(768,)", style=solid]; +"227 compressed_weight_updated_constant6" -> "228 quantize_per_channel_default_6" [label="(768, 768)", style=solid]; +"228 quantize_per_channel_default_6" -> "229 dequantize_per_channel_default_6" [label="(768, 768)", style=solid]; +"229 dequantize_per_channel_default_6" -> "230 linear_5" [label="(768, 768)", style=solid]; +"230 linear_5" -> "231 view_15" [label="(197, 768)", style=solid]; +"231 view_15" -> "232 transpose_11" [label="(197, 1, 768)", style=solid]; +"232 transpose_11" -> "233 dropout_4" [label="(1, 197, 768)", style=solid]; +"233 dropout_4" -> "234 add_3" [label="(1, 197, 768)", style=solid]; +"234 add_3" -> "235 layer_norm_3" [label="(1, 197, 768)", style=solid]; +"234 add_3" -> "257 add_4" [label="(1, 197, 768)", style=solid]; +"235 layer_norm_3" -> "236 layer_norm_3_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"236 layer_norm_3_0_0_nncf_smooth_quant_0" -> "237 quantize_per_tensor_default_11" [label="(1, 197, 768)", style=solid]; +"237 quantize_per_tensor_default_11" -> "238 dequantize_per_tensor_default_11" [label="(1, 197, 768)", style=solid]; +"238 dequantize_per_tensor_default_11" -> "244 linear_6" [label="(1, 197, 768)", style=solid]; +"239 linear_6_scale_0" -> "242 quantize_per_channel_default_7" [label="(3072,)", style=solid]; +"239 linear_6_scale_0" -> "243 dequantize_per_channel_default_7" [label="(3072,)", style=solid]; +"240 linear_6_zero_point_0" -> "242 quantize_per_channel_default_7" [label="(3072,)", style=solid]; +"240 linear_6_zero_point_0" -> "243 dequantize_per_channel_default_7" [label="(3072,)", style=solid]; +"241 compressed_weight_updated_constant7" -> "242 quantize_per_channel_default_7" [label="(3072, 768)", style=solid]; +"242 quantize_per_channel_default_7" -> "243 dequantize_per_channel_default_7" [label="(3072, 768)", style=solid]; +"243 dequantize_per_channel_default_7" -> "244 linear_6" [label="(3072, 768)", style=solid]; +"244 linear_6" -> "245 gelu_1" [label="(1, 197, 3072)", style=solid]; +"245 gelu_1" -> "246 dropout_5" [label="(1, 197, 3072)", style=solid]; +"246 dropout_5" -> "247 dropout_5_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"247 dropout_5_0_0_nncf_smooth_quant_0" -> "248 quantize_per_tensor_default_12" [label="(1, 197, 3072)", style=solid]; +"248 quantize_per_tensor_default_12" -> "249 dequantize_per_tensor_default_12" [label="(1, 197, 3072)", style=solid]; +"249 dequantize_per_tensor_default_12" -> "255 linear_7" [label="(1, 197, 3072)", style=solid]; +"250 linear_7_scale_0" -> "253 quantize_per_channel_default_8" [label="(768,)", style=solid]; +"250 linear_7_scale_0" -> "254 dequantize_per_channel_default_8" [label="(768,)", style=solid]; +"251 linear_7_zero_point_0" -> "253 quantize_per_channel_default_8" [label="(768,)", style=solid]; +"251 linear_7_zero_point_0" -> "254 dequantize_per_channel_default_8" [label="(768,)", style=solid]; +"252 compressed_weight_updated_constant8" -> "253 quantize_per_channel_default_8" [label="(768, 3072)", style=solid]; +"253 quantize_per_channel_default_8" -> "254 dequantize_per_channel_default_8" [label="(768, 3072)", style=solid]; +"254 dequantize_per_channel_default_8" -> "255 linear_7" [label="(768, 3072)", style=solid]; +"255 linear_7" -> "256 dropout_6" [label="(1, 197, 768)", style=solid]; +"256 dropout_6" -> "257 add_4" [label="(1, 197, 768)", style=solid]; +"257 add_4" -> "258 layer_norm_4" [label="(1, 197, 768)", style=solid]; +"257 add_4" -> "305 add_5" [label="(1, 197, 768)", style=solid]; +"258 layer_norm_4" -> "259 transpose_12" [label="(1, 197, 768)", style=solid]; +"259 transpose_12" -> "260 transpose_12_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"260 transpose_12_0_0_nncf_smooth_quant_0" -> "261 quantize_per_tensor_default_13" [label="(197, 1, 768)", style=solid]; +"261 quantize_per_tensor_default_13" -> "262 dequantize_per_tensor_default_13" [label="(197, 1, 768)", style=solid]; +"262 dequantize_per_tensor_default_13" -> "268 linear_8" [label="(197, 1, 768)", style=solid]; +"263 linear_8_scale_0" -> "266 quantize_per_channel_default_9" [label="(2304,)", style=solid]; +"263 linear_8_scale_0" -> "267 dequantize_per_channel_default_9" [label="(2304,)", style=solid]; +"264 linear_8_zero_point_0" -> "266 quantize_per_channel_default_9" [label="(2304,)", style=solid]; +"264 linear_8_zero_point_0" -> "267 dequantize_per_channel_default_9" [label="(2304,)", style=solid]; +"265 compressed_weight_updated_constant9" -> "266 quantize_per_channel_default_9" [label="(2304, 768)", style=solid]; +"266 quantize_per_channel_default_9" -> "267 dequantize_per_channel_default_9" [label="(2304, 768)", style=solid]; +"267 dequantize_per_channel_default_9" -> "268 linear_8" [label="(2304, 768)", style=solid]; +"268 linear_8" -> "269 unflatten_2" [label="(197, 1, 2304)", style=solid]; +"269 unflatten_2" -> "270 unsqueeze_2" [label="(197, 1, 3, 768)", style=solid]; +"270 unsqueeze_2" -> "271 transpose_13" [label="(1, 197, 1, 3, 768)", style=solid]; +"271 transpose_13" -> "272 squeeze_2" [label="(3, 197, 1, 1, 768)", style=solid]; +"272 squeeze_2" -> "273 contiguous_2" [label="(3, 197, 1, 768)", style=solid]; +"273 contiguous_2" -> "274 quantize_per_tensor_default_14" [label="(3, 197, 1, 768)", style=solid]; +"273 contiguous_2" -> "277 quantize_per_tensor_default_15" [label="(3, 197, 1, 768)", style=solid]; +"273 contiguous_2" -> "280 select_8" [label="(3, 197, 1, 768)", style=solid]; +"274 quantize_per_tensor_default_14" -> "275 dequantize_per_tensor_default_14" [label="(3, 197, 1, 768)", style=solid]; +"275 dequantize_per_tensor_default_14" -> "276 select_6" [label="(3, 197, 1, 768)", style=solid]; +"276 select_6" -> "281 view_16" [label="(197, 1, 768)", style=solid]; +"277 quantize_per_tensor_default_15" -> "278 dequantize_per_tensor_default_15" [label="(3, 197, 1, 768)", style=solid]; +"278 dequantize_per_tensor_default_15" -> "279 select_7" [label="(3, 197, 1, 768)", style=solid]; +"279 select_7" -> "283 view_17" [label="(197, 1, 768)", style=solid]; +"280 select_8" -> "285 view_18" [label="(197, 1, 768)", style=solid]; +"281 view_16" -> "282 transpose_14" [label="(197, 12, 64)", style=solid]; +"282 transpose_14" -> "287 view_19" [label="(12, 197, 64)", style=solid]; +"283 view_17" -> "284 transpose_15" [label="(197, 12, 64)", style=solid]; +"284 transpose_15" -> "288 view_20" [label="(12, 197, 64)", style=solid]; +"285 view_18" -> "286 transpose_16" [label="(197, 12, 64)", style=solid]; +"286 transpose_16" -> "289 view_21" [label="(12, 197, 64)", style=solid]; +"287 view_19" -> "290 scaled_dot_product_attention_2" [label="(1, 12, 197, 64)", style=solid]; +"288 view_20" -> "290 scaled_dot_product_attention_2" [label="(1, 12, 197, 64)", style=solid]; +"289 view_21" -> "290 scaled_dot_product_attention_2" [label="(1, 12, 197, 64)", style=solid]; +"290 scaled_dot_product_attention_2" -> "291 permute_3" [label="(1, 12, 197, 64)", style=solid]; +"291 permute_3" -> "292 view_22" [label="(197, 1, 12, 64)", style=solid]; +"292 view_22" -> "293 view_22_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"293 view_22_0_0_nncf_smooth_quant_0" -> "294 quantize_per_tensor_default_16" [label="(197, 768)", style=solid]; +"294 quantize_per_tensor_default_16" -> "295 dequantize_per_tensor_default_16" [label="(197, 768)", style=solid]; +"295 dequantize_per_tensor_default_16" -> "301 linear_9" [label="(197, 768)", style=solid]; +"296 linear_9_scale_0" -> "299 quantize_per_channel_default_10" [label="(768,)", style=solid]; +"296 linear_9_scale_0" -> "300 dequantize_per_channel_default_10" [label="(768,)", style=solid]; +"297 linear_9_zero_point_0" -> "299 quantize_per_channel_default_10" [label="(768,)", style=solid]; +"297 linear_9_zero_point_0" -> "300 dequantize_per_channel_default_10" [label="(768,)", style=solid]; +"298 compressed_weight_updated_constant10" -> "299 quantize_per_channel_default_10" [label="(768, 768)", style=solid]; +"299 quantize_per_channel_default_10" -> "300 dequantize_per_channel_default_10" [label="(768, 768)", style=solid]; +"300 dequantize_per_channel_default_10" -> "301 linear_9" [label="(768, 768)", style=solid]; +"301 linear_9" -> "302 view_23" [label="(197, 768)", style=solid]; +"302 view_23" -> "303 transpose_17" [label="(197, 1, 768)", style=solid]; +"303 transpose_17" -> "304 dropout_7" [label="(1, 197, 768)", style=solid]; +"304 dropout_7" -> "305 add_5" [label="(1, 197, 768)", style=solid]; +"305 add_5" -> "306 layer_norm_5" [label="(1, 197, 768)", style=solid]; +"305 add_5" -> "328 add_6" [label="(1, 197, 768)", style=solid]; +"306 layer_norm_5" -> "307 layer_norm_5_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"307 layer_norm_5_0_0_nncf_smooth_quant_0" -> "308 quantize_per_tensor_default_17" [label="(1, 197, 768)", style=solid]; +"308 quantize_per_tensor_default_17" -> "309 dequantize_per_tensor_default_17" [label="(1, 197, 768)", style=solid]; +"309 dequantize_per_tensor_default_17" -> "315 linear_10" [label="(1, 197, 768)", style=solid]; +"310 linear_10_scale_0" -> "313 quantize_per_channel_default_11" [label="(3072,)", style=solid]; +"310 linear_10_scale_0" -> "314 dequantize_per_channel_default_11" [label="(3072,)", style=solid]; +"311 linear_10_zero_point_0" -> "313 quantize_per_channel_default_11" [label="(3072,)", style=solid]; +"311 linear_10_zero_point_0" -> "314 dequantize_per_channel_default_11" [label="(3072,)", style=solid]; +"312 compressed_weight_updated_constant11" -> "313 quantize_per_channel_default_11" [label="(3072, 768)", style=solid]; +"313 quantize_per_channel_default_11" -> "314 dequantize_per_channel_default_11" [label="(3072, 768)", style=solid]; +"314 dequantize_per_channel_default_11" -> "315 linear_10" [label="(3072, 768)", style=solid]; +"315 linear_10" -> "316 gelu_2" [label="(1, 197, 3072)", style=solid]; +"316 gelu_2" -> "317 dropout_8" [label="(1, 197, 3072)", style=solid]; +"317 dropout_8" -> "318 dropout_8_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"318 dropout_8_0_0_nncf_smooth_quant_0" -> "319 quantize_per_tensor_default_18" [label="(1, 197, 3072)", style=solid]; +"319 quantize_per_tensor_default_18" -> "320 dequantize_per_tensor_default_18" [label="(1, 197, 3072)", style=solid]; +"320 dequantize_per_tensor_default_18" -> "326 linear_11" [label="(1, 197, 3072)", style=solid]; +"321 linear_11_scale_0" -> "324 quantize_per_channel_default_12" [label="(768,)", style=solid]; +"321 linear_11_scale_0" -> "325 dequantize_per_channel_default_12" [label="(768,)", style=solid]; +"322 linear_11_zero_point_0" -> "324 quantize_per_channel_default_12" [label="(768,)", style=solid]; +"322 linear_11_zero_point_0" -> "325 dequantize_per_channel_default_12" [label="(768,)", style=solid]; +"323 compressed_weight_updated_constant12" -> "324 quantize_per_channel_default_12" [label="(768, 3072)", style=solid]; +"324 quantize_per_channel_default_12" -> "325 dequantize_per_channel_default_12" [label="(768, 3072)", style=solid]; +"325 dequantize_per_channel_default_12" -> "326 linear_11" [label="(768, 3072)", style=solid]; +"326 linear_11" -> "327 dropout_9" [label="(1, 197, 768)", style=solid]; +"327 dropout_9" -> "328 add_6" [label="(1, 197, 768)", style=solid]; +"328 add_6" -> "329 layer_norm_6" [label="(1, 197, 768)", style=solid]; +"328 add_6" -> "376 add_7" [label="(1, 197, 768)", style=solid]; +"329 layer_norm_6" -> "330 transpose_18" [label="(1, 197, 768)", style=solid]; +"330 transpose_18" -> "331 transpose_18_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"331 transpose_18_0_0_nncf_smooth_quant_0" -> "332 quantize_per_tensor_default_19" [label="(197, 1, 768)", style=solid]; +"332 quantize_per_tensor_default_19" -> "333 dequantize_per_tensor_default_19" [label="(197, 1, 768)", style=solid]; +"333 dequantize_per_tensor_default_19" -> "339 linear_12" [label="(197, 1, 768)", style=solid]; +"334 linear_12_scale_0" -> "337 quantize_per_channel_default_13" [label="(2304,)", style=solid]; +"334 linear_12_scale_0" -> "338 dequantize_per_channel_default_13" [label="(2304,)", style=solid]; +"335 linear_12_zero_point_0" -> "337 quantize_per_channel_default_13" [label="(2304,)", style=solid]; +"335 linear_12_zero_point_0" -> "338 dequantize_per_channel_default_13" [label="(2304,)", style=solid]; +"336 compressed_weight_updated_constant13" -> "337 quantize_per_channel_default_13" [label="(2304, 768)", style=solid]; +"337 quantize_per_channel_default_13" -> "338 dequantize_per_channel_default_13" [label="(2304, 768)", style=solid]; +"338 dequantize_per_channel_default_13" -> "339 linear_12" [label="(2304, 768)", style=solid]; +"339 linear_12" -> "340 unflatten_3" [label="(197, 1, 2304)", style=solid]; +"340 unflatten_3" -> "341 unsqueeze_3" [label="(197, 1, 3, 768)", style=solid]; +"341 unsqueeze_3" -> "342 transpose_19" [label="(1, 197, 1, 3, 768)", style=solid]; +"342 transpose_19" -> "343 squeeze_3" [label="(3, 197, 1, 1, 768)", style=solid]; +"343 squeeze_3" -> "344 contiguous_3" [label="(3, 197, 1, 768)", style=solid]; +"344 contiguous_3" -> "345 quantize_per_tensor_default_20" [label="(3, 197, 1, 768)", style=solid]; +"344 contiguous_3" -> "348 quantize_per_tensor_default_21" [label="(3, 197, 1, 768)", style=solid]; +"344 contiguous_3" -> "351 select_11" [label="(3, 197, 1, 768)", style=solid]; +"345 quantize_per_tensor_default_20" -> "346 dequantize_per_tensor_default_20" [label="(3, 197, 1, 768)", style=solid]; +"346 dequantize_per_tensor_default_20" -> "347 select_9" [label="(3, 197, 1, 768)", style=solid]; +"347 select_9" -> "352 view_24" [label="(197, 1, 768)", style=solid]; +"348 quantize_per_tensor_default_21" -> "349 dequantize_per_tensor_default_21" [label="(3, 197, 1, 768)", style=solid]; +"349 dequantize_per_tensor_default_21" -> "350 select_10" [label="(3, 197, 1, 768)", style=solid]; +"350 select_10" -> "354 view_25" [label="(197, 1, 768)", style=solid]; +"351 select_11" -> "356 view_26" [label="(197, 1, 768)", style=solid]; +"352 view_24" -> "353 transpose_20" [label="(197, 12, 64)", style=solid]; +"353 transpose_20" -> "358 view_27" [label="(12, 197, 64)", style=solid]; +"354 view_25" -> "355 transpose_21" [label="(197, 12, 64)", style=solid]; +"355 transpose_21" -> "359 view_28" [label="(12, 197, 64)", style=solid]; +"356 view_26" -> "357 transpose_22" [label="(197, 12, 64)", style=solid]; +"357 transpose_22" -> "360 view_29" [label="(12, 197, 64)", style=solid]; +"358 view_27" -> "361 scaled_dot_product_attention_3" [label="(1, 12, 197, 64)", style=solid]; +"359 view_28" -> "361 scaled_dot_product_attention_3" [label="(1, 12, 197, 64)", style=solid]; +"360 view_29" -> "361 scaled_dot_product_attention_3" [label="(1, 12, 197, 64)", style=solid]; +"361 scaled_dot_product_attention_3" -> "362 permute_4" [label="(1, 12, 197, 64)", style=solid]; +"362 permute_4" -> "363 view_30" [label="(197, 1, 12, 64)", style=solid]; +"363 view_30" -> "364 view_30_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"364 view_30_0_0_nncf_smooth_quant_0" -> "365 quantize_per_tensor_default_22" [label="(197, 768)", style=solid]; +"365 quantize_per_tensor_default_22" -> "366 dequantize_per_tensor_default_22" [label="(197, 768)", style=solid]; +"366 dequantize_per_tensor_default_22" -> "372 linear_13" [label="(197, 768)", style=solid]; +"367 linear_13_scale_0" -> "370 quantize_per_channel_default_14" [label="(768,)", style=solid]; +"367 linear_13_scale_0" -> "371 dequantize_per_channel_default_14" [label="(768,)", style=solid]; +"368 linear_13_zero_point_0" -> "370 quantize_per_channel_default_14" [label="(768,)", style=solid]; +"368 linear_13_zero_point_0" -> "371 dequantize_per_channel_default_14" [label="(768,)", style=solid]; +"369 compressed_weight_updated_constant14" -> "370 quantize_per_channel_default_14" [label="(768, 768)", style=solid]; +"370 quantize_per_channel_default_14" -> "371 dequantize_per_channel_default_14" [label="(768, 768)", style=solid]; +"371 dequantize_per_channel_default_14" -> "372 linear_13" [label="(768, 768)", style=solid]; +"372 linear_13" -> "373 view_31" [label="(197, 768)", style=solid]; +"373 view_31" -> "374 transpose_23" [label="(197, 1, 768)", style=solid]; +"374 transpose_23" -> "375 dropout_10" [label="(1, 197, 768)", style=solid]; +"375 dropout_10" -> "376 add_7" [label="(1, 197, 768)", style=solid]; +"376 add_7" -> "377 layer_norm_7" [label="(1, 197, 768)", style=solid]; +"376 add_7" -> "399 add_8" [label="(1, 197, 768)", style=solid]; +"377 layer_norm_7" -> "378 layer_norm_7_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"378 layer_norm_7_0_0_nncf_smooth_quant_0" -> "379 quantize_per_tensor_default_23" [label="(1, 197, 768)", style=solid]; +"379 quantize_per_tensor_default_23" -> "380 dequantize_per_tensor_default_23" [label="(1, 197, 768)", style=solid]; +"380 dequantize_per_tensor_default_23" -> "386 linear_14" [label="(1, 197, 768)", style=solid]; +"381 linear_14_scale_0" -> "384 quantize_per_channel_default_15" [label="(3072,)", style=solid]; +"381 linear_14_scale_0" -> "385 dequantize_per_channel_default_15" [label="(3072,)", style=solid]; +"382 linear_14_zero_point_0" -> "384 quantize_per_channel_default_15" [label="(3072,)", style=solid]; +"382 linear_14_zero_point_0" -> "385 dequantize_per_channel_default_15" [label="(3072,)", style=solid]; +"383 compressed_weight_updated_constant15" -> "384 quantize_per_channel_default_15" [label="(3072, 768)", style=solid]; +"384 quantize_per_channel_default_15" -> "385 dequantize_per_channel_default_15" [label="(3072, 768)", style=solid]; +"385 dequantize_per_channel_default_15" -> "386 linear_14" [label="(3072, 768)", style=solid]; +"386 linear_14" -> "387 gelu_3" [label="(1, 197, 3072)", style=solid]; +"387 gelu_3" -> "388 dropout_11" [label="(1, 197, 3072)", style=solid]; +"388 dropout_11" -> "389 dropout_11_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"389 dropout_11_0_0_nncf_smooth_quant_0" -> "390 quantize_per_tensor_default_24" [label="(1, 197, 3072)", style=solid]; +"390 quantize_per_tensor_default_24" -> "391 dequantize_per_tensor_default_24" [label="(1, 197, 3072)", style=solid]; +"391 dequantize_per_tensor_default_24" -> "397 linear_15" [label="(1, 197, 3072)", style=solid]; +"392 linear_15_scale_0" -> "395 quantize_per_channel_default_16" [label="(768,)", style=solid]; +"392 linear_15_scale_0" -> "396 dequantize_per_channel_default_16" [label="(768,)", style=solid]; +"393 linear_15_zero_point_0" -> "395 quantize_per_channel_default_16" [label="(768,)", style=solid]; +"393 linear_15_zero_point_0" -> "396 dequantize_per_channel_default_16" [label="(768,)", style=solid]; +"394 compressed_weight_updated_constant16" -> "395 quantize_per_channel_default_16" [label="(768, 3072)", style=solid]; +"395 quantize_per_channel_default_16" -> "396 dequantize_per_channel_default_16" [label="(768, 3072)", style=solid]; +"396 dequantize_per_channel_default_16" -> "397 linear_15" [label="(768, 3072)", style=solid]; +"397 linear_15" -> "398 dropout_12" [label="(1, 197, 768)", style=solid]; +"398 dropout_12" -> "399 add_8" [label="(1, 197, 768)", style=solid]; +"399 add_8" -> "400 layer_norm_8" [label="(1, 197, 768)", style=solid]; +"399 add_8" -> "447 add_9" [label="(1, 197, 768)", style=solid]; +"400 layer_norm_8" -> "401 transpose_24" [label="(1, 197, 768)", style=solid]; +"401 transpose_24" -> "402 transpose_24_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"402 transpose_24_0_0_nncf_smooth_quant_0" -> "403 quantize_per_tensor_default_25" [label="(197, 1, 768)", style=solid]; +"403 quantize_per_tensor_default_25" -> "404 dequantize_per_tensor_default_25" [label="(197, 1, 768)", style=solid]; +"404 dequantize_per_tensor_default_25" -> "410 linear_16" [label="(197, 1, 768)", style=solid]; +"405 linear_16_scale_0" -> "408 quantize_per_channel_default_17" [label="(2304,)", style=solid]; +"405 linear_16_scale_0" -> "409 dequantize_per_channel_default_17" [label="(2304,)", style=solid]; +"406 linear_16_zero_point_0" -> "408 quantize_per_channel_default_17" [label="(2304,)", style=solid]; +"406 linear_16_zero_point_0" -> "409 dequantize_per_channel_default_17" [label="(2304,)", style=solid]; +"407 compressed_weight_updated_constant17" -> "408 quantize_per_channel_default_17" [label="(2304, 768)", style=solid]; +"408 quantize_per_channel_default_17" -> "409 dequantize_per_channel_default_17" [label="(2304, 768)", style=solid]; +"409 dequantize_per_channel_default_17" -> "410 linear_16" [label="(2304, 768)", style=solid]; +"410 linear_16" -> "411 unflatten_4" [label="(197, 1, 2304)", style=solid]; +"411 unflatten_4" -> "412 unsqueeze_4" [label="(197, 1, 3, 768)", style=solid]; +"412 unsqueeze_4" -> "413 transpose_25" [label="(1, 197, 1, 3, 768)", style=solid]; +"413 transpose_25" -> "414 squeeze_4" [label="(3, 197, 1, 1, 768)", style=solid]; +"414 squeeze_4" -> "415 contiguous_4" [label="(3, 197, 1, 768)", style=solid]; +"415 contiguous_4" -> "416 quantize_per_tensor_default_26" [label="(3, 197, 1, 768)", style=solid]; +"415 contiguous_4" -> "419 quantize_per_tensor_default_27" [label="(3, 197, 1, 768)", style=solid]; +"415 contiguous_4" -> "422 select_14" [label="(3, 197, 1, 768)", style=solid]; +"416 quantize_per_tensor_default_26" -> "417 dequantize_per_tensor_default_26" [label="(3, 197, 1, 768)", style=solid]; +"417 dequantize_per_tensor_default_26" -> "418 select_12" [label="(3, 197, 1, 768)", style=solid]; +"418 select_12" -> "423 view_32" [label="(197, 1, 768)", style=solid]; +"419 quantize_per_tensor_default_27" -> "420 dequantize_per_tensor_default_27" [label="(3, 197, 1, 768)", style=solid]; +"420 dequantize_per_tensor_default_27" -> "421 select_13" [label="(3, 197, 1, 768)", style=solid]; +"421 select_13" -> "425 view_33" [label="(197, 1, 768)", style=solid]; +"422 select_14" -> "427 view_34" [label="(197, 1, 768)", style=solid]; +"423 view_32" -> "424 transpose_26" [label="(197, 12, 64)", style=solid]; +"424 transpose_26" -> "429 view_35" [label="(12, 197, 64)", style=solid]; +"425 view_33" -> "426 transpose_27" [label="(197, 12, 64)", style=solid]; +"426 transpose_27" -> "430 view_36" [label="(12, 197, 64)", style=solid]; +"427 view_34" -> "428 transpose_28" [label="(197, 12, 64)", style=solid]; +"428 transpose_28" -> "431 view_37" [label="(12, 197, 64)", style=solid]; +"429 view_35" -> "432 scaled_dot_product_attention_4" [label="(1, 12, 197, 64)", style=solid]; +"430 view_36" -> "432 scaled_dot_product_attention_4" [label="(1, 12, 197, 64)", style=solid]; +"431 view_37" -> "432 scaled_dot_product_attention_4" [label="(1, 12, 197, 64)", style=solid]; +"432 scaled_dot_product_attention_4" -> "433 permute_5" [label="(1, 12, 197, 64)", style=solid]; +"433 permute_5" -> "434 view_38" [label="(197, 1, 12, 64)", style=solid]; +"434 view_38" -> "435 view_38_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"435 view_38_0_0_nncf_smooth_quant_0" -> "436 quantize_per_tensor_default_28" [label="(197, 768)", style=solid]; +"436 quantize_per_tensor_default_28" -> "437 dequantize_per_tensor_default_28" [label="(197, 768)", style=solid]; +"437 dequantize_per_tensor_default_28" -> "443 linear_17" [label="(197, 768)", style=solid]; +"438 linear_17_scale_0" -> "441 quantize_per_channel_default_18" [label="(768,)", style=solid]; +"438 linear_17_scale_0" -> "442 dequantize_per_channel_default_18" [label="(768,)", style=solid]; +"439 linear_17_zero_point_0" -> "441 quantize_per_channel_default_18" [label="(768,)", style=solid]; +"439 linear_17_zero_point_0" -> "442 dequantize_per_channel_default_18" [label="(768,)", style=solid]; +"440 compressed_weight_updated_constant18" -> "441 quantize_per_channel_default_18" [label="(768, 768)", style=solid]; +"441 quantize_per_channel_default_18" -> "442 dequantize_per_channel_default_18" [label="(768, 768)", style=solid]; +"442 dequantize_per_channel_default_18" -> "443 linear_17" [label="(768, 768)", style=solid]; +"443 linear_17" -> "444 view_39" [label="(197, 768)", style=solid]; +"444 view_39" -> "445 transpose_29" [label="(197, 1, 768)", style=solid]; +"445 transpose_29" -> "446 dropout_13" [label="(1, 197, 768)", style=solid]; +"446 dropout_13" -> "447 add_9" [label="(1, 197, 768)", style=solid]; +"447 add_9" -> "448 layer_norm_9" [label="(1, 197, 768)", style=solid]; +"447 add_9" -> "470 add_10" [label="(1, 197, 768)", style=solid]; +"448 layer_norm_9" -> "449 layer_norm_9_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"449 layer_norm_9_0_0_nncf_smooth_quant_0" -> "450 quantize_per_tensor_default_29" [label="(1, 197, 768)", style=solid]; +"450 quantize_per_tensor_default_29" -> "451 dequantize_per_tensor_default_29" [label="(1, 197, 768)", style=solid]; +"451 dequantize_per_tensor_default_29" -> "457 linear_18" [label="(1, 197, 768)", style=solid]; +"452 linear_18_scale_0" -> "455 quantize_per_channel_default_19" [label="(3072,)", style=solid]; +"452 linear_18_scale_0" -> "456 dequantize_per_channel_default_19" [label="(3072,)", style=solid]; +"453 linear_18_zero_point_0" -> "455 quantize_per_channel_default_19" [label="(3072,)", style=solid]; +"453 linear_18_zero_point_0" -> "456 dequantize_per_channel_default_19" [label="(3072,)", style=solid]; +"454 compressed_weight_updated_constant19" -> "455 quantize_per_channel_default_19" [label="(3072, 768)", style=solid]; +"455 quantize_per_channel_default_19" -> "456 dequantize_per_channel_default_19" [label="(3072, 768)", style=solid]; +"456 dequantize_per_channel_default_19" -> "457 linear_18" [label="(3072, 768)", style=solid]; +"457 linear_18" -> "458 gelu_4" [label="(1, 197, 3072)", style=solid]; +"458 gelu_4" -> "459 dropout_14" [label="(1, 197, 3072)", style=solid]; +"459 dropout_14" -> "460 dropout_14_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"460 dropout_14_0_0_nncf_smooth_quant_0" -> "461 quantize_per_tensor_default_30" [label="(1, 197, 3072)", style=solid]; +"461 quantize_per_tensor_default_30" -> "462 dequantize_per_tensor_default_30" [label="(1, 197, 3072)", style=solid]; +"462 dequantize_per_tensor_default_30" -> "468 linear_19" [label="(1, 197, 3072)", style=solid]; +"463 linear_19_scale_0" -> "466 quantize_per_channel_default_20" [label="(768,)", style=solid]; +"463 linear_19_scale_0" -> "467 dequantize_per_channel_default_20" [label="(768,)", style=solid]; +"464 linear_19_zero_point_0" -> "466 quantize_per_channel_default_20" [label="(768,)", style=solid]; +"464 linear_19_zero_point_0" -> "467 dequantize_per_channel_default_20" [label="(768,)", style=solid]; +"465 compressed_weight_updated_constant20" -> "466 quantize_per_channel_default_20" [label="(768, 3072)", style=solid]; +"466 quantize_per_channel_default_20" -> "467 dequantize_per_channel_default_20" [label="(768, 3072)", style=solid]; +"467 dequantize_per_channel_default_20" -> "468 linear_19" [label="(768, 3072)", style=solid]; +"468 linear_19" -> "469 dropout_15" [label="(1, 197, 768)", style=solid]; +"469 dropout_15" -> "470 add_10" [label="(1, 197, 768)", style=solid]; +"470 add_10" -> "471 layer_norm_10" [label="(1, 197, 768)", style=solid]; +"470 add_10" -> "518 add_11" [label="(1, 197, 768)", style=solid]; +"471 layer_norm_10" -> "472 transpose_30" [label="(1, 197, 768)", style=solid]; +"472 transpose_30" -> "473 transpose_30_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"473 transpose_30_0_0_nncf_smooth_quant_0" -> "474 quantize_per_tensor_default_31" [label="(197, 1, 768)", style=solid]; +"474 quantize_per_tensor_default_31" -> "475 dequantize_per_tensor_default_31" [label="(197, 1, 768)", style=solid]; +"475 dequantize_per_tensor_default_31" -> "481 linear_20" [label="(197, 1, 768)", style=solid]; +"476 linear_20_scale_0" -> "479 quantize_per_channel_default_21" [label="(2304,)", style=solid]; +"476 linear_20_scale_0" -> "480 dequantize_per_channel_default_21" [label="(2304,)", style=solid]; +"477 linear_20_zero_point_0" -> "479 quantize_per_channel_default_21" [label="(2304,)", style=solid]; +"477 linear_20_zero_point_0" -> "480 dequantize_per_channel_default_21" [label="(2304,)", style=solid]; +"478 compressed_weight_updated_constant21" -> "479 quantize_per_channel_default_21" [label="(2304, 768)", style=solid]; +"479 quantize_per_channel_default_21" -> "480 dequantize_per_channel_default_21" [label="(2304, 768)", style=solid]; +"480 dequantize_per_channel_default_21" -> "481 linear_20" [label="(2304, 768)", style=solid]; +"481 linear_20" -> "482 unflatten_5" [label="(197, 1, 2304)", style=solid]; +"482 unflatten_5" -> "483 unsqueeze_5" [label="(197, 1, 3, 768)", style=solid]; +"483 unsqueeze_5" -> "484 transpose_31" [label="(1, 197, 1, 3, 768)", style=solid]; +"484 transpose_31" -> "485 squeeze_5" [label="(3, 197, 1, 1, 768)", style=solid]; +"485 squeeze_5" -> "486 contiguous_5" [label="(3, 197, 1, 768)", style=solid]; +"486 contiguous_5" -> "487 quantize_per_tensor_default_32" [label="(3, 197, 1, 768)", style=solid]; +"486 contiguous_5" -> "490 quantize_per_tensor_default_33" [label="(3, 197, 1, 768)", style=solid]; +"486 contiguous_5" -> "493 select_17" [label="(3, 197, 1, 768)", style=solid]; +"487 quantize_per_tensor_default_32" -> "488 dequantize_per_tensor_default_32" [label="(3, 197, 1, 768)", style=solid]; +"488 dequantize_per_tensor_default_32" -> "489 select_15" [label="(3, 197, 1, 768)", style=solid]; +"489 select_15" -> "494 view_40" [label="(197, 1, 768)", style=solid]; +"490 quantize_per_tensor_default_33" -> "491 dequantize_per_tensor_default_33" [label="(3, 197, 1, 768)", style=solid]; +"491 dequantize_per_tensor_default_33" -> "492 select_16" [label="(3, 197, 1, 768)", style=solid]; +"492 select_16" -> "496 view_41" [label="(197, 1, 768)", style=solid]; +"493 select_17" -> "498 view_42" [label="(197, 1, 768)", style=solid]; +"494 view_40" -> "495 transpose_32" [label="(197, 12, 64)", style=solid]; +"495 transpose_32" -> "500 view_43" [label="(12, 197, 64)", style=solid]; +"496 view_41" -> "497 transpose_33" [label="(197, 12, 64)", style=solid]; +"497 transpose_33" -> "501 view_44" [label="(12, 197, 64)", style=solid]; +"498 view_42" -> "499 transpose_34" [label="(197, 12, 64)", style=solid]; +"499 transpose_34" -> "502 view_45" [label="(12, 197, 64)", style=solid]; +"500 view_43" -> "503 scaled_dot_product_attention_5" [label="(1, 12, 197, 64)", style=solid]; +"501 view_44" -> "503 scaled_dot_product_attention_5" [label="(1, 12, 197, 64)", style=solid]; +"502 view_45" -> "503 scaled_dot_product_attention_5" [label="(1, 12, 197, 64)", style=solid]; +"503 scaled_dot_product_attention_5" -> "504 permute_6" [label="(1, 12, 197, 64)", style=solid]; +"504 permute_6" -> "505 view_46" [label="(197, 1, 12, 64)", style=solid]; +"505 view_46" -> "506 view_46_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"506 view_46_0_0_nncf_smooth_quant_0" -> "507 quantize_per_tensor_default_34" [label="(197, 768)", style=solid]; +"507 quantize_per_tensor_default_34" -> "508 dequantize_per_tensor_default_34" [label="(197, 768)", style=solid]; +"508 dequantize_per_tensor_default_34" -> "514 linear_21" [label="(197, 768)", style=solid]; +"509 linear_21_scale_0" -> "512 quantize_per_channel_default_22" [label="(768,)", style=solid]; +"509 linear_21_scale_0" -> "513 dequantize_per_channel_default_22" [label="(768,)", style=solid]; +"510 linear_21_zero_point_0" -> "512 quantize_per_channel_default_22" [label="(768,)", style=solid]; +"510 linear_21_zero_point_0" -> "513 dequantize_per_channel_default_22" [label="(768,)", style=solid]; +"511 compressed_weight_updated_constant22" -> "512 quantize_per_channel_default_22" [label="(768, 768)", style=solid]; +"512 quantize_per_channel_default_22" -> "513 dequantize_per_channel_default_22" [label="(768, 768)", style=solid]; +"513 dequantize_per_channel_default_22" -> "514 linear_21" [label="(768, 768)", style=solid]; +"514 linear_21" -> "515 view_47" [label="(197, 768)", style=solid]; +"515 view_47" -> "516 transpose_35" [label="(197, 1, 768)", style=solid]; +"516 transpose_35" -> "517 dropout_16" [label="(1, 197, 768)", style=solid]; +"517 dropout_16" -> "518 add_11" [label="(1, 197, 768)", style=solid]; +"518 add_11" -> "519 layer_norm_11" [label="(1, 197, 768)", style=solid]; +"518 add_11" -> "541 add_12" [label="(1, 197, 768)", style=solid]; +"519 layer_norm_11" -> "520 layer_norm_11_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"520 layer_norm_11_0_0_nncf_smooth_quant_0" -> "521 quantize_per_tensor_default_35" [label="(1, 197, 768)", style=solid]; +"521 quantize_per_tensor_default_35" -> "522 dequantize_per_tensor_default_35" [label="(1, 197, 768)", style=solid]; +"522 dequantize_per_tensor_default_35" -> "528 linear_22" [label="(1, 197, 768)", style=solid]; +"523 linear_22_scale_0" -> "526 quantize_per_channel_default_23" [label="(3072,)", style=solid]; +"523 linear_22_scale_0" -> "527 dequantize_per_channel_default_23" [label="(3072,)", style=solid]; +"524 linear_22_zero_point_0" -> "526 quantize_per_channel_default_23" [label="(3072,)", style=solid]; +"524 linear_22_zero_point_0" -> "527 dequantize_per_channel_default_23" [label="(3072,)", style=solid]; +"525 compressed_weight_updated_constant23" -> "526 quantize_per_channel_default_23" [label="(3072, 768)", style=solid]; +"526 quantize_per_channel_default_23" -> "527 dequantize_per_channel_default_23" [label="(3072, 768)", style=solid]; +"527 dequantize_per_channel_default_23" -> "528 linear_22" [label="(3072, 768)", style=solid]; +"528 linear_22" -> "529 gelu_5" [label="(1, 197, 3072)", style=solid]; +"529 gelu_5" -> "530 dropout_17" [label="(1, 197, 3072)", style=solid]; +"530 dropout_17" -> "531 dropout_17_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"531 dropout_17_0_0_nncf_smooth_quant_0" -> "532 quantize_per_tensor_default_36" [label="(1, 197, 3072)", style=solid]; +"532 quantize_per_tensor_default_36" -> "533 dequantize_per_tensor_default_36" [label="(1, 197, 3072)", style=solid]; +"533 dequantize_per_tensor_default_36" -> "539 linear_23" [label="(1, 197, 3072)", style=solid]; +"534 linear_23_scale_0" -> "537 quantize_per_channel_default_24" [label="(768,)", style=solid]; +"534 linear_23_scale_0" -> "538 dequantize_per_channel_default_24" [label="(768,)", style=solid]; +"535 linear_23_zero_point_0" -> "537 quantize_per_channel_default_24" [label="(768,)", style=solid]; +"535 linear_23_zero_point_0" -> "538 dequantize_per_channel_default_24" [label="(768,)", style=solid]; +"536 compressed_weight_updated_constant24" -> "537 quantize_per_channel_default_24" [label="(768, 3072)", style=solid]; +"537 quantize_per_channel_default_24" -> "538 dequantize_per_channel_default_24" [label="(768, 3072)", style=solid]; +"538 dequantize_per_channel_default_24" -> "539 linear_23" [label="(768, 3072)", style=solid]; +"539 linear_23" -> "540 dropout_18" [label="(1, 197, 768)", style=solid]; +"540 dropout_18" -> "541 add_12" [label="(1, 197, 768)", style=solid]; +"541 add_12" -> "542 layer_norm_12" [label="(1, 197, 768)", style=solid]; +"541 add_12" -> "589 add_13" [label="(1, 197, 768)", style=solid]; +"542 layer_norm_12" -> "543 transpose_36" [label="(1, 197, 768)", style=solid]; +"543 transpose_36" -> "544 transpose_36_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"544 transpose_36_0_0_nncf_smooth_quant_0" -> "545 quantize_per_tensor_default_37" [label="(197, 1, 768)", style=solid]; +"545 quantize_per_tensor_default_37" -> "546 dequantize_per_tensor_default_37" [label="(197, 1, 768)", style=solid]; +"546 dequantize_per_tensor_default_37" -> "552 linear_24" [label="(197, 1, 768)", style=solid]; +"547 linear_24_scale_0" -> "550 quantize_per_channel_default_25" [label="(2304,)", style=solid]; +"547 linear_24_scale_0" -> "551 dequantize_per_channel_default_25" [label="(2304,)", style=solid]; +"548 linear_24_zero_point_0" -> "550 quantize_per_channel_default_25" [label="(2304,)", style=solid]; +"548 linear_24_zero_point_0" -> "551 dequantize_per_channel_default_25" [label="(2304,)", style=solid]; +"549 compressed_weight_updated_constant25" -> "550 quantize_per_channel_default_25" [label="(2304, 768)", style=solid]; +"550 quantize_per_channel_default_25" -> "551 dequantize_per_channel_default_25" [label="(2304, 768)", style=solid]; +"551 dequantize_per_channel_default_25" -> "552 linear_24" [label="(2304, 768)", style=solid]; +"552 linear_24" -> "553 unflatten_6" [label="(197, 1, 2304)", style=solid]; +"553 unflatten_6" -> "554 unsqueeze_6" [label="(197, 1, 3, 768)", style=solid]; +"554 unsqueeze_6" -> "555 transpose_37" [label="(1, 197, 1, 3, 768)", style=solid]; +"555 transpose_37" -> "556 squeeze_6" [label="(3, 197, 1, 1, 768)", style=solid]; +"556 squeeze_6" -> "557 contiguous_6" [label="(3, 197, 1, 768)", style=solid]; +"557 contiguous_6" -> "558 quantize_per_tensor_default_38" [label="(3, 197, 1, 768)", style=solid]; +"557 contiguous_6" -> "561 quantize_per_tensor_default_39" [label="(3, 197, 1, 768)", style=solid]; +"557 contiguous_6" -> "564 select_20" [label="(3, 197, 1, 768)", style=solid]; +"558 quantize_per_tensor_default_38" -> "559 dequantize_per_tensor_default_38" [label="(3, 197, 1, 768)", style=solid]; +"559 dequantize_per_tensor_default_38" -> "560 select_18" [label="(3, 197, 1, 768)", style=solid]; +"560 select_18" -> "565 view_48" [label="(197, 1, 768)", style=solid]; +"561 quantize_per_tensor_default_39" -> "562 dequantize_per_tensor_default_39" [label="(3, 197, 1, 768)", style=solid]; +"562 dequantize_per_tensor_default_39" -> "563 select_19" [label="(3, 197, 1, 768)", style=solid]; +"563 select_19" -> "567 view_49" [label="(197, 1, 768)", style=solid]; +"564 select_20" -> "569 view_50" [label="(197, 1, 768)", style=solid]; +"565 view_48" -> "566 transpose_38" [label="(197, 12, 64)", style=solid]; +"566 transpose_38" -> "571 view_51" [label="(12, 197, 64)", style=solid]; +"567 view_49" -> "568 transpose_39" [label="(197, 12, 64)", style=solid]; +"568 transpose_39" -> "572 view_52" [label="(12, 197, 64)", style=solid]; +"569 view_50" -> "570 transpose_40" [label="(197, 12, 64)", style=solid]; +"570 transpose_40" -> "573 view_53" [label="(12, 197, 64)", style=solid]; +"571 view_51" -> "574 scaled_dot_product_attention_6" [label="(1, 12, 197, 64)", style=solid]; +"572 view_52" -> "574 scaled_dot_product_attention_6" [label="(1, 12, 197, 64)", style=solid]; +"573 view_53" -> "574 scaled_dot_product_attention_6" [label="(1, 12, 197, 64)", style=solid]; +"574 scaled_dot_product_attention_6" -> "575 permute_7" [label="(1, 12, 197, 64)", style=solid]; +"575 permute_7" -> "576 view_54" [label="(197, 1, 12, 64)", style=solid]; +"576 view_54" -> "577 view_54_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"577 view_54_0_0_nncf_smooth_quant_0" -> "578 quantize_per_tensor_default_40" [label="(197, 768)", style=solid]; +"578 quantize_per_tensor_default_40" -> "579 dequantize_per_tensor_default_40" [label="(197, 768)", style=solid]; +"579 dequantize_per_tensor_default_40" -> "585 linear_25" [label="(197, 768)", style=solid]; +"580 linear_25_scale_0" -> "583 quantize_per_channel_default_26" [label="(768,)", style=solid]; +"580 linear_25_scale_0" -> "584 dequantize_per_channel_default_26" [label="(768,)", style=solid]; +"581 linear_25_zero_point_0" -> "583 quantize_per_channel_default_26" [label="(768,)", style=solid]; +"581 linear_25_zero_point_0" -> "584 dequantize_per_channel_default_26" [label="(768,)", style=solid]; +"582 compressed_weight_updated_constant26" -> "583 quantize_per_channel_default_26" [label="(768, 768)", style=solid]; +"583 quantize_per_channel_default_26" -> "584 dequantize_per_channel_default_26" [label="(768, 768)", style=solid]; +"584 dequantize_per_channel_default_26" -> "585 linear_25" [label="(768, 768)", style=solid]; +"585 linear_25" -> "586 view_55" [label="(197, 768)", style=solid]; +"586 view_55" -> "587 transpose_41" [label="(197, 1, 768)", style=solid]; +"587 transpose_41" -> "588 dropout_19" [label="(1, 197, 768)", style=solid]; +"588 dropout_19" -> "589 add_13" [label="(1, 197, 768)", style=solid]; +"589 add_13" -> "590 layer_norm_13" [label="(1, 197, 768)", style=solid]; +"589 add_13" -> "612 add_14" [label="(1, 197, 768)", style=solid]; +"590 layer_norm_13" -> "591 layer_norm_13_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"591 layer_norm_13_0_0_nncf_smooth_quant_0" -> "592 quantize_per_tensor_default_41" [label="(1, 197, 768)", style=solid]; +"592 quantize_per_tensor_default_41" -> "593 dequantize_per_tensor_default_41" [label="(1, 197, 768)", style=solid]; +"593 dequantize_per_tensor_default_41" -> "599 linear_26" [label="(1, 197, 768)", style=solid]; +"594 linear_26_scale_0" -> "597 quantize_per_channel_default_27" [label="(3072,)", style=solid]; +"594 linear_26_scale_0" -> "598 dequantize_per_channel_default_27" [label="(3072,)", style=solid]; +"595 linear_26_zero_point_0" -> "597 quantize_per_channel_default_27" [label="(3072,)", style=solid]; +"595 linear_26_zero_point_0" -> "598 dequantize_per_channel_default_27" [label="(3072,)", style=solid]; +"596 compressed_weight_updated_constant27" -> "597 quantize_per_channel_default_27" [label="(3072, 768)", style=solid]; +"597 quantize_per_channel_default_27" -> "598 dequantize_per_channel_default_27" [label="(3072, 768)", style=solid]; +"598 dequantize_per_channel_default_27" -> "599 linear_26" [label="(3072, 768)", style=solid]; +"599 linear_26" -> "600 gelu_6" [label="(1, 197, 3072)", style=solid]; +"600 gelu_6" -> "601 dropout_20" [label="(1, 197, 3072)", style=solid]; +"601 dropout_20" -> "602 dropout_20_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"602 dropout_20_0_0_nncf_smooth_quant_0" -> "603 quantize_per_tensor_default_42" [label="(1, 197, 3072)", style=solid]; +"603 quantize_per_tensor_default_42" -> "604 dequantize_per_tensor_default_42" [label="(1, 197, 3072)", style=solid]; +"604 dequantize_per_tensor_default_42" -> "610 linear_27" [label="(1, 197, 3072)", style=solid]; +"605 linear_27_scale_0" -> "608 quantize_per_channel_default_28" [label="(768,)", style=solid]; +"605 linear_27_scale_0" -> "609 dequantize_per_channel_default_28" [label="(768,)", style=solid]; +"606 linear_27_zero_point_0" -> "608 quantize_per_channel_default_28" [label="(768,)", style=solid]; +"606 linear_27_zero_point_0" -> "609 dequantize_per_channel_default_28" [label="(768,)", style=solid]; +"607 compressed_weight_updated_constant28" -> "608 quantize_per_channel_default_28" [label="(768, 3072)", style=solid]; +"608 quantize_per_channel_default_28" -> "609 dequantize_per_channel_default_28" [label="(768, 3072)", style=solid]; +"609 dequantize_per_channel_default_28" -> "610 linear_27" [label="(768, 3072)", style=solid]; +"610 linear_27" -> "611 dropout_21" [label="(1, 197, 768)", style=solid]; +"611 dropout_21" -> "612 add_14" [label="(1, 197, 768)", style=solid]; +"612 add_14" -> "613 layer_norm_14" [label="(1, 197, 768)", style=solid]; +"612 add_14" -> "660 add_15" [label="(1, 197, 768)", style=solid]; +"613 layer_norm_14" -> "614 transpose_42" [label="(1, 197, 768)", style=solid]; +"614 transpose_42" -> "615 transpose_42_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"615 transpose_42_0_0_nncf_smooth_quant_0" -> "616 quantize_per_tensor_default_43" [label="(197, 1, 768)", style=solid]; +"616 quantize_per_tensor_default_43" -> "617 dequantize_per_tensor_default_43" [label="(197, 1, 768)", style=solid]; +"617 dequantize_per_tensor_default_43" -> "623 linear_28" [label="(197, 1, 768)", style=solid]; +"618 linear_28_scale_0" -> "621 quantize_per_channel_default_29" [label="(2304,)", style=solid]; +"618 linear_28_scale_0" -> "622 dequantize_per_channel_default_29" [label="(2304,)", style=solid]; +"619 linear_28_zero_point_0" -> "621 quantize_per_channel_default_29" [label="(2304,)", style=solid]; +"619 linear_28_zero_point_0" -> "622 dequantize_per_channel_default_29" [label="(2304,)", style=solid]; +"620 compressed_weight_updated_constant29" -> "621 quantize_per_channel_default_29" [label="(2304, 768)", style=solid]; +"621 quantize_per_channel_default_29" -> "622 dequantize_per_channel_default_29" [label="(2304, 768)", style=solid]; +"622 dequantize_per_channel_default_29" -> "623 linear_28" [label="(2304, 768)", style=solid]; +"623 linear_28" -> "624 unflatten_7" [label="(197, 1, 2304)", style=solid]; +"624 unflatten_7" -> "625 unsqueeze_7" [label="(197, 1, 3, 768)", style=solid]; +"625 unsqueeze_7" -> "626 transpose_43" [label="(1, 197, 1, 3, 768)", style=solid]; +"626 transpose_43" -> "627 squeeze_7" [label="(3, 197, 1, 1, 768)", style=solid]; +"627 squeeze_7" -> "628 contiguous_7" [label="(3, 197, 1, 768)", style=solid]; +"628 contiguous_7" -> "629 quantize_per_tensor_default_44" [label="(3, 197, 1, 768)", style=solid]; +"628 contiguous_7" -> "632 quantize_per_tensor_default_45" [label="(3, 197, 1, 768)", style=solid]; +"628 contiguous_7" -> "635 select_23" [label="(3, 197, 1, 768)", style=solid]; +"629 quantize_per_tensor_default_44" -> "630 dequantize_per_tensor_default_44" [label="(3, 197, 1, 768)", style=solid]; +"630 dequantize_per_tensor_default_44" -> "631 select_21" [label="(3, 197, 1, 768)", style=solid]; +"631 select_21" -> "636 view_56" [label="(197, 1, 768)", style=solid]; +"632 quantize_per_tensor_default_45" -> "633 dequantize_per_tensor_default_45" [label="(3, 197, 1, 768)", style=solid]; +"633 dequantize_per_tensor_default_45" -> "634 select_22" [label="(3, 197, 1, 768)", style=solid]; +"634 select_22" -> "638 view_57" [label="(197, 1, 768)", style=solid]; +"635 select_23" -> "640 view_58" [label="(197, 1, 768)", style=solid]; +"636 view_56" -> "637 transpose_44" [label="(197, 12, 64)", style=solid]; +"637 transpose_44" -> "642 view_59" [label="(12, 197, 64)", style=solid]; +"638 view_57" -> "639 transpose_45" [label="(197, 12, 64)", style=solid]; +"639 transpose_45" -> "643 view_60" [label="(12, 197, 64)", style=solid]; +"640 view_58" -> "641 transpose_46" [label="(197, 12, 64)", style=solid]; +"641 transpose_46" -> "644 view_61" [label="(12, 197, 64)", style=solid]; +"642 view_59" -> "645 scaled_dot_product_attention_7" [label="(1, 12, 197, 64)", style=solid]; +"643 view_60" -> "645 scaled_dot_product_attention_7" [label="(1, 12, 197, 64)", style=solid]; +"644 view_61" -> "645 scaled_dot_product_attention_7" [label="(1, 12, 197, 64)", style=solid]; +"645 scaled_dot_product_attention_7" -> "646 permute_8" [label="(1, 12, 197, 64)", style=solid]; +"646 permute_8" -> "647 view_62" [label="(197, 1, 12, 64)", style=solid]; +"647 view_62" -> "648 view_62_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"648 view_62_0_0_nncf_smooth_quant_0" -> "649 quantize_per_tensor_default_46" [label="(197, 768)", style=solid]; +"649 quantize_per_tensor_default_46" -> "650 dequantize_per_tensor_default_46" [label="(197, 768)", style=solid]; +"650 dequantize_per_tensor_default_46" -> "656 linear_29" [label="(197, 768)", style=solid]; +"651 linear_29_scale_0" -> "654 quantize_per_channel_default_30" [label="(768,)", style=solid]; +"651 linear_29_scale_0" -> "655 dequantize_per_channel_default_30" [label="(768,)", style=solid]; +"652 linear_29_zero_point_0" -> "654 quantize_per_channel_default_30" [label="(768,)", style=solid]; +"652 linear_29_zero_point_0" -> "655 dequantize_per_channel_default_30" [label="(768,)", style=solid]; +"653 compressed_weight_updated_constant30" -> "654 quantize_per_channel_default_30" [label="(768, 768)", style=solid]; +"654 quantize_per_channel_default_30" -> "655 dequantize_per_channel_default_30" [label="(768, 768)", style=solid]; +"655 dequantize_per_channel_default_30" -> "656 linear_29" [label="(768, 768)", style=solid]; +"656 linear_29" -> "657 view_63" [label="(197, 768)", style=solid]; +"657 view_63" -> "658 transpose_47" [label="(197, 1, 768)", style=solid]; +"658 transpose_47" -> "659 dropout_22" [label="(1, 197, 768)", style=solid]; +"659 dropout_22" -> "660 add_15" [label="(1, 197, 768)", style=solid]; +"660 add_15" -> "661 layer_norm_15" [label="(1, 197, 768)", style=solid]; +"660 add_15" -> "683 add_16" [label="(1, 197, 768)", style=solid]; +"661 layer_norm_15" -> "662 layer_norm_15_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"662 layer_norm_15_0_0_nncf_smooth_quant_0" -> "663 quantize_per_tensor_default_47" [label="(1, 197, 768)", style=solid]; +"663 quantize_per_tensor_default_47" -> "664 dequantize_per_tensor_default_47" [label="(1, 197, 768)", style=solid]; +"664 dequantize_per_tensor_default_47" -> "670 linear_30" [label="(1, 197, 768)", style=solid]; +"665 linear_30_scale_0" -> "668 quantize_per_channel_default_31" [label="(3072,)", style=solid]; +"665 linear_30_scale_0" -> "669 dequantize_per_channel_default_31" [label="(3072,)", style=solid]; +"666 linear_30_zero_point_0" -> "668 quantize_per_channel_default_31" [label="(3072,)", style=solid]; +"666 linear_30_zero_point_0" -> "669 dequantize_per_channel_default_31" [label="(3072,)", style=solid]; +"667 compressed_weight_updated_constant31" -> "668 quantize_per_channel_default_31" [label="(3072, 768)", style=solid]; +"668 quantize_per_channel_default_31" -> "669 dequantize_per_channel_default_31" [label="(3072, 768)", style=solid]; +"669 dequantize_per_channel_default_31" -> "670 linear_30" [label="(3072, 768)", style=solid]; +"670 linear_30" -> "671 gelu_7" [label="(1, 197, 3072)", style=solid]; +"671 gelu_7" -> "672 dropout_23" [label="(1, 197, 3072)", style=solid]; +"672 dropout_23" -> "673 dropout_23_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"673 dropout_23_0_0_nncf_smooth_quant_0" -> "674 quantize_per_tensor_default_48" [label="(1, 197, 3072)", style=solid]; +"674 quantize_per_tensor_default_48" -> "675 dequantize_per_tensor_default_48" [label="(1, 197, 3072)", style=solid]; +"675 dequantize_per_tensor_default_48" -> "681 linear_31" [label="(1, 197, 3072)", style=solid]; +"676 linear_31_scale_0" -> "679 quantize_per_channel_default_32" [label="(768,)", style=solid]; +"676 linear_31_scale_0" -> "680 dequantize_per_channel_default_32" [label="(768,)", style=solid]; +"677 linear_31_zero_point_0" -> "679 quantize_per_channel_default_32" [label="(768,)", style=solid]; +"677 linear_31_zero_point_0" -> "680 dequantize_per_channel_default_32" [label="(768,)", style=solid]; +"678 compressed_weight_updated_constant32" -> "679 quantize_per_channel_default_32" [label="(768, 3072)", style=solid]; +"679 quantize_per_channel_default_32" -> "680 dequantize_per_channel_default_32" [label="(768, 3072)", style=solid]; +"680 dequantize_per_channel_default_32" -> "681 linear_31" [label="(768, 3072)", style=solid]; +"681 linear_31" -> "682 dropout_24" [label="(1, 197, 768)", style=solid]; +"682 dropout_24" -> "683 add_16" [label="(1, 197, 768)", style=solid]; +"683 add_16" -> "684 layer_norm_16" [label="(1, 197, 768)", style=solid]; +"683 add_16" -> "731 add_17" [label="(1, 197, 768)", style=solid]; +"684 layer_norm_16" -> "685 transpose_48" [label="(1, 197, 768)", style=solid]; +"685 transpose_48" -> "686 transpose_48_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"686 transpose_48_0_0_nncf_smooth_quant_0" -> "687 quantize_per_tensor_default_49" [label="(197, 1, 768)", style=solid]; +"687 quantize_per_tensor_default_49" -> "688 dequantize_per_tensor_default_49" [label="(197, 1, 768)", style=solid]; +"688 dequantize_per_tensor_default_49" -> "694 linear_32" [label="(197, 1, 768)", style=solid]; +"689 linear_32_scale_0" -> "692 quantize_per_channel_default_33" [label="(2304,)", style=solid]; +"689 linear_32_scale_0" -> "693 dequantize_per_channel_default_33" [label="(2304,)", style=solid]; +"690 linear_32_zero_point_0" -> "692 quantize_per_channel_default_33" [label="(2304,)", style=solid]; +"690 linear_32_zero_point_0" -> "693 dequantize_per_channel_default_33" [label="(2304,)", style=solid]; +"691 compressed_weight_updated_constant33" -> "692 quantize_per_channel_default_33" [label="(2304, 768)", style=solid]; +"692 quantize_per_channel_default_33" -> "693 dequantize_per_channel_default_33" [label="(2304, 768)", style=solid]; +"693 dequantize_per_channel_default_33" -> "694 linear_32" [label="(2304, 768)", style=solid]; +"694 linear_32" -> "695 unflatten_8" [label="(197, 1, 2304)", style=solid]; +"695 unflatten_8" -> "696 unsqueeze_8" [label="(197, 1, 3, 768)", style=solid]; +"696 unsqueeze_8" -> "697 transpose_49" [label="(1, 197, 1, 3, 768)", style=solid]; +"697 transpose_49" -> "698 squeeze_8" [label="(3, 197, 1, 1, 768)", style=solid]; +"698 squeeze_8" -> "699 contiguous_8" [label="(3, 197, 1, 768)", style=solid]; +"699 contiguous_8" -> "700 quantize_per_tensor_default_50" [label="(3, 197, 1, 768)", style=solid]; +"699 contiguous_8" -> "703 quantize_per_tensor_default_51" [label="(3, 197, 1, 768)", style=solid]; +"699 contiguous_8" -> "706 select_26" [label="(3, 197, 1, 768)", style=solid]; +"700 quantize_per_tensor_default_50" -> "701 dequantize_per_tensor_default_50" [label="(3, 197, 1, 768)", style=solid]; +"701 dequantize_per_tensor_default_50" -> "702 select_24" [label="(3, 197, 1, 768)", style=solid]; +"702 select_24" -> "707 view_64" [label="(197, 1, 768)", style=solid]; +"703 quantize_per_tensor_default_51" -> "704 dequantize_per_tensor_default_51" [label="(3, 197, 1, 768)", style=solid]; +"704 dequantize_per_tensor_default_51" -> "705 select_25" [label="(3, 197, 1, 768)", style=solid]; +"705 select_25" -> "709 view_65" [label="(197, 1, 768)", style=solid]; +"706 select_26" -> "711 view_66" [label="(197, 1, 768)", style=solid]; +"707 view_64" -> "708 transpose_50" [label="(197, 12, 64)", style=solid]; +"708 transpose_50" -> "713 view_67" [label="(12, 197, 64)", style=solid]; +"709 view_65" -> "710 transpose_51" [label="(197, 12, 64)", style=solid]; +"710 transpose_51" -> "714 view_68" [label="(12, 197, 64)", style=solid]; +"711 view_66" -> "712 transpose_52" [label="(197, 12, 64)", style=solid]; +"712 transpose_52" -> "715 view_69" [label="(12, 197, 64)", style=solid]; +"713 view_67" -> "716 scaled_dot_product_attention_8" [label="(1, 12, 197, 64)", style=solid]; +"714 view_68" -> "716 scaled_dot_product_attention_8" [label="(1, 12, 197, 64)", style=solid]; +"715 view_69" -> "716 scaled_dot_product_attention_8" [label="(1, 12, 197, 64)", style=solid]; +"716 scaled_dot_product_attention_8" -> "717 permute_9" [label="(1, 12, 197, 64)", style=solid]; +"717 permute_9" -> "718 view_70" [label="(197, 1, 12, 64)", style=solid]; +"718 view_70" -> "719 view_70_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"719 view_70_0_0_nncf_smooth_quant_0" -> "720 quantize_per_tensor_default_52" [label="(197, 768)", style=solid]; +"720 quantize_per_tensor_default_52" -> "721 dequantize_per_tensor_default_52" [label="(197, 768)", style=solid]; +"721 dequantize_per_tensor_default_52" -> "727 linear_33" [label="(197, 768)", style=solid]; +"722 linear_33_scale_0" -> "725 quantize_per_channel_default_34" [label="(768,)", style=solid]; +"722 linear_33_scale_0" -> "726 dequantize_per_channel_default_34" [label="(768,)", style=solid]; +"723 linear_33_zero_point_0" -> "725 quantize_per_channel_default_34" [label="(768,)", style=solid]; +"723 linear_33_zero_point_0" -> "726 dequantize_per_channel_default_34" [label="(768,)", style=solid]; +"724 compressed_weight_updated_constant34" -> "725 quantize_per_channel_default_34" [label="(768, 768)", style=solid]; +"725 quantize_per_channel_default_34" -> "726 dequantize_per_channel_default_34" [label="(768, 768)", style=solid]; +"726 dequantize_per_channel_default_34" -> "727 linear_33" [label="(768, 768)", style=solid]; +"727 linear_33" -> "728 view_71" [label="(197, 768)", style=solid]; +"728 view_71" -> "729 transpose_53" [label="(197, 1, 768)", style=solid]; +"729 transpose_53" -> "730 dropout_25" [label="(1, 197, 768)", style=solid]; +"730 dropout_25" -> "731 add_17" [label="(1, 197, 768)", style=solid]; +"731 add_17" -> "732 layer_norm_17" [label="(1, 197, 768)", style=solid]; +"731 add_17" -> "754 add_18" [label="(1, 197, 768)", style=solid]; +"732 layer_norm_17" -> "733 layer_norm_17_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"733 layer_norm_17_0_0_nncf_smooth_quant_0" -> "734 quantize_per_tensor_default_53" [label="(1, 197, 768)", style=solid]; +"734 quantize_per_tensor_default_53" -> "735 dequantize_per_tensor_default_53" [label="(1, 197, 768)", style=solid]; +"735 dequantize_per_tensor_default_53" -> "741 linear_34" [label="(1, 197, 768)", style=solid]; +"736 linear_34_scale_0" -> "739 quantize_per_channel_default_35" [label="(3072,)", style=solid]; +"736 linear_34_scale_0" -> "740 dequantize_per_channel_default_35" [label="(3072,)", style=solid]; +"737 linear_34_zero_point_0" -> "739 quantize_per_channel_default_35" [label="(3072,)", style=solid]; +"737 linear_34_zero_point_0" -> "740 dequantize_per_channel_default_35" [label="(3072,)", style=solid]; +"738 compressed_weight_updated_constant35" -> "739 quantize_per_channel_default_35" [label="(3072, 768)", style=solid]; +"739 quantize_per_channel_default_35" -> "740 dequantize_per_channel_default_35" [label="(3072, 768)", style=solid]; +"740 dequantize_per_channel_default_35" -> "741 linear_34" [label="(3072, 768)", style=solid]; +"741 linear_34" -> "742 gelu_8" [label="(1, 197, 3072)", style=solid]; +"742 gelu_8" -> "743 dropout_26" [label="(1, 197, 3072)", style=solid]; +"743 dropout_26" -> "744 dropout_26_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"744 dropout_26_0_0_nncf_smooth_quant_0" -> "745 quantize_per_tensor_default_54" [label="(1, 197, 3072)", style=solid]; +"745 quantize_per_tensor_default_54" -> "746 dequantize_per_tensor_default_54" [label="(1, 197, 3072)", style=solid]; +"746 dequantize_per_tensor_default_54" -> "752 linear_35" [label="(1, 197, 3072)", style=solid]; +"747 linear_35_scale_0" -> "750 quantize_per_channel_default_36" [label="(768,)", style=solid]; +"747 linear_35_scale_0" -> "751 dequantize_per_channel_default_36" [label="(768,)", style=solid]; +"748 linear_35_zero_point_0" -> "750 quantize_per_channel_default_36" [label="(768,)", style=solid]; +"748 linear_35_zero_point_0" -> "751 dequantize_per_channel_default_36" [label="(768,)", style=solid]; +"749 compressed_weight_updated_constant36" -> "750 quantize_per_channel_default_36" [label="(768, 3072)", style=solid]; +"750 quantize_per_channel_default_36" -> "751 dequantize_per_channel_default_36" [label="(768, 3072)", style=solid]; +"751 dequantize_per_channel_default_36" -> "752 linear_35" [label="(768, 3072)", style=solid]; +"752 linear_35" -> "753 dropout_27" [label="(1, 197, 768)", style=solid]; +"753 dropout_27" -> "754 add_18" [label="(1, 197, 768)", style=solid]; +"754 add_18" -> "755 layer_norm_18" [label="(1, 197, 768)", style=solid]; +"754 add_18" -> "802 add_19" [label="(1, 197, 768)", style=solid]; +"755 layer_norm_18" -> "756 transpose_54" [label="(1, 197, 768)", style=solid]; +"756 transpose_54" -> "757 transpose_54_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"757 transpose_54_0_0_nncf_smooth_quant_0" -> "758 quantize_per_tensor_default_55" [label="(197, 1, 768)", style=solid]; +"758 quantize_per_tensor_default_55" -> "759 dequantize_per_tensor_default_55" [label="(197, 1, 768)", style=solid]; +"759 dequantize_per_tensor_default_55" -> "765 linear_36" [label="(197, 1, 768)", style=solid]; +"760 linear_36_scale_0" -> "763 quantize_per_channel_default_37" [label="(2304,)", style=solid]; +"760 linear_36_scale_0" -> "764 dequantize_per_channel_default_37" [label="(2304,)", style=solid]; +"761 linear_36_zero_point_0" -> "763 quantize_per_channel_default_37" [label="(2304,)", style=solid]; +"761 linear_36_zero_point_0" -> "764 dequantize_per_channel_default_37" [label="(2304,)", style=solid]; +"762 compressed_weight_updated_constant37" -> "763 quantize_per_channel_default_37" [label="(2304, 768)", style=solid]; +"763 quantize_per_channel_default_37" -> "764 dequantize_per_channel_default_37" [label="(2304, 768)", style=solid]; +"764 dequantize_per_channel_default_37" -> "765 linear_36" [label="(2304, 768)", style=solid]; +"765 linear_36" -> "766 unflatten_9" [label="(197, 1, 2304)", style=solid]; +"766 unflatten_9" -> "767 unsqueeze_9" [label="(197, 1, 3, 768)", style=solid]; +"767 unsqueeze_9" -> "768 transpose_55" [label="(1, 197, 1, 3, 768)", style=solid]; +"768 transpose_55" -> "769 squeeze_9" [label="(3, 197, 1, 1, 768)", style=solid]; +"769 squeeze_9" -> "770 contiguous_9" [label="(3, 197, 1, 768)", style=solid]; +"770 contiguous_9" -> "771 quantize_per_tensor_default_56" [label="(3, 197, 1, 768)", style=solid]; +"770 contiguous_9" -> "774 quantize_per_tensor_default_57" [label="(3, 197, 1, 768)", style=solid]; +"770 contiguous_9" -> "777 select_29" [label="(3, 197, 1, 768)", style=solid]; +"771 quantize_per_tensor_default_56" -> "772 dequantize_per_tensor_default_56" [label="(3, 197, 1, 768)", style=solid]; +"772 dequantize_per_tensor_default_56" -> "773 select_27" [label="(3, 197, 1, 768)", style=solid]; +"773 select_27" -> "778 view_72" [label="(197, 1, 768)", style=solid]; +"774 quantize_per_tensor_default_57" -> "775 dequantize_per_tensor_default_57" [label="(3, 197, 1, 768)", style=solid]; +"775 dequantize_per_tensor_default_57" -> "776 select_28" [label="(3, 197, 1, 768)", style=solid]; +"776 select_28" -> "780 view_73" [label="(197, 1, 768)", style=solid]; +"777 select_29" -> "782 view_74" [label="(197, 1, 768)", style=solid]; +"778 view_72" -> "779 transpose_56" [label="(197, 12, 64)", style=solid]; +"779 transpose_56" -> "784 view_75" [label="(12, 197, 64)", style=solid]; +"780 view_73" -> "781 transpose_57" [label="(197, 12, 64)", style=solid]; +"781 transpose_57" -> "785 view_76" [label="(12, 197, 64)", style=solid]; +"782 view_74" -> "783 transpose_58" [label="(197, 12, 64)", style=solid]; +"783 transpose_58" -> "786 view_77" [label="(12, 197, 64)", style=solid]; +"784 view_75" -> "787 scaled_dot_product_attention_9" [label="(1, 12, 197, 64)", style=solid]; +"785 view_76" -> "787 scaled_dot_product_attention_9" [label="(1, 12, 197, 64)", style=solid]; +"786 view_77" -> "787 scaled_dot_product_attention_9" [label="(1, 12, 197, 64)", style=solid]; +"787 scaled_dot_product_attention_9" -> "788 permute_10" [label="(1, 12, 197, 64)", style=solid]; +"788 permute_10" -> "789 view_78" [label="(197, 1, 12, 64)", style=solid]; +"789 view_78" -> "790 view_78_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"790 view_78_0_0_nncf_smooth_quant_0" -> "791 quantize_per_tensor_default_58" [label="(197, 768)", style=solid]; +"791 quantize_per_tensor_default_58" -> "792 dequantize_per_tensor_default_58" [label="(197, 768)", style=solid]; +"792 dequantize_per_tensor_default_58" -> "798 linear_37" [label="(197, 768)", style=solid]; +"793 linear_37_scale_0" -> "796 quantize_per_channel_default_38" [label="(768,)", style=solid]; +"793 linear_37_scale_0" -> "797 dequantize_per_channel_default_38" [label="(768,)", style=solid]; +"794 linear_37_zero_point_0" -> "796 quantize_per_channel_default_38" [label="(768,)", style=solid]; +"794 linear_37_zero_point_0" -> "797 dequantize_per_channel_default_38" [label="(768,)", style=solid]; +"795 compressed_weight_updated_constant38" -> "796 quantize_per_channel_default_38" [label="(768, 768)", style=solid]; +"796 quantize_per_channel_default_38" -> "797 dequantize_per_channel_default_38" [label="(768, 768)", style=solid]; +"797 dequantize_per_channel_default_38" -> "798 linear_37" [label="(768, 768)", style=solid]; +"798 linear_37" -> "799 view_79" [label="(197, 768)", style=solid]; +"799 view_79" -> "800 transpose_59" [label="(197, 1, 768)", style=solid]; +"800 transpose_59" -> "801 dropout_28" [label="(1, 197, 768)", style=solid]; +"801 dropout_28" -> "802 add_19" [label="(1, 197, 768)", style=solid]; +"802 add_19" -> "803 layer_norm_19" [label="(1, 197, 768)", style=solid]; +"802 add_19" -> "825 add_20" [label="(1, 197, 768)", style=solid]; +"803 layer_norm_19" -> "804 layer_norm_19_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"804 layer_norm_19_0_0_nncf_smooth_quant_0" -> "805 quantize_per_tensor_default_59" [label="(1, 197, 768)", style=solid]; +"805 quantize_per_tensor_default_59" -> "806 dequantize_per_tensor_default_59" [label="(1, 197, 768)", style=solid]; +"806 dequantize_per_tensor_default_59" -> "812 linear_38" [label="(1, 197, 768)", style=solid]; +"807 linear_38_scale_0" -> "810 quantize_per_channel_default_39" [label="(3072,)", style=solid]; +"807 linear_38_scale_0" -> "811 dequantize_per_channel_default_39" [label="(3072,)", style=solid]; +"808 linear_38_zero_point_0" -> "810 quantize_per_channel_default_39" [label="(3072,)", style=solid]; +"808 linear_38_zero_point_0" -> "811 dequantize_per_channel_default_39" [label="(3072,)", style=solid]; +"809 compressed_weight_updated_constant39" -> "810 quantize_per_channel_default_39" [label="(3072, 768)", style=solid]; +"810 quantize_per_channel_default_39" -> "811 dequantize_per_channel_default_39" [label="(3072, 768)", style=solid]; +"811 dequantize_per_channel_default_39" -> "812 linear_38" [label="(3072, 768)", style=solid]; +"812 linear_38" -> "813 gelu_9" [label="(1, 197, 3072)", style=solid]; +"813 gelu_9" -> "814 dropout_29" [label="(1, 197, 3072)", style=solid]; +"814 dropout_29" -> "815 dropout_29_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"815 dropout_29_0_0_nncf_smooth_quant_0" -> "816 quantize_per_tensor_default_60" [label="(1, 197, 3072)", style=solid]; +"816 quantize_per_tensor_default_60" -> "817 dequantize_per_tensor_default_60" [label="(1, 197, 3072)", style=solid]; +"817 dequantize_per_tensor_default_60" -> "823 linear_39" [label="(1, 197, 3072)", style=solid]; +"818 linear_39_scale_0" -> "821 quantize_per_channel_default_40" [label="(768,)", style=solid]; +"818 linear_39_scale_0" -> "822 dequantize_per_channel_default_40" [label="(768,)", style=solid]; +"819 linear_39_zero_point_0" -> "821 quantize_per_channel_default_40" [label="(768,)", style=solid]; +"819 linear_39_zero_point_0" -> "822 dequantize_per_channel_default_40" [label="(768,)", style=solid]; +"820 compressed_weight_updated_constant40" -> "821 quantize_per_channel_default_40" [label="(768, 3072)", style=solid]; +"821 quantize_per_channel_default_40" -> "822 dequantize_per_channel_default_40" [label="(768, 3072)", style=solid]; +"822 dequantize_per_channel_default_40" -> "823 linear_39" [label="(768, 3072)", style=solid]; +"823 linear_39" -> "824 dropout_30" [label="(1, 197, 768)", style=solid]; +"824 dropout_30" -> "825 add_20" [label="(1, 197, 768)", style=solid]; +"825 add_20" -> "826 layer_norm_20" [label="(1, 197, 768)", style=solid]; +"825 add_20" -> "873 add_21" [label="(1, 197, 768)", style=solid]; +"826 layer_norm_20" -> "827 transpose_60" [label="(1, 197, 768)", style=solid]; +"827 transpose_60" -> "828 transpose_60_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"828 transpose_60_0_0_nncf_smooth_quant_0" -> "829 quantize_per_tensor_default_61" [label="(197, 1, 768)", style=solid]; +"829 quantize_per_tensor_default_61" -> "830 dequantize_per_tensor_default_61" [label="(197, 1, 768)", style=solid]; +"830 dequantize_per_tensor_default_61" -> "836 linear_40" [label="(197, 1, 768)", style=solid]; +"831 linear_40_scale_0" -> "834 quantize_per_channel_default_41" [label="(2304,)", style=solid]; +"831 linear_40_scale_0" -> "835 dequantize_per_channel_default_41" [label="(2304,)", style=solid]; +"832 linear_40_zero_point_0" -> "834 quantize_per_channel_default_41" [label="(2304,)", style=solid]; +"832 linear_40_zero_point_0" -> "835 dequantize_per_channel_default_41" [label="(2304,)", style=solid]; +"833 compressed_weight_updated_constant41" -> "834 quantize_per_channel_default_41" [label="(2304, 768)", style=solid]; +"834 quantize_per_channel_default_41" -> "835 dequantize_per_channel_default_41" [label="(2304, 768)", style=solid]; +"835 dequantize_per_channel_default_41" -> "836 linear_40" [label="(2304, 768)", style=solid]; +"836 linear_40" -> "837 unflatten_10" [label="(197, 1, 2304)", style=solid]; +"837 unflatten_10" -> "838 unsqueeze_10" [label="(197, 1, 3, 768)", style=solid]; +"838 unsqueeze_10" -> "839 transpose_61" [label="(1, 197, 1, 3, 768)", style=solid]; +"839 transpose_61" -> "840 squeeze_10" [label="(3, 197, 1, 1, 768)", style=solid]; +"840 squeeze_10" -> "841 contiguous_10" [label="(3, 197, 1, 768)", style=solid]; +"841 contiguous_10" -> "842 quantize_per_tensor_default_62" [label="(3, 197, 1, 768)", style=solid]; +"841 contiguous_10" -> "845 quantize_per_tensor_default_63" [label="(3, 197, 1, 768)", style=solid]; +"841 contiguous_10" -> "848 select_32" [label="(3, 197, 1, 768)", style=solid]; +"842 quantize_per_tensor_default_62" -> "843 dequantize_per_tensor_default_62" [label="(3, 197, 1, 768)", style=solid]; +"843 dequantize_per_tensor_default_62" -> "844 select_30" [label="(3, 197, 1, 768)", style=solid]; +"844 select_30" -> "849 view_80" [label="(197, 1, 768)", style=solid]; +"845 quantize_per_tensor_default_63" -> "846 dequantize_per_tensor_default_63" [label="(3, 197, 1, 768)", style=solid]; +"846 dequantize_per_tensor_default_63" -> "847 select_31" [label="(3, 197, 1, 768)", style=solid]; +"847 select_31" -> "851 view_81" [label="(197, 1, 768)", style=solid]; +"848 select_32" -> "853 view_82" [label="(197, 1, 768)", style=solid]; +"849 view_80" -> "850 transpose_62" [label="(197, 12, 64)", style=solid]; +"850 transpose_62" -> "855 view_83" [label="(12, 197, 64)", style=solid]; +"851 view_81" -> "852 transpose_63" [label="(197, 12, 64)", style=solid]; +"852 transpose_63" -> "856 view_84" [label="(12, 197, 64)", style=solid]; +"853 view_82" -> "854 transpose_64" [label="(197, 12, 64)", style=solid]; +"854 transpose_64" -> "857 view_85" [label="(12, 197, 64)", style=solid]; +"855 view_83" -> "858 scaled_dot_product_attention_10" [label="(1, 12, 197, 64)", style=solid]; +"856 view_84" -> "858 scaled_dot_product_attention_10" [label="(1, 12, 197, 64)", style=solid]; +"857 view_85" -> "858 scaled_dot_product_attention_10" [label="(1, 12, 197, 64)", style=solid]; +"858 scaled_dot_product_attention_10" -> "859 permute_11" [label="(1, 12, 197, 64)", style=solid]; +"859 permute_11" -> "860 view_86" [label="(197, 1, 12, 64)", style=solid]; +"860 view_86" -> "861 view_86_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"861 view_86_0_0_nncf_smooth_quant_0" -> "862 quantize_per_tensor_default_64" [label="(197, 768)", style=solid]; +"862 quantize_per_tensor_default_64" -> "863 dequantize_per_tensor_default_64" [label="(197, 768)", style=solid]; +"863 dequantize_per_tensor_default_64" -> "869 linear_41" [label="(197, 768)", style=solid]; +"864 linear_41_scale_0" -> "867 quantize_per_channel_default_42" [label="(768,)", style=solid]; +"864 linear_41_scale_0" -> "868 dequantize_per_channel_default_42" [label="(768,)", style=solid]; +"865 linear_41_zero_point_0" -> "867 quantize_per_channel_default_42" [label="(768,)", style=solid]; +"865 linear_41_zero_point_0" -> "868 dequantize_per_channel_default_42" [label="(768,)", style=solid]; +"866 compressed_weight_updated_constant42" -> "867 quantize_per_channel_default_42" [label="(768, 768)", style=solid]; +"867 quantize_per_channel_default_42" -> "868 dequantize_per_channel_default_42" [label="(768, 768)", style=solid]; +"868 dequantize_per_channel_default_42" -> "869 linear_41" [label="(768, 768)", style=solid]; +"869 linear_41" -> "870 view_87" [label="(197, 768)", style=solid]; +"870 view_87" -> "871 transpose_65" [label="(197, 1, 768)", style=solid]; +"871 transpose_65" -> "872 dropout_31" [label="(1, 197, 768)", style=solid]; +"872 dropout_31" -> "873 add_21" [label="(1, 197, 768)", style=solid]; +"873 add_21" -> "874 layer_norm_21" [label="(1, 197, 768)", style=solid]; +"873 add_21" -> "896 add_22" [label="(1, 197, 768)", style=solid]; +"874 layer_norm_21" -> "875 layer_norm_21_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"875 layer_norm_21_0_0_nncf_smooth_quant_0" -> "876 quantize_per_tensor_default_65" [label="(1, 197, 768)", style=solid]; +"876 quantize_per_tensor_default_65" -> "877 dequantize_per_tensor_default_65" [label="(1, 197, 768)", style=solid]; +"877 dequantize_per_tensor_default_65" -> "883 linear_42" [label="(1, 197, 768)", style=solid]; +"878 linear_42_scale_0" -> "881 quantize_per_channel_default_43" [label="(3072,)", style=solid]; +"878 linear_42_scale_0" -> "882 dequantize_per_channel_default_43" [label="(3072,)", style=solid]; +"879 linear_42_zero_point_0" -> "881 quantize_per_channel_default_43" [label="(3072,)", style=solid]; +"879 linear_42_zero_point_0" -> "882 dequantize_per_channel_default_43" [label="(3072,)", style=solid]; +"880 compressed_weight_updated_constant43" -> "881 quantize_per_channel_default_43" [label="(3072, 768)", style=solid]; +"881 quantize_per_channel_default_43" -> "882 dequantize_per_channel_default_43" [label="(3072, 768)", style=solid]; +"882 dequantize_per_channel_default_43" -> "883 linear_42" [label="(3072, 768)", style=solid]; +"883 linear_42" -> "884 gelu_10" [label="(1, 197, 3072)", style=solid]; +"884 gelu_10" -> "885 dropout_32" [label="(1, 197, 3072)", style=solid]; +"885 dropout_32" -> "886 dropout_32_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"886 dropout_32_0_0_nncf_smooth_quant_0" -> "887 quantize_per_tensor_default_66" [label="(1, 197, 3072)", style=solid]; +"887 quantize_per_tensor_default_66" -> "888 dequantize_per_tensor_default_66" [label="(1, 197, 3072)", style=solid]; +"888 dequantize_per_tensor_default_66" -> "894 linear_43" [label="(1, 197, 3072)", style=solid]; +"889 linear_43_scale_0" -> "892 quantize_per_channel_default_44" [label="(768,)", style=solid]; +"889 linear_43_scale_0" -> "893 dequantize_per_channel_default_44" [label="(768,)", style=solid]; +"890 linear_43_zero_point_0" -> "892 quantize_per_channel_default_44" [label="(768,)", style=solid]; +"890 linear_43_zero_point_0" -> "893 dequantize_per_channel_default_44" [label="(768,)", style=solid]; +"891 compressed_weight_updated_constant44" -> "892 quantize_per_channel_default_44" [label="(768, 3072)", style=solid]; +"892 quantize_per_channel_default_44" -> "893 dequantize_per_channel_default_44" [label="(768, 3072)", style=solid]; +"893 dequantize_per_channel_default_44" -> "894 linear_43" [label="(768, 3072)", style=solid]; +"894 linear_43" -> "895 dropout_33" [label="(1, 197, 768)", style=solid]; +"895 dropout_33" -> "896 add_22" [label="(1, 197, 768)", style=solid]; +"896 add_22" -> "897 layer_norm_22" [label="(1, 197, 768)", style=solid]; +"896 add_22" -> "944 add_23" [label="(1, 197, 768)", style=solid]; +"897 layer_norm_22" -> "898 transpose_66" [label="(1, 197, 768)", style=solid]; +"898 transpose_66" -> "899 transpose_66_0_0_nncf_smooth_quant_0" [label="(197, 1, 768)", style=solid]; +"899 transpose_66_0_0_nncf_smooth_quant_0" -> "900 quantize_per_tensor_default_67" [label="(197, 1, 768)", style=solid]; +"900 quantize_per_tensor_default_67" -> "901 dequantize_per_tensor_default_67" [label="(197, 1, 768)", style=solid]; +"901 dequantize_per_tensor_default_67" -> "907 linear_44" [label="(197, 1, 768)", style=solid]; +"902 linear_44_scale_0" -> "905 quantize_per_channel_default_45" [label="(2304,)", style=solid]; +"902 linear_44_scale_0" -> "906 dequantize_per_channel_default_45" [label="(2304,)", style=solid]; +"903 linear_44_zero_point_0" -> "905 quantize_per_channel_default_45" [label="(2304,)", style=solid]; +"903 linear_44_zero_point_0" -> "906 dequantize_per_channel_default_45" [label="(2304,)", style=solid]; +"904 compressed_weight_updated_constant45" -> "905 quantize_per_channel_default_45" [label="(2304, 768)", style=solid]; +"905 quantize_per_channel_default_45" -> "906 dequantize_per_channel_default_45" [label="(2304, 768)", style=solid]; +"906 dequantize_per_channel_default_45" -> "907 linear_44" [label="(2304, 768)", style=solid]; +"907 linear_44" -> "908 unflatten_11" [label="(197, 1, 2304)", style=solid]; +"908 unflatten_11" -> "909 unsqueeze_11" [label="(197, 1, 3, 768)", style=solid]; +"909 unsqueeze_11" -> "910 transpose_67" [label="(1, 197, 1, 3, 768)", style=solid]; +"910 transpose_67" -> "911 squeeze_11" [label="(3, 197, 1, 1, 768)", style=solid]; +"911 squeeze_11" -> "912 contiguous_11" [label="(3, 197, 1, 768)", style=solid]; +"912 contiguous_11" -> "913 quantize_per_tensor_default_68" [label="(3, 197, 1, 768)", style=solid]; +"912 contiguous_11" -> "916 quantize_per_tensor_default_69" [label="(3, 197, 1, 768)", style=solid]; +"912 contiguous_11" -> "919 select_35" [label="(3, 197, 1, 768)", style=solid]; +"913 quantize_per_tensor_default_68" -> "914 dequantize_per_tensor_default_68" [label="(3, 197, 1, 768)", style=solid]; +"914 dequantize_per_tensor_default_68" -> "915 select_33" [label="(3, 197, 1, 768)", style=solid]; +"915 select_33" -> "920 view_88" [label="(197, 1, 768)", style=solid]; +"916 quantize_per_tensor_default_69" -> "917 dequantize_per_tensor_default_69" [label="(3, 197, 1, 768)", style=solid]; +"917 dequantize_per_tensor_default_69" -> "918 select_34" [label="(3, 197, 1, 768)", style=solid]; +"918 select_34" -> "922 view_89" [label="(197, 1, 768)", style=solid]; +"919 select_35" -> "924 view_90" [label="(197, 1, 768)", style=solid]; +"920 view_88" -> "921 transpose_68" [label="(197, 12, 64)", style=solid]; +"921 transpose_68" -> "926 view_91" [label="(12, 197, 64)", style=solid]; +"922 view_89" -> "923 transpose_69" [label="(197, 12, 64)", style=solid]; +"923 transpose_69" -> "927 view_92" [label="(12, 197, 64)", style=solid]; +"924 view_90" -> "925 transpose_70" [label="(197, 12, 64)", style=solid]; +"925 transpose_70" -> "928 view_93" [label="(12, 197, 64)", style=solid]; +"926 view_91" -> "929 scaled_dot_product_attention_11" [label="(1, 12, 197, 64)", style=solid]; +"927 view_92" -> "929 scaled_dot_product_attention_11" [label="(1, 12, 197, 64)", style=solid]; +"928 view_93" -> "929 scaled_dot_product_attention_11" [label="(1, 12, 197, 64)", style=solid]; +"929 scaled_dot_product_attention_11" -> "930 permute_12" [label="(1, 12, 197, 64)", style=solid]; +"930 permute_12" -> "931 view_94" [label="(197, 1, 12, 64)", style=solid]; +"931 view_94" -> "932 view_94_0_0_nncf_smooth_quant_0" [label="(197, 768)", style=solid]; +"932 view_94_0_0_nncf_smooth_quant_0" -> "933 quantize_per_tensor_default_70" [label="(197, 768)", style=solid]; +"933 quantize_per_tensor_default_70" -> "934 dequantize_per_tensor_default_70" [label="(197, 768)", style=solid]; +"934 dequantize_per_tensor_default_70" -> "940 linear_45" [label="(197, 768)", style=solid]; +"935 linear_45_scale_0" -> "938 quantize_per_channel_default_46" [label="(768,)", style=solid]; +"935 linear_45_scale_0" -> "939 dequantize_per_channel_default_46" [label="(768,)", style=solid]; +"936 linear_45_zero_point_0" -> "938 quantize_per_channel_default_46" [label="(768,)", style=solid]; +"936 linear_45_zero_point_0" -> "939 dequantize_per_channel_default_46" [label="(768,)", style=solid]; +"937 compressed_weight_updated_constant46" -> "938 quantize_per_channel_default_46" [label="(768, 768)", style=solid]; +"938 quantize_per_channel_default_46" -> "939 dequantize_per_channel_default_46" [label="(768, 768)", style=solid]; +"939 dequantize_per_channel_default_46" -> "940 linear_45" [label="(768, 768)", style=solid]; +"940 linear_45" -> "941 view_95" [label="(197, 768)", style=solid]; +"941 view_95" -> "942 transpose_71" [label="(197, 1, 768)", style=solid]; +"942 transpose_71" -> "943 dropout_34" [label="(1, 197, 768)", style=solid]; +"943 dropout_34" -> "944 add_23" [label="(1, 197, 768)", style=solid]; +"944 add_23" -> "945 layer_norm_23" [label="(1, 197, 768)", style=solid]; +"944 add_23" -> "967 add_24" [label="(1, 197, 768)", style=solid]; +"945 layer_norm_23" -> "946 layer_norm_23_0_0_nncf_smooth_quant_0" [label="(1, 197, 768)", style=solid]; +"946 layer_norm_23_0_0_nncf_smooth_quant_0" -> "947 quantize_per_tensor_default_71" [label="(1, 197, 768)", style=solid]; +"947 quantize_per_tensor_default_71" -> "948 dequantize_per_tensor_default_71" [label="(1, 197, 768)", style=solid]; +"948 dequantize_per_tensor_default_71" -> "954 linear_46" [label="(1, 197, 768)", style=solid]; +"949 linear_46_scale_0" -> "952 quantize_per_channel_default_47" [label="(3072,)", style=solid]; +"949 linear_46_scale_0" -> "953 dequantize_per_channel_default_47" [label="(3072,)", style=solid]; +"950 linear_46_zero_point_0" -> "952 quantize_per_channel_default_47" [label="(3072,)", style=solid]; +"950 linear_46_zero_point_0" -> "953 dequantize_per_channel_default_47" [label="(3072,)", style=solid]; +"951 compressed_weight_updated_constant47" -> "952 quantize_per_channel_default_47" [label="(3072, 768)", style=solid]; +"952 quantize_per_channel_default_47" -> "953 dequantize_per_channel_default_47" [label="(3072, 768)", style=solid]; +"953 dequantize_per_channel_default_47" -> "954 linear_46" [label="(3072, 768)", style=solid]; +"954 linear_46" -> "955 gelu_11" [label="(1, 197, 3072)", style=solid]; +"955 gelu_11" -> "956 dropout_35" [label="(1, 197, 3072)", style=solid]; +"956 dropout_35" -> "957 dropout_35_0_0_nncf_smooth_quant_0" [label="(1, 197, 3072)", style=solid]; +"957 dropout_35_0_0_nncf_smooth_quant_0" -> "958 quantize_per_tensor_default_72" [label="(1, 197, 3072)", style=solid]; +"958 quantize_per_tensor_default_72" -> "959 dequantize_per_tensor_default_72" [label="(1, 197, 3072)", style=solid]; +"959 dequantize_per_tensor_default_72" -> "965 linear_47" [label="(1, 197, 3072)", style=solid]; +"960 linear_47_scale_0" -> "963 quantize_per_channel_default_48" [label="(768,)", style=solid]; +"960 linear_47_scale_0" -> "964 dequantize_per_channel_default_48" [label="(768,)", style=solid]; +"961 linear_47_zero_point_0" -> "963 quantize_per_channel_default_48" [label="(768,)", style=solid]; +"961 linear_47_zero_point_0" -> "964 dequantize_per_channel_default_48" [label="(768,)", style=solid]; +"962 compressed_weight_updated_constant48" -> "963 quantize_per_channel_default_48" [label="(768, 3072)", style=solid]; +"963 quantize_per_channel_default_48" -> "964 dequantize_per_channel_default_48" [label="(768, 3072)", style=solid]; +"964 dequantize_per_channel_default_48" -> "965 linear_47" [label="(768, 3072)", style=solid]; +"965 linear_47" -> "966 dropout_36" [label="(1, 197, 768)", style=solid]; +"966 dropout_36" -> "967 add_24" [label="(1, 197, 768)", style=solid]; +"967 add_24" -> "968 layer_norm_24" [label="(1, 197, 768)", style=solid]; +"968 layer_norm_24" -> "969 slice_1" [label="(1, 197, 768)", style=solid]; +"969 slice_1" -> "970 select_36" [label="(1, 197, 768)", style=solid]; +"970 select_36" -> "971 select_36_0_0_nncf_smooth_quant_0" [label="(1, 768)", style=solid]; +"971 select_36_0_0_nncf_smooth_quant_0" -> "972 quantize_per_tensor_default_73" [label="(1, 768)", style=solid]; +"972 quantize_per_tensor_default_73" -> "973 dequantize_per_tensor_default_73" [label="(1, 768)", style=solid]; +"973 dequantize_per_tensor_default_73" -> "979 linear_48" [label="(1, 768)", style=solid]; +"974 linear_48_scale_0" -> "977 quantize_per_channel_default_49" [label="(1000,)", style=solid]; +"974 linear_48_scale_0" -> "978 dequantize_per_channel_default_49" [label="(1000,)", style=solid]; +"975 linear_48_zero_point_0" -> "977 quantize_per_channel_default_49" [label="(1000,)", style=solid]; +"975 linear_48_zero_point_0" -> "978 dequantize_per_channel_default_49" [label="(1000,)", style=solid]; +"976 compressed_weight_updated_constant49" -> "977 quantize_per_channel_default_49" [label="(1000, 768)", style=solid]; +"977 quantize_per_channel_default_49" -> "978 dequantize_per_channel_default_49" [label="(1000, 768)", style=solid]; +"978 dequantize_per_channel_default_49" -> "979 linear_48" [label="(1000, 768)", style=solid]; "979 linear_48" -> "980 output" [label="(1, 1000)", style=solid]; } diff --git a/tests/torch/data/reference_graphs/fx/transformed/folded_model.dot b/tests/torch/data/reference_graphs/fx/transformed/folded_model.dot index 2dea2e7bd93..fd9b7fb3600 100644 --- a/tests/torch/data/reference_graphs/fx/transformed/folded_model.dot +++ b/tests/torch/data/reference_graphs/fx/transformed/folded_model.dot @@ -2,14 +2,15 @@ strict digraph { "0 linear_act_weight" [id=0, type=get_attr]; "1 linear_act_bias" [id=1, type=get_attr]; "2 x" [id=2, type=input]; -"3 _frozen_param0" [id=3, type=get_attr]; -"4 linear_1" [id=4, type=linear]; -"5 add" [id=5, type=add]; -"6 output" [id=6, type=output]; -"0 linear_act_weight" -> "4 linear_1" [label="(3, 3)", style=solid]; -"1 linear_act_bias" -> "4 linear_1" [label="(3,)", style=solid]; -"2 x" -> "4 linear_1" [label="(1, 3, 3, 3)", style=solid]; -"3 _frozen_param0" -> "5 add" [label="(3, 3)", style=solid]; -"4 linear_1" -> "5 add" [label="(1, 3, 3, 3)", style=solid]; -"5 add" -> "6 output" [label="(1, 3, 3, 3)", style=solid]; +"3 dummy_disconnected_input" [id=3, type=input]; +"4 _frozen_param0" [id=4, type=get_attr]; +"5 linear_1" [id=5, type=linear]; +"6 add" [id=6, type=add]; +"7 output" [id=7, type=output]; +"0 linear_act_weight" -> "5 linear_1" [label="(3, 3)", style=solid]; +"1 linear_act_bias" -> "5 linear_1" [label="(3,)", style=solid]; +"2 x" -> "5 linear_1" [label="(1, 3, 3, 3)", style=solid]; +"4 _frozen_param0" -> "6 add" [label="(3, 3)", style=solid]; +"5 linear_1" -> "6 add" [label="(1, 3, 3, 3)", style=solid]; +"6 add" -> "7 output" [label="(1, 3, 3, 3)", style=solid]; } diff --git a/tests/torch/data/reference_graphs/fx/transformed/folded_model_with_constraints_per_channel.dot b/tests/torch/data/reference_graphs/fx/transformed/folded_model_with_constraints_per_channel.dot index 43efd89ba6f..27b68841498 100644 --- a/tests/torch/data/reference_graphs/fx/transformed/folded_model_with_constraints_per_channel.dot +++ b/tests/torch/data/reference_graphs/fx/transformed/folded_model_with_constraints_per_channel.dot @@ -2,24 +2,25 @@ strict digraph { "0 linear_act_weight" [id=0, type=get_attr]; "1 linear_act_bias" [id=1, type=get_attr]; "2 x" [id=2, type=input]; -"3 _frozen_param0" [id=3, type=get_attr]; -"4 scale_node0" [id=4, type=get_attr]; -"5 weight_node0" [id=5, type=get_attr]; -"6 quantize_per_channel_default" [id=6, type=quantize_per_channel]; -"7 dequantize_per_channel_default" [id=7, type=dequantize_per_channel]; -"8 linear_1" [id=8, type=linear]; -"9 add" [id=9, type=add]; -"10 output_1" [id=10, type=output]; -"0 linear_act_weight" -> "6 quantize_per_channel_default" [label="(3, 3)", style=solid]; -"1 linear_act_bias" -> "8 linear_1" [label="(3,)", style=solid]; -"2 x" -> "8 linear_1" [label="(1, 3, 3, 3)", style=solid]; -"3 _frozen_param0" -> "9 add" [label="(3, 3)", style=solid]; -"4 scale_node0" -> "6 quantize_per_channel_default" [label="(3,)", style=solid]; -"4 scale_node0" -> "7 dequantize_per_channel_default" [label="(3,)", style=solid]; -"5 weight_node0" -> "6 quantize_per_channel_default" [label="(3,)", style=solid]; -"5 weight_node0" -> "7 dequantize_per_channel_default" [label="(3,)", style=solid]; -"6 quantize_per_channel_default" -> "7 dequantize_per_channel_default" [label="(3, 3)", style=solid]; -"7 dequantize_per_channel_default" -> "8 linear_1" [label="(3, 3)", style=solid]; -"8 linear_1" -> "9 add" [label="(1, 3, 3, 3)", style=solid]; -"9 add" -> "10 output_1" [label="(1, 3, 3, 3)", style=solid]; +"3 dummy_disconnected_input" [id=3, type=input]; +"4 _frozen_param0" [id=4, type=get_attr]; +"5 scale_node0" [id=5, type=get_attr]; +"6 weight_node0" [id=6, type=get_attr]; +"7 quantize_per_channel_default" [id=7, type=quantize_per_channel]; +"8 dequantize_per_channel_default" [id=8, type=dequantize_per_channel]; +"9 linear_1" [id=9, type=linear]; +"10 add" [id=10, type=add]; +"11 output_1" [id=11, type=output]; +"0 linear_act_weight" -> "7 quantize_per_channel_default" [label="(3, 3)", style=solid]; +"1 linear_act_bias" -> "9 linear_1" [label="(3,)", style=solid]; +"2 x" -> "9 linear_1" [label="(1, 3, 3, 3)", style=solid]; +"4 _frozen_param0" -> "10 add" [label="(3, 3)", style=solid]; +"5 scale_node0" -> "7 quantize_per_channel_default" [label="(3,)", style=solid]; +"5 scale_node0" -> "8 dequantize_per_channel_default" [label="(3,)", style=solid]; +"6 weight_node0" -> "7 quantize_per_channel_default" [label="(3,)", style=solid]; +"6 weight_node0" -> "8 dequantize_per_channel_default" [label="(3,)", style=solid]; +"7 quantize_per_channel_default" -> "8 dequantize_per_channel_default" [label="(3, 3)", style=solid]; +"8 dequantize_per_channel_default" -> "9 linear_1" [label="(3, 3)", style=solid]; +"9 linear_1" -> "10 add" [label="(1, 3, 3, 3)", style=solid]; +"10 add" -> "11 output_1" [label="(1, 3, 3, 3)", style=solid]; } diff --git a/tests/torch/data/reference_graphs/fx/transformed/folded_model_with_constraints_per_tensor.dot b/tests/torch/data/reference_graphs/fx/transformed/folded_model_with_constraints_per_tensor.dot index 16e7d368683..504892ef2a7 100644 --- a/tests/torch/data/reference_graphs/fx/transformed/folded_model_with_constraints_per_tensor.dot +++ b/tests/torch/data/reference_graphs/fx/transformed/folded_model_with_constraints_per_tensor.dot @@ -2,18 +2,19 @@ strict digraph { "0 linear_act_weight" [id=0, type=get_attr]; "1 linear_act_bias" [id=1, type=get_attr]; "2 x" [id=2, type=input]; -"3 _frozen_param0" [id=3, type=get_attr]; -"4 quantize_per_tensor_default" [id=4, type=quantize_per_tensor]; -"5 dequantize_per_tensor_default" [id=5, type=dequantize_per_tensor]; -"6 linear_1" [id=6, type=linear]; -"7 add" [id=7, type=add]; -"8 output_1" [id=8, type=output]; -"0 linear_act_weight" -> "4 quantize_per_tensor_default" [label="(3, 3)", style=solid]; -"1 linear_act_bias" -> "6 linear_1" [label="(3,)", style=solid]; -"2 x" -> "6 linear_1" [label="(1, 3, 3, 3)", style=solid]; -"3 _frozen_param0" -> "7 add" [label="(3, 3)", style=solid]; -"4 quantize_per_tensor_default" -> "5 dequantize_per_tensor_default" [label="(3, 3)", style=solid]; -"5 dequantize_per_tensor_default" -> "6 linear_1" [label="(3, 3)", style=solid]; -"6 linear_1" -> "7 add" [label="(1, 3, 3, 3)", style=solid]; -"7 add" -> "8 output_1" [label="(1, 3, 3, 3)", style=solid]; +"3 dummy_disconnected_input" [id=3, type=input]; +"4 _frozen_param0" [id=4, type=get_attr]; +"5 quantize_per_tensor_default" [id=5, type=quantize_per_tensor]; +"6 dequantize_per_tensor_default" [id=6, type=dequantize_per_tensor]; +"7 linear_1" [id=7, type=linear]; +"8 add" [id=8, type=add]; +"9 output_1" [id=9, type=output]; +"0 linear_act_weight" -> "5 quantize_per_tensor_default" [label="(3, 3)", style=solid]; +"1 linear_act_bias" -> "7 linear_1" [label="(3,)", style=solid]; +"2 x" -> "7 linear_1" [label="(1, 3, 3, 3)", style=solid]; +"4 _frozen_param0" -> "8 add" [label="(3, 3)", style=solid]; +"5 quantize_per_tensor_default" -> "6 dequantize_per_tensor_default" [label="(3, 3)", style=solid]; +"6 dequantize_per_tensor_default" -> "7 linear_1" [label="(3, 3)", style=solid]; +"7 linear_1" -> "8 add" [label="(1, 3, 3, 3)", style=solid]; +"8 add" -> "9 output_1" [label="(1, 3, 3, 3)", style=solid]; } diff --git a/tests/torch/fx/helpers.py b/tests/torch/fx/helpers.py index a63f8f76076..771615cc8ca 100644 --- a/tests/torch/fx/helpers.py +++ b/tests/torch/fx/helpers.py @@ -10,6 +10,7 @@ # limitations under the License. from pathlib import Path +from typing import Tuple, Union import torch.fx import torch.nn.parallel @@ -122,7 +123,9 @@ def visualize_fx_model(model: torch.fx.GraphModule, output_svg_path: str): g.get_dot_graph().write_svg(output_svg_path) -def get_torch_fx_model(model: torch.nn.Module, ex_input: torch.Tensor) -> torch.fx.GraphModule: +def get_torch_fx_model( + model: torch.nn.Module, ex_input: Union[torch.Tensor, Tuple[torch.Tensor, ...]] +) -> torch.fx.GraphModule: """ Converts given module to GraphModule. @@ -138,11 +141,17 @@ def get_torch_fx_model(model: torch.nn.Module, ex_input: torch.Tensor) -> torch. else: device = named_param[1].device - ex_input = ex_input.to(device) + if isinstance(ex_input, torch.Tensor): + ex_input = (ex_input,) + device_ex_input = [] + for inp in ex_input: + device_ex_input.append(inp.to(device)) + device_ex_input = tuple(device_ex_input) + model.eval() with torch.no_grad(): with disable_patching(): - return torch.export.export_for_training(model, args=(ex_input,)).module() + return torch.export.export_for_training(model, args=device_ex_input).module() def get_torch_fx_model_q_transformed(model: torch.nn.Module, ex_input: torch.Tensor) -> torch.fx.GraphModule: diff --git a/tests/torch/fx/test_model_transformer.py b/tests/torch/fx/test_model_transformer.py index 23039ee99ef..ccdbcadf554 100644 --- a/tests/torch/fx/test_model_transformer.py +++ b/tests/torch/fx/test_model_transformer.py @@ -35,10 +35,8 @@ from nncf.experimental.torch.fx.nncf_graph_builder import GraphConverter from nncf.experimental.torch.fx.node_utils import get_graph_node_by_name from nncf.experimental.torch.fx.node_utils import get_tensor_constant_from_node -from nncf.experimental.torch.fx.transformations import _get_connected_nodes from nncf.experimental.torch.fx.transformations import _get_node_by_input_port_id from nncf.experimental.torch.fx.transformations import _set_new_node_meta -from nncf.experimental.torch.fx.transformations import bias_update_transformation_builder from nncf.experimental.torch.fx.transformations import compress_post_quantize_transformation from nncf.experimental.torch.fx.transformations import constant_update_transformation_builder from nncf.experimental.torch.fx.transformations import fold_constant_except_qdq @@ -54,6 +52,7 @@ from tests.torch.test_models.synthetic import ConstantFoldingTestModel from tests.torch.test_models.synthetic import ConvolutionWithAllConstantInputsModel from tests.torch.test_models.synthetic import ConvolutionWithNotTensorBiasModel +from tests.torch.test_models.synthetic import ConvolutionWithSeveralOutputs from tests.torch.test_models.synthetic import MultiBranchesConnectedModel from tests.torch.test_models.synthetic import MultiBranchesConnectedModelWithConcat @@ -112,12 +111,82 @@ def _target_point_to_str(target_point: PTTargetPoint) -> str: @pytest.mark.parametrize("test_case", MODEL_EXTRACTION_CASES, ids=idfn) def test_model_extraction(test_case: ModelExtractionTestCase): captured_model = get_torch_fx_model(test_case.model(), torch.ones(test_case.input_shape)) + _, nncf_graph = _extract_model(test_case, captured_model) + check_graph(nncf_graph, f"{get_test_id(test_case)}.dot", EXTRACTED_GRAPHS_DIR_NAME, extended=True) + + +@pytest.mark.parametrize( + "test_case,tuple_output,ref_output", + ( + ( + ModelExtractionTestCase( + ConvolutionWithNotTensorBiasModel, (1, 1, 3, 3), PTModelExtractionCommand(["conv2d"], ["output_1"]) + ), + False, + "(conv2d,)", + ), + ( + ModelExtractionTestCase( + ConvolutionWithNotTensorBiasModel, + (1, 1, 3, 3), + PTModelExtractionCommand(["conv2d"], ["conv2d", "output_1", "conv2d"]), + ), + False, + "(conv2d, conv2d, conv2d)", + ), + ( + ModelExtractionTestCase( + ConvolutionWithSeveralOutputs, (1, 1, 3, 3), PTModelExtractionCommand(["conv2d"], ["output_1"]) + ), + False, + "([conv2d, add],)", + ), + ( + ModelExtractionTestCase( + ConvolutionWithSeveralOutputs, + (1, 1, 3, 3), + PTModelExtractionCommand(["conv2d"], ["conv2d", "output_1", "conv2d"]), + ), + False, + "(conv2d, [conv2d, add], conv2d)", + ), + ( + ModelExtractionTestCase( + ConvolutionWithNotTensorBiasModel, (1, 1, 3, 3), PTModelExtractionCommand(["conv2d"], ["output_1"]) + ), + True, + "(conv2d,)", + ), + ( + ModelExtractionTestCase( + ConvolutionWithNotTensorBiasModel, + (1, 1, 3, 3), + PTModelExtractionCommand(["conv2d"], ["conv2d", "output_1", "conv2d"]), + ), + True, + "(conv2d, conv2d, conv2d)", + ), + ), + ids=idfn, +) +def test_model_extraction_with_original_output(test_case: ModelExtractionTestCase, tuple_output: bool, ref_output: str): + captured_model = get_torch_fx_model(test_case.model(), torch.ones(test_case.input_shape)) + if tuple_output: + output_node = [node for node in captured_model.graph.nodes if node.op == "output"][0] + output_node.args = (output_node.args[0][0],) + captured_model.recompile() + extracted_model, nncf_graph = _extract_model(test_case, captured_model) + check_graph(nncf_graph, f"{get_test_id(test_case)}.dot", EXTRACTED_GRAPHS_DIR_NAME, extended=True) + + output_node = [node for node in extracted_model.graph.nodes if node.op == "output"][0] + assert str(output_node.args[0]) == ref_output + +def _extract_model(test_case: ModelExtractionTestCase, captured_model: torch.fx.GraphModule): layout = TransformationLayout() layout.register(test_case.command) extracted_model = FXModelTransformer(captured_model).transform(layout) - nncf_graph = GraphConverter.create_nncf_graph(extracted_model) - check_graph(nncf_graph, f"{get_test_id(test_case)}.dot", EXTRACTED_GRAPHS_DIR_NAME, extended=True) + return extracted_model, GraphConverter.create_nncf_graph(extracted_model) MultiBranchesConnectedModelWithConcat_TARGET_POINTS = ( @@ -178,34 +247,14 @@ def test_constant_update_transformation(concat: bool): ) -def test_bias_update_transformation(): - model = MultiBranchesConnectedModelWithConcat() - captured_model = get_torch_fx_model(model, torch.ones(MultiBranchesConnectedModelWithConcat.INPUT_SIZE)) - nncf_graph = GraphConverter.create_nncf_graph(captured_model) - target_node = nncf_graph.get_node_by_name("conv2d") - - builder = bias_update_transformation_builder - new_value = torch.tensor((42.0,)) - transformation = builder(target_node, value=new_value, input_port_id=1) - transformation(captured_model) - - add_node = get_graph_node_by_name(captured_model.graph, "add_") - assert get_tensor_constant_from_node(add_node.args[1], captured_model) == new_value - - transformed_nncf_graph = GraphConverter.create_nncf_graph(captured_model) - check_graph(transformed_nncf_graph, "constant_update.dot", TRANSFORMED_GRAPH_DIR_NAME, extended=True) - - -@pytest.mark.parametrize("bias", [True, False], ids=["bias", "constant"]) -def test_constant_update_transformation_no_constant(bias: bool): +def test_constant_update_transformation_no_constant(): model = MultiBranchesConnectedModel() captured_model = get_torch_fx_model(model, torch.ones((1, 3, 3, 3))) nncf_graph = GraphConverter.create_nncf_graph(captured_model) target_node = nncf_graph.get_node_by_name("add") - builder = bias_update_transformation_builder if bias else constant_update_transformation_builder new_value = torch.tensor((42.0,)) - transformation = builder(target_node, value=new_value, input_port_id=1) + transformation = constant_update_transformation_builder(target_node, value=new_value, input_port_id=1) with pytest.raises(nncf.InternalError): transformation(captured_model) @@ -482,28 +531,13 @@ def test_compress_post_quantize_transformation(is_per_channel: bool): ) -def test_get_connected_nodes(): - model = MultiBranchesConnectedModel() - ex_inputs = torch.ones((1, 3, 3, 3)) - captured_model = get_torch_fx_model(model, ex_inputs) - connected_nodes_list = _get_connected_nodes(captured_model.graph) - assert len(connected_nodes_list) == 16 - - add_node = get_graph_node_by_name(captured_model.graph, "add__1") - conv_1_node = get_graph_node_by_name(captured_model.graph, "conv2d") - conv_2_node = get_graph_node_by_name(captured_model.graph, "conv2d_1") - add_node.replace_input_with(conv_2_node, conv_1_node) - connected_nodes_list = _get_connected_nodes(captured_model.graph) - assert len(connected_nodes_list) == 13 - - def test_constant_folding(): model = ConstantFoldingTestModel() - captured_model = get_torch_fx_model(model, torch.ones(model.INPUT_SIZE)) + ex_inputs = (torch.ones(model.INPUT_SIZE), torch.ones((1,))) + captured_model = get_torch_fx_model(model, ex_inputs) folded_model = deepcopy(captured_model) constant_fold(folded_model) - ex_input = torch.ones(model.INPUT_SIZE) - assert torch.allclose(captured_model(ex_input), folded_model(ex_input)) + assert torch.allclose(captured_model(*ex_inputs), folded_model(*ex_inputs)) nncf_graph = GraphConverter.create_nncf_graph(folded_model) check_graph(nncf_graph, "folded_model.dot", TRANSFORMED_GRAPH_DIR_NAME, extended=True) @@ -511,7 +545,8 @@ def test_constant_folding(): def test_constant_folding_with_constraints(is_per_channel): model = ConstantFoldingTestModel() - model_with_correct_pattern = get_torch_fx_model(model, torch.ones(model.INPUT_SIZE)) + ex_inputs = (torch.ones(model.INPUT_SIZE), torch.ones((1,))) + model_with_correct_pattern = get_torch_fx_model(model, ex_inputs) insert_qdq_nodes( model_with_correct_pattern, diff --git a/tests/torch/fx/test_quantizer.py b/tests/torch/fx/test_quantizer.py new file mode 100644 index 00000000000..12b8f5bec04 --- /dev/null +++ b/tests/torch/fx/test_quantizer.py @@ -0,0 +1,191 @@ +# Copyright (c) 2024 Intel Corporation +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# http://www.apache.org/licenses/LICENSE-2.0 +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from dataclasses import dataclass +from functools import partial +from pathlib import Path +from typing import Any, Callable, Tuple + +import pytest +import torch +import torch.fx +import torch.nn.parallel +import torch.optim +import torch.utils.data +import torch.utils.data.distributed +import torchvision.models as models +from torch.ao.quantization.quantize_pt2e import convert_pt2e +from torch.ao.quantization.quantize_pt2e import prepare_pt2e +from torch.ao.quantization.quantizer.quantizer import Quantizer +from torch.ao.quantization.quantizer.x86_inductor_quantizer import X86InductorQuantizer +from torch.ao.quantization.quantizer.x86_inductor_quantizer import get_default_x86_inductor_quantization_config + +import nncf +from nncf.experimental.common.quantization.algorithms.quantizer.openvino_quantizer import OpenVINOQuantizer +from nncf.experimental.torch.fx.nncf_graph_builder import GraphConverter +from nncf.experimental.torch.fx.quantization.quantize_pt2e import quantize_pt2e +from tests.torch import test_models +from tests.torch.fx.helpers import get_torch_fx_model +from tests.torch.test_compressed_graph import check_graph +from tests.torch.test_models.synthetic import ShortTransformer +from tests.torch.test_models.synthetic import YOLO11N_SDPABlock + +FX_QUANTIZED_DIR_NAME = Path("fx") / "experimental" + + +@dataclass +class ModelCase: + model_builder: Callable[[], torch.nn.Module] + model_id: str + input_shape: Tuple[int] + + +def torchvision_model_case(model_id: str, input_shape: Tuple[int,]): + model = getattr(models, model_id) + return ModelCase(partial(model, weights=None), model_id, input_shape) + + +TEST_MODELS = ( + torchvision_model_case("resnet18", (1, 3, 224, 224)), + torchvision_model_case("mobilenet_v3_small", (1, 3, 224, 224)), + torchvision_model_case("vit_b_16", (1, 3, 224, 224)), + torchvision_model_case("swin_v2_s", (1, 3, 224, 224)), + ModelCase(test_models.UNet, "unet", [1, 3, 224, 224]), + ModelCase(partial(ShortTransformer, 5, 10), "synthetic_transformer", [5]), + ModelCase(YOLO11N_SDPABlock, "yolo11n_sdpa_block", YOLO11N_SDPABlock.INPUT_SIZE), +) + + +def get_dot_filename(model_name): + return model_name + ".dot" + + +def get_x86_quantizer(*args, **kwarsg) -> X86InductorQuantizer: + quantizer = X86InductorQuantizer() + quantizer.set_global(get_default_x86_inductor_quantization_config()) + return quantizer + + +def get_openvino_quantizer(*args, **kwargs) -> OpenVINOQuantizer: + return OpenVINOQuantizer(*args, **kwargs) + + +TEST_MODELS_QUANIZED = ( + (ModelCase(test_models.UNet, "unet", [1, 3, 224, 224]), {}, {}), + (torchvision_model_case("resnet18", (1, 3, 224, 224)), {}, {}), + (torchvision_model_case("mobilenet_v3_small", (1, 3, 224, 224)), {}, {}), + ( + torchvision_model_case("vit_b_16", (1, 3, 224, 224)), + {"model_type": nncf.ModelType.TRANSFORMER}, + {"smooth_quant": True}, + ), + ( + torchvision_model_case("swin_v2_s", (1, 3, 224, 224)), + {"model_type": nncf.ModelType.TRANSFORMER}, + {"smooth_quant": True}, + ), + ( + ModelCase(partial(ShortTransformer, 5, 10), "synthetic_transformer", [5]), + {"model_type": nncf.ModelType.TRANSFORMER}, + {"smooth_quant": True}, + ), + ( + ModelCase(YOLO11N_SDPABlock, "yolo11n_sdpa_block", YOLO11N_SDPABlock.INPUT_SIZE), + {"model_type": nncf.ModelType.TRANSFORMER}, + {"smooth_quant": True}, + ), +) + + +def _build_torch_fx_model(model_case: ModelCase) -> Tuple[torch.fx.GraphModule, torch.Tensor]: + model = model_case.model_builder() + dtype = torch.int32 if model_case.model_id == "synthetic_transformer" else torch.float32 + example_input = torch.ones(model_case.input_shape, dtype=dtype) + fx_model = get_torch_fx_model(model, example_input) + return fx_model, example_input + + +def _get_calibration_dataset(example_input: torch.Tensor) -> nncf.Dataset: + def transform_fn(data_item): + return data_item.to("cpu") + + return nncf.Dataset([example_input], transform_fn) + + +@pytest.mark.parametrize( + ("model_case", "quantizer_params", "pt2e_params"), + TEST_MODELS_QUANIZED, + ids=[m[0].model_id for m in TEST_MODELS_QUANIZED], +) +@pytest.mark.parametrize( + "quantizer_builder", [get_x86_quantizer, get_openvino_quantizer], ids=["X86InductorQuantizer", "OpenVINOQuantizer"] +) +def test_quantized_model( + quantizer_builder: Callable[[Tuple[Any, ...]], Quantizer], + model_case: ModelCase, + quantizer_params, + pt2e_params, +): + fx_model, example_input = _build_torch_fx_model(model_case) + calibration_dataset = _get_calibration_dataset(example_input) + + quantizer = quantizer_builder(**quantizer_params) + quantized_model = quantize_pt2e( + fx_model, + quantizer, + calibration_dataset=calibration_dataset, + fast_bias_correction=None, # BC is disabled + fold_quantize=True, + **pt2e_params, + ) + + # Uncomment to visualize torch fx graph + # from tests.torch.fx.helpers import visualize_fx_model + # visualize_fx_model(quantized_model, f"{model_case.model_id}_int8.svg") + + nncf_graph = GraphConverter.create_nncf_graph(quantized_model) + check_graph( + nncf_graph, + get_dot_filename(model_case.model_id), + FX_QUANTIZED_DIR_NAME / quantizer.__class__.__name__, + extended=True, + ) + + # Uncomment to visualize reference graphs + # from torch.ao.quantization.quantize_pt2e import convert_pt2e + # from torch.ao.quantization.quantize_pt2e import prepare_pt2e + # prepared_model = prepare_pt2e(fx_model, quantizer) + # prepared_model(example_input) + # ao_quantized_model = convert_pt2e(prepared_model) + # ao_nncf_graph = GraphConverter.create_nncf_graph(ao_quantized_model) + # ao_nncf_graph.visualize_graph("ao_" + get_dot_filename(model_case.model_id)) + + +@pytest.mark.parametrize( + "model_case,quantizer_params", + [(m[0], m[1]) for m in TEST_MODELS_QUANIZED], + ids=[m[0].model_id for m in TEST_MODELS_QUANIZED], +) +def test_openvino_quantizer_with_torch_ao_convert_pt2e(model_case: ModelCase, quantizer_params): + quantizer = get_openvino_quantizer(**quantizer_params) + fx_model, example_input = _build_torch_fx_model(model_case) + + prepared_model = prepare_pt2e(fx_model, quantizer) + prepared_model(example_input) + ao_quantized_model = convert_pt2e(prepared_model) + + nncf_graph = GraphConverter.create_nncf_graph(ao_quantized_model) + check_graph( + nncf_graph, + get_dot_filename(model_case.model_id), + FX_QUANTIZED_DIR_NAME / "ao_export_quantization_OpenVINOQuantizer", + extended=True, + ) diff --git a/tests/torch/test_models/synthetic.py b/tests/torch/test_models/synthetic.py index c999deedfce..e337e1c5008 100644 --- a/tests/torch/test_models/synthetic.py +++ b/tests/torch/test_models/synthetic.py @@ -514,6 +514,16 @@ def forward(self, x): return nn.functional.conv2d(x, w) +class ConvolutionWithSeveralOutputs(torch.nn.Module): + def __init__(self): + super().__init__() + self.conv = create_conv(1, 1, 1) + + def forward(self, x): + x = self.conv(x) + return x, x + 2 + + class ConvolutionWithAllConstantInputsModel(torch.nn.Module): def __init__(self): super().__init__() @@ -607,8 +617,12 @@ def __init__(self): self.param = nn.Parameter(4 * torch.ones((3, 3))) - def forward(self, x): + def forward(self, x, dummy_disconnected_input): y = self.linear_w(self.param) + # Inplace relu to check + # that inplace operations are + # removed as well + y = torch.relu_(y) y += 10 x = self.linear_act(x) return x + y