diff --git a/.github/workflows/model_hub.yml b/.github/workflows/model_hub.yml new file mode 100644 index 00000000000..895102cc99e --- /dev/null +++ b/.github/workflows/model_hub.yml @@ -0,0 +1,21 @@ +name: Model Hub + +on: + workflow_dispatch: + +jobs: + torch: + runs-on: ubuntu-20.04-16-cores + defaults: + run: + shell: bash + steps: + - uses: actions/checkout@v3 + - uses: actions/setup-python@v3 + with: + python-version: 3.8.10 + - name: Install NNCF and test requirements + run: make install-models-hub-torch + + - name: Run models-hub-torch test scope + run: make test-models-hub-torch diff --git a/Makefile b/Makefile index 5b71bb3eac1..b7906a496f6 100644 --- a/Makefile +++ b/Makefile @@ -50,6 +50,7 @@ test-examples-onnx: install-openvino-test: pip install -U pip pip install -e .[openvino] + pip install tensorflow==2.12.0 pip install -r tests/openvino/requirements.txt pip install -r tests/cross_fw/install/requirements.txt pip install -r tests/cross_fw/examples/requirements.txt @@ -113,8 +114,17 @@ install-torch-dev: install-torch-test install-pre-commit pip install -r examples/post_training_quantization/torch/mobilenet_v2/requirements.txt pip install -r examples/post_training_quantization/torch/ssd300_vgg16/requirements.txt +install-models-hub-torch: + pip install -U pip + pip install -e . + pip install -r tests/torch/models_hub_test/requirements.txt + # Install wheel to run pip with --no-build-isolation + pip install wheel + pip install --no-build-isolation -r tests/torch/models_hub_test/requirements_secondary.txt + + test-torch: - pytest ${COVERAGE_ARGS} tests/torch -m "not weekly and not nightly" --junitxml ${JUNITXML_PATH} $(DATA_ARG) + pytest ${COVERAGE_ARGS} tests/torch -m "not weekly and not nightly and not models_hub" --junitxml ${JUNITXML_PATH} $(DATA_ARG) test-torch-nightly: pytest ${COVERAGE_ARGS} tests/torch -m nightly --junitxml ${JUNITXML_PATH} $(DATA_ARG) @@ -138,6 +148,9 @@ test-examples-torch: --backend torch \ --junitxml ${JUNITXML_PATH} +test-models-hub-torch: + pytest tests/torch/models_hub_test --junitxml ${JUNITXML_PATH} + ############################################################################### # Common part install-common-test: diff --git a/ReleaseNotes.md b/ReleaseNotes.md index 4d9f3d83b6a..f90fff64e6d 100644 --- a/ReleaseNotes.md +++ b/ReleaseNotes.md @@ -1,5 +1,52 @@ # Release Notes +## New in Release 2.7.0 + +Post-training Quantization: + +- Features: + - (OpenVINO) Added support for data-free 4-bit weights compression through NF4 and INT4 data types (`compress_weights(…)` pipeline). + - (OpenVINO) Added support for [IF operation](https://docs.openvino.ai/latest/openvino_docs_ops_infrastructure_If_8.html) quantization. + - (OpenVINO) Added `dump_intermediate_model` parameter support for AccuracyAwareAlgorithm (`quantize_with_accuracy_control(…)` pipeline). + - (OpenVINO) Added support for SmoothQuant and ChannelAlignment algorithms for HyperparameterTuner algorithm (`quantize_with_tune_hyperparams(…)` pipeline). + - (PyTorch) Post-training Quantization is now supported with `quantize(…)` pipeline and the common implementation of quantization algorithms. Deprecated `create_compressed_model()` method for Post-training Quantization. + - Added new types (AvgPool, GroupNorm, LayerNorm) to the ignored scope for `ModelType.Transformer` scheme. + - `QuantizationPreset.Mixed` was set as the default for `ModelType.Transformer` scheme. +- Fixes: + - (OpenVINO, ONNX, PyTorch) Aligned/added patterns between backends (SE block, MVN layer, multiple activations, etc.) to restore performance/metrics. + - Fixed patterns for `ModelType.Transformer` to align with the [quantization scheme](https://docs.openvino.ai/latest/openvino_docs_OV_UG_lpt.html). +- Improvements: + - Improved UX with the new progress bar for pipeline, new exceptions, and .dot graph visualization updates. + - (OpenVINO) Optimized WeightsCompression algorithm (`compress_weights(…)` pipeline) execution time for LLM's quantization, added ignored scope support. + - (OpenVINO) Optimized AccuracyAwareQuantization algorithm execution time with multi-threaded approach while calculating ranking score (`quantize_with_accuracy_control(…)` pipeline). + - (OpenVINO) Added [extract_ov_subgraph tool](tools/extract_ov_subgraph.py) for large IR subgraph extraction. + - (ONNX) Optimized quantization pipeline (up to 1.15x speed up). +- Tutorials: + - [Post-Training Optimization of BLIP Model](https://github.com/openvinotoolkit/openvino_notebooks/tree/main/notebooks/233-blip-visual-language-processing) + - [Post-Training Optimization of DeepFloyd IF Model](https://github.com/openvinotoolkit/openvino_notebooks/tree/main/notebooks/238-deepfloyd-if) + - [Post-Training Optimization of Grammatical Error Correction Model](https://github.com/openvinotoolkit/openvino_notebooks/tree/main/notebooks/214-grammar-correction) + - [Post-Training Optimization of Dolly 2.0 Model](https://github.com/openvinotoolkit/openvino_notebooks/tree/main/notebooks/240-dolly-2-instruction-following) + - [Post-Training Optimization of Massively Multilingual Speech Model](https://github.com/openvinotoolkit/openvino_notebooks/tree/main/notebooks/255-mms-massively-multilingual-speech) + - [Post-Training Optimization of OneFormer Model](https://github.com/openvinotoolkit/openvino_notebooks/tree/main/notebooks/249-oneformer-segmentation) + - [Post-Training Optimization of InstructPix2Pix Model](https://github.com/openvinotoolkit/openvino_notebooks/tree/main/notebooks/231-instruct-pix2pix-image-editing) + - [Post-Training Optimization of LLaVA Model](https://github.com/openvinotoolkit/openvino_notebooks/tree/main/notebooks/257-llava-multimodal-chatbot) + - [Post-Training Optimization of Latent Consistency Model](https://github.com/openvinotoolkit/openvino_notebooks/tree/main/notebooks/263-latent-consistency-models-image-generation) + - [Post-Training Optimization of Distil-Whisper Model](https://github.com/openvinotoolkit/openvino_notebooks/tree/main/notebooks/267-distil-whisper-asr) + - [Post-Training Optimization of FastSAM Model](https://github.com/openvinotoolkit/openvino_notebooks/tree/main/notebooks/261-fast-segment-anything) +- Known issues: + - (ONNX) `quantize(...)` method can generate inaccurate int8 results for models with the BatchNormalization layer that contains biases. To get the best accuracy, use the `do_constant_folding=True` option during export from PyTorch to ONNX. + +Compression-aware training: + +- Fixes: + - (PyTorch) Fixed Hessian trace calculation to solve [#2155](https://github.com/openvinotoolkit/nncf/issues/2155) issue. +- Requirements: + - Updated PyTorch version (2.1.0). + - Updated numpy version (<1.27). +- Deprecations/Removals: + - (PyTorch) Removed legacy external quantizer storage names. + - (PyTorch) Removed torch < 2.0 version support. + ## New in Release 2.6.0 Post-training Quantization: diff --git a/codecov.yml b/codecov.yml index 9404cb6be71..62c50309c6b 100644 --- a/codecov.yml +++ b/codecov.yml @@ -5,8 +5,7 @@ ignore: codecov: notify: - after_n_builds: 2 - wait_for_ci: no + wait_for_ci: true max_report_age: off coverage: @@ -15,6 +14,7 @@ coverage: default: branches: - develop + target: 90% informational: true only_pulls: true paths: @@ -23,15 +23,72 @@ coverage: default: branches: - develop + target: 90% informational: true only_pulls: true paths: - - "nncf/onnx" - - "nncf/common" # extend this once we collect coverage reports for more than just onnx and common part of precommit + - "nncf" comment: - layout: "diff, flags, files" + layout: "reach, diff, files, flags, components" require_changes: false require_head: false require_base: false + +flag_management: + # Flag coverage percentage seems to show the "percentage of lines under the flag path covered as reported ONLY + # by the upload with the corresponding flag", so e.g. for COMMON the flag coverage percentage will report the + # percentage of common code tested ONLY by the common tests, and e.g. not by backend-specific precommit parts + # (which also run common code and are therefore indirectly providing coverage). Ideally each flag-specific path + # would be described below with the corresponding flag and provide valuable information on whether the test code base + # is written efficiently, e.g. that the backend-specific tests predominantly validate backend-specific code and the + # common tests completely cover the common code on their own. However, if we set all flags with paths here, then the + # total repo coverage percentage will sink, because codecov currently reports the overall coverage based on the union + # of the "flag" coverages - not the "component" coverages (see below) - and currently NNCF's precommit tests are + # biased toward validating common code via backend-specific tests. In the future the tests will be gradually + # refactored to have more "locality" in what each precommit section tests. + individual_flags: + - name: COMMON + paths: + - nncf/common + - nncf/quantization + +component_management: + # In contrast to the "flag" coverage above, the "component" display seems to calculate percentage based on the + # coverage information from ALL uploads for the code in the specified path. With this, the "component" coverage + # percentage is a better representation of what sub-paths in the NNCF code base are covered with at least one test, + # without distinction whether the test was run in the + individual_components: + - component_id: common + name: common + paths: + - nncf/common + - "!nncf/**/torch_*.py" + - "!nncf/**/tensorflow_*.py" + - "!nncf/**/onnx_*.py" + - "!nncf/**/openvino_*.py" + - component_id: torch + name: torch + paths: + - nncf/torch + - nncf/**/torch_*.py + - component_id: tensorflow + name: tensorflow + paths: + - nncf/tensorflow + - nncf/**/tensorflow_*.py + - component_id: onnx + name: onnx + paths: + - nncf/onnx + - nncf/**/onnx_*.py + - component_id: openvino + name: openvino + paths: + - nncf/openvino + - nncf/**/openvino_*.py + - component_id: quantization + name: ptq + paths: + - nncf/quantization \ No newline at end of file diff --git a/docs/Installation.md b/docs/Installation.md index 17063a177f0..e1a9624ce4f 100644 --- a/docs/Installation.md +++ b/docs/Installation.md @@ -69,7 +69,8 @@ as well as the supported versions of Python: | NNCF | OpenVINO | PyTorch | ONNX | TensorFlow | Python | |-----------|------------|----------|----------|------------|--------| -| `develop` | `2023.1.0` | `2.1` | `1.13.1` | `2.12.0` | `3.8` | +| `develop` | `2023.2.0` | `2.1` | `1.13.1` | `2.12.0` | `3.8` | +| `2.7.0` | `2023.2.0` | `2.1` | `1.13.1` | `2.12.0` | `3.8` | | `2.6.0` | `2023.1.0` | `2.0.1` | `1.13.1` | `2.12.0` | `3.8` | | `2.5.0` | `2023.0.0` | `1.13.1` | `1.13.1` | `2.11.1` | `3.8` | | `2.4.0` | `2022.1.0` | `1.12.1` | `1.12.0` | `2.8.2` | `3.8` | diff --git a/docs/compression_algorithms/CompressWeights.md b/docs/compression_algorithms/CompressWeights.md index d28ae71dd7e..15bd2f2059f 100644 --- a/docs/compression_algorithms/CompressWeights.md +++ b/docs/compression_algorithms/CompressWeights.md @@ -8,22 +8,30 @@ The Weights Compression algorithm is aimed at compressing the weights of the mod #### Supported modes -By default, weights are compressed to 8-bit integer data type - "INT8" mode. +By default, weights are compressed asymmetrically to 8-bit integer data type - "INT8_ASYM" mode. OpenVINO backend also supports 3 modes of mixed precision weight quantization with a 4-bit data type as a primary precision - INT4_SYM, INT4_ASYM and NF4. The primary precision in case of INT4_SYM mode is unsigned 4-bit integer and weights are quantized to it [symmetrically](https://github.com/openvinotoolkit/nncf/blob/develop/docs/compression_algorithms/Quantization.md#symmetric-quantization) with a fixed zero point equals to 8. In case of INT4_ASYM mode - also unsigned 4-bit integer, but weight are quantized to it [asymmetrically](https://github.com/openvinotoolkit/nncf/blob/develop/docs/compression_algorithms/Quantization.md#asymmetric-quantization) with a typical non-fixed zero point. In case of NF4 mode - [nf4](https://arxiv.org/pdf/2305.14314v1.pdf) data type without zero point. All 4-bit modes have a grouped quantization support, when small group of weights (e.g. 128) in the channel dimension share quantization parameters (scale). -First embedding and last linear layers are always compressed to 8-bit integer data type. -Percent of the rest layers compressed to 4-bit can be configured by "ratio" parameter. E.g. ratio=0.9 means 90% of layers compressed to the corresponding 4-bit data type and the rest to 8-bit integer data type. +All embeddings and last linear layers are always compressed to 8-bit integer data type. +Percent of the rest layers compressed to 4-bit can be configured by "ratio" parameter. E.g. ratio=0.9 means 90% of layers compressed to the corresponding 4-bit data type and the rest to 8-bit asymmetric integer data type. #### User guide -- Compress weights to 8-bit integer data type. +- Compress weights asymmetrically to 8-bit integer data type. ```python from nncf import compress_weights compressed_model = compress_weights(model) ``` -- Compress weights symmetrically to 4-bit integer data type with group size = 128, except first embedding and last linear layers - they are compressed to 8-bit integer data type. +- Compress weights symmetrically to 8-bit integer data type. + +```python +from nncf import compress_weights +from nncf import CompressWeightsMode +compressed_model = compress_weights(model, mode=CompressWeightsMode.INT8_SYM) +``` + +- Compress weights symmetrically to 4-bit integer data type with group size = 128, except embeddings and last linear layers - they are compressed asymmetrically to 8-bit integer data type. ```python from nncf import compress_weights @@ -36,7 +44,7 @@ compressed_model = compress_weights(model, mode=CompressWeightsMode.INT4_SYM) If the accuracy or perplexity is still not satisfying, there are 2 more hyper-parameters to tune: `group_size` and `ratio`. Lower group size and less ratio of 4-bit layers usually improve accuracy at the sacrifice of inference speed. Below is the example how to compress weights of 90% of layers to 4-bit integer asymmetrically with the group size 64, and - the rest of layers to 8-bit integer data type. The same parametrization is applicable for `INT4_SYM` mode. + the rest of layers to 8-bit asymmetric integer data type. The same parametrization is applicable for `INT4_SYM` mode. ```python from nncf import compress_weights @@ -45,7 +53,7 @@ compressed_model = compress_weights(model, mode=CompressWeightsMode.INT4_ASYM, g ``` - `NF4` mode can be considered for improving accuracy, but currently models quantized to nf4 should not be faster models - quantized to 8-bit integer. Here's the example how to compress weights to nf4 data type with group size = 128. + quantized to 8-bit asymmetric integer. Here's the example how to compress weights to nf4 data type with group size = 128. Different `group_size` and `ratio` are also supported. ```python @@ -79,7 +87,7 @@ Here is the perplexity and model size before and after weight compression for di databricks/dolly-v2-3b - int8 + int8_asym 5.07 0.05 2.6 @@ -107,7 +115,7 @@ Here is the perplexity and model size before and after weight compression for di facebook/opt-6.7b - int8 + int8_asym 4.27 0.01 6.2 @@ -135,7 +143,7 @@ Here is the perplexity and model size before and after weight compression for di meta-llama/Llama-2-7b-chat-hf - int8 + int8_asym 3.29 0.01 6.3 @@ -163,7 +171,7 @@ Here is the perplexity and model size before and after weight compression for di togethercomputer/RedPajama-INCITE-7B-Instruct - int8 + int8_asym 4.17 0.02 6.4 @@ -191,7 +199,7 @@ Here is the perplexity and model size before and after weight compression for di meta-llama/Llama-2-13b-chat-hf - int8 + int8_asym 2.91 0 12.1 @@ -218,7 +226,7 @@ Here is the perplexity and model size before and after weight compression for di - The algorithm is supported for OpenVINO and PyTorch models. - The compression applies in-place. - The compressed model is not trainable. -- INT4_SYM, INT4_ASYM and NF4 modes, grouped quantization and mixed precision selection is available for OpenVINO backend only. +- INT8_SYM, INT4_SYM, INT4_ASYM and NF4 modes, grouped quantization and mixed precision selection is available for OpenVINO backend only. - NF4 support is experimental - models quantized to nf4 should not be faster models quantized to 8-bit integer. #### Additional resources diff --git a/docs/styleguide/PyGuide.md b/docs/styleguide/PyGuide.md index 070e35cad43..811c8633616 100644 --- a/docs/styleguide/PyGuide.md +++ b/docs/styleguide/PyGuide.md @@ -775,6 +775,39 @@ Always use a `.py` filename extension. Never use dashes. Python filenames must have a `.py` extension and must not contain dashes (`-`). This allows them to be imported and unit tested. +Avoid having `.py` files with names such as `utils`, `helpers` that are a "swiss army knife" containing many unrelated pieces of code used across the code base. +Instead group your new code in dedicated files/modules that are named explicitly according to the purpose of code. + +Bad: + +*utils.py* + +```python3 +def log_current_time(log_stream: LogStream): + ... + +def convert_checkpoint(ckpt: CheckpointType) -> AnotherCheckpointType: + ... +``` + +Good: + +*logger.py* + +```python3 +def log_current_time(log_stream: LogStream): + ... +``` + +*checkpointing/converter.py* + +```python3 +class CheckpointConverter: + # ... + def convert(self, ckpt: CheckpointType) -> AnotherCheckpointType: + pass +``` + diff --git a/examples/post_training_quantization/onnx/mobilenet_v2/main.py b/examples/post_training_quantization/onnx/mobilenet_v2/main.py index 5f9850f8cbe..2d9f94d64be 100755 --- a/examples/post_training_quantization/onnx/mobilenet_v2/main.py +++ b/examples/post_training_quantization/onnx/mobilenet_v2/main.py @@ -140,11 +140,11 @@ def transform_fn(data_item): print("[4/7] Benchmark INT8 model:") int8_fps = run_benchmark(int8_model_path, shape=[1, 3, 224, 224], verbose=True) -print("[5/7] Validate OpenVINO FP32 model:") +print("[5/7] Validate ONNX FP32 model in OpenVINO:") fp32_top1 = validate(fp32_model_path, val_loader) print(f"Accuracy @ top1: {fp32_top1:.3f}") -print("[6/7] Validate OpenVINO INT8 model:") +print("[6/7] Validate ONNX INT8 model in OpenVINO:") int8_top1 = validate(int8_model_path, val_loader) print(f"Accuracy @ top1: {int8_top1:.3f}") diff --git a/examples/post_training_quantization/onnx/mobilenet_v2/requirements.txt b/examples/post_training_quantization/onnx/mobilenet_v2/requirements.txt index 19438721560..70057807254 100644 --- a/examples/post_training_quantization/onnx/mobilenet_v2/requirements.txt +++ b/examples/post_training_quantization/onnx/mobilenet_v2/requirements.txt @@ -4,4 +4,4 @@ scikit-learn fastdownload onnx~=1.13.1 onnxruntime~=1.14.1 -openvino-dev==2023.1 +openvino-dev==2023.2 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 88393421801..d915fa73371 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 @@ -39,8 +39,7 @@ DATASET_INFO = download.DownloadInfo( name="mvtec_capsule", - url="https://www.mydrive.ch/shares/38536/3830184030e49fe74747669442f0f282/" - "download/420937454-1629951595/capsule.tar.xz", + url="https://huggingface.co/datasets/alexsu52/mvtec_capsule/resolve/main/capsule.tar.xz", hash="380afc46701c99cb7b9a928edbe16eb5", ) DATASET_PATH = HOME_PATH / ".cache/nncf/datasets/mvtec_capsule" diff --git a/examples/post_training_quantization/openvino/anomaly_stfpm_quantize_with_accuracy_control/requirements.txt b/examples/post_training_quantization/openvino/anomaly_stfpm_quantize_with_accuracy_control/requirements.txt index c19233c3926..a2ffef7857a 100644 --- a/examples/post_training_quantization/openvino/anomaly_stfpm_quantize_with_accuracy_control/requirements.txt +++ b/examples/post_training_quantization/openvino/anomaly_stfpm_quantize_with_accuracy_control/requirements.txt @@ -1,2 +1,2 @@ anomalib==0.6.0 -openvino-dev==2023.1 +openvino-dev==2023.2 diff --git a/examples/post_training_quantization/openvino/mobilenet_v2/requirements.txt b/examples/post_training_quantization/openvino/mobilenet_v2/requirements.txt index b44e82c5d48..66fe07cc2d4 100644 --- a/examples/post_training_quantization/openvino/mobilenet_v2/requirements.txt +++ b/examples/post_training_quantization/openvino/mobilenet_v2/requirements.txt @@ -2,4 +2,4 @@ torchvision tqdm scikit-learn fastdownload -openvino-dev==2023.1 \ No newline at end of file +openvino-dev==2023.2 \ No newline at end of file diff --git a/examples/post_training_quantization/openvino/yolov8/requirements.txt b/examples/post_training_quantization/openvino/yolov8/requirements.txt index 40613340baa..8f9f710aa9e 100644 --- a/examples/post_training_quantization/openvino/yolov8/requirements.txt +++ b/examples/post_training_quantization/openvino/yolov8/requirements.txt @@ -1,3 +1,3 @@ ultralytics==8.0.170 onnx>=1.12.0 -openvino-dev==2023.1 \ No newline at end of file +openvino-dev==2023.2 \ No newline at end of file diff --git a/examples/post_training_quantization/openvino/yolov8_quantize_with_accuracy_control/requirements.txt b/examples/post_training_quantization/openvino/yolov8_quantize_with_accuracy_control/requirements.txt index 40613340baa..8f9f710aa9e 100644 --- a/examples/post_training_quantization/openvino/yolov8_quantize_with_accuracy_control/requirements.txt +++ b/examples/post_training_quantization/openvino/yolov8_quantize_with_accuracy_control/requirements.txt @@ -1,3 +1,3 @@ ultralytics==8.0.170 onnx>=1.12.0 -openvino-dev==2023.1 \ No newline at end of file +openvino-dev==2023.2 \ No newline at end of file diff --git a/examples/post_training_quantization/tensorflow/mobilenet_v2/main.py b/examples/post_training_quantization/tensorflow/mobilenet_v2/main.py index 2024cba3fc6..1dce1f98f35 100644 --- a/examples/post_training_quantization/tensorflow/mobilenet_v2/main.py +++ b/examples/post_training_quantization/tensorflow/mobilenet_v2/main.py @@ -15,10 +15,9 @@ from pathlib import Path from typing import List, Optional -import openvino.runtime as ov +import openvino as ov import tensorflow as tf import tensorflow_datasets as tfds -from openvino.tools import mo from tqdm import tqdm import nncf @@ -146,16 +145,16 @@ def transform_fn(data_item): ############################################################################### # Benchmark performance, calculate compression rate and validate accuracy -ov_model = mo.convert_model(tf_model) -ov_quantized_model = mo.convert_model(tf_quantized_model) +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" -ov.serialize(ov_model, fp32_ir_path) +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) int8_ir_path = f"{ROOT}/mobilenet_v2_int8.xml" -ov.serialize(ov_quantized_model, int8_ir_path) +ov.save_model(ov_quantized_model, int8_ir_path, compress_to_fp16=False) print(f"[2/7] Save INT8 model: {int8_ir_path}") int8_model_size = get_model_size(int8_ir_path, verbose=True) diff --git a/examples/post_training_quantization/tensorflow/mobilenet_v2/requirements.txt b/examples/post_training_quantization/tensorflow/mobilenet_v2/requirements.txt index ada72b9518c..f4ed8bfccdc 100644 --- a/examples/post_training_quantization/tensorflow/mobilenet_v2/requirements.txt +++ b/examples/post_training_quantization/tensorflow/mobilenet_v2/requirements.txt @@ -1,4 +1,4 @@ tensorflow~=2.12.0 tensorflow-datasets tqdm -openvino-dev==2023.0.2 +openvino-dev==2023.2 diff --git a/examples/post_training_quantization/torch/mobilenet_v2/main.py b/examples/post_training_quantization/torch/mobilenet_v2/main.py index 152ffc7e31f..e2169022e3b 100644 --- a/examples/post_training_quantization/torch/mobilenet_v2/main.py +++ b/examples/post_training_quantization/torch/mobilenet_v2/main.py @@ -12,6 +12,7 @@ import os import re import subprocess +from functools import partial from pathlib import Path from typing import List, Optional, Tuple @@ -19,7 +20,6 @@ import openvino as ov import torch from fastdownload import FastDownload -from openvino.tools import mo from sklearn.metrics import accuracy_score from torchvision import datasets from torchvision import models @@ -107,11 +107,13 @@ def get_model_size(ir_path: str, m_type: str = "Mb", verbose: bool = True) -> fl ] ), ) -val_data_loader = torch.utils.data.DataLoader(val_dataset, batch_size=128, num_workers=4, shuffle=False) +val_data_loader = torch.utils.data.DataLoader(val_dataset) torch_model = models.mobilenet_v2(num_classes=DATASET_CLASSES) -torch_model.eval() torch_model = load_checkpoint(torch_model) +device = torch.device("cuda") if torch.cuda.is_available() else torch.device("cpu") +torch_model.to(device) +torch_model.eval() ############################################################################### # Quantize a PyTorch model @@ -120,12 +122,12 @@ def get_model_size(ir_path: str, m_type: str = "Mb", verbose: bool = True) -> fl # # To validate the transform function use the following code: # >> for data_item in val_loader: -# >> model(transform_fn(data_item)) +# >> model(transform_fn(data_item, device)) -def transform_fn(data_item: Tuple[torch.Tensor, int]) -> torch.Tensor: +def transform_fn(data_item: Tuple[torch.Tensor, int], device: torch.device) -> torch.Tensor: images, _ = data_item - return images + return images.to(device) # The calibration dataset is a small, no label, representative dataset @@ -138,22 +140,15 @@ def transform_fn(data_item: Tuple[torch.Tensor, int]) -> torch.Tensor: # item and prepare model input data. The quantize method uses a small subset # (default: 300 samples) of the calibration dataset. -calibration_dataset = nncf.Dataset(val_data_loader, transform_fn) -torch_quantized_model = nncf.quantize( - torch_model, - calibration_dataset, - advanced_parameters=nncf.AdvancedQuantizationParameters(disable_bias_correction=True), -) +calibration_dataset = nncf.Dataset(val_data_loader, partial(transform_fn, device=device)) +torch_quantized_model = nncf.quantize(torch_model, calibration_dataset) ############################################################################### # Benchmark performance, calculate compression rate and validate accuracy dummy_input = torch.randn(1, 3, 224, 224) -ov_input_shape = (-1, 3, 224, 224) -ov_model = mo.convert_model(torch_model.cpu(), example_input=dummy_input, input_shape=ov_input_shape) -ov_quantized_model = mo.convert_model( - torch_quantized_model.cpu(), example_input=dummy_input, input_shape=ov_input_shape -) +ov_model = ov.convert_model(torch_model.cpu(), example_input=dummy_input) +ov_quantized_model = ov.convert_model(torch_quantized_model.cpu(), example_input=dummy_input) fp32_ir_path = f"{ROOT}/mobilenet_v2_fp32.xml" ov.save_model(ov_model, fp32_ir_path, compress_to_fp16=False) diff --git a/examples/post_training_quantization/torch/mobilenet_v2/requirements.txt b/examples/post_training_quantization/torch/mobilenet_v2/requirements.txt index 7f0bf782ccf..c41054ec33a 100644 --- a/examples/post_training_quantization/torch/mobilenet_v2/requirements.txt +++ b/examples/post_training_quantization/torch/mobilenet_v2/requirements.txt @@ -1,5 +1,5 @@ fastdownload==0.0.7 -openvino-dev==2023.1 +openvino-dev==2023.2 scikit-learn torch==2.1.0 torchvision==0.16.0 diff --git a/examples/post_training_quantization/torch/ssd300_vgg16/main.py b/examples/post_training_quantization/torch/ssd300_vgg16/main.py index 3bed9cfee45..ad47f2224a0 100644 --- a/examples/post_training_quantization/torch/ssd300_vgg16/main.py +++ b/examples/post_training_quantization/torch/ssd300_vgg16/main.py @@ -23,7 +23,6 @@ import torch import torchvision from fastdownload import FastDownload -from openvino.tools import mo from PIL import Image from torchmetrics.detection.mean_ap import MeanAveragePrecision from torchvision.models.detection.ssd import SSD @@ -158,11 +157,11 @@ def main(): fp32_onnx_path = f"{ROOT}/ssd300_vgg16_fp32.onnx" torch.onnx.export(model.cpu(), dummy_input, fp32_onnx_path) - ov_model = mo.convert_model(fp32_onnx_path) + ov_model = ov.convert_model(fp32_onnx_path) int8_onnx_path = f"{ROOT}/ssd300_vgg16_int8.onnx" torch.onnx.export(quantized_model.cpu(), dummy_input, int8_onnx_path) - ov_quantized_model = mo.convert_model(int8_onnx_path) + ov_quantized_model = ov.convert_model(int8_onnx_path) fp32_ir_path = f"{ROOT}/ssd300_vgg16_fp32.xml" ov.save_model(ov_model, fp32_ir_path, compress_to_fp16=False) diff --git a/examples/post_training_quantization/torch/ssd300_vgg16/requirements.txt b/examples/post_training_quantization/torch/ssd300_vgg16/requirements.txt index 952c35e0a94..bcaa9b45ae6 100644 --- a/examples/post_training_quantization/torch/ssd300_vgg16/requirements.txt +++ b/examples/post_training_quantization/torch/ssd300_vgg16/requirements.txt @@ -1,6 +1,6 @@ fastdownload==0.0.7 onnx==1.13.1 -openvino-dev==2023.1 +openvino-dev==2023.2 pycocotools==2.0.7 torch==2.0.1 # ssd300_vgg16 can not be exported with 2.1.0, reference: https://github.com/pytorch/pytorch/issues/113155 torchmetrics==1.0.1 diff --git a/examples/tensorflow/object_detection/main.py b/examples/tensorflow/object_detection/main.py index 6ac73a7f0b2..93b73abe829 100644 --- a/examples/tensorflow/object_detection/main.py +++ b/examples/tensorflow/object_detection/main.py @@ -323,8 +323,7 @@ def run(config): # Training parameters epochs = config.epochs - steps_per_epoch = train_builder.steps_per_epoch - num_test_batches = test_builder.steps_per_epoch + steps_per_epoch, num_test_batches = train_builder.steps_per_epoch, test_builder.steps_per_epoch # Create model builder model_builder = get_model_builder(config) @@ -336,10 +335,7 @@ def run(config): ) resume_training = config.ckpt_path is not None - - compression_state = None - if resume_training: - compression_state = load_compression_state(config.ckpt_path) + compression_state = load_compression_state(config.ckpt_path) if resume_training else None with TFModelManager(model_builder.build_model, config.nncf_config, weights=config.get("weights", None)) as model: with strategy.scope(): @@ -384,6 +380,8 @@ def run(config): test_step = create_test_step_fn(strategy, compress_model, predict_post_process_fn) if "train" in config.mode: + if config.weights is None and not resume_training: + logger.warning("Pretrained checkpoint is not provided. This may lead to poor training results!") if is_accuracy_aware_training(config): train_summary_writer = SummaryWriter(config.log_dir, "train") timer = Timer() diff --git a/examples/torch/classification/README.md b/examples/torch/classification/README.md index 36c85eecd49..f191f0ad92a 100644 --- a/examples/torch/classification/README.md +++ b/examples/torch/classification/README.md @@ -64,7 +64,9 @@ python main.py \ - Use the `--resume` flag with the path to a previously saved model to resume training. - For Torchvision-supported image classification models, set `"pretrained": true` inside the NNCF config JSON file supplied via `--config` to initialize the model to be compressed with Torchvision-supplied pretrained weights, or, alternatively: - Use the `--weights` flag with the path to a compatible PyTorch checkpoint in order to load all matching weights from the checkpoint into the model - useful if you need to start compression-aware training from a previously trained uncompressed (FP32) checkpoint instead of performing compression-aware training from scratch. -- Use the `--no_strip_on_export` to export not stripped model. +- Use `--export-model-path` to specify the path to export the model in OpenVINO or ONNX format by using the .xml or .onnx suffix, respectively. +- Use the `--no-strip-on-export` to export not stripped model. +- Use the `--export-to-ir-via-onnx` to to export to OpenVINO, will produce the serialized OV IR object by first exporting the torch model object to an .onnx file and then converting that .onnx file to an OV IR file. ### Validate Your Model Checkpoint @@ -86,7 +88,7 @@ To export trained model to the ONNX format, use the following command: python main.py -m export \ --config=configs/quantization/mobilenet_v2_imagenet_int8.json \ --resume=../../results/quantization/mobilenet_v2_int8/6/checkpoints/epoch_1.pth \ ---to-onnx=../../results/mobilenet_v2_int8.onnx +--to-ir=../../results ``` ### Export to OpenVINO™ Intermediate Representation (IR) diff --git a/examples/torch/classification/configs/binarization/resnet18_imagenet_binarization_dorefa.json b/examples/torch/classification/configs/binarization/resnet18_imagenet_binarization_dorefa.json index b3dad882b1a..c6d605fb2fd 100644 --- a/examples/torch/classification/configs/binarization/resnet18_imagenet_binarization_dorefa.json +++ b/examples/torch/classification/configs/binarization/resnet18_imagenet_binarization_dorefa.json @@ -27,5 +27,6 @@ "{re}ResNet/Sequential\\[layer4\\]/BasicBlock\\[0\\]/Sequential\\[downsample\\]/.*"] } ], - "no_strip_on_export": true + "no_strip_on_export": true, + "export_to_ir_via_onnx": true } diff --git a/examples/torch/classification/configs/binarization/resnet18_imagenet_binarization_xnor.json b/examples/torch/classification/configs/binarization/resnet18_imagenet_binarization_xnor.json index 04b426caa1a..2f89d33a1fb 100644 --- a/examples/torch/classification/configs/binarization/resnet18_imagenet_binarization_xnor.json +++ b/examples/torch/classification/configs/binarization/resnet18_imagenet_binarization_xnor.json @@ -27,5 +27,6 @@ "{re}ResNet/Sequential\\[layer4\\]/BasicBlock\\[0\\]/Sequential\\[downsample\\]/.*"] } ], - "no_strip_on_export": true + "no_strip_on_export": true, + "export_to_ir_via_onnx": true } diff --git a/examples/torch/classification/configs/mixed_precision/mobilenet_v2_imagenet_mixed_int_autoq_staged.json b/examples/torch/classification/configs/mixed_precision/mobilenet_v2_imagenet_mixed_int_autoq_staged.json index a2eaae16d41..5e0b82e52f5 100644 --- a/examples/torch/classification/configs/mixed_precision/mobilenet_v2_imagenet_mixed_int_autoq_staged.json +++ b/examples/torch/classification/configs/mixed_precision/mobilenet_v2_imagenet_mixed_int_autoq_staged.json @@ -40,5 +40,6 @@ "lr_poly_drop_duration_epochs": 10 } }, - "no_strip_on_export": true + "no_strip_on_export": true, + "export_to_ir_via_onnx": true } diff --git a/examples/torch/classification/configs/mixed_precision/mobilenet_v2_imagenet_mixed_int_hawq.json b/examples/torch/classification/configs/mixed_precision/mobilenet_v2_imagenet_mixed_int_hawq.json index 1ba3d3fd665..ab340db9e53 100644 --- a/examples/torch/classification/configs/mixed_precision/mobilenet_v2_imagenet_mixed_int_hawq.json +++ b/examples/torch/classification/configs/mixed_precision/mobilenet_v2_imagenet_mixed_int_hawq.json @@ -35,5 +35,6 @@ } } }, - "no_strip_on_export": true + "no_strip_on_export": true, + "export_to_ir_via_onnx": true } diff --git a/examples/torch/classification/configs/mixed_precision/mobilenet_v2_imagenet_mixed_int_manual_staged.json b/examples/torch/classification/configs/mixed_precision/mobilenet_v2_imagenet_mixed_int_manual_staged.json index e34eda4d2c8..07c5a047d3e 100644 --- a/examples/torch/classification/configs/mixed_precision/mobilenet_v2_imagenet_mixed_int_manual_staged.json +++ b/examples/torch/classification/configs/mixed_precision/mobilenet_v2_imagenet_mixed_int_manual_staged.json @@ -166,5 +166,6 @@ "disable_wd_start_epoch": 50 } }, - "no_strip_on_export": true + "no_strip_on_export": true, + "export_to_ir_via_onnx": true } diff --git a/examples/torch/classification/configs/mixed_precision/resnet50_imagenet_mixed_int_autoq_staged.json b/examples/torch/classification/configs/mixed_precision/resnet50_imagenet_mixed_int_autoq_staged.json index 097d0c8181f..aeed86e7816 100644 --- a/examples/torch/classification/configs/mixed_precision/resnet50_imagenet_mixed_int_autoq_staged.json +++ b/examples/torch/classification/configs/mixed_precision/resnet50_imagenet_mixed_int_autoq_staged.json @@ -45,5 +45,6 @@ "lr_poly_drop_duration_epochs": 10 } }, - "no_strip_on_export": true + "no_strip_on_export": true, + "export_to_ir_via_onnx": true } diff --git a/examples/torch/classification/configs/mixed_precision/resnet50_imagenet_mixed_int_hawq.json b/examples/torch/classification/configs/mixed_precision/resnet50_imagenet_mixed_int_hawq.json index 1db7add2fbe..8185a4e48fa 100644 --- a/examples/torch/classification/configs/mixed_precision/resnet50_imagenet_mixed_int_hawq.json +++ b/examples/torch/classification/configs/mixed_precision/resnet50_imagenet_mixed_int_hawq.json @@ -35,5 +35,6 @@ "disable_wd_start_epoch": 20 } }, - "no_strip_on_export": true + "no_strip_on_export": true, + "export_to_ir_via_onnx": true } diff --git a/examples/torch/classification/configs/mixed_precision/resnet50_imagenet_mixed_int_manual.json b/examples/torch/classification/configs/mixed_precision/resnet50_imagenet_mixed_int_manual.json index 7552b9107b1..3399d855e0a 100644 --- a/examples/torch/classification/configs/mixed_precision/resnet50_imagenet_mixed_int_manual.json +++ b/examples/torch/classification/configs/mixed_precision/resnet50_imagenet_mixed_int_manual.json @@ -171,5 +171,6 @@ } } }, - "no_strip_on_export": true + "no_strip_on_export": true, + "export_to_ir_via_onnx": true } diff --git a/examples/torch/classification/configs/mixed_precision/resnet50_imagenet_mixed_int_manual_staged.json b/examples/torch/classification/configs/mixed_precision/resnet50_imagenet_mixed_int_manual_staged.json index f00e57a52c4..ec508fe8016 100644 --- a/examples/torch/classification/configs/mixed_precision/resnet50_imagenet_mixed_int_manual_staged.json +++ b/examples/torch/classification/configs/mixed_precision/resnet50_imagenet_mixed_int_manual_staged.json @@ -173,5 +173,6 @@ "disable_wd_start_epoch": 20 } }, - "no_strip_on_export": true + "no_strip_on_export": true, + "export_to_ir_via_onnx": true } diff --git a/examples/torch/classification/configs/mixed_precision/squeezenet1_1_imagenet_mixed_int_hawq.json b/examples/torch/classification/configs/mixed_precision/squeezenet1_1_imagenet_mixed_int_hawq.json index 0905e63f3a2..4dfe3248a59 100644 --- a/examples/torch/classification/configs/mixed_precision/squeezenet1_1_imagenet_mixed_int_hawq.json +++ b/examples/torch/classification/configs/mixed_precision/squeezenet1_1_imagenet_mixed_int_hawq.json @@ -35,5 +35,6 @@ } } }, - "no_strip_on_export": true + "no_strip_on_export": true, + "export_to_ir_via_onnx": true } diff --git a/examples/torch/classification/configs/mixed_precision/squeezenet1_1_imagenet_mixed_int_hawq_old_eval.json b/examples/torch/classification/configs/mixed_precision/squeezenet1_1_imagenet_mixed_int_hawq_old_eval.json index 6ad4fa4f3a3..d161e8f3ac7 100644 --- a/examples/torch/classification/configs/mixed_precision/squeezenet1_1_imagenet_mixed_int_hawq_old_eval.json +++ b/examples/torch/classification/configs/mixed_precision/squeezenet1_1_imagenet_mixed_int_hawq_old_eval.json @@ -9,5 +9,6 @@ "target_device": "TRIAL", "compression": { "algorithm": "quantization" - } + }, + "no_strip_on_export": true } diff --git a/examples/torch/classification/configs/mixed_precision/squeezenet1_1_imagenet_mixed_int_manual.json b/examples/torch/classification/configs/mixed_precision/squeezenet1_1_imagenet_mixed_int_manual.json index f024f9fe1ff..376c98da783 100644 --- a/examples/torch/classification/configs/mixed_precision/squeezenet1_1_imagenet_mixed_int_manual.json +++ b/examples/torch/classification/configs/mixed_precision/squeezenet1_1_imagenet_mixed_int_manual.json @@ -99,5 +99,6 @@ } } }, - "no_strip_on_export": true + "no_strip_on_export": true, + "export_to_ir_via_onnx": true } diff --git a/examples/torch/classification/configs/mixed_precision/squeezenet1_1_imagenet_mixed_int_manual_staged.json b/examples/torch/classification/configs/mixed_precision/squeezenet1_1_imagenet_mixed_int_manual_staged.json index 7196a376620..b971a9e2b07 100644 --- a/examples/torch/classification/configs/mixed_precision/squeezenet1_1_imagenet_mixed_int_manual_staged.json +++ b/examples/torch/classification/configs/mixed_precision/squeezenet1_1_imagenet_mixed_int_manual_staged.json @@ -111,5 +111,6 @@ "disable_wd_start_epoch": 50 } }, - "no_strip_on_export": true + "no_strip_on_export": true, + "export_to_ir_via_onnx": true } diff --git a/examples/torch/classification/main.py b/examples/torch/classification/main.py index 9d2b94c5d42..8b4bd35793f 100644 --- a/examples/torch/classification/main.py +++ b/examples/torch/classification/main.py @@ -235,8 +235,7 @@ def model_eval_fn(model): load_state(model, model_state_dict, is_resume=True) if is_export_only: - export_model(compression_ctrl, config.to_onnx, config.no_strip_on_export) - logger.info(f"Saved to {config.to_onnx}") + export_model(compression_ctrl, config) return model, _ = prepare_model_for_execution(model, config) @@ -328,8 +327,7 @@ def configure_optimizers_fn(): config.mlflow.end_run() if "export" in config.mode: - export_model(compression_ctrl, config.to_onnx, config.no_strip_on_export) - logger.info(f"Saved to {config.to_onnx}") + export_model(compression_ctrl, config) def train( diff --git a/examples/torch/classification/staged_quantization_worker.py b/examples/torch/classification/staged_quantization_worker.py index 2a73b630c24..ad6ad5d1312 100644 --- a/examples/torch/classification/staged_quantization_worker.py +++ b/examples/torch/classification/staged_quantization_worker.py @@ -210,7 +210,7 @@ def autoq_eval_fn(model, eval_loader): best_acc1 = 0 # optionally resume from a checkpoint - if resuming_checkpoint is not None and config.to_onnx is None: + if resuming_checkpoint is not None and config.export_model_path is None: best_acc1 = resuming_checkpoint["best_acc1"] if "train" in config.mode: kd_loss_calculator.original_model.load_state_dict(resuming_checkpoint["original_model_state_dict"]) @@ -228,8 +228,7 @@ def autoq_eval_fn(model, eval_loader): log_common_mlflow_params(config) if is_export_only: - export_model(compression_ctrl, config.to_onnx, config.no_strip_on_export) - logger.info(f"Saved to {config.to_onnx}") + export_model(compression_ctrl, config) return if config.execution_mode != ExecutionMode.CPU_ONLY: @@ -262,8 +261,7 @@ def autoq_eval_fn(model, eval_loader): validate(val_loader, model, criterion, config) if "export" in config.mode: - export_model(compression_ctrl, config.to_onnx, config.no_strip_on_export) - logger.info(f"Saved to {config.to_onnx}") + export_model(compression_ctrl, config) def train_staged( diff --git a/examples/torch/common/argparser.py b/examples/torch/common/argparser.py index 3b750ee22eb..62c67625125 100644 --- a/examples/torch/common/argparser.py +++ b/examples/torch/common/argparser.py @@ -104,7 +104,14 @@ def get_common_argument_parser(): parser.add_argument("--dist-url", default="tcp://127.0.0.1:8899", help="URL used to set up distributed training") parser.add_argument("--rank", default=0, type=int, help="Node rank for distributed training") parser.add_argument("--dist-backend", default="nccl", type=str, help="Distributed backend") - parser.add_argument("--no_strip_on_export", help="Set to export not stripped model.", action="store_true") + parser.add_argument("--no-strip-on-export", help="Set to export not stripped model.", action="store_true") + parser.add_argument( + "--export-to-ir-via-onnx", + help="When used with the `exported-model-path` option to export to OpenVINO, will produce the serialized " + "OV IR object by first exporting the torch model object to an .onnx file and then converting that .onnx file " + "to an OV IR file.", + action="store_true", + ) # Hyperparameters parser.add_argument( @@ -141,7 +148,7 @@ def get_common_argument_parser(): # Dataset parser.add_argument( - "--data", dest="dataset_dir", type=str, help="Path to the root directory of the selected dataset. " + "--data", dest="dataset_dir", type=str, help="Path to the root directory of the selected dataset." ) # Settings @@ -169,8 +176,13 @@ def get_common_argument_parser(): ) parser.add_argument("--save-freq", default=5, type=int, help="Checkpoint save frequency (epochs). Default: 5") - - parser.add_argument("--to-onnx", type=str, metavar="PATH", default=None, help="Export to ONNX model by given path") + parser.add_argument( + "--export-model-path", + type=str, + metavar="PATH", + default=None, + help="The path to export the model in OpenVINO or ONNX format by using the .xml or .onnx suffix, respectively.", + ) # Display parser.add_argument( @@ -191,6 +203,6 @@ def get_common_argument_parser(): def parse_args(parser, argv): args = parser.parse_args(argv) - if "export" in args.mode and args.to_onnx is None: - raise RuntimeError("--mode export requires --to-onnx argument to be set") + if "export" in args.mode and args.export_model_path is None: + raise RuntimeError("--mode export requires --export-model-path argument to be set") return args diff --git a/examples/torch/common/export.py b/examples/torch/common/export.py index 0eb72071b80..67a8a1ac1a3 100644 --- a/examples/torch/common/export.py +++ b/examples/torch/common/export.py @@ -8,29 +8,64 @@ # 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 pathlib import Path + import torch +from examples.common.sample_config import SampleConfig +from examples.torch.common.example_logger import logger from nncf.api.compression import CompressionAlgorithmController from nncf.torch.exporter import count_tensors from nncf.torch.exporter import generate_input_names_list from nncf.torch.exporter import get_export_args -def export_model(ctrl: CompressionAlgorithmController, save_path: str, no_strip_on_export: bool) -> None: +def export_model(ctrl: CompressionAlgorithmController, config: SampleConfig) -> None: """ - Export compressed model. Supported only 'onnx' format. + Export compressed model ot OpenVINO format. :param controller: The compression controller. - :param save_path: Path to save onnx file. - :param no_strip_on_export: Set to skip strip model before export. + :param config: The sample config. """ - - model = ctrl.model if no_strip_on_export else ctrl.strip() - + model = ctrl.model if config.no_strip_on_export else ctrl.strip() model = model.eval().cpu() export_args = get_export_args(model, device="cpu") input_names = generate_input_names_list(count_tensors(export_args)) - with torch.no_grad(): - torch.onnx.export(model, export_args, save_path, input_names=input_names) + input_tensor_list = [] + input_shape_list = [] + for info in model.nncf.input_infos.elements: + input_shape = tuple([1] + info.shape[1:]) + input_tensor_list.append(torch.rand(input_shape)) + input_shape_list.append(input_shape) + + if len(input_tensor_list) == 1: + input_tensor_list = input_tensor_list[0] + input_shape_list = input_shape_list[0] + + model_path = Path(config.export_model_path) + model_path.parent.mkdir(exist_ok=True, parents=True) + extension = model_path.suffix + + if extension == ".onnx": + with torch.no_grad(): + torch.onnx.export(model, input_tensor_list, model_path, input_names=input_names) + elif extension == ".xml": + import openvino as ov + from openvino.tools.mo import convert_model + + if config.export_to_ir_via_onnx: + model_onnx_path = model_path.with_suffix(".onnx") + with torch.no_grad(): + torch.onnx.export(model, input_tensor_list, model_onnx_path, input_names=input_names) + ov_model = convert_model(model_onnx_path) + else: + ov_model = convert_model(model, example_input=input_tensor_list, input_shape=input_shape_list) + # Rename input nodes + for input_node, input_name in zip(ov_model.inputs, input_names): + input_node.node.set_friendly_name(input_name) + ov.save_model(ov_model, model_path) + else: + raise ValueError(f"--export-model-path argument should have suffix `.xml` or `.onnx` but got {extension}") + logger.info(f"Saved to {model_path}") diff --git a/examples/torch/object_detection/README.md b/examples/torch/object_detection/README.md index 88eb11380fc..3ebc819ebf6 100644 --- a/examples/torch/object_detection/README.md +++ b/examples/torch/object_detection/README.md @@ -49,7 +49,9 @@ This scenario demonstrates quantization with fine-tuning of SSD300 on VOC datase - Use `--weights` flag with the path to a compatible PyTorch checkpoint in order to load all matching weights from the checkpoint into the model - useful if you need to start compression-aware training from a previously trained uncompressed (FP32) checkpoint instead of performing compression-aware training from scratch. This flag is optional, but highly recommended to use. - Use `--multiprocessing-distributed` flag to run in the distributed mode. - Use `--resume` flag with the path to a previously saved model to resume training. -- Use the `--no_strip_on_export` to export not stripped model. +- Use `--export-model-path` to specify the path to export the model in OpenVINO or ONNX format by using the .xml or .onnx suffix, respectively. +- Use the `--no-strip-on-export` to export not stripped model. +- Use the `--export-to-ir-via-onnx` to to export to OpenVINO, will produce the serialized OV IR object by first exporting the torch model object to an .onnx file and then converting that .onnx file to an OV IR file. ### Validate your model checkpoint @@ -62,7 +64,7 @@ If you want to validate an FP32 model checkpoint, make sure the compression algo ### Export compressed model To export trained model to ONNX format use the following command: -`python main.py -m export --config configs/ssd300_vgg_voc_int8.json --data --resume --to-onnx=../../results/ssd300_int8.onnx` +`python main.py -m export --config configs/ssd300_vgg_voc_int8.json --data --resume --to-ir=../../results` ### Export to OpenVINO Intermediate Representation (IR) diff --git a/examples/torch/object_detection/configs/ssd300_mobilenet_voc.json b/examples/torch/object_detection/configs/ssd300_mobilenet_voc.json index 7f4b0d48a3c..00759a1f69b 100644 --- a/examples/torch/object_detection/configs/ssd300_mobilenet_voc.json +++ b/examples/torch/object_detection/configs/ssd300_mobilenet_voc.json @@ -34,6 +34,6 @@ "clip": false, "flip": true, "top_k": 200 - } + }, + "export_to_ir_via_onnx": true } - diff --git a/examples/torch/object_detection/configs/ssd300_mobilenet_voc_magnitude_int8.json b/examples/torch/object_detection/configs/ssd300_mobilenet_voc_magnitude_int8.json index 64e0ffda38f..d9774fac427 100644 --- a/examples/torch/object_detection/configs/ssd300_mobilenet_voc_magnitude_int8.json +++ b/examples/torch/object_detection/configs/ssd300_mobilenet_voc_magnitude_int8.json @@ -57,6 +57,6 @@ { "algorithm": "quantization" } - ] + ], + "export_to_ir_via_onnx": true } - diff --git a/examples/torch/object_detection/configs/ssd300_mobilenet_voc_rb_sparsity_int8.json b/examples/torch/object_detection/configs/ssd300_mobilenet_voc_rb_sparsity_int8.json index ed183a03ca7..d47eafff504 100644 --- a/examples/torch/object_detection/configs/ssd300_mobilenet_voc_rb_sparsity_int8.json +++ b/examples/torch/object_detection/configs/ssd300_mobilenet_voc_rb_sparsity_int8.json @@ -50,6 +50,6 @@ { "algorithm": "quantization" } - ] + ], + "export_to_ir_via_onnx": true } - diff --git a/examples/torch/object_detection/configs/ssd300_vgg_voc.json b/examples/torch/object_detection/configs/ssd300_vgg_voc.json index b32fa2b1c98..a4760986583 100644 --- a/examples/torch/object_detection/configs/ssd300_vgg_voc.json +++ b/examples/torch/object_detection/configs/ssd300_vgg_voc.json @@ -31,5 +31,6 @@ "steps": [8, 16, 32, 64, 100, 300], "aspect_ratios": [[2], [2, 3], [2, 3], [2, 3], [2], [2]], "flip": true - } + }, + "export_to_ir_via_onnx": true } diff --git a/examples/torch/object_detection/configs/ssd300_vgg_voc_int8.json b/examples/torch/object_detection/configs/ssd300_vgg_voc_int8.json index 3b25eca64b3..c2ad3628e72 100644 --- a/examples/torch/object_detection/configs/ssd300_vgg_voc_int8.json +++ b/examples/torch/object_detection/configs/ssd300_vgg_voc_int8.json @@ -41,5 +41,6 @@ "num_init_samples": 1280 } } - } + }, + "export_to_ir_via_onnx": true } diff --git a/examples/torch/object_detection/configs/ssd300_vgg_voc_int8_accuracy_aware.json b/examples/torch/object_detection/configs/ssd300_vgg_voc_int8_accuracy_aware.json index 99508b45f60..8eae42060f6 100644 --- a/examples/torch/object_detection/configs/ssd300_vgg_voc_int8_accuracy_aware.json +++ b/examples/torch/object_detection/configs/ssd300_vgg_voc_int8_accuracy_aware.json @@ -49,5 +49,6 @@ "num_init_samples": 1280 } } - } + }, + "export_to_ir_via_onnx": true } diff --git a/examples/torch/object_detection/configs/ssd300_vgg_voc_magnitude_sparsity_int8.json b/examples/torch/object_detection/configs/ssd300_vgg_voc_magnitude_sparsity_int8.json index 08f7c5b95ce..f70873d52de 100644 --- a/examples/torch/object_detection/configs/ssd300_vgg_voc_magnitude_sparsity_int8.json +++ b/examples/torch/object_detection/configs/ssd300_vgg_voc_magnitude_sparsity_int8.json @@ -57,5 +57,6 @@ } } } - ] + ], + "export_to_ir_via_onnx": true } diff --git a/examples/torch/object_detection/configs/ssd300_vgg_voc_pruning_geometric_median.json b/examples/torch/object_detection/configs/ssd300_vgg_voc_pruning_geometric_median.json index 157666a1589..1016bc0a61f 100644 --- a/examples/torch/object_detection/configs/ssd300_vgg_voc_pruning_geometric_median.json +++ b/examples/torch/object_detection/configs/ssd300_vgg_voc_pruning_geometric_median.json @@ -44,5 +44,6 @@ "filter_importance": "geometric_median" } } - ] + ], + "export_to_ir_via_onnx": true } diff --git a/examples/torch/object_detection/configs/ssd512_vgg_voc.json b/examples/torch/object_detection/configs/ssd512_vgg_voc.json index 5524e9cb780..164588e178d 100644 --- a/examples/torch/object_detection/configs/ssd512_vgg_voc.json +++ b/examples/torch/object_detection/configs/ssd512_vgg_voc.json @@ -32,5 +32,6 @@ "variance": [0.1, 0.1, 0.2, 0.2], "clip": false, "flip": true - } + }, + "export_to_ir_via_onnx": true } diff --git a/examples/torch/object_detection/configs/ssd512_vgg_voc_int8.json b/examples/torch/object_detection/configs/ssd512_vgg_voc_int8.json index ba71d85732b..c74c01dd0d9 100644 --- a/examples/torch/object_detection/configs/ssd512_vgg_voc_int8.json +++ b/examples/torch/object_detection/configs/ssd512_vgg_voc_int8.json @@ -38,5 +38,6 @@ "num_init_samples": 640 } } - } + }, + "export_to_ir_via_onnx": true } diff --git a/examples/torch/object_detection/configs/ssd512_vgg_voc_magnitude_sparsity_int8.json b/examples/torch/object_detection/configs/ssd512_vgg_voc_magnitude_sparsity_int8.json index 27c5a4a26db..fad46b0e479 100644 --- a/examples/torch/object_detection/configs/ssd512_vgg_voc_magnitude_sparsity_int8.json +++ b/examples/torch/object_detection/configs/ssd512_vgg_voc_magnitude_sparsity_int8.json @@ -56,5 +56,6 @@ } } } - ] + ], + "export_to_ir_via_onnx": true } diff --git a/examples/torch/object_detection/main.py b/examples/torch/object_detection/main.py index 85c88a36412..1c50a74c4fd 100644 --- a/examples/torch/object_detection/main.py +++ b/examples/torch/object_detection/main.py @@ -225,8 +225,7 @@ def model_eval_fn(model): log_common_mlflow_params(config) if is_export_only: - export_model(compression_ctrl, config.to_onnx, config.no_strip_on_export) - logger.info(f"Saved to {config.to_onnx}") + export_model(compression_ctrl, config) return if is_main_process(): @@ -303,8 +302,7 @@ def configure_optimizers_fn(): write_metrics(mAp, config.metrics_dump) if "export" in config.mode: - export_model(compression_ctrl, config.to_onnx, config.no_strip_on_export) - logger.info(f"Saved to {config.to_onnx}") + export_model(compression_ctrl, config) def create_dataloaders(config): diff --git a/examples/torch/requirements.txt b/examples/torch/requirements.txt index 7322c81c233..8a278ed7f28 100644 --- a/examples/torch/requirements.txt +++ b/examples/torch/requirements.txt @@ -3,7 +3,7 @@ pillow>=8.0.1 tensorboard>=2.1 matplotlib>=3.3.3 defusedxml>=0.7.0rc1 -mlflow>=2.5.0,<2.7.0 +mlflow==2.9.1 returns>0.14 opencv-python>=4.4.0.46 torchvision>=0.10.0,<0.17 # the minor version should always match the torch minor version that is installed via NNCF's `pip install nncf[torch]`; TV minor version is torch minor version +1 diff --git a/examples/torch/semantic_segmentation/README.md b/examples/torch/semantic_segmentation/README.md index 17f54beb7e6..ba8cbbf8cd5 100644 --- a/examples/torch/semantic_segmentation/README.md +++ b/examples/torch/semantic_segmentation/README.md @@ -56,7 +56,9 @@ It may take a few epochs to get the baseline accuracy results. - Use the `--weights` flag with the path to a compatible PyTorch checkpoint in order to load all matching weights from the checkpoint into the model - useful if you need to start compression-aware training from a previously trained uncompressed (FP32) checkpoint instead of performing compression-aware training fr om scratch. -- Use the `--no_strip_on_export` to export not stripped model. +- Use `--export-model-path` to specify the path to export the model in OpenVINO or ONNX format by using the .xml or .onnx suffix, respectively. +- Use the `--no-strip-on-export` to export not stripped model. +- Use the `--export-to-ir-via-onnx` to to export to OpenVINO, will produce the serialized OV IR object by first exporting the torch model object to an .onnx file and then converting that .onnx file to an OV IR file. ### Validate your model checkpoint @@ -69,7 +71,7 @@ If you want to validate an FP32 model checkpoint, make sure the compression algo ### Export compressed model To export trained model to ONNX format use the following command: -`python main.py --mode export --config configs/unet_mapillary_int8.json --data --resume --to-onnx unet_int8.onnx` +`python main.py --mode export --config configs/unet_mapillary_int8.json --data --resume --to-ir ../../results` ### Export to OpenVINO Intermediate Representation (IR) diff --git a/examples/torch/semantic_segmentation/configs/icnet_camvid_int8.json b/examples/torch/semantic_segmentation/configs/icnet_camvid_int8.json index 0b09ca9f565..1796853ef8d 100644 --- a/examples/torch/semantic_segmentation/configs/icnet_camvid_int8.json +++ b/examples/torch/semantic_segmentation/configs/icnet_camvid_int8.json @@ -42,5 +42,6 @@ "compression": { "algorithm": "quantization", "ignored_scopes": ["ICNet/interpolate_0"] - } -} \ No newline at end of file + }, + "export_to_ir_via_onnx": true +} diff --git a/examples/torch/semantic_segmentation/configs/icnet_camvid_magnitude_sparsity_int8.json b/examples/torch/semantic_segmentation/configs/icnet_camvid_magnitude_sparsity_int8.json index 093a6a885da..70d9282988d 100644 --- a/examples/torch/semantic_segmentation/configs/icnet_camvid_magnitude_sparsity_int8.json +++ b/examples/torch/semantic_segmentation/configs/icnet_camvid_magnitude_sparsity_int8.json @@ -68,5 +68,6 @@ "algorithm": "quantization", "ignored_scopes": ["ICNet/interpolate_0"] } - ] -} \ No newline at end of file + ], + "export_to_ir_via_onnx": true +} diff --git a/examples/torch/semantic_segmentation/configs/unet_camvid_int8.json b/examples/torch/semantic_segmentation/configs/unet_camvid_int8.json index 2c21cdee78d..ab899d7d265 100644 --- a/examples/torch/semantic_segmentation/configs/unet_camvid_int8.json +++ b/examples/torch/semantic_segmentation/configs/unet_camvid_int8.json @@ -36,5 +36,6 @@ }, "compression": { "algorithm": "quantization" - } + }, + "export_to_ir_via_onnx": true } diff --git a/examples/torch/semantic_segmentation/configs/unet_camvid_magnitude_sparsity_int8.json b/examples/torch/semantic_segmentation/configs/unet_camvid_magnitude_sparsity_int8.json index 6cbde3a2622..62a2c87b9a2 100644 --- a/examples/torch/semantic_segmentation/configs/unet_camvid_magnitude_sparsity_int8.json +++ b/examples/torch/semantic_segmentation/configs/unet_camvid_magnitude_sparsity_int8.json @@ -62,5 +62,6 @@ { "algorithm": "quantization" } - ] -} \ No newline at end of file + ], + "export_to_ir_via_onnx": true +} diff --git a/examples/torch/semantic_segmentation/configs/unet_mapillary_int8.json b/examples/torch/semantic_segmentation/configs/unet_mapillary_int8.json index 9b0acd25d12..ee300cea22a 100644 --- a/examples/torch/semantic_segmentation/configs/unet_mapillary_int8.json +++ b/examples/torch/semantic_segmentation/configs/unet_mapillary_int8.json @@ -13,13 +13,13 @@ }, "input_info": { - "sample_size": [1, 3, 512, 1024] + "sample_size": [1, 3, 512, 1024] }, "weighing": [0.0000, 0.0554, 0.3358, 0.0843, 0.7865, 0.7753, 1.1966, 5.1031, 2.4255, 0.0679, 0.8589, 0.0389, 2.8977, 9.4937, 0.2531, 1.8852, 2.1179, 2.1978, 5.9516, 6.4394], - "multiprocessing_distributed" : true, + "multiprocessing_distributed" : true, "optimizer": { "type": "Adam", "optimizer_params": { @@ -32,9 +32,10 @@ }, "model_params": { - "input_size_hw": [512, 1024] + "input_size_hw": [512, 1024] }, "compression": { - "algorithm": "quantization" - } + "algorithm": "quantization" + }, + "export_to_ir_via_onnx": true } diff --git a/examples/torch/semantic_segmentation/configs/unet_mapillary_magnitude_sparsity_int8.json b/examples/torch/semantic_segmentation/configs/unet_mapillary_magnitude_sparsity_int8.json index afd93c87715..dcf1239d2f8 100644 --- a/examples/torch/semantic_segmentation/configs/unet_mapillary_magnitude_sparsity_int8.json +++ b/examples/torch/semantic_segmentation/configs/unet_mapillary_magnitude_sparsity_int8.json @@ -32,7 +32,7 @@ }, "model_params": { - "input_size_hw": [512, 1024] + "input_size_hw": [512, 1024] }, "compression": [ { @@ -59,6 +59,7 @@ }, { "algorithm": "quantization" - } - ] + } + ], + "export_to_ir_via_onnx": true } diff --git a/examples/torch/semantic_segmentation/main.py b/examples/torch/semantic_segmentation/main.py index f8d5749b225..c9c290d1a4f 100644 --- a/examples/torch/semantic_segmentation/main.py +++ b/examples/torch/semantic_segmentation/main.py @@ -548,8 +548,7 @@ def autoq_test_fn(model, eval_loader): log_common_mlflow_params(config) if is_export_only: - export_model(compression_ctrl, config.to_onnx, config.no_strip_on_export) - logger.info(f"Saved to {config.to_onnx}") + export_model(compression_ctrl, config) return if is_main_process(): @@ -620,8 +619,7 @@ def configure_optimizers_fn(): test(val_model, val_loader, criterion, color_encoding, config) if "export" in config.mode: - export_model(compression_ctrl, config.to_onnx, config.no_strip_on_export) - logger.info(f"Saved to {config.to_onnx}") + export_model(compression_ctrl, config) def main(argv): diff --git a/nncf/common/compression.py b/nncf/common/compression.py index 4d2460f2c3d..c665152560f 100644 --- a/nncf/common/compression.py +++ b/nncf/common/compression.py @@ -10,6 +10,7 @@ # limitations under the License. from abc import ABC from abc import abstractmethod +from pathlib import Path from typing import Any, Dict, List, Optional, Tuple, TypeVar from nncf import NNCFConfig @@ -20,6 +21,7 @@ from nncf.common.utils.api_marker import api from nncf.common.utils.backend import BackendType from nncf.common.utils.backend import get_backend +from nncf.common.utils.os import fail_if_symlink from nncf.common.utils.registry import Registry from nncf.config.extractors import BNAdaptDataLoaderNotFoundError from nncf.config.extractors import extract_algo_specific_config @@ -102,6 +104,7 @@ def export_model( - (a, b, {}) for positional arguments only. - ({'x': None, 'y': y},) for keyword arguments only. """ + fail_if_symlink(Path(save_path)) self.prepare_for_export() backend = get_backend(self.model) if backend is BackendType.TENSORFLOW: diff --git a/nncf/common/graph/graph.py b/nncf/common/graph/graph.py index 7831aae397b..f9c8a306a1c 100644 --- a/nncf/common/graph/graph.py +++ b/nncf/common/graph/graph.py @@ -576,7 +576,7 @@ def get_graph_for_structure_analysis(self, extended: bool = False) -> nx.DiGraph """ out_graph = nx.DiGraph() for node_name, node in self._nx_graph.nodes.items(): - attrs_node = {"id": node[NNCFNode.ID_NODE_ATTR], "type": node[NNCFNode.NODE_TYPE_ATTR]} + attrs_node = {"id": str(node[NNCFNode.ID_NODE_ATTR]), "type": node[NNCFNode.NODE_TYPE_ATTR]} for attr in ["color", "label", "style"]: if attr in node: attrs_node[attr] = node[attr] diff --git a/nncf/common/graph/layer_attributes.py b/nncf/common/graph/layer_attributes.py index b702c79739c..b809d2583c1 100644 --- a/nncf/common/graph/layer_attributes.py +++ b/nncf/common/graph/layer_attributes.py @@ -13,7 +13,7 @@ from abc import abstractmethod from dataclasses import dataclass from enum import Enum -from typing import Any, List, Tuple, Union +from typing import Any, List, Optional, Tuple, Union class Dtype(Enum): @@ -30,25 +30,24 @@ class BaseLayerAttributes(ABC): def __eq__(self, __o: object) -> bool: return isinstance(__o, self.__class__) and self.__dict__ == __o.__dict__ - def get_backend_agnostic_attributes(self) -> "BaseLayerAttributes": - return self - class MultipleInputLayerAttributes(BaseLayerAttributes): - def __init__(self, axis: int): + def __init__(self, axis: int, num_inputs: Optional[int] = None): """ :param axis: the dimension over which the inputs are combined (e.g. concatenated). + :param num_inputs: Number of inputs. """ self.axis = axis + self.num_inputs = num_inputs class MultipleOutputLayerAttributes(BaseLayerAttributes): def __init__(self, chunks: Union[int, List], axis: int): """ - :param chunks: number of chunks (outputs) - :param axis: the dimension along which to make multiple outputs (e.g. split the tensor). + :param chunks: Number of chunks (outputs). + :param axis: The dimension along which to make multiple outputs (e.g. split the tensor). """ self.chunks = chunks self.axis = axis diff --git a/nncf/common/graph/operator_metatypes.py b/nncf/common/graph/operator_metatypes.py index fc9d89f5f27..185f8151251 100644 --- a/nncf/common/graph/operator_metatypes.py +++ b/nncf/common/graph/operator_metatypes.py @@ -29,6 +29,7 @@ class OperatorMetatype: hw_config_names: List[str] = [] output_channel_axis: Optional[int] = None ignored_input_ports: List[int] = [] + target_input_ports: Optional[List[int]] = None @classmethod def get_all_aliases(cls) -> List[str]: diff --git a/nncf/common/graph/patterns/manager.py b/nncf/common/graph/patterns/manager.py index 09726360d25..0a3198852be 100644 --- a/nncf/common/graph/patterns/manager.py +++ b/nncf/common/graph/patterns/manager.py @@ -77,7 +77,7 @@ def _filter_patterns( patterns_to_filter: Dict[PatternNames, Callable[[], GraphPattern]], device: TargetDevice, model_type: ModelType ) -> Dict[PatternNames, Callable[[], GraphPattern]]: """ - Returns all patterns from patterns_to_filter that are satisfited device and model_type parameters. + Returns all patterns from patterns_to_filter that are satisfied device and model_type parameters. :param patterns_to_filter: Dictionary with the PatternNames instance as keys and creator function as a value. :param device: TargetDevice instance. diff --git a/nncf/common/hardware/configs/cpu.json b/nncf/common/hardware/configs/cpu.json index 9adf25550e7..19ca1b76246 100644 --- a/nncf/common/hardware/configs/cpu.json +++ b/nncf/common/hardware/configs/cpu.json @@ -2,6 +2,13 @@ "target_device": "CPU", "config": { "quantization": { + "q8_a_sym": { + "bits": 8, + "mode": [ + "symmetric" + ], + "granularity": "pertensor" + }, "q8_a": { "bits": 8, "mode": [ @@ -231,7 +238,6 @@ "activations": "q8_a" } }, - {"type": "Reshape"}, { "type": "Concat", "attributes": { @@ -264,6 +270,13 @@ "activations": "q8_a" } }, + { + "type": "ScaledDotProductAttention", + "quantization": { + "activations": "q8_a_sym" + } + }, + {"type": "Reshape"}, {"type": "Flatten"}, {"type": "Squeeze"}, {"type": "Unsqueeze"}, diff --git a/nncf/common/hardware/opset.py b/nncf/common/hardware/opset.py index 32b7069013c..2526976d3c7 100644 --- a/nncf/common/hardware/opset.py +++ b/nncf/common/hardware/opset.py @@ -58,3 +58,4 @@ class HWConfigOpName: LSTMSEQUENCE = "LSTMSequence" GRUSEQUENCE = "GRUSequence" GROUPNORMALIZATION = "GroupNormalization" + SCALED_DOT_PRODUCT_ATTENTION = "ScaledDotProductAttention" diff --git a/nncf/common/quantization/quantizer_propagation/solver.py b/nncf/common/quantization/quantizer_propagation/solver.py index cfd856e3d62..c686a62d40d 100644 --- a/nncf/common/quantization/quantizer_propagation/solver.py +++ b/nncf/common/quantization/quantizer_propagation/solver.py @@ -1154,6 +1154,9 @@ def _setup_initial_quantizers_for_operator_node( if input_port_id in metatype.ignored_input_ports: continue + if metatype.target_input_ports is not None and input_port_id not in metatype.target_input_ports: + continue + edge = quant_prop_graph.edges[pred_ip_key, operator_node_key] if not edge[QuantizerPropagationStateGraph.IS_INTEGER_PATH_EDGE_ATTR]: pred_ip_key_vs_qconf_dict[pred_ip_key] = qconf_list diff --git a/nncf/common/utils/dot_file_rw.py b/nncf/common/utils/dot_file_rw.py index f956b22c8ac..f66699d8c62 100644 --- a/nncf/common/utils/dot_file_rw.py +++ b/nncf/common/utils/dot_file_rw.py @@ -101,6 +101,8 @@ def relabel_graph_for_dot_visualization(nx_graph: nx.Graph, from_reference: bool hits = defaultdict(lambda: 0) mapping = {} for original_name in nx_graph.nodes(): + if not isinstance(original_name, str): + continue dot_name = original_name.replace(__CHARACTER_REPLACE_FROM, __CHARACTER_REPLACE_TO) hits[dot_name] += 1 if hits[dot_name] > 1: diff --git a/nncf/common/utils/os.py b/nncf/common/utils/os.py index 23821432d34..78d06d2fb86 100644 --- a/nncf/common/utils/os.py +++ b/nncf/common/utils/os.py @@ -15,6 +15,11 @@ import psutil +def fail_if_symlink(file: Path): + if file.is_symlink(): + raise RuntimeError("File {} is a symbolic link, aborting.".format(str(file))) + + @contextmanager def safe_open(file: Path, *args, **kwargs): """ @@ -26,8 +31,7 @@ def safe_open(file: Path, *args, **kwargs): :param file: The path to the file. :return: A file object. """ - if file.is_symlink(): - raise RuntimeError("File {} is a symbolic link, aborting.".format(str(file))) + fail_if_symlink(file) with open(str(file), *args, **kwargs) as f: yield f diff --git a/nncf/config/config.py b/nncf/config/config.py index f6636f4a823..a0d3be2d28a 100644 --- a/nncf/config/config.py +++ b/nncf/config/config.py @@ -57,7 +57,7 @@ def from_json(cls, path: str) -> "NNCFConfig": :param path: Path to the .json file containing the NNCF configuration. """ - file_path = Path(path).resolve() + file_path = Path(path) with safe_open(file_path) as f: loaded_json = json.load(f) return cls.from_dict(loaded_json) diff --git a/nncf/experimental/common/pruning/operations.py b/nncf/experimental/common/pruning/operations.py index b2617ed0acf..f5fed641c88 100644 --- a/nncf/experimental/common/pruning/operations.py +++ b/nncf/experimental/common/pruning/operations.py @@ -114,7 +114,7 @@ def mask_propagation( ) -> None: input_masks = get_input_masks(node, graph) assert len(input_masks) in [1, 2] - is_input_mask_empty_map = map(not_, input_masks) + is_input_mask_empty_map = list(map(not_, input_masks)) output_mask = node.attributes.get("output_mask", None) input_tensors_shapes = [x.tensor_shape for x in graph.get_input_edges(node)] node_id = node.node_id diff --git a/nncf/experimental/torch/pruning/operations.py b/nncf/experimental/torch/pruning/operations.py index 3c12de85cf6..aa6ffccc498 100644 --- a/nncf/experimental/torch/pruning/operations.py +++ b/nncf/experimental/torch/pruning/operations.py @@ -25,6 +25,7 @@ from nncf.experimental.common.pruning.operations import SplitPruningOp from nncf.experimental.common.pruning.operations import StopMaskForwardPruningOp from nncf.experimental.common.pruning.operations import TransposePruningOp +from nncf.torch.graph.operator_metatypes import PTAdaptiveMaxPool2dMetatype from nncf.torch.graph.operator_metatypes import PTAddMetatype from nncf.torch.graph.operator_metatypes import PTAvgPool2dMetatype from nncf.torch.graph.operator_metatypes import PTBatchNormMetatype @@ -92,6 +93,7 @@ class PTIdentityMaskForwardPruningOp(IdentityMaskForwardPruningOp): PTSigmoidMetatype, PTSoftmaxMetatype, PTAvgPool2dMetatype, + PTAdaptiveMaxPool2dMetatype, PTMaxPool2dMetatype, PTMeanMetatype, PTDropoutMetatype, diff --git a/nncf/experimental/torch/search_building_blocks/search_blocks.py b/nncf/experimental/torch/search_building_blocks/search_blocks.py index 5c61489f585..0fa75c4d5b7 100644 --- a/nncf/experimental/torch/search_building_blocks/search_blocks.py +++ b/nncf/experimental/torch/search_building_blocks/search_blocks.py @@ -413,7 +413,7 @@ def get_potential_building_blocks(orig_graph: NNCFGraph, hw_fused_ops: bool, min for shape, first_skipped_nodes in act_input_shape.items(): for first_skipped_node in first_skipped_nodes: previous_nodes = sgraph.get_prev_nodes(first_skipped_node.node_key) - if first_skipped_node.node_type == IgnoredNameOperators or len(previous_nodes) != 1: + if first_skipped_node.node_type in IgnoredNameOperators or len(previous_nodes) != 1: continue for end_node in act_output_shape[shape]: if end_node.main_id <= first_skipped_node.main_id: diff --git a/nncf/openvino/graph/layer_attributes.py b/nncf/openvino/graph/layer_attributes.py index 49b2f64f479..f0933500a5c 100644 --- a/nncf/openvino/graph/layer_attributes.py +++ b/nncf/openvino/graph/layer_attributes.py @@ -9,24 +9,9 @@ # See the License for the specific language governing permissions and # limitations under the License. -from typing import Any, Dict, List, Optional, Tuple +from typing import Any, Dict, List, Optional -import openvino.runtime as ov - -from nncf.common.graph.graph import NNCFNode from nncf.common.graph.layer_attributes import BaseLayerAttributes -from nncf.common.graph.layer_attributes import ConvolutionLayerAttributes -from nncf.common.graph.layer_attributes import GenericWeightedLayerAttributes -from nncf.common.graph.layer_attributes import LinearLayerAttributes -from nncf.common.graph.layer_attributes import WeightedLayerAttributes -from nncf.openvino.graph.layout import OVLayoutElem -from nncf.openvino.graph.metatypes.openvino_metatypes import OVConvolutionBackpropDataMetatype -from nncf.openvino.graph.metatypes.openvino_metatypes import OVConvolutionMetatype -from nncf.openvino.graph.metatypes.openvino_metatypes import OVDepthwiseConvolutionMetatype -from nncf.openvino.graph.metatypes.openvino_metatypes import OVGroupConvolutionBackpropDataMetatype -from nncf.openvino.graph.metatypes.openvino_metatypes import OVGroupConvolutionMetatype -from nncf.openvino.graph.metatypes.openvino_metatypes import OVMatMulMetatype -from nncf.openvino.graph.metatypes.openvino_metatypes import OVOpMetatype class OVLayerAttributes(BaseLayerAttributes): @@ -53,6 +38,10 @@ def __init__( def constant_attributes(self) -> Dict[int, Any]: return self._constant_attributes + @property + def layer_attributes(self) -> Optional[BaseLayerAttributes]: + return self._layer_attributes + @property def input_attributes(self) -> Optional[Dict[Any, Any]]: return self._inputs_attributes @@ -66,150 +55,3 @@ def get_const_port_ids(self) -> List[int]: if self._constant_attributes is not None: return list(self._constant_attributes.keys()) return [] - - def get_backend_agnostic_attributes(self): - return self._layer_attributes - - -OV_CONV_METATYPES = [ - OVConvolutionMetatype, - OVDepthwiseConvolutionMetatype, - OVGroupConvolutionMetatype, - OVConvolutionBackpropDataMetatype, - OVGroupConvolutionBackpropDataMetatype, -] - - -def get_conv_weights_layout_from_node(node: NNCFNode) -> List[OVLayoutElem]: - """ - Calculates weights layout for a target convolution node. - - :param node: Target convolution node. - :return: Target convolution Node weights layout. - """ - layer_attributes = node.layer_attributes - port_id = _get_constant_port_id_from_layer_attributes(layer_attributes) - return get_conv_weights_layout( - ov_metatype=node.metatype, weights_shape=layer_attributes.constant_attributes[port_id]["shape"] - ) - - -def get_linear_weights_layout_from_node(node: NNCFNode) -> List[OVLayoutElem]: - """ - Calculates weights layout for a target linear node. - - :param node: Target linear node. - :return: Target linear Node weight layout. - """ - layer_attributes = node.layer_attributes - port_id = _get_constant_port_id_from_layer_attributes(layer_attributes) - constant_layer_attrs = layer_attributes.constant_attributes[port_id] - return get_linear_weights_layout( - weights_shape=constant_layer_attrs["shape"], - transpose=constant_layer_attrs["transpose"], - port_id=port_id, - ) - - -def _get_constant_port_id_from_layer_attributes(layer_attributes: OVLayerAttributes) -> int: - """ - Returns constant ports id for convolutional and linear ops layer attributes. - - :param layer_attributes: Target convolutional/linear layer op layer attributes. - :return: Constant port id for the target convolutional/linear model. - """ - port_ids = list(layer_attributes.constant_attributes.keys()) - assert len(port_ids) == 1 - return port_ids[0] - - -def get_conv_weights_layout(ov_metatype: OVOpMetatype, weights_shape: Tuple[int, ...]) -> List[OVLayoutElem]: - """ - Calculates weights layout for a target convolution node. - - :param ov_metatype: Target convolution node OpenVINO metatype. - :param weights_shape: Shape of the target convolution node weight. - :return: Target convolution node weights layout. - """ - weights_layout = ov_metatype.const_layout - kernel_size = weights_shape[len(weights_layout) :] - weights_layout += [OVLayoutElem.SPATIAL] * len(kernel_size) - return tuple(weights_layout) - - -def get_linear_weights_layout(weights_shape: Tuple[int, ...], transpose: bool, port_id: int) -> List[OVLayoutElem]: - """ - Calculates weights layout for a target linear node. - - :param weights_shape: Shape of the target linear node weight. - :param port_id: Port id of the target liner node weights. - :return: Target linear node weight layout. - """ - weights_layout = [OVLayoutElem.SPATIAL] * (len(weights_shape) - 2) - if len(weights_shape) > 1: - if (transpose and port_id == 0) or (not transpose and port_id == 1): - weights_layout += [OVLayoutElem.C_IN, OVLayoutElem.C_OUT] - else: - weights_layout += [OVLayoutElem.C_OUT, OVLayoutElem.C_IN] - else: - weights_layout += [OVLayoutElem.C_IN] - return tuple(weights_layout) - - -def get_weighted_layer_attributes( - ov_node: ov.Node, ov_metatype: OVOpMetatype, constant_attributes: Dict[int, Any] -) -> WeightedLayerAttributes: - """ - Funciton retrieves common layer attributes from the given node. - - :param ov_node: TargetOpenvino graph node instance. - :param ov_metatype: NNCF Openvino metatype of the given node. - :param constant_attributes: Constant attributes collected for the given node. - :return: Weighted layer attributes for the given node. - """ - if len(constant_attributes) != 1: - return None - - port_id, attrs = constant_attributes.copy().popitem() - if ov_metatype in OV_CONV_METATYPES: - node_attrs = ov_node.get_attributes() - kwargs = { - "weight_requires_grad": False, - "stride": tuple(node_attrs["strides"]), - "dilations": node_attrs["dilations"], - "transpose": ov_metatype in [OVConvolutionBackpropDataMetatype, OVGroupConvolutionBackpropDataMetatype], - # TODO: ticket 114378: unify pad attribute - "padding_values": tuple(node_attrs["pads_begin"] + node_attrs["pads_end"]), - } - weights_shape = attrs["shape"] - weights_layout = get_conv_weights_layout(ov_metatype=ov_metatype, weights_shape=weights_shape) - kwargs.update( - { - "in_channels": weights_shape[weights_layout.index(OVLayoutElem.C_IN)], - "out_channels": weights_shape[weights_layout.index(OVLayoutElem.C_OUT)], - "kernel_size": tuple( - dim for dim, elem in zip(weights_shape, weights_layout) if elem == OVLayoutElem.SPATIAL - ), - "groups": weights_shape[weights_layout.index(OVLayoutElem.GROUPS)] - if OVLayoutElem.GROUPS in weights_layout - else 1, - } - ) - - return ConvolutionLayerAttributes(**kwargs) - if ov_metatype == OVMatMulMetatype: - weights_shape = attrs["shape"] - weights_layout = get_linear_weights_layout( - weights_shape=weights_shape, transpose=attrs["transpose"], port_id=port_id - ) - - kwargs = { - "weight_requires_grad": False, - "in_features": weights_shape[weights_layout.index(OVLayoutElem.C_IN)], - "out_features": weights_shape[weights_layout.index(OVLayoutElem.C_OUT)] - if OVLayoutElem.C_OUT in weights_layout - else None, - "with_bias": False, - } - return LinearLayerAttributes(**kwargs) - return GenericWeightedLayerAttributes(weight_requires_grad=False, weight_shape=attrs.get("shape", None)) diff --git a/nncf/openvino/graph/layout.py b/nncf/openvino/graph/layout.py index 5855d9aba92..92152277469 100644 --- a/nncf/openvino/graph/layout.py +++ b/nncf/openvino/graph/layout.py @@ -10,6 +10,16 @@ # limitations under the License. from enum import Enum +from typing import List, Tuple + +from nncf.common.graph.graph import NNCFNode +from nncf.openvino.graph.layer_attributes import OVLayerAttributes +from nncf.openvino.graph.metatypes.openvino_metatypes import OVConvolutionBackpropDataMetatype +from nncf.openvino.graph.metatypes.openvino_metatypes import OVConvolutionMetatype +from nncf.openvino.graph.metatypes.openvino_metatypes import OVDepthwiseConvolutionMetatype +from nncf.openvino.graph.metatypes.openvino_metatypes import OVGroupConvolutionBackpropDataMetatype +from nncf.openvino.graph.metatypes.openvino_metatypes import OVGroupConvolutionMetatype +from nncf.openvino.graph.metatypes.openvino_metatypes import OVOpMetatype class OVLayoutElem(Enum): @@ -25,3 +35,88 @@ class OVLayoutElem(Enum): C_OUT = "channels_out" SPATIAL = "spatial" GROUPS = "groups" + + +_CONV_BASE_CONST_LAYOUT = { + OVConvolutionMetatype: [OVLayoutElem.C_OUT, OVLayoutElem.C_IN], + OVConvolutionBackpropDataMetatype: [OVLayoutElem.C_IN, OVLayoutElem.C_OUT], + OVDepthwiseConvolutionMetatype: [OVLayoutElem.GROUPS, OVLayoutElem.C_OUT, OVLayoutElem.C_IN], + OVGroupConvolutionMetatype: [OVLayoutElem.GROUPS, OVLayoutElem.C_OUT, OVLayoutElem.C_IN], + OVGroupConvolutionBackpropDataMetatype: [OVLayoutElem.GROUPS, OVLayoutElem.C_IN, OVLayoutElem.C_OUT], +} + + +def get_conv_weights_layout_from_node(node: NNCFNode) -> List[OVLayoutElem]: + """ + Calculates weights layout for a target convolution node. + + :param node: Target convolution node. + :return: Target convolution Node weights layout. + """ + layer_attributes = node.layer_attributes + port_id = _get_constant_port_id_from_layer_attributes(layer_attributes) + return get_conv_weights_layout( + ov_metatype=node.metatype, weights_shape=layer_attributes.constant_attributes[port_id]["shape"] + ) + + +def get_linear_weights_layout_from_node(node: NNCFNode) -> List[OVLayoutElem]: + """ + Calculates weights layout for a target linear node. + + :param node: Target linear node. + :return: Target linear Node weight layout. + """ + layer_attributes = node.layer_attributes + port_id = _get_constant_port_id_from_layer_attributes(layer_attributes) + constant_layer_attrs = layer_attributes.constant_attributes[port_id] + return get_linear_weights_layout( + weights_shape=constant_layer_attrs["shape"], + transpose=constant_layer_attrs["transpose"], + port_id=port_id, + ) + + +def get_conv_weights_layout(ov_metatype: OVOpMetatype, weights_shape: Tuple[int, ...]) -> List[OVLayoutElem]: + """ + Calculates weights layout for a target convolution node. + + :param ov_metatype: Target convolution node OpenVINO metatype. + :param weights_shape: Shape of the target convolution node weight. + :return: Target convolution node weights layout. + """ + weights_layout = _CONV_BASE_CONST_LAYOUT[ov_metatype] + kernel_size = weights_shape[len(weights_layout) :] + weights_layout += [OVLayoutElem.SPATIAL] * len(kernel_size) + return tuple(weights_layout) + + +def get_linear_weights_layout(weights_shape: Tuple[int, ...], transpose: bool, port_id: int) -> List[OVLayoutElem]: + """ + Calculates weights layout for a target linear node. + + :param weights_shape: Shape of the target linear node weight. + :param port_id: Port id of the target liner node weights. + :return: Target linear node weight layout. + """ + weights_layout = [OVLayoutElem.SPATIAL] * (len(weights_shape) - 2) + if len(weights_shape) > 1: + if (transpose and port_id == 0) or (not transpose and port_id == 1): + weights_layout += [OVLayoutElem.C_IN, OVLayoutElem.C_OUT] + else: + weights_layout += [OVLayoutElem.C_OUT, OVLayoutElem.C_IN] + else: + weights_layout += [OVLayoutElem.C_IN] + return tuple(weights_layout) + + +def _get_constant_port_id_from_layer_attributes(layer_attributes: OVLayerAttributes) -> int: + """ + Returns constant ports id for convolutional and linear ops layer attributes. + + :param layer_attributes: Target convolutional/linear layer op layer attributes. + :return: Constant port id for the target convolutional/linear model. + """ + port_ids = list(layer_attributes.constant_attributes.keys()) + assert len(port_ids) == 1 + return port_ids[0] diff --git a/nncf/openvino/graph/metatypes/groups.py b/nncf/openvino/graph/metatypes/groups.py index ad75e9f63c7..31f78cbd8b4 100644 --- a/nncf/openvino/graph/metatypes/groups.py +++ b/nncf/openvino/graph/metatypes/groups.py @@ -81,6 +81,7 @@ ov_metatypes.OVLSTMSequenceMetatype, ov_metatypes.OVGRUSequenceMetatype, ov_metatypes.OVGroupNormalizationMetatype, + ov_metatypes.OVScaledDotProductAttentionMetatype, ] @@ -189,3 +190,12 @@ # TODO: add all metatypes with bias ov_metatypes.OVMatMulMetatype, ] + + +CONV_OPERATIONS = [ + ov_metatypes.OVConvolutionMetatype, + ov_metatypes.OVDepthwiseConvolutionMetatype, + ov_metatypes.OVGroupConvolutionMetatype, + ov_metatypes.OVConvolutionBackpropDataMetatype, + ov_metatypes.OVGroupConvolutionBackpropDataMetatype, +] diff --git a/nncf/openvino/graph/metatypes/openvino_metatypes.py b/nncf/openvino/graph/metatypes/openvino_metatypes.py index ab1f99a014d..f6d89d14b9f 100644 --- a/nncf/openvino/graph/metatypes/openvino_metatypes.py +++ b/nncf/openvino/graph/metatypes/openvino_metatypes.py @@ -20,7 +20,6 @@ from nncf.common.graph.operator_metatypes import OperatorMetatypeRegistry from nncf.common.graph.operator_metatypes import UnknownMetatype from nncf.common.hardware.opset import HWConfigOpName -from nncf.openvino.graph.layout import OVLayoutElem OV_OPERATOR_METATYPES = OperatorMetatypeRegistry("openvino_operator_metatypes") @@ -59,8 +58,6 @@ class OVConvolutionMetatype(OVOpMetatype): name = "ConvOp" op_names = ["Convolution"] hw_config_names = [HWConfigOpName.CONVOLUTION] - const_channel_axis = [0] - const_layout = [OVLayoutElem.C_OUT, OVLayoutElem.C_IN] output_channel_axis = 1 @@ -69,8 +66,6 @@ class OVConvolutionBackpropDataMetatype(OVOpMetatype): name = "ConvBackpropDataOp" op_names = ["ConvolutionBackpropData"] hw_config_names = [HWConfigOpName.CONVOLUTION] - const_channel_axis = [1] - const_layout = [OVLayoutElem.C_IN, OVLayoutElem.C_OUT] output_channel_axis = 1 @@ -79,8 +74,6 @@ class OVDepthwiseConvolutionMetatype(OVOpMetatype): name = "DepthwiseConvolutionOp" op_names = ["GroupConvolution"] hw_config_names = [HWConfigOpName.DEPTHWISECONVOLUTION] - const_channel_axis = [0, 1] - const_layout = [OVLayoutElem.GROUPS, OVLayoutElem.C_OUT, OVLayoutElem.C_IN] output_channel_axis = 1 @classmethod @@ -94,8 +87,6 @@ class OVGroupConvolutionMetatype(OVOpMetatype): op_names = ["GroupConvolution"] hw_config_names = [HWConfigOpName.CONVOLUTION] subtypes = [OVDepthwiseConvolutionMetatype] - const_channel_axis = [0, 1] - const_layout = [OVLayoutElem.GROUPS, OVLayoutElem.C_OUT, OVLayoutElem.C_IN] output_channel_axis = 1 @@ -104,8 +95,6 @@ class OVGroupConvolutionBackpropDataMetatype(OVOpMetatype): name = "GroupConvolutionBackpropDataOp" op_names = ["GroupConvolutionBackpropData"] hw_config_names = [HWConfigOpName.CONVOLUTION] - const_channel_axis = [0, 2] - const_layout = [OVLayoutElem.GROUPS, OVLayoutElem.C_IN, OVLayoutElem.C_OUT] output_channel_axis = 1 @@ -114,9 +103,6 @@ class OVMatMulMetatype(OVOpMetatype): name = "MatMulOp" op_names = ["MatMul"] hw_config_names = [HWConfigOpName.MATMUL] - const_channel_axis = [ - -1 - ] # const layout: [B, ..., Y, X], where const is the second operand of matrix multiplication output_channel_axis = -1 @@ -698,6 +684,14 @@ class OVGroupNormalizationMetatype(OVOpMetatype): hw_config_names = [HWConfigOpName.GROUPNORMALIZATION] +@OV_OPERATOR_METATYPES.register() +class OVScaledDotProductAttentionMetatype(OVOpMetatype): + name = "ScaledDotProductAttentionOp" + op_names = ["ScaledDotProductAttention"] + hw_config_names = [HWConfigOpName.SCALED_DOT_PRODUCT_ATTENTION] + target_input_ports = [0, 1] + + def get_operator_metatypes() -> List[Type[OperatorMetatype]]: """ Returns a list of the operator metatypes. diff --git a/nncf/openvino/graph/model_transformer.py b/nncf/openvino/graph/model_transformer.py index 9813fbdc684..bfb7bc1b258 100644 --- a/nncf/openvino/graph/model_transformer.py +++ b/nncf/openvino/graph/model_transformer.py @@ -354,9 +354,12 @@ def _set_const_value(node_with_const: ov.Node, const_port_id: int, const_value: if const_node is None: raise RuntimeError("Constant node was expected but could not find it.") - const_shape = const_node.get_data().shape - const_value = np.reshape(const_value, const_shape) - new_const_node = opset.constant(const_value, dtype=const_node.get_element_type()) + const_shape = const_node.data.shape + const_dtype = const_node.data.dtype + const_value = np.reshape(const_value, const_shape).astype(const_dtype) + + # TODO(andrey-churkin): Replace on opset13.constant() in a future release + new_const_node = ov.op.Constant(const_value, shared_memory=True) new_const_node.set_friendly_name(const_node.get_friendly_name()) const_port.replace_source_output(new_const_node.output(0)) @@ -567,5 +570,5 @@ def _apply_extract_if_body_transformation( name_to_node_mapping = OVModelTransformer._get_name_to_node_mapping(model) ov_node = name_to_node_mapping[transformation.if_node_name] if transformation.if_body_condition: - return ov.Model(ov_node.get_function(0)) # ticket: 121115 - return ov.Model(ov_node.get_function(1)) # ticket: 121115 + return ov_node.get_function(0) + return ov_node.get_function(1) diff --git a/nncf/openvino/graph/model_utils.py b/nncf/openvino/graph/model_utils.py index 1abf79ee14d..21013bc07c7 100644 --- a/nncf/openvino/graph/model_utils.py +++ b/nncf/openvino/graph/model_utils.py @@ -9,13 +9,16 @@ # See the License for the specific language governing permissions and # limitations under the License. from collections import deque +from typing import List import openvino.runtime as ov from nncf.common.factory import ModelTransformerFactory from nncf.common.graph.graph import NNCFGraph +from nncf.common.graph.graph import NNCFNode from nncf.common.graph.transformations.layout import TransformationLayout from nncf.openvino.graph.metatypes.groups import FAKE_QUANTIZE_OPERATIONS +from nncf.openvino.graph.metatypes.openvino_metatypes import OVReadValueMetatype from nncf.openvino.graph.transformations.command_creation import OVCommandCreator @@ -47,3 +50,13 @@ def remove_fq_from_inputs(model: ov.Model, graph: NNCFGraph) -> ov.Model: nodes_queue.extend(graph.get_next_nodes(current_node)) return model_transformer.transform(transformation_layout) + + +def get_start_nodes_for_activation_path_tracing(nncf_graph: NNCFGraph) -> List[NNCFNode]: + """ + Get a list of NNCFNodes to use as start nodes for activation path tracing. + + :param nncf_graph: NNCFGraph to work with. + :return: Target NNCFGraph input nodes. + """ + return nncf_graph.get_input_nodes() + nncf_graph.get_nodes_by_metatypes([OVReadValueMetatype]) diff --git a/nncf/openvino/graph/nncf_graph_builder.py b/nncf/openvino/graph/nncf_graph_builder.py index af45c17953e..86197942032 100644 --- a/nncf/openvino/graph/nncf_graph_builder.py +++ b/nncf/openvino/graph/nncf_graph_builder.py @@ -18,7 +18,6 @@ from nncf.common.graph.layer_attributes import Dtype from nncf.common.graph.operator_metatypes import OperatorMetatype from nncf.openvino.graph.layer_attributes import OVLayerAttributes -from nncf.openvino.graph.layer_attributes import get_weighted_layer_attributes from nncf.openvino.graph.metatypes.groups import OPERATIONS_WITH_CONST_PORT_ID from nncf.openvino.graph.metatypes.openvino_metatypes import OVConvolutionBackpropDataMetatype from nncf.openvino.graph.metatypes.openvino_metatypes import OVGroupConvolutionBackpropDataMetatype @@ -27,6 +26,7 @@ from nncf.openvino.graph.metatypes.openvino_metatypes import OVMatMulMetatype from nncf.openvino.graph.metatypes.openvino_metatypes import get_node_metatype from nncf.openvino.graph.metatypes.openvino_metatypes import get_operation_const_op +from nncf.openvino.graph.node_utils import get_weighted_layer_attributes class GraphConverter: diff --git a/nncf/openvino/graph/node_utils.py b/nncf/openvino/graph/node_utils.py index 30792d61262..7a8eacb1693 100644 --- a/nncf/openvino/graph/node_utils.py +++ b/nncf/openvino/graph/node_utils.py @@ -9,7 +9,7 @@ # See the License for the specific language governing permissions and # limitations under the License. -from typing import Any, Callable, List, Optional, Tuple, Type +from typing import Any, Callable, Dict, List, Optional, Tuple, Type import numpy as np import openvino.runtime as ov @@ -17,16 +17,27 @@ from nncf.common.graph.graph import NNCFGraph from nncf.common.graph.graph import NNCFNode +from nncf.common.graph.layer_attributes import ConvolutionLayerAttributes +from nncf.common.graph.layer_attributes import GenericWeightedLayerAttributes +from nncf.common.graph.layer_attributes import LinearLayerAttributes +from nncf.common.graph.layer_attributes import WeightedLayerAttributes from nncf.common.tensor_statistics.collectors import ReductionAxes -from nncf.openvino.graph.layer_attributes import get_linear_weights_layout_from_node from nncf.openvino.graph.layout import OVLayoutElem +from nncf.openvino.graph.layout import get_conv_weights_layout +from nncf.openvino.graph.layout import get_conv_weights_layout_from_node +from nncf.openvino.graph.layout import get_linear_weights_layout +from nncf.openvino.graph.layout import get_linear_weights_layout_from_node +from nncf.openvino.graph.metatypes.groups import CONV_OPERATIONS from nncf.openvino.graph.metatypes.groups import OPERATIONS_WITH_BIAS from nncf.openvino.graph.metatypes.groups import OPERATIONS_WITH_WEIGHTS from nncf.openvino.graph.metatypes.openvino_metatypes import OVAddMetatype from nncf.openvino.graph.metatypes.openvino_metatypes import OVConstantMetatype from nncf.openvino.graph.metatypes.openvino_metatypes import OVConvertMetatype +from nncf.openvino.graph.metatypes.openvino_metatypes import OVConvolutionBackpropDataMetatype +from nncf.openvino.graph.metatypes.openvino_metatypes import OVGroupConvolutionBackpropDataMetatype from nncf.openvino.graph.metatypes.openvino_metatypes import OVIfMetatype from nncf.openvino.graph.metatypes.openvino_metatypes import OVMatMulMetatype +from nncf.openvino.graph.metatypes.openvino_metatypes import OVOpMetatype from nncf.openvino.graph.metatypes.openvino_metatypes import get_node_metatype InplaceInsertionFnType = Callable[[ov.Node, int], ov.Node] @@ -79,7 +90,7 @@ def get_const_value(const_node: ov.Node) -> np.ndarray: :param const_node: OpenVINO node. :return: The constant value. """ - return const_node.get_vector().reshape(const_node.get_output_shape(0)) + return const_node.data def get_bias_value(node_with_bias: NNCFNode, nncf_graph: NNCFGraph, model: ov.Model) -> np.ndarray: @@ -351,10 +362,12 @@ def get_weight_channel_axes(node: NNCFNode) -> List[int]: if node.metatype not in OPERATIONS_WITH_WEIGHTS: raise ValueError("Channel axis cannot be defined for operation without weights.") - if node.metatype != OVMatMulMetatype: - return node.metatype.const_channel_axis - - return get_matmul_channel_axes(node) + if node.metatype in CONV_OPERATIONS: + weights_layout = get_conv_weights_layout_from_node(node) + return [idx for idx, elem in enumerate(weights_layout) if elem in [OVLayoutElem.GROUPS, OVLayoutElem.C_OUT]] + elif node.metatype == OVMatMulMetatype: + return get_matmul_channel_axes(node) + return node.metatype.const_channel_axis def get_matmul_channel_axes(node: ov.Node) -> List[int]: @@ -396,3 +409,62 @@ def create_bias_tensor(node_without_bias: NNCFNode, graph: NNCFGraph, value: Any channel_axis = node_without_bias.metatype.output_channel_axis bias_shape[channel_axis] = node_shape[1] return np.full(bias_shape, value) + + +def get_weighted_layer_attributes( + ov_node: ov.Node, ov_metatype: OVOpMetatype, constant_attributes: Dict[int, Any] +) -> WeightedLayerAttributes: + """ + Funciton retrieves common layer attributes from the given node. + + :param ov_node: TargetOpenvino graph node instance. + :param ov_metatype: NNCF Openvino metatype of the given node. + :param constant_attributes: Constant attributes collected for the given node. + :return: Weighted layer attributes for the given node. + """ + if len(constant_attributes) != 1: + return None + + port_id, attrs = constant_attributes.copy().popitem() + if ov_metatype in CONV_OPERATIONS: + node_attrs = ov_node.get_attributes() + kwargs = { + "weight_requires_grad": False, + "stride": tuple(node_attrs["strides"]), + "dilations": node_attrs["dilations"], + "transpose": ov_metatype in [OVConvolutionBackpropDataMetatype, OVGroupConvolutionBackpropDataMetatype], + # TODO: ticket 114378: unify pad attribute + "padding_values": tuple(node_attrs["pads_begin"] + node_attrs["pads_end"]), + } + weights_shape = attrs["shape"] + weights_layout = get_conv_weights_layout(ov_metatype=ov_metatype, weights_shape=weights_shape) + kwargs.update( + { + "in_channels": weights_shape[weights_layout.index(OVLayoutElem.C_IN)], + "out_channels": weights_shape[weights_layout.index(OVLayoutElem.C_OUT)], + "kernel_size": tuple( + dim for dim, elem in zip(weights_shape, weights_layout) if elem == OVLayoutElem.SPATIAL + ), + "groups": weights_shape[weights_layout.index(OVLayoutElem.GROUPS)] + if OVLayoutElem.GROUPS in weights_layout + else 1, + } + ) + + return ConvolutionLayerAttributes(**kwargs) + if ov_metatype == OVMatMulMetatype: + weights_shape = attrs["shape"] + weights_layout = get_linear_weights_layout( + weights_shape=weights_shape, transpose=attrs["transpose"], port_id=port_id + ) + + kwargs = { + "weight_requires_grad": False, + "in_features": weights_shape[weights_layout.index(OVLayoutElem.C_IN)], + "out_features": weights_shape[weights_layout.index(OVLayoutElem.C_OUT)] + if OVLayoutElem.C_OUT in weights_layout + else None, + "with_bias": False, + } + return LinearLayerAttributes(**kwargs) + return GenericWeightedLayerAttributes(weight_requires_grad=False, weight_shape=attrs.get("shape", None)) diff --git a/nncf/openvino/quantization/quantize_model.py b/nncf/openvino/quantization/quantize_model.py index 2a45bd9b8f3..ee35ea8bc02 100644 --- a/nncf/openvino/quantization/quantize_model.py +++ b/nncf/openvino/quantization/quantize_model.py @@ -11,7 +11,7 @@ import importlib from copy import deepcopy -from typing import Any, Callable, Dict, Iterable, List, Optional, Tuple, TypeVar, Union +from typing import Any, Callable, Iterable, List, Optional, Tuple, TypeVar, Union import openvino.runtime as ov from openvino._offline_transformations import compress_quantize_weights_transformation @@ -24,6 +24,7 @@ from nncf.openvino.quantization.backend_parameters import BackendParameters from nncf.openvino.quantization.backend_parameters import is_weight_compression_needed from nncf.openvino.quantization.quantize_ifmodel import apply_algorithm_if_bodies +from nncf.openvino.rt_info import dump_parameters from nncf.parameters import DropType from nncf.parameters import ModelType from nncf.parameters import TargetDevice @@ -71,27 +72,6 @@ def should_use_pot(advanced_parameters: Optional[AdvancedQuantizationParameters] return True -def dump_parameters(model: ov.Model, parameters: Dict, path: Optional[List] = None) -> None: - """ - Dumps input parameters into Model's meta section. - - :param model: ov.Model instance. - :param parameters: Incoming dictionary with parameters to save. - :param path: Optional list of the paths. - """ - try: - path = path if path else [] - for key, value in parameters.items(): - # Special condition for composed fields like IgnoredScope - if isinstance(value, IgnoredScope): - dump_parameters(model, value.__dict__, [key]) - continue - rt_path = ["nncf", "quantization"] + path + [key] - model.set_rt_info(str(value), rt_path) - except RuntimeError as e: - nncf_logger.debug(f"Unable to dump optimization parameters due to error: {e}") - - @tracked_function(NNCF_OV_CATEGORY, [CompressionStartedWithQuantizeApi(), "target_device", "preset"]) def native_quantize_if_op_impl( model: ov.Model, diff --git a/nncf/openvino/rt_info.py b/nncf/openvino/rt_info.py new file mode 100644 index 00000000000..45f61923a70 --- /dev/null +++ b/nncf/openvino/rt_info.py @@ -0,0 +1,41 @@ +# Copyright (c) 2023 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 Dict, List, Optional + +import openvino.runtime as ov + +from nncf.common.logging import nncf_logger +from nncf.scopes import IgnoredScope + + +def dump_parameters( + model: ov.Model, parameters: Dict, algo_name: Optional[str] = "quantization", path: Optional[List] = None +) -> None: + """ + Dumps the given parameters into Model's meta section. + + :param model: ov.Model instance. + :param algo_name: Name of the algorithm, to which the parameters refer. + :param parameters: Incoming dictionary with parameters to save. + :param path: Optional list of the paths. + """ + try: + path = path if path else [] + for key, value in parameters.items(): + # Special condition for composed fields like IgnoredScope + if isinstance(value, IgnoredScope): + dump_parameters(model, value.__dict__, algo_name, [key]) + continue + rt_path = ["nncf", algo_name] + path + [key] + model.set_rt_info(str(value), rt_path) + except RuntimeError as e: + nncf_logger.debug(f"Unable to dump optimization parameters due to error: {e}") diff --git a/nncf/parameters.py b/nncf/parameters.py index fd42a7e6814..97ccea267be 100644 --- a/nncf/parameters.py +++ b/nncf/parameters.py @@ -62,10 +62,15 @@ class DropType(Enum): class CompressWeightsMode(Enum): """ Defines a mode for weight compression. - :param INT8: Stands for 8-bit integer quantization of all weights. + :param INT8_SYM: Stands for 8-bit integer symmetric quantization of all weights. + Weights are quantized symmetrically with a fixed zero point equals to 128. + https://github.com/openvinotoolkit/nncf/blob/develop/docs/compression_algorithms/Quantization.md#symmetric-quantization + :param INT8_ASYM: The same as INT8_SYM mode, but weights are quantized to a primary precision asymmetrically + with a typical non-fixed zero point. + https://github.com/openvinotoolkit/nncf/blob/develop/docs/compression_algorithms/Quantization.md#asymmetric-quantization :param INT4_SYM: Stands for a mixed-precision weights quantization with 4-bit integer as a primary precision. Weights are quantized to a primary precision symmetrically with a fixed zero point equals to 8. - The first and the last layers are always compressed to a backup precision, which is 8-bit integer, + All embeddings and the last layer are always compressed to a backup precision, which is INT8_ASYM, by default. All others are quantized whether to 4-bit integer or to a backup precision depending on criteria and the given ratio. https://github.com/openvinotoolkit/nncf/blob/develop/docs/compression_algorithms/Quantization.md#symmetric-quantization @@ -73,9 +78,12 @@ class CompressWeightsMode(Enum): with a typical non-fixed zero point. https://github.com/openvinotoolkit/nncf/blob/develop/docs/compression_algorithms/Quantization.md#asymmetric-quantization :param NF4: The the same as INT4_SYM mode, but primary precision is NF4 data type without zero point. + :param INT8: Mode is deprecated and will be removed in future releases. Please use `INT8_ASYM` instead. """ - INT8 = "int8" + INT8_SYM = "int8_sym" + INT8_ASYM = "int8_asym" INT4_SYM = "int4_sym" INT4_ASYM = "int4_asym" NF4 = "nf4" + INT8 = "int8" # Deprecated mode diff --git a/nncf/quantization/algorithms/accuracy_control/backend.py b/nncf/quantization/algorithms/accuracy_control/backend.py index 2133673eb9b..1a615176d39 100644 --- a/nncf/quantization/algorithms/accuracy_control/backend.py +++ b/nncf/quantization/algorithms/accuracy_control/backend.py @@ -51,6 +51,16 @@ def get_quantizable_metatypes() -> List[OperatorMetatype]: :return: The list of metatypes for operations that may be quantized. """ + @staticmethod + @abstractmethod + def get_start_nodes_for_activation_path_tracing(nncf_graph: NNCFGraph) -> List[NNCFNode]: + """ + Returns a list of NNCFNodes to use as start nodes for activation path tracing. + + :param nncf_graph: NNCFGraph to get the start nodes. + :return: List of NNCFNodes to use as start nodes for activation path tracing. + """ + @staticmethod @abstractmethod def get_quantize_agnostic_metatypes() -> List[OperatorMetatype]: diff --git a/nncf/quantization/algorithms/accuracy_control/openvino_backend.py b/nncf/quantization/algorithms/accuracy_control/openvino_backend.py index c8344f4fec7..c28ca5dee51 100644 --- a/nncf/quantization/algorithms/accuracy_control/openvino_backend.py +++ b/nncf/quantization/algorithms/accuracy_control/openvino_backend.py @@ -25,6 +25,7 @@ from nncf.openvino.graph.metatypes.groups import SHAPEOF_OPERATIONS from nncf.openvino.graph.metatypes.openvino_metatypes import OVConcatMetatype from nncf.openvino.graph.metatypes.openvino_metatypes import OVOpMetatype +from nncf.openvino.graph.model_utils import get_start_nodes_for_activation_path_tracing from nncf.openvino.graph.node_utils import get_bias_value from nncf.openvino.graph.node_utils import get_weight_value from nncf.openvino.graph.node_utils import is_node_with_bias @@ -58,6 +59,10 @@ def get_quantize_agnostic_metatypes() -> List[OVOpMetatype]: def get_shapeof_metatypes() -> List[OVOpMetatype]: return SHAPEOF_OPERATIONS + @staticmethod + def get_start_nodes_for_activation_path_tracing(nncf_graph: NNCFGraph) -> List[NNCFNode]: + return get_start_nodes_for_activation_path_tracing(nncf_graph) + # Manipulations with bias value and weights @staticmethod diff --git a/nncf/quantization/algorithms/accuracy_control/ranker.py b/nncf/quantization/algorithms/accuracy_control/ranker.py index fc946b00140..1290d3ddb5e 100644 --- a/nncf/quantization/algorithms/accuracy_control/ranker.py +++ b/nncf/quantization/algorithms/accuracy_control/ranker.py @@ -99,7 +99,9 @@ def find_groups_of_quantizers_to_rank(self, quantized_model_graph: NNCFGraph) -> ] quantized_model_graph_without_shapeof = remove_shapeof_subgraphs( - deepcopy(quantized_model_graph), self._algo_backend.get_shapeof_metatypes() + deepcopy(quantized_model_graph), + self._algo_backend.get_shapeof_metatypes(), + self._algo_backend.get_start_nodes_for_activation_path_tracing(quantized_model_graph), ) for quantizer_node in reversed(quantizers): diff --git a/nncf/quantization/algorithms/channel_alignment/algorithm.py b/nncf/quantization/algorithms/channel_alignment/algorithm.py index 07884540b81..46754c903a8 100644 --- a/nncf/quantization/algorithms/channel_alignment/algorithm.py +++ b/nncf/quantization/algorithms/channel_alignment/algorithm.py @@ -260,7 +260,7 @@ def _align_scales( return updated_conv_in_value, updated_conv_out_value, updated_bias_in_value def _check_consumer_conv_node(self, conv_node: NNCFNode) -> bool: - attrs = conv_node.layer_attributes.get_backend_agnostic_attributes() + attrs = self._backend_entity.get_conv_layer_attributes(conv_node) if attrs is None: return False # Check groups amount == 1 diff --git a/nncf/quantization/algorithms/channel_alignment/backend.py b/nncf/quantization/algorithms/channel_alignment/backend.py index 42486547eac..9ab51977d4f 100644 --- a/nncf/quantization/algorithms/channel_alignment/backend.py +++ b/nncf/quantization/algorithms/channel_alignment/backend.py @@ -17,6 +17,7 @@ from nncf.common.graph import NNCFGraph from nncf.common.graph import NNCFNode +from nncf.common.graph.layer_attributes import ConvolutionLayerAttributes from nncf.common.graph.transformations.commands import TargetPoint from nncf.common.graph.transformations.commands import TargetType from nncf.common.tensor_statistics.collectors import TensorStatisticCollectorBase @@ -107,6 +108,15 @@ def get_statistic_collector( :return: Backend-specific tensor collector that collects medians of minimal and maximal quantiles. """ + @staticmethod + @abstractmethod + def get_conv_layer_attributes(node: NNCFNode) -> ConvolutionLayerAttributes: + """ + Returns convolutional layer attributes of given node if they are present and None otherwise. + :param node: NNCFNode to take convolutional layer attributes from. + :return: Convolutional layer attributes of given node if they are present and None otherwise + """ + @staticmethod @abstractmethod def get_dims_descriptor(node: NNCFNode) -> LayoutDescriptor: @@ -147,6 +157,7 @@ def create_bias_tensor(node: NNCFNode, nncf_graph: NNCFGraph, value: Any) -> np. def get_channel_agnostic_reduction_axes(channel_axis: int, shape: Tuple[int]) -> Tuple[int]: """ Returns filtered reduction shape without axes that corresponds channels. + Example: channel_axis=-2, shape=(1, 3, 2, 4), result=(0, 1, 3). :param channel_axes: List of the channel axes. :param shape: Shape that need to be filtered. diff --git a/nncf/quantization/algorithms/channel_alignment/openvino_backend.py b/nncf/quantization/algorithms/channel_alignment/openvino_backend.py index 8b98aeb55a5..a92a86bb0ae 100644 --- a/nncf/quantization/algorithms/channel_alignment/openvino_backend.py +++ b/nncf/quantization/algorithms/channel_alignment/openvino_backend.py @@ -16,15 +16,16 @@ from nncf.common.graph import NNCFGraph from nncf.common.graph import NNCFNode +from nncf.common.graph.layer_attributes import ConvolutionLayerAttributes from nncf.common.graph.transformations.commands import TargetType from nncf.common.tensor_statistics.collectors import ReductionAxes from nncf.common.tensor_statistics.collectors import TensorStatisticCollectorBase from nncf.experimental.common.tensor_statistics.collectors import MedianAggregator from nncf.experimental.common.tensor_statistics.collectors import TensorCollector -from nncf.openvino.graph.layer_attributes import OV_CONV_METATYPES -from nncf.openvino.graph.layer_attributes import get_conv_weights_layout_from_node -from nncf.openvino.graph.layer_attributes import get_linear_weights_layout_from_node from nncf.openvino.graph.layout import OVLayoutElem +from nncf.openvino.graph.layout import get_conv_weights_layout_from_node +from nncf.openvino.graph.layout import get_linear_weights_layout_from_node +from nncf.openvino.graph.metatypes.groups import CONV_OPERATIONS from nncf.openvino.graph.metatypes.openvino_metatypes import OVAddMetatype from nncf.openvino.graph.metatypes.openvino_metatypes import OVConvolutionMetatype from nncf.openvino.graph.metatypes.openvino_metatypes import OVDepthwiseConvolutionMetatype @@ -104,7 +105,7 @@ def is_node_with_bias(node: NNCFNode, nncf_graph: NNCFGraph) -> bool: @staticmethod def get_dims_descriptor(node: NNCFNode) -> LayoutDescriptor: - if node.metatype in OV_CONV_METATYPES: + if node.metatype in CONV_OPERATIONS: weights_layout = get_conv_weights_layout_from_node(node=node) elif node.metatype == OVMatMulMetatype: weights_layout = get_linear_weights_layout_from_node(node=node) @@ -127,6 +128,10 @@ def get_dims_descriptor(node: NNCFNode) -> LayoutDescriptor: node.metatype.output_channel_axis, ) + @staticmethod + def get_conv_layer_attributes(node: NNCFNode) -> ConvolutionLayerAttributes: + return node.layer_attributes.layer_attributes + @staticmethod def create_bias_tensor(node: NNCFNode, nncf_graph: NNCFGraph, value: Any) -> np.ndarray: return create_bias_tensor(node, nncf_graph, value) diff --git a/nncf/quantization/algorithms/min_max/algorithm.py b/nncf/quantization/algorithms/min_max/algorithm.py index e698c77946b..cba0d681cdd 100644 --- a/nncf/quantization/algorithms/min_max/algorithm.py +++ b/nncf/quantization/algorithms/min_max/algorithm.py @@ -382,6 +382,25 @@ def _get_ignored_scope_by_algorithm(self, inference_nncf_graph: NNCFGraph) -> Ig nncf_node_names.append(nncf_node.node_name) return IgnoredScope(names=nncf_node_names) + def _get_scope_overrides(self, inference_nncf_graph: NNCFGraph) -> Dict: + """ + Returns a dictionary of quantization configuration overrides for inputs to matching operation nodes. + + :param inference_nncf_graph: Inference NNCFGraph instance. + :return: A dictionary of quantization configuration overrides for inputs to matching operation nodes. + """ + scaled_dot_product_attention_node_names = [ + node.node_name + for node in inference_nncf_graph.get_nodes_by_metatypes( + self._backend_entity.scaled_dot_product_attention_metatypes + ) + ] + + scope_overrides_activations = {} + for node_name in scaled_dot_product_attention_node_names: + scope_overrides_activations[node_name] = {"mode": "symmetric"} + return {"activations": scope_overrides_activations} + def _get_quantizer_setup( self, nncf_graph: NNCFGraph, @@ -416,6 +435,8 @@ def _get_quantizer_setup( QuantizableWeightedLayerNode(node, qconf_list) for node, qconf_list in weighted_node_and_qconf_lists.items() ] + scope_overrides = self._get_scope_overrides(inference_nncf_graph) + ip_graph = InsertionPointGraph(inference_nncf_graph) ip_graph = ip_graph.get_ip_graph_with_merged_hw_optimized_operations(hw_patterns) post_processing_types = self._backend_entity.post_processing_metatypes @@ -434,6 +455,7 @@ def _get_quantizer_setup( post_processing_marker_metatypes=post_processing_types, metatypes_to_ignore=metatypes_to_ignore, scales_unification_map=self._backend_entity.scales_unification_map, + scope_overrides=scope_overrides, ) quantization_proposal = solver.run_on_ip_graph(ip_graph) @@ -537,10 +559,9 @@ def _get_quantization_target_points( inference_nncf_graph = transform_to_inference_graph( deepcopy(nncf_graph), + self._backend_entity.get_start_nodes_for_activation_path_tracing(nncf_graph), self._backend_entity.shapeof_metatypes, self._backend_entity.dropout_metatypes, - self._backend_entity.read_variable_metatypes, - nncf_graph_contains_constants=backend != BackendType.TORCH, ) quantizer_setup = self._get_quantizer_setup(nncf_graph, inference_nncf_graph, hw_patterns, ignored_patterns) diff --git a/nncf/quantization/algorithms/min_max/backend.py b/nncf/quantization/algorithms/min_max/backend.py index 2c105309c8e..dbec3469f28 100644 --- a/nncf/quantization/algorithms/min_max/backend.py +++ b/nncf/quantization/algorithms/min_max/backend.py @@ -67,13 +67,6 @@ def dropout_metatypes(self) -> List[OperatorMetatype]: Property for the backend-specific Dropout metatypes. """ - @property - @abstractmethod - def read_variable_metatypes(self) -> List[OperatorMetatype]: - """ - Property for the backend-specific metatypes that also can be interpreted as inputs (ReadValue). - """ - @property @abstractmethod def overflow_fix_metatypes(self) -> List[OperatorMetatype]: @@ -95,6 +88,13 @@ def group_conv_metatypes(self) -> List[OperatorMetatype]: Property for the backend-specific Grouped Convolution metatypes. """ + @property + @abstractmethod + def scaled_dot_product_attention_metatypes(self) -> List[OperatorMetatype]: + """ + Property for the backend-specific Scaled Dot Product Attention metatypes. + """ + @property @abstractmethod def scales_unification_map(self) -> Dict[OperatorMetatype, OperatorMetatype]: @@ -146,6 +146,16 @@ def create_quantizer_insertion_command( :return: Backend-specific TransformationCommand for the quantizer insertion operation. """ + @staticmethod + @abstractmethod + def get_start_nodes_for_activation_path_tracing(nncf_graph: NNCFGraph) -> List[NNCFNode]: + """ + Returns a list of NNCFNodes to use as start nodes for activation path tracing. + + :param nncf_graph: NNCFGraph to get the start nodes. + :return: List of NNCFNodes to use as start nodes for activation path tracing. + """ + @staticmethod @abstractmethod def unify_statistics(statistics: List[MinMaxTensorStatistic]) -> MinMaxTensorStatistic: diff --git a/nncf/quantization/algorithms/min_max/onnx_backend.py b/nncf/quantization/algorithms/min_max/onnx_backend.py index bdd04bb22c3..70aca2753fe 100644 --- a/nncf/quantization/algorithms/min_max/onnx_backend.py +++ b/nncf/quantization/algorithms/min_max/onnx_backend.py @@ -80,6 +80,10 @@ def dropout_metatypes(self) -> List[OperatorMetatype]: def read_variable_metatypes(self) -> List[OperatorMetatype]: return [] + @property + def scaled_dot_product_attention_metatypes(self) -> List[OperatorMetatype]: + return [] + @property def scales_unification_map(self) -> Dict[OperatorMetatype, OperatorMetatype]: return {om.ONNXConcatMetatype: self.overflow_fix_metatypes} @@ -92,6 +96,10 @@ def hw_config(self) -> HWConfig: def quant_trait_op_dict(self) -> Dict[int, OperatorMetatype]: return DEFAULT_ONNX_QUANT_TRAIT_TO_OP_DICT + @staticmethod + def get_start_nodes_for_activation_path_tracing(nncf_graph: NNCFGraph) -> List[NNCFNode]: + return nncf_graph.get_input_nodes() + @staticmethod def target_point(target_type: TargetType, target_node_name: str, port_id: int) -> ONNXTargetPoint: return ONNXTargetPoint(target_type, target_node_name, port_id) diff --git a/nncf/quantization/algorithms/min_max/openvino_backend.py b/nncf/quantization/algorithms/min_max/openvino_backend.py index a1ebcdf0ee6..3cc452ad471 100644 --- a/nncf/quantization/algorithms/min_max/openvino_backend.py +++ b/nncf/quantization/algorithms/min_max/openvino_backend.py @@ -26,6 +26,7 @@ from nncf.openvino.graph.layer_attributes import OVLayerAttributes from nncf.openvino.graph.metatypes import openvino_metatypes as om from nncf.openvino.graph.metatypes.groups import OPERATIONS_WITH_WEIGHTS +from nncf.openvino.graph.model_utils import get_start_nodes_for_activation_path_tracing from nncf.openvino.graph.node_utils import get_channel_agnostic_reduction_axes from nncf.openvino.graph.node_utils import get_weight_channel_axes from nncf.openvino.graph.transformations.commands import OVQuantizerInsertionCommand @@ -86,6 +87,10 @@ def dropout_metatypes(self) -> List[OperatorMetatype]: def read_variable_metatypes(self) -> List[OperatorMetatype]: return [om.OVReadValueMetatype] + @property + def scaled_dot_product_attention_metatypes(self) -> List[OperatorMetatype]: + return [om.OVScaledDotProductAttentionMetatype] + @property def scales_unification_map(self) -> Dict[OperatorMetatype, OperatorMetatype]: return {om.OVConcatMetatype: self.overflow_fix_metatypes} @@ -98,6 +103,10 @@ def hw_config(self) -> HWConfig: def quant_trait_op_dict(self) -> Dict[int, OperatorMetatype]: return DEFAULT_OV_QUANT_TRAIT_TO_OP_DICT + @staticmethod + def get_start_nodes_for_activation_path_tracing(nncf_graph: NNCFGraph) -> List[NNCFNode]: + return get_start_nodes_for_activation_path_tracing(nncf_graph) + @staticmethod def target_point(target_type: TargetType, target_node_name: str, port_id: int) -> OVTargetPoint: return OVTargetPoint(target_type, target_node_name, port_id) diff --git a/nncf/quantization/algorithms/min_max/torch_backend.py b/nncf/quantization/algorithms/min_max/torch_backend.py index e6dc15e46a9..744e6cf948a 100644 --- a/nncf/quantization/algorithms/min_max/torch_backend.py +++ b/nncf/quantization/algorithms/min_max/torch_backend.py @@ -31,6 +31,7 @@ from nncf.quantization.algorithms.min_max.backend import MinMaxAlgoBackend from nncf.quantization.fake_quantize import FakeQuantizeParameters from nncf.quantization.range_estimator import RangeEstimatorParameters +from nncf.torch.graph.graph import PTNNCFGraph from nncf.torch.graph.graph import PTTargetPoint from nncf.torch.graph.transformations.commands import PTQuantizerInsertionCommand from nncf.torch.hardware.config import PTHWConfig @@ -97,6 +98,10 @@ def add_metatypes(self) -> List[OperatorMetatype]: def group_conv_metatypes(self) -> List[OperatorMetatype]: return self.conv_metatypes + @property + def scaled_dot_product_attention_metatypes(self) -> List[OperatorMetatype]: + return [] + @property def scales_unification_map(self) -> Dict[OperatorMetatype, OperatorMetatype]: return {om.PTCatMetatype: self.overflow_fix_metatypes} @@ -109,6 +114,10 @@ def hw_config(self) -> HWConfig: def quant_trait_op_dict(self) -> Dict[int, OperatorMetatype]: return DEFAULT_PT_QUANT_TRAIT_TO_OP_DICT + @staticmethod + def get_start_nodes_for_activation_path_tracing(nncf_graph: PTNNCFGraph) -> List[NNCFNode]: + return nncf_graph.get_nodes_with_missed_input_edges() + nncf_graph.get_input_nodes() + @staticmethod def target_point(target_type: TargetType, target_node_name: str, port_id: int) -> PTTargetPoint: if NNCFGraphNodeType.INPUT_NODE in target_node_name or target_type == TargetType.POST_LAYER_OPERATION: diff --git a/nncf/quantization/algorithms/smooth_quant/algorithm.py b/nncf/quantization/algorithms/smooth_quant/algorithm.py index d39cbd5a61f..6f67cf9ee98 100644 --- a/nncf/quantization/algorithms/smooth_quant/algorithm.py +++ b/nncf/quantization/algorithms/smooth_quant/algorithm.py @@ -127,7 +127,7 @@ def apply( weight_port = self._backend_entity.get_weight_tensor_port_id(node_to_smooth) weight_value = self._backend_entity.get_weight_value(node_to_smooth, model, weight_port) - weight_statistics = self._process_weight_statistics(node_to_smooth, weight_value, weight_port) + weight_statistics = self._process_weight_statistics(node_to_smooth, weight_value) weight_statistics = self._backend_entity.clip_statistics(weight_statistics) alpha = alpha_map[node_to_smooth.metatype] @@ -348,13 +348,12 @@ def _calculate_input_reduction_axes(self, nncf_graph: NNCFGraph, node: NNCFNode, reduction_axes = self._backend_entity.get_channel_agnostic_reduction_axes(channel_axis, shape) return reduction_axes - def _process_weight_statistics(self, node: NNCFNode, weights: TTensor, port_id: int) -> TTensor: + def _process_weight_statistics(self, node: NNCFNode, weights: TTensor) -> TTensor: """ Returns processed weight statistics for node. :param node: NNCFNode to check. :param weights: Backend-specific weights. - :param port_id: Weight port id. :return: Weight statistic for node. """ channel_axis = 0 diff --git a/nncf/quantization/algorithms/smooth_quant/openvino_backend.py b/nncf/quantization/algorithms/smooth_quant/openvino_backend.py index e3373cd32da..fd312c202ba 100644 --- a/nncf/quantization/algorithms/smooth_quant/openvino_backend.py +++ b/nncf/quantization/algorithms/smooth_quant/openvino_backend.py @@ -20,8 +20,8 @@ from nncf.common.graph.transformations.commands import TargetType from nncf.experimental.common.tensor_statistics.collectors import MaxAggregator from nncf.experimental.common.tensor_statistics.collectors import TensorCollector -from nncf.openvino.graph.layer_attributes import get_linear_weights_layout_from_node from nncf.openvino.graph.layout import OVLayoutElem +from nncf.openvino.graph.layout import get_linear_weights_layout_from_node from nncf.openvino.graph.metatypes.groups import QUANTIZE_AGNOSTIC_OPERATIONS from nncf.openvino.graph.metatypes.openvino_metatypes import OVConvolutionMetatype from nncf.openvino.graph.metatypes.openvino_metatypes import OVMatMulMetatype diff --git a/nncf/quantization/algorithms/weight_compression/algorithm.py b/nncf/quantization/algorithms/weight_compression/algorithm.py index add543812b0..b1596fb8028 100644 --- a/nncf/quantization/algorithms/weight_compression/algorithm.py +++ b/nncf/quantization/algorithms/weight_compression/algorithm.py @@ -54,17 +54,20 @@ def __init__( ): """ :param mode: Defines a mode for weight compression. - INT8 stands for 8-bit integer quantization of all weights. + INT8_SYM stands for 8-bit integer symmetric quantization of all weights. + Weights are quantized symmetrically with a fixed zero point equals to 128. + INT8_ASYM is the same as INT8_SYM mode, but weights are quantized to a primary precision asymmetrically + with a typical non-fixed zero point. INT4_SYM stands for a mixed-precision weights quantization with 4-bit integer as a primary precision. Weights are quantized to a primary precision symmetrically with a fixed zero point equals to 8. - The first and the last layers are always compressed to a backup precision, which is 8-bit integer, + All embeddings and the last layer are always compressed to a backup precision, which is INT8_ASYM, by default. All others are quantized whether to 4-bit integer or to a backup precision depending on criteria and the given ratio. INT4_ASYM is the same as INT4_SYM mode, but weights are quantized to a primary precision asymmetrically with a typical non-fixed zero point. NF4 is the same as INT4_SYM mode, but primary precision is NF4 data type without zero point. :param ratio: the ratio between baseline and backup precisions (e.g. 0.9 means 90% of layers quantized to NF4 - and the rest to INT8). + and the rest to INT8_ASYM). :param group_size: number of weights (e.g. 128) in the channel dimension that share quantization parameters (scale). The value -1 means no grouping. :param ignored_scope: An ignored scope that defined the list of model control diff --git a/nncf/quantization/algorithms/weight_compression/backend.py b/nncf/quantization/algorithms/weight_compression/backend.py index b75e9a77500..4577fe8cb1c 100644 --- a/nncf/quantization/algorithms/weight_compression/backend.py +++ b/nncf/quantization/algorithms/weight_compression/backend.py @@ -47,10 +47,13 @@ def validate_params(mode: CompressWeightsMode, ignored_scope: Optional[IgnoredSc parameters. Should be called on early algorithm steps to prevent execution of time-consuming operations. :param mode: Defines a mode for weight compression. - INT8 stands for 8-bit integer quantization of all weights. + INT8_SYM stands for 8-bit integer symmetric quantization of all weights. + Weights are quantized symmetrically with a fixed zero point equals to 128. + INT8_ASYM is the same as INT8_SYM mode, but weights are quantized to a primary precision asymmetrically + with a typical non-fixed zero point. INT4_SYM stands for a mixed-precision weights quantization with 4-bit integer as a primary precision. Weights are quantized to a primary precision symmetrically with a fixed zero point equals to 8. - The first and the last layers are always compressed to a backup precision, which is 8-bit integer, + All embeddings and the last layer are always compressed to a backup precision, which is INT8_ASYM, by default. All others are quantized whether to 4-bit integer or to a backup precision depending on criteria and the given ratio. INT4_ASYM is the same as INT4_SYM mode, but weights are quantized to a primary precision asymmetrically @@ -77,17 +80,20 @@ def do_compression( :param nodes_to_compress: List of nodes in the model's graph, corresponding to the layers for weight compression. :param mode: Defines a mode for weight compression. - INT8 stands for 8-bit integer quantization of all weights. + INT8_SYM stands for 8-bit integer symmetric quantization of all weights. + Weights are quantized symmetrically with a fixed zero point equals to 128. + INT8_ASYM is the same as INT8_SYM mode, but weights are quantized to a primary precision asymmetrically + with a typical non-fixed zero point. INT4_SYM stands for a mixed-precision weights quantization with 4-bit integer as a primary precision. Weights are quantized to a primary precision symmetrically with a fixed zero point equals to 8. - The first and the last layers are always compressed to a backup precision, which is 8-bit integer, + All embeddings and the last layer are always compressed to a backup precision, which is INT8_ASYM, by default. All others are quantized whether to 4-bit integer or to a backup precision depending on criteria and the given ratio. INT4_ASYM is the same as INT4_SYM mode, but weights are quantized to a primary precision asymmetrically with a typical non-fixed zero point. NF4 is the same as INT4_SYM mode, but primary precision is NF4 data type without zero point. :param ratio: The ratio between baseline and backup precisions (e.g. 0.9 means 90% of layers quantized to NF4 - and the rest to INT8). + and the rest to INT8_ASYM). :param group_size: Number of weights (e.g. 128) in the channel dimension that share quantization parameters (scale). The value -1 means no grouping. :return: A resulting model with compressed weights. diff --git a/nncf/quantization/algorithms/weight_compression/openvino_backend.py b/nncf/quantization/algorithms/weight_compression/openvino_backend.py index 0a0d4f09fa6..ad52d9cdbde 100644 --- a/nncf/quantization/algorithms/weight_compression/openvino_backend.py +++ b/nncf/quantization/algorithms/weight_compression/openvino_backend.py @@ -8,6 +8,7 @@ # 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 OrderedDict from dataclasses import dataclass from typing import List, Optional, Tuple, TypeVar @@ -25,6 +26,7 @@ from nncf.openvino.graph.node_utils import get_channel_agnostic_reduction_axes from nncf.openvino.graph.node_utils import get_const_value from nncf.openvino.graph.node_utils import get_weight_channel_axes +from nncf.openvino.rt_info import dump_parameters from nncf.parameters import CompressWeightsMode from nncf.quantization.algorithms.weight_compression.backend import WeightCompressionAlgoBackend from nncf.quantization.fake_quantize import calculate_scale_zero_point @@ -57,7 +59,9 @@ def do_compression( friendly_name_to_op_map = {op.get_friendly_name(): op for op in model.get_ops()} - for nncf_node in nodes_to_compress: + is_last_layer_compressed = False + n = len(nodes_to_compress) + for i, nncf_node in enumerate(nodes_to_compress): weight_port_ids = nncf_node.layer_attributes.get_const_port_ids() for weight_port_id in weight_port_ids: weight_op_friendly_name = nncf_node.layer_attributes.constant_attributes[weight_port_id]["name"] @@ -65,6 +69,8 @@ def do_compression( if weight_node is None: continue if id(weight_node) in quantized_nodes_ids: + if i == n - 1: + is_last_layer_compressed = True continue weight_output = weight_node.output(0) @@ -86,15 +92,19 @@ def do_compression( fq_name = f"{weight_op_friendly_name}/fq_weights_{weight_port_id}" num_weights = np.prod(const_shape) weight_params = WeightNodeParams( - reduction_axis, num_weights, fq_name, weight_node, original_weight_dtype + reduction_axis, + num_weights, + fq_name, + weight_node, + original_weight_dtype, + metatype=nncf_node.metatype, ) all_weight_params.append(weight_params) quantized_nodes_ids.add(id(weight_node)) - if mode != CompressWeightsMode.INT8: - primary_config = WeightCompressionConfig(mode=mode, group_size=group_size) - _assign_mixed_precision(all_weight_params, ratio, primary_config) - nncf_logger.info(_get_bitwidth_distribution_str(all_weight_params)) + internal_weight_params = _get_internal_weight_params(all_weight_params, mode, is_last_layer_compressed) + _set_weight_compression_config(internal_weight_params, mode, ratio, group_size) + nncf_logger.info(_get_bitwidth_distribution_str(all_weight_params, internal_weight_params)) for wp in track(all_weight_params, description="Applying Weight Compression"): weight_node = wp.weight_node @@ -106,31 +116,38 @@ def do_compression( weight = get_const_value(weight_node) config = wp.compression_config + original_shape = weight.shape if config.mode == CompressWeightsMode.NF4: - original_shape = weight.shape norm_weight, scale = _get_norm_weight_and_nf4_scale(weight, wp.reduction_axis, group_size) compressed_const = opset.constant(norm_weight, dtype=ov.Type.nf4, name=weight_name) convert = opset.convert(compressed_const, original_weight_dtype) mul = opset.multiply(convert, scale.astype(original_weight_dtype), name=wp.fq_name) - if config.group_size != -1: - mul = opset.reshape(mul, output_shape=original_shape, special_zero=False) - last_output = mul.output(0) else: - original_shape = weight.shape compressed_weights, scale, zero_point = _do_integer_quantization(weight, wp.reduction_axis, config) - compression_type = np.uint8 if config.num_bits == 8 else ov.Type.u4 + compression_type = ov.Type.u8 if config.num_bits == 8 else ov.Type.u4 compressed_weights_node = opset.constant(compressed_weights, dtype=compression_type, name=weight_name) convert_weights_node = opset.convert(compressed_weights_node, original_weight_dtype) zero_point_node = opset.constant(zero_point, dtype=compression_type, name=f"{weight_name}/ZP") convert_zp_node = opset.convert(zero_point_node, original_weight_dtype) sub = opset.subtract(convert_weights_node, convert_zp_node) mul = opset.multiply(sub, scale.astype(original_weight_dtype), name=wp.fq_name) - if config.group_size != -1: - mul = opset.reshape(mul, output_shape=original_shape, special_zero=False) - last_output = mul.output(0) + + if config.group_size != -1: + mul = opset.reshape(mul, output_shape=original_shape, special_zero=False) + last_output = mul.output(0) for target_input in target_inputs: target_input.replace_source_output(last_output) + + dump_parameters( + model, + parameters={ + "mode": mode.value, + "group_size": group_size, + "ratio": ratio, + }, + algo_name="weight_compression", + ) return model @@ -142,12 +159,12 @@ class WeightCompressionConfig: """ Information on how to compress (quantize) a specific weight. - :param mode: Defines a mode for weight compression. Defaults to INT8 mode. + :param mode: Defines a mode for weight compression. Defaults to INT8_ASYM mode. :param group_size: Number of weights (e.g. 128) in the channel dimension that share quantization parameters (scale). The value -1 means no grouping. Defaults to -1. """ - mode: Optional[CompressWeightsMode] = CompressWeightsMode.INT8 + mode: Optional[CompressWeightsMode] = CompressWeightsMode.INT8_ASYM group_size: Optional[int] = -1 @property @@ -155,7 +172,7 @@ def num_bits(self): """ :return: number of bits that is used for storing a single quantized value in the given mode. """ - return 8 if self.mode == CompressWeightsMode.INT8 else 4 + return 8 if self.mode in [CompressWeightsMode.INT8_SYM, CompressWeightsMode.INT8_ASYM] else 4 @dataclass @@ -169,6 +186,7 @@ class WeightNodeParams: :param weight_node: The weight node itself. :param original_weight_dtype: Type of elements in the weight array. :param compression_config: Configuration of weight compression for the weight node. + :param metatype: Metatype of the corresponding operation with weight. """ reduction_axis: int @@ -177,6 +195,7 @@ class WeightNodeParams: weight_node: ov.Node original_weight_dtype: TWeightType compression_config = WeightCompressionConfig() + metatype: OperatorMetatype = None def _do_integer_quantization( @@ -185,7 +204,10 @@ def _do_integer_quantization( """ The method quantizes the given weights to integer data type in accordance with the compression config. The config defines a quantization mode: - INT8 mode refers to unsigned int8 asymmetric weight compression - quantization to [0, 255] range. + INT8_SYM mode refers to unsigned int8 symmetric weight compression with a fixed zero point equals to 128 - + quantization to [0, 255] range. + INT8_ASYM mode refers to unsigned int8 asymmetric weight compression with a typical non-fixed zero-point - + quantization to [0, 255] range. INT4_ASYM mode refers to unsigned int4 asymmetric weight compression with a typical non-fixed zero-point - quantization to [0, 15] range. INT4_SYM mode refers to unsigned int4 symmetric weight compression with a fixed zero point equals to 8 - @@ -212,7 +234,7 @@ def _do_integer_quantization( # weights are reshaped from [a1, r, a2] to [a1, r//gs, gs, a2] weight, reduction_axis = _reshape_weights_for_grouped_quantization(weight, reduction_axis, group_size) - if mode in [CompressWeightsMode.INT8, CompressWeightsMode.INT4_ASYM]: + if mode in [CompressWeightsMode.INT8_ASYM, CompressWeightsMode.INT4_ASYM]: min_values = np.min(weight, axis=reduction_axis, keepdims=True) # [a1, r, a2] -> [a1, 1, a2] max_values = np.max(weight, axis=reduction_axis, keepdims=True) # [a1, r, a2] -> [a1, 1, a2] scale, zero_point = calculate_scale_zero_point( @@ -314,29 +336,29 @@ def _proportion_str(num_weights_list: List[int], total_num_weights: int, total_n return f"{percentage:.0f}% ({len(num_weights_list)} / {total_num_params})" -def _get_bitwidth_distribution_str(all_weight_params: List[WeightNodeParams]) -> str: +def _get_bitwidth_distribution_str(all_params: List[WeightNodeParams], internal_params: List[WeightNodeParams]) -> str: """ Generates a table that shows the ratio of weights quantized to different number of bits. - :param all_weight_params: List of information about each weight node. + :param all_params: List of information about each weight node. + :param internal_params: List of information about weight nodes that are considered for mixed precision. :return: A string containing the table. """ - total_num_weights = sum(ws.num_weights for ws in all_weight_params) - num_internal_weights = 0 - num_params = len(all_weight_params) - num_internal_params = 0 - if num_params > 2: - num_internal_params = num_params - 2 num_bits_vs_num_weights_map = {} - for i, data in enumerate(all_weight_params): + internal_fq_names = set(wp.fq_name for wp in internal_params) + for data in all_params: num_bits = data.compression_config.num_bits n_total, n_internal = num_bits_vs_num_weights_map.get(num_bits, ([], [])) - if i not in (0, num_params - 1): + if data.fq_name in internal_fq_names: n_internal.append(data.num_weights) - num_internal_weights += data.num_weights n_total.append(data.num_weights) num_bits_vs_num_weights_map[num_bits] = (n_total, n_internal) + num_internal_weights = sum(ws.num_weights for ws in internal_params) + num_internal_params = len(internal_params) + num_total_weights = sum(ws.num_weights for ws in all_params) + num_params = len(all_params) + num_bits_vs_num_weights_map = OrderedDict(sorted(num_bits_vs_num_weights_map.items(), reverse=True)) # Table creation header = ["Num bits (N)", "% all parameters (layers)", "% internal parameters (layers)"] rows = [] @@ -344,7 +366,7 @@ def _get_bitwidth_distribution_str(all_weight_params: List[WeightNodeParams]) -> rows.append( [ bitwidth, - _proportion_str(n_total, total_num_weights, num_params), + _proportion_str(n_total, num_total_weights, num_params), _proportion_str(n_internal, num_internal_weights, num_internal_params), ] ) @@ -354,26 +376,40 @@ def _get_bitwidth_distribution_str(all_weight_params: List[WeightNodeParams]) -> return pretty_string +def _get_internal_weight_params( + all_weight_params: List[WeightNodeParams], mode: CompressWeightsMode, is_last_layer_compressed: bool +) -> List[WeightNodeParams]: + """ + Returns the internal weight parameters. + + :param all_weight_params: List of all weight parameters. + :param mode: Weight compression mode. + :param is_last_layer_compressed: Indicates whether the last layer is compressed. + :return: List of information about weight nodes that are considered for mixed precision. + """ + internal_weight_params = all_weight_params + if mode not in [CompressWeightsMode.INT8_SYM, CompressWeightsMode.INT8_ASYM]: + internal_weight_params = list(filter(lambda wp: wp.metatype != OVEmbeddingMetatype, internal_weight_params)) + if not is_last_layer_compressed: + internal_weight_params = internal_weight_params[:-1] + return internal_weight_params + + def _assign_mixed_precision( - all_weight_params: List[WeightNodeParams], ratio: float, primary_config: WeightCompressionConfig + internal_weight_params: List[WeightNodeParams], ratio: float, primary_config: WeightCompressionConfig ) -> None: """ Assigns mixed quantization scheme (e.g. uniform int8 or non-uniform nf4) for weights based on some criteria. - - :param all_weight_params: List of information about each weight node. The quantization scheme is added to this info. + :param internal_weight_params: List of information about internal weight nodes. Only internal nodes are considered + for mixed precision. The quantization scheme is added to this info. :param ratio: The ratio between primary and backup precisions (e.g. 0.9 means 90% of layers quantized to NF4 - and the rest to INT8). + and the rest to INT8_ASYM). :param primary_config: Information on how to compress (quantize) weights to primary precision. :return: None. """ - if ratio == 1: - for weight_param in all_weight_params[1:-1]: - weight_param.compression_config = primary_config - return errors = [] num_internal_weights = 0 - # NOTE: first and last layers are always in 8 bit: no need to calculate error for them - for weight_param in track(all_weight_params[1:-1], description="Searching for Mixed-Precision Configuration"): + for weight_param in track(internal_weight_params, description="Searching for Mixed-Precision Configuration"): weight = get_const_value(weight_param.weight_node) backup_config = weight_param.compression_config reduction_axis = weight_param.reduction_axis @@ -382,16 +418,34 @@ def _assign_mixed_precision( error = 1 / (backup_error + eps) errors.append(error) num_internal_weights += weight_param.num_weights - # NOTE: index is defined in the array of all weight params by taking into account that errors were not - # calculated for first and last layers. indexes_of_layers_in_ascending_order_of_errors = [ - i[0] + 1 for i in sorted(enumerate(errors), reverse=False, key=lambda x: x[1]) + i[0] for i in sorted(enumerate(errors), reverse=False, key=lambda x: x[1]) ] num_weights_in_4bit = 0 for index in indexes_of_layers_in_ascending_order_of_errors: - weight_param = all_weight_params[index] + weight_param = internal_weight_params[index] current_ratio = (num_weights_in_4bit + weight_param.num_weights) / num_internal_weights if current_ratio >= ratio: break weight_param.compression_config = primary_config num_weights_in_4bit += weight_param.num_weights + + +def _set_weight_compression_config( + internal_weight_params: List[WeightNodeParams], mode: CompressWeightsMode, ratio: float, group_size: int +) -> None: + """ + Set the appropriate compression configuration for weights based on some criteria. + + :param internal_weight_params: List of information about internal weight nodes. + :param mode: Weight compression mode. + :param ratio: The ratio between primary and backup precisions. + :param group_size: number of weights (e.g. 128) in the channel dimension that share quantization parameters (scale). + :return: None. + """ + primary_config = WeightCompressionConfig(mode=mode, group_size=group_size) + if ratio == 1: + for weight_param in internal_weight_params: + weight_param.compression_config = primary_config + else: + _assign_mixed_precision(internal_weight_params, ratio, primary_config) diff --git a/nncf/quantization/passes.py b/nncf/quantization/passes.py index 055f1f27a5b..9465fa95dec 100644 --- a/nncf/quantization/passes.py +++ b/nncf/quantization/passes.py @@ -10,9 +10,10 @@ # limitations under the License. import collections -from typing import List, Optional, TypeVar +from typing import List, TypeVar from nncf.common.graph.graph import NNCFGraph +from nncf.common.graph.graph import NNCFNode from nncf.common.graph.operator_metatypes import OperatorMetatype TModel = TypeVar("TModel") @@ -20,50 +21,44 @@ def transform_to_inference_graph( nncf_graph: NNCFGraph, + input_nodes: List[NNCFNode], shapeof_metatypes: List[OperatorMetatype], dropout_metatypes: List[OperatorMetatype], - read_variable_metatypes: Optional[List[OperatorMetatype]] = None, - nncf_graph_contains_constants: bool = True, ) -> NNCFGraph: """ This method contains inplace pipeline of the passes that uses to provide inference graph without constant flows. :param nncf_graph: NNCFGraph instance for the transformation. + :param input_nodes: List of input nodes for the given NNCFGraph. :param shapeof_metatypes: List of backend-specific ShapeOf metatypes. :param dropout_metatypes: List of backend-specific Dropout metatypes. - :param read_variable_metatypes: List of backend-specific metatypes - that also can be interpreted as inputs (ReadValue). - :param nncf_graph_contains_constants: Whether NNCFGraph contains constant nodes or not. :return: NNCFGraph in the inference style. """ - remove_shapeof_subgraphs(nncf_graph, shapeof_metatypes, read_variable_metatypes) + remove_shapeof_subgraphs(nncf_graph, shapeof_metatypes, input_nodes) + filter_constant_nodes(nncf_graph, input_nodes) remove_nodes_and_reconnect_graph(nncf_graph, dropout_metatypes) - if nncf_graph_contains_constants: - filter_constant_nodes(nncf_graph, read_variable_metatypes) return nncf_graph def remove_shapeof_subgraphs( nncf_graph: NNCFGraph, shapeof_metatypes: List[OperatorMetatype], - read_variable_metatypes: Optional[List[OperatorMetatype]] = None, + input_nodes: List[NNCFNode], ) -> NNCFGraph: """ Removes the ShapeOf subgraphs from the provided NNCFGraph instance inplace. + Constant subgraph should be already removed from the given NNCFGraph. :param nncf_graph: NNCFGraph instance for the transformation. :param shapeof_metatypes: List of backend-specific ShapeOf metatypes. - :param read_variable_metatypes: List of backend-specific metatypes - that also can be interpreted as inputs (ReadValue). + :param input_nodes: List of input nodes for the given NNCFGraph. :return: NNCFGraph without ShapeOf subgraphs. """ - read_variable_metatypes = read_variable_metatypes if read_variable_metatypes else [] nodes_to_drop = set() shape_of_nodes = [] infer_nodes = [] - similar_inputs = nncf_graph.get_nodes_by_metatypes(read_variable_metatypes) - nodes_queue = collections.deque(nncf_graph.get_input_nodes() + similar_inputs) + nodes_queue = collections.deque(input_nodes) while nodes_queue: node = nodes_queue.pop() if node.metatype in shapeof_metatypes: @@ -143,28 +138,22 @@ def remove_nodes_and_reconnect_graph( def filter_constant_nodes( - nncf_graph: NNCFGraph, read_variable_metatypes: Optional[List[OperatorMetatype]] = None + nncf_graph: NNCFGraph, + input_nodes: List[NNCFNode], ) -> NNCFGraph: """ Removes all Constant nodes from NNCFGraph inplace, making it inference graph. The traversing starts from the input nodes and nodes with weights. :param nncf_graph: NNCFGraph instance for the transformation. - :param read_variable_metatypes: List of backend-specific metatypes - that also can be interpreted as inputs (ReadValue). + :param input_nodes: List of input nodes for the given NNCFGraph. :return: NNCFGraph without Constant nodes. """ - read_variable_metatypes = read_variable_metatypes if read_variable_metatypes else [] - input_nodes = nncf_graph.get_input_nodes() - similar_input_nodes = nncf_graph.get_nodes_by_metatypes(read_variable_metatypes) - - start_nodes = input_nodes + similar_input_nodes - - if not start_nodes: + if not input_nodes: return nncf_graph visited_nodes = set() - nodes_queue = collections.deque(start_nodes) + nodes_queue = collections.deque(input_nodes) while nodes_queue: node = nodes_queue.pop() if node in visited_nodes: diff --git a/nncf/quantization/quantize_model.py b/nncf/quantization/quantize_model.py index 501bdb6d9a8..2516b9e0913 100644 --- a/nncf/quantization/quantize_model.py +++ b/nncf/quantization/quantize_model.py @@ -12,6 +12,7 @@ from typing import Any, Callable, Iterable, List, Optional, Tuple, TypeVar, Union from nncf.api.compression import TModel +from nncf.common.deprecation import warning_deprecated from nncf.common.factory import NNCFGraphFactory from nncf.common.quantization.structs import QuantizationPreset from nncf.common.utils.api_marker import api @@ -241,7 +242,7 @@ def quantize_with_accuracy_control( @api(canonical_alias="nncf.compress_weights") def compress_weights( model: TModel, - mode=CompressWeightsMode.INT8, + mode=CompressWeightsMode.INT8_ASYM, ratio: Optional[float] = None, group_size: Optional[int] = None, ignored_scope: Optional[IgnoredScope] = None, @@ -251,17 +252,19 @@ def compress_weights( :param model: A model to be compressed. :param mode: Defines a mode for weight compression. - INT8 stands for 8-bit integer quantization of all weights. + INT8_SYM stands for 8-bit integer symmetric quantization of all weights. + INT8_ASYM is the same as INT8_SYM mode, but weights are quantized to a primary precision asymmetrically + with a typical non-fixed zero point. INT4_SYM stands for a mixed-precision weights quantization with 4-bit integer as a primary precision. Weights are quantized to a primary precision symmetrically with a fixed zero point equals to 8. - The first and the last layers are always compressed to a backup precision, which is 8-bit integer, + All embeddings and the last layer are always compressed to a backup precision, which is INT8_ASYM, by default. All others are quantized whether to 4-bit integer or to a backup precision depending on criteria and the given ratio. INT4_ASYM is the same as INT4_SYM mode, but weights are quantized to a primary precision asymmetrically with a typical non-fixed zero point. NF4 is the same as INT4_SYM mode, but primary precision is NF4 data type without zero point. :param ratio: the ratio between baseline and backup precisions (e.g. 0.9 means 90% of layers quantized to NF4 - and the rest to INT8). + and the rest to INT8_ASYM). :param group_size: number of weights (e.g. 128) in the channel dimension that share quantization parameters (scale). The value -1 means no grouping. :param ignored_scope: An ignored scope that defined the list of model control @@ -269,6 +272,12 @@ def compress_weights( :return: The non-trainable model with compressed weights. """ if mode == CompressWeightsMode.INT8: + warning_deprecated( + "`CompressWeightsMode.INT8` is deprecated." "Please, use `CompressWeightsMode.INT8_ASYM` as value instead." + ) + mode = CompressWeightsMode.INT8_ASYM + + if mode in [CompressWeightsMode.INT8_ASYM, CompressWeightsMode.INT8_SYM]: if ratio is None: ratio = 1 if group_size is None: diff --git a/nncf/torch/dynamic_graph/context.py b/nncf/torch/dynamic_graph/context.py index d57e042af1e..c95b1e9765b 100644 --- a/nncf/torch/dynamic_graph/context.py +++ b/nncf/torch/dynamic_graph/context.py @@ -71,6 +71,7 @@ def reset(self): self.operator_counters = {} self.node_call_tracker = {} self.traced_tensor_weakrefs = [] + self.nested_contexts_stack = [] class CopySafeThreadingVars: @@ -90,7 +91,6 @@ class TracingContext: def __init__(self): self.graph = DynamicGraph() - self._save_context = None self._post_hooks = {} self._pre_hooks: Dict[PreHookId, List[Callable]] = {} self._num_nested_hooks = 0 @@ -122,25 +122,29 @@ def __enter__(self): # all replicas. Otherwise we will have data races on setting and reading the global _CURRENT_CONTEXT # variable, which will in turn lead to DP-specific runtime errors such as # "'_thread._local' object has no attribute 'scopes'" - self._save_context = get_current_context() + self._threading.thread_local.nested_contexts_stack.append(get_current_context()) set_current_context(self) - self._reset_thread_local() - if is_debug(): - self.reset_node_call_counters() return self def __exit__(self, *args): - if self._save_context is not self: # NNCFNetwork.rebuild_graph() uses the compressed context nested in self - for traced_tensor_weakref in self._threading.thread_local.traced_tensor_weakrefs: - tt = traced_tensor_weakref() - if tt is not None: - tt.nncf_expire() - - self._reset_thread_local() - - set_current_context(self._save_context) - self._save_context = None + previous_context = self._threading.thread_local.nested_contexts_stack.pop(-1) + for traced_tensor_weakref in self._threading.thread_local.traced_tensor_weakrefs: + tt = traced_tensor_weakref() + if tt is None or not isinstance(tt, TracedTensor): + continue + if previous_context is None: + tt.strip() + elif previous_context is not self: + previous_context.register_traced_tensor(tt) + + if previous_context is not self: + self._reset_thread_local() + + if is_debug(): + self.reset_node_call_counters() + + set_current_context(previous_context) def find_operator_node( self, tensor_metas: List[Optional[TensorMeta]], op_address: OperationAddress diff --git a/nncf/torch/dynamic_graph/layer_attributes_handlers.py b/nncf/torch/dynamic_graph/layer_attributes_handlers.py index 151645181b0..6cbf6a71c69 100644 --- a/nncf/torch/dynamic_graph/layer_attributes_handlers.py +++ b/nncf/torch/dynamic_graph/layer_attributes_handlers.py @@ -31,7 +31,6 @@ from nncf.common.graph.layer_attributes import PermuteLayerAttributes from nncf.common.graph.layer_attributes import ReshapeLayerAttributes from nncf.common.graph.layer_attributes import TransposeLayerAttributes -from nncf.common.graph.utils import get_concat_axis from nncf.common.graph.utils import get_split_axis from nncf.torch.graph.operator_metatypes import PTCatMetatype from nncf.torch.graph.operator_metatypes import PTGroupNormMetatype @@ -49,8 +48,9 @@ PERMUTE_OP_NAMES = ["permute"] GETITEM_OP_NAMES = ["__getitem__"] PAD_OP_NAMES = PTPadMetatype.get_all_aliases() +CONCAT_OP_NAMES = PTCatMetatype.get_all_aliases() OP_NAMES_REQUIRING_ATTRS_FROM_ARGS_KWARGS = list( - TRANSPOSE_OP_NAMES + PERMUTE_OP_NAMES + GETITEM_OP_NAMES + PAD_OP_NAMES + TRANSPOSE_OP_NAMES + PERMUTE_OP_NAMES + GETITEM_OP_NAMES + PAD_OP_NAMES + CONCAT_OP_NAMES ) @@ -119,25 +119,13 @@ def get_layer_attributes_from_args_and_kwargs(op_name: str, args, kwargs) -> Bas layer_attrs = _get_getitem_attrs_from_args_kwargs(args, kwargs) elif op_name in PAD_OP_NAMES: layer_attrs = _get_pad_attrs_from_args_kwargs(args, kwargs) + elif op_name in CONCAT_OP_NAMES: + layer_attrs = _get_concat_attrs_from_args_kwargs(args, kwargs) return layer_attrs def set_nodes_attributes_in_nncf_graph(graph: NNCFGraph) -> None: for node in graph.get_all_nodes(): - if node.metatype is PTCatMetatype: - input_edges = graph.get_input_edges(node) - output_edges = graph.get_output_edges(node) - # Case of intermediate node - if input_edges and output_edges: - input_shapes = [edge.tensor_shape for edge in input_edges] - output_shapes = [edge.tensor_shape for edge in output_edges] - # Case node is stack - if len(input_shapes[0]) != len(output_shapes[0]): - continue - axis = get_concat_axis(input_shapes, output_shapes) - layer_attributes = MultipleInputLayerAttributes(axis) - node.layer_attributes = layer_attributes - if node.metatype in [PTReshapeMetatype, PTSqueezeMetatype]: input_nodes = graph.get_input_edges(node) output_nodes = graph.get_output_edges(node) @@ -178,6 +166,15 @@ def _get_pad_attrs_from_args_kwargs(args, kwargs) -> PadLayerAttributes: return PadLayerAttributes(mode, value) +def _get_concat_attrs_from_args_kwargs(args, kwargs) -> MultipleInputLayerAttributes: + if "tensors" in kwargs: + tensors = kwargs["tensors"] + else: + tensors = args[0] + axis = kwargs.get("dim", 0 if len(args) < 2 else args[1]) + return MultipleInputLayerAttributes(axis=axis, num_inputs=len(tensors)) + + def _get_kwargs_shifted(args_names, args, kwargs, shift=1): res_kwargs = {} for idx, arg_name in enumerate(args_names): diff --git a/nncf/torch/dynamic_graph/patch_pytorch.py b/nncf/torch/dynamic_graph/patch_pytorch.py index cf4e24ff9a0..90baa351c74 100644 --- a/nncf/torch/dynamic_graph/patch_pytorch.py +++ b/nncf/torch/dynamic_graph/patch_pytorch.py @@ -122,35 +122,49 @@ class FunctionsToPatchWithoutTracing: class MagicFunctionsToPatch: MAGIC_FUNCTIONS_TO_PATCH = { NamespaceTarget.TORCH_TENSOR: [ + "__abs__", "__add__", - "__iadd__", - "__radd__", - "__sub__", - "__isub__", - "__rsub__", - "__mul__", - "__matmul__", - "__rmatmul__", - "__imul__", - "__rmul__", + "__and__", "__div__", - "__idiv__", - "__truediv__", + "__eq__", "__floordiv__", - "__ifloordiv__", - "__rfloordiv__", + "__ge__", "__getitem__", - "__lt__", - "__le__", "__gt__", - "__ge__", + "__iadd__", + "__iand__", + "__idiv__", + "__ifloordiv__", + "__imul__", + "__invert__", + "__ior__", + "__ipow__", + "__isub__", + "__itruediv__", + "__ixor__", + "__le__", + "__lt__", + "__matmul__", "__mod__", - "__eq__", + "__mul__", "__ne__", + "__neg__", "__or__", - "__xor__", - "__and__", "__pow__", + "__radd__", + "__rand__", + "__rdiv__", + "__rfloordiv__", + "__rmatmul__", + "__rmul__", + "__ror__", + "__rpow__", + "__rsub__", + "__rtruediv__", + "__rxor__", + "__sub__", + "__truediv__", + "__xor__", ] } diff --git a/nncf/torch/dynamic_graph/trace_tensor.py b/nncf/torch/dynamic_graph/trace_tensor.py index 18b9c750168..83682a065fa 100644 --- a/nncf/torch/dynamic_graph/trace_tensor.py +++ b/nncf/torch/dynamic_graph/trace_tensor.py @@ -8,7 +8,7 @@ # 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 Iterable, List, Optional, Tuple, TypeVar, Union +from typing import Dict, Iterable, List, Optional, Tuple, TypeVar, Union import numpy as np import torch @@ -16,6 +16,7 @@ from nncf import nncf_logger from nncf.common.graph.layer_attributes import Dtype from nncf.torch.dynamic_graph.op_input_processing import OperatorInput +from nncf.torch.nested_objects_traversal import objwalk class TensorMeta: @@ -57,23 +58,28 @@ class TracedTensor(torch.Tensor): """ @staticmethod - def from_torch_tensor(tensor, tensor_meta: TensorMeta): + def from_torch_tensor(tensor: torch.Tensor, tensor_meta: TensorMeta) -> "TracedTensor": + """ + Creates a TracedTensor by patching a given torch.Tensor, associating it with the provided tensor_meta. + + :param tensor: The input torch.Tensor. + :param tensor_meta: The metadata associated with the tensor. + :return: The resulting TracedTensor. + """ tensor.tensor_meta = tensor_meta - tensor.__class__ = TracedTensor + if not isinstance(tensor, TracedTensor): + tensor.original_class = tensor.__class__ + tensor.__class__ = TracedTensor - tensor._nncf_expired = False return tensor - def nncf_expire(self): + def strip(self) -> None: """ - Mark the traced tensor as "expired". The tensor's metainformation should - then be considered outdated/invalid. + Reverts the tensor to its original class by removing tracing attributes. """ - self._nncf_expired = True - - @property - def nncf_expired(self) -> bool: - return self._nncf_expired + self.__class__ = self.original_class + delattr(self, "tensor_meta") + delattr(self, "original_class") def as_subclass(self, cls: "TracedTensor") -> "TracedTensor": """ @@ -166,14 +172,23 @@ def make_tensor_metas(inputs: OperatorInput) -> List[Optional[TensorMeta]]: for i, node_input_index_entry in enumerate(inputs): node_input = node_input_index_entry.getter() if isinstance(node_input, TracedTensor): - if not node_input.nncf_expired: - tensor_metas.append(node_input.tensor_meta) - else: - meta = TensorMeta(None, i, node_input.shape) - tensor_metas.append(meta) + tensor_metas.append(node_input.tensor_meta) elif isinstance(node_input, torch.Tensor) and not isinstance(node_input, TracedTensor): meta = TensorMeta(None, i, node_input.shape) tensor_metas.append(meta) else: tensor_metas.append(None) return tensor_metas + + +def strip_traced_tensors(args: Tuple, kwargs: Dict) -> Tuple[Tuple, Dict]: + """ + Required to guard against new forward calls on tensors that have already passed + through NNCF's forward once and got turned into TracedTensors by reference access. + """ + is_traced_tensor_predicate = lambda x: isinstance(x, TracedTensor) + strip_traced_tensor = lambda x: x.strip() + + args = objwalk(args, is_traced_tensor_predicate, strip_traced_tensor) + kwargs = objwalk(kwargs, is_traced_tensor_predicate, strip_traced_tensor) + return args, kwargs diff --git a/nncf/torch/dynamic_graph/wrappers.py b/nncf/torch/dynamic_graph/wrappers.py index ee0a74355bb..144f5d68238 100644 --- a/nncf/torch/dynamic_graph/wrappers.py +++ b/nncf/torch/dynamic_graph/wrappers.py @@ -28,6 +28,8 @@ from nncf.torch.dynamic_graph.trace_tensor import trace_tensors from nncf.torch.layer_utils import _NNCFModuleMixin from nncf.torch.layers import ITERATION_MODULES +from nncf.torch.return_types import maybe_unwrap_from_torch_return_type +from nncf.torch.return_types import maybe_wrap_to_torch_return_type _IGNORED_SCOPES = [] @@ -188,8 +190,10 @@ def _execute_op( if is_debug() and node is not None: ctx.register_node_call(node) - result = trace_tensors(result, node, ctx) - result = ctx.execute_post_hooks(op_address, result) + unwrapped_result = maybe_unwrap_from_torch_return_type(result) + unwrapped_result = trace_tensors(unwrapped_result, node, ctx) + unwrapped_result = ctx.execute_post_hooks(op_address, unwrapped_result) + result = maybe_wrap_to_torch_return_type(unwrapped_result, result) return result diff --git a/nncf/torch/graph/graph.py b/nncf/torch/graph/graph.py index 5c1adfac91e..ba993910ebb 100644 --- a/nncf/torch/graph/graph.py +++ b/nncf/torch/graph/graph.py @@ -14,6 +14,7 @@ from nncf.common.graph import NNCFGraph from nncf.common.graph import NNCFNode from nncf.common.graph import NNCFNodeName +from nncf.common.graph.layer_attributes import MultipleInputLayerAttributes from nncf.torch.dynamic_graph.scope import Scope from nncf.torch.graph.transformations.commands import PTTargetPoint @@ -68,3 +69,26 @@ def get_scope_by_node_name(self, node_name: NNCFNodeName) -> Scope: if not matches: raise RuntimeError("Node name {} not found in the node-vs-scope dict!".format(node_name)) return matches[0] + + def get_nodes_with_missed_input_edges(self) -> List[NNCFNode]: + """ + Returns a list of NNCFNodes that have at least one expected input edge missed. + Requires MultipleInputLayerAttributes for nodes with several inputs and + right `num_expected_input_edges` parameter setted for nncf nodes metatypes. + + :return: List of NNCFNodes that are identified as diconected. + """ + input_nodes = set() + for node in self.get_all_nodes(): + num_expected_input_edges = None + if hasattr(node.metatype, "num_expected_input_edges"): + num_expected_input_edges = node.metatype.num_expected_input_edges + if node.layer_attributes is not None and isinstance(node.layer_attributes, MultipleInputLayerAttributes): + num_expected_input_edges = node.layer_attributes.num_inputs + if num_expected_input_edges: + input_edges = self.get_input_edges(node) + if len(input_edges) < num_expected_input_edges: + # If node has missed input edges we assume this node is an input node + # that was disconected from an activation input. + input_nodes.add(node) + return list(input_nodes) diff --git a/nncf/torch/graph/operator_metatypes.py b/nncf/torch/graph/operator_metatypes.py index a05b8b7d85d..49577736e19 100644 --- a/nncf/torch/graph/operator_metatypes.py +++ b/nncf/torch/graph/operator_metatypes.py @@ -48,6 +48,7 @@ class PTOperatorMetatype(OperatorMetatype): """ external_op_names: List[str] = [] + num_expected_input_edges: Optional[int] = None module_to_function_names: Dict[NamespaceTarget, List[str]] = { NamespaceTarget.TORCH_NN_FUNCTIONAL: [], @@ -153,8 +154,8 @@ class PTNoopMetatype(PTOperatorMetatype): external_op_names = [name] module_to_function_names = { NamespaceTarget.TORCH_NN_FUNCTIONAL: [], - NamespaceTarget.TORCH_TENSOR: [], - NamespaceTarget.TORCH: ["contiguous", "clone"], + NamespaceTarget.TORCH_TENSOR: ["contiguous"], + NamespaceTarget.TORCH: ["clone"], } @@ -164,6 +165,7 @@ class PTDepthwiseConv1dSubtype(PTDepthwiseConvOperatorSubtype): hw_config_name = [HWConfigOpName.DEPTHWISECONVOLUTION] module_to_function_names = {NamespaceTarget.TORCH_NN_FUNCTIONAL: ["conv1d"]} output_channel_axis = 1 + num_expected_input_edges = 2 @PT_OPERATOR_METATYPES.register() @@ -173,6 +175,7 @@ class PTModuleConv1dMetatype(PTModuleOperatorSubtype): module_to_function_names = {NamespaceTarget.TORCH_NN_FUNCTIONAL: ["conv1d"]} subtypes = [PTDepthwiseConv1dSubtype] output_channel_axis = 1 + num_expected_input_edges = 2 @PT_OPERATOR_METATYPES.register() @@ -182,6 +185,7 @@ class PTConv1dMetatype(PTOperatorMetatype): module_to_function_names = {NamespaceTarget.TORCH_NN_FUNCTIONAL: ["conv1d"]} subtypes = [PTModuleConv1dMetatype] output_channel_axis = 1 + num_expected_input_edges = 2 @PT_OPERATOR_METATYPES.register() @@ -190,6 +194,7 @@ class PTDepthwiseConv2dSubtype(PTDepthwiseConvOperatorSubtype): hw_config_names = [HWConfigOpName.DEPTHWISECONVOLUTION] module_to_function_names = {NamespaceTarget.TORCH_NN_FUNCTIONAL: ["conv2d"]} output_channel_axis = 1 + num_expected_input_edges = 2 @PT_OPERATOR_METATYPES.register() @@ -199,6 +204,7 @@ class PTModuleConv2dMetatype(PTModuleOperatorSubtype): module_to_function_names = {NamespaceTarget.TORCH_NN_FUNCTIONAL: ["conv2d"]} subtypes = [PTDepthwiseConv2dSubtype] output_channel_axis = 1 + num_expected_input_edges = 2 @PT_OPERATOR_METATYPES.register() @@ -208,6 +214,7 @@ class PTConv2dMetatype(PTOperatorMetatype): module_to_function_names = {NamespaceTarget.TORCH_NN_FUNCTIONAL: ["conv2d"]} subtypes = [PTModuleConv2dMetatype] output_channel_axis = 1 + num_expected_input_edges = 2 @PT_OPERATOR_METATYPES.register() @@ -216,6 +223,7 @@ class PTDepthwiseConv3dSubtype(PTDepthwiseConvOperatorSubtype): hw_config_names = [HWConfigOpName.DEPTHWISECONVOLUTION] module_to_function_names = {NamespaceTarget.TORCH_NN_FUNCTIONAL: ["conv3d"]} output_channel_axis = 1 + num_expected_input_edges = 2 @PT_OPERATOR_METATYPES.register() @@ -225,6 +233,7 @@ class PTModuleConv3dMetatype(PTModuleOperatorSubtype): module_to_function_names = {NamespaceTarget.TORCH_NN_FUNCTIONAL: ["conv3d"]} subtypes = [PTDepthwiseConv3dSubtype] output_channel_axis = 1 + num_expected_input_edges = 2 @PT_OPERATOR_METATYPES.register() @@ -234,6 +243,7 @@ class PTConv3dMetatype(PTOperatorMetatype): module_to_function_names = {NamespaceTarget.TORCH_NN_FUNCTIONAL: ["conv3d"]} subtypes = [PTModuleConv3dMetatype] output_channel_axis = 1 + num_expected_input_edges = 2 @PT_OPERATOR_METATYPES.register() @@ -242,6 +252,7 @@ class PTModuleConvTranspose1dMetatype(PTModuleOperatorSubtype): hw_config_names = [HWConfigOpName.CONVOLUTION] module_to_function_names = {NamespaceTarget.TORCH_NN_FUNCTIONAL: ["conv_transpose1d"]} output_channel_axis = 1 + num_expected_input_edges = 2 @PT_OPERATOR_METATYPES.register() @@ -251,6 +262,7 @@ class PTConvTranspose1dMetatype(PTOperatorMetatype): module_to_function_names = {NamespaceTarget.TORCH_NN_FUNCTIONAL: ["conv_transpose1d"]} subtypes = [PTModuleConvTranspose1dMetatype] output_channel_axis = 1 + num_expected_input_edges = 2 @PT_OPERATOR_METATYPES.register() @@ -259,6 +271,7 @@ class PTModuleConvTranspose2dMetatype(PTModuleOperatorSubtype): hw_config_names = [HWConfigOpName.CONVOLUTION] module_to_function_names = {NamespaceTarget.TORCH_NN_FUNCTIONAL: ["conv_transpose2d"]} output_channel_axis = 1 + num_expected_input_edges = 2 @PT_OPERATOR_METATYPES.register() @@ -268,6 +281,7 @@ class PTConvTranspose2dMetatype(PTOperatorMetatype): module_to_function_names = {NamespaceTarget.TORCH_NN_FUNCTIONAL: ["conv_transpose2d"]} subtypes = [PTModuleConvTranspose2dMetatype] output_channel_axis = 1 + num_expected_input_edges = 2 @PT_OPERATOR_METATYPES.register() @@ -276,6 +290,7 @@ class PTModuleConvTranspose3dMetatype(PTModuleOperatorSubtype): hw_config_names = [HWConfigOpName.CONVOLUTION] module_to_function_names = {NamespaceTarget.TORCH_NN_FUNCTIONAL: ["conv_transpose3d"]} output_channel_axis = 1 + num_expected_input_edges = 2 @PT_OPERATOR_METATYPES.register() @@ -285,12 +300,14 @@ class PTConvTranspose3dMetatype(PTOperatorMetatype): module_to_function_names = {NamespaceTarget.TORCH_NN_FUNCTIONAL: ["conv_transpose3d"]} subtypes = [PTModuleConvTranspose3dMetatype] output_channel_axis = 1 + num_expected_input_edges = 2 @PT_OPERATOR_METATYPES.register() class PTModuleDeformConv2dMetatype(PTModuleOperatorSubtype): name = "DeformConv2dOp" module_to_function_names = {NamespaceTarget.TORCH_NN_FUNCTIONAL: ["deform_conv2d"]} + num_expected_input_edges = 2 @PT_OPERATOR_METATYPES.register() @@ -420,6 +437,7 @@ class PTAddMetatype(PTOperatorMetatype): NamespaceTarget.TORCH: ["add"], } hw_config_names = [HWConfigOpName.ADD] + num_expected_input_edges = 2 @PT_OPERATOR_METATYPES.register() @@ -430,6 +448,7 @@ class PTSubMetatype(PTOperatorMetatype): NamespaceTarget.TORCH: ["sub"], } hw_config_names = [HWConfigOpName.SUBTRACT] + num_expected_input_edges = 2 @PT_OPERATOR_METATYPES.register() @@ -440,16 +459,26 @@ class PTMulMetatype(PTOperatorMetatype): NamespaceTarget.TORCH: ["mul"], } hw_config_names = [HWConfigOpName.MULTIPLY] + num_expected_input_edges = 2 @PT_OPERATOR_METATYPES.register() class PTDivMetatype(PTOperatorMetatype): name = "DivOp" module_to_function_names = { - NamespaceTarget.TORCH_TENSOR: ["__div__", "__idiv__", "__truediv__"], + NamespaceTarget.TORCH_TENSOR: [ + "div", + "__div__", + "__idiv__", + "__rdiv__", + "__truediv__", + "__itruediv__", + "__rtruediv__", + ], NamespaceTarget.TORCH: ["div"], } hw_config_names = [HWConfigOpName.DIVIDE] + num_expected_input_edges = 2 @PT_OPERATOR_METATYPES.register() @@ -457,6 +486,7 @@ class PTFloorDivMetatype(PTOperatorMetatype): name = "FloordivOp" module_to_function_names = { NamespaceTarget.TORCH_TENSOR: ["__floordiv__", "__ifloordiv__", "__rfloordiv__"], + NamespaceTarget.TORCH: ["floor_divide"], } @@ -464,6 +494,7 @@ class PTFloorDivMetatype(PTOperatorMetatype): class PTExpMetatype(PTOperatorMetatype): name = "ExpOp" module_to_function_names = { + NamespaceTarget.TORCH_TENSOR: ["exp"], NamespaceTarget.TORCH: ["exp"], } @@ -472,6 +503,7 @@ class PTExpMetatype(PTOperatorMetatype): class PTLogMetatype(PTOperatorMetatype): name = "LogOp" module_to_function_names = { + NamespaceTarget.TORCH_TENSOR: ["log"], NamespaceTarget.TORCH: ["log"], } @@ -480,6 +512,7 @@ class PTLogMetatype(PTOperatorMetatype): class PTAbsMetatype(PTOperatorMetatype): name = "AbsOp" module_to_function_names = { + NamespaceTarget.TORCH_TENSOR: ["abs", "__abs__"], NamespaceTarget.TORCH: ["abs"], } @@ -496,10 +529,11 @@ class PTErfMetatype(PTOperatorMetatype): class PTMatMulMetatype(PTOperatorMetatype): name = "MatMulOp" module_to_function_names = { - NamespaceTarget.TORCH_TENSOR: ["matmul", "__matmul__"], + NamespaceTarget.TORCH_TENSOR: ["matmul", "__matmul__", "__rmatmul__"], NamespaceTarget.TORCH: ["matmul", "bmm", "mm"], } hw_config_names = [HWConfigOpName.MATMUL] + num_expected_input_edges = 2 @PT_OPERATOR_METATYPES.register() @@ -511,6 +545,7 @@ class PTBaddBmmMetatype(PTOperatorMetatype): # presuming that most runtime implementations will fuse the bias addition into the matrix multiplication # and therefore won't quantize the bias input, as this would break the hardware-fused pattern. ignored_input_ports: List[int] = [0] + num_expected_input_edges = 2 @PT_OPERATOR_METATYPES.register() @@ -565,23 +600,40 @@ class PTAvgPool3dMetatype(PTOperatorMetatype): hw_config_names = [HWConfigOpName.AVGPOOL] +class PTAdaptiveMaxPool1dMetatype(PTOperatorMetatype): + name = "AdaptiveMaxPool1DOp" + module_to_function_names = {NamespaceTarget.TORCH_NN_FUNCTIONAL: ["adaptive_max_pool1d"]} + + +@PT_OPERATOR_METATYPES.register() +class PTAdaptiveMaxPool2dMetatype(PTOperatorMetatype): + name = "AdaptiveMaxPool2DOp" + module_to_function_names = {NamespaceTarget.TORCH_NN_FUNCTIONAL: ["adaptive_max_pool2d"]} + + +@PT_OPERATOR_METATYPES.register() +class PTAdaptiveMaxPool3dMetatype(PTOperatorMetatype): + name = "AdaptiveMaxPool3DOp" + module_to_function_names = {NamespaceTarget.TORCH_NN_FUNCTIONAL: ["adaptive_max_pool3d"]} + + class PTMaxPool1dMetatype(PTOperatorMetatype): name = "MaxPool1DOp" - module_to_function_names = {NamespaceTarget.TORCH_NN_FUNCTIONAL: ["max_pool1d", "adaptive_max_pool1d"]} + module_to_function_names = {NamespaceTarget.TORCH_NN_FUNCTIONAL: ["max_pool1d"]} hw_config_names = [HWConfigOpName.MAXPOOL] @PT_OPERATOR_METATYPES.register() class PTMaxPool2dMetatype(PTOperatorMetatype): name = "MaxPool2DOp" - module_to_function_names = {NamespaceTarget.TORCH_NN_FUNCTIONAL: ["max_pool2d", "adaptive_max_pool2d"]} + module_to_function_names = {NamespaceTarget.TORCH_NN_FUNCTIONAL: ["max_pool2d"]} hw_config_names = [HWConfigOpName.MAXPOOL] @PT_OPERATOR_METATYPES.register() class PTMaxPool3dMetatype(PTOperatorMetatype): name = "MaxPool3DOp" - module_to_function_names = {NamespaceTarget.TORCH_NN_FUNCTIONAL: ["max_pool3d", "adaptive_max_pool3d"]} + module_to_function_names = {NamespaceTarget.TORCH_NN_FUNCTIONAL: ["max_pool3d"]} hw_config_names = [HWConfigOpName.MAXPOOL] @@ -690,7 +742,11 @@ class PTSqueezeMetatype(PTOperatorMetatype): @PT_OPERATOR_METATYPES.register() class PTSplitMetatype(PTOperatorMetatype): name = "SplitOp" - module_to_function_names = {NamespaceTarget.TORCH_NN_FUNCTIONAL: ["split", "chunk", "unbind"]} + module_to_function_names = { + NamespaceTarget.TORCH_NN_FUNCTIONAL: [], + NamespaceTarget.TORCH_TENSOR: ["split", "chunk", "unbind"], + NamespaceTarget.TORCH: ["split", "chunk", "unbind"], + } hw_config_names = [HWConfigOpName.SPLIT, HWConfigOpName.CHUNK] @@ -795,35 +851,47 @@ class PTNotEqualMetatype(PTOperatorMetatype): @PT_OPERATOR_METATYPES.register() class PTLogicalOrMetatype(PTOperatorMetatype): name = "LogicalOrOp" - module_to_function_names = {NamespaceTarget.TORCH_TENSOR: ["__or__"]} + module_to_function_names = {NamespaceTarget.TORCH_TENSOR: ["__or__", "__ior__", "__ror__"]} hw_config_names = [HWConfigOpName.LOGICALOR] @PT_OPERATOR_METATYPES.register() class PTLogicalXorMetatype(PTOperatorMetatype): name = "LogicalXorOp" - module_to_function_names = {NamespaceTarget.TORCH_TENSOR: ["__xor__"]} + module_to_function_names = {NamespaceTarget.TORCH_TENSOR: ["__xor__", "__ixor__", "__rxor__"]} hw_config_names = [HWConfigOpName.LOGICALXOR] @PT_OPERATOR_METATYPES.register() class PTLogicalAndMetatype(PTOperatorMetatype): name = "LogicalAndOp" - module_to_function_names = {NamespaceTarget.TORCH_TENSOR: ["__and__"]} + module_to_function_names = {NamespaceTarget.TORCH_TENSOR: ["__and__", "__iand__", "__rand__"]} hw_config_names = [HWConfigOpName.LOGICALAND] @PT_OPERATOR_METATYPES.register() class PTLogicalNotMetatype(PTOperatorMetatype): name = "LogicalNotOp" - module_to_function_names = {NamespaceTarget.TORCH_TENSOR: ["logical_not_"]} + module_to_function_names = {NamespaceTarget.TORCH_TENSOR: ["logical_not_", "__invert__"]} hw_config_names = [HWConfigOpName.LOGICALNOT] +@PT_OPERATOR_METATYPES.register() +class PTNegativeMetatype(PTOperatorMetatype): + name = "NegativeOp" + module_to_function_names = { + NamespaceTarget.TORCH_TENSOR: ["neg", "__neg__"], + NamespaceTarget.TORCH: ["neg"], + } + + @PT_OPERATOR_METATYPES.register() class PTPowerMetatype(PTOperatorMetatype): name = "PowerOp" - module_to_function_names = {NamespaceTarget.TORCH_TENSOR: ["__pow__", "pow"], NamespaceTarget.TORCH: ["pow"]} + module_to_function_names = { + NamespaceTarget.TORCH_TENSOR: ["pow", "__pow__", "__ipow__", "__rpow__"], + NamespaceTarget.TORCH: ["pow"], + } hw_config_names = [HWConfigOpName.POWER] diff --git a/nncf/torch/nncf_network.py b/nncf/torch/nncf_network.py index 29eb4b63d03..d8cbcb34140 100644 --- a/nncf/torch/nncf_network.py +++ b/nncf/torch/nncf_network.py @@ -51,7 +51,7 @@ from nncf.torch.dynamic_graph.patch_pytorch import ORIGINAL_CALL from nncf.torch.dynamic_graph.scope import Scope from nncf.torch.dynamic_graph.scope_access import get_module_by_scope -from nncf.torch.dynamic_graph.trace_tensor import TracedTensor +from nncf.torch.dynamic_graph.trace_tensor import strip_traced_tensors from nncf.torch.dynamic_graph.wrappers import wrap_module_call from nncf.torch.graph.graph import PTNNCFGraph from nncf.torch.graph.graph_builder import GraphBuilder @@ -61,7 +61,6 @@ from nncf.torch.graph.transformations.commands import PTTargetPoint from nncf.torch.knowledge_distillation.knowledge_distillation_handler import KnowledgeDistillationLossHandler from nncf.torch.layer_utils import _NNCFModuleMixin -from nncf.torch.nested_objects_traversal import objwalk from nncf.torch.nncf_module_replacement import replace_modules_by_nncf_modules from nncf.torch.quantization.external_quantizer import EXTERNAL_QUANTIZERS_STORAGE_NAME from nncf.torch.utils import compute_FLOPs_hook @@ -245,14 +244,17 @@ def __init__( self._extra_module_types: List[ExtraCompressionModuleType] = [] self._insertions_into_original_graph: Dict[PTTargetPoint, List[Tuple[Callable, TransformationPriority]]] = {} - _orig_graph_build_forward_fn = self._get_dummy_forward_fn_for_graph_building( - with_input_tracing=True, with_output_tracing=True - ) + if isinstance(model, NNCFNetwork): + self._nncf_replaced_modules = model.nncf._nncf_replaced_modules + else: + _orig_graph_build_forward_fn = self._get_dummy_forward_fn_for_graph_building( + with_input_tracing=True, with_output_tracing=True + ) - eval_op_scopes = self._collect_eval_op_scopes(model, _orig_graph_build_forward_fn) + eval_op_scopes = self._collect_eval_op_scopes(model, _orig_graph_build_forward_fn) - # all modules called in eval mode should be replaced prior to graph building - self._replace_modules_by_nncf_modules(model, eval_op_scopes) + # all modules called in eval mode should be replaced prior to graph building + self._replace_modules_by_nncf_modules(model, eval_op_scopes) _orig_context = TracingContext() @@ -314,23 +316,6 @@ def _model_ref(self) -> "NNCFNetwork": def input_infos(self) -> ModelInputInfo: return deepcopy(self._input_info) - def _strip_traced_tensors(self, args: Tuple, kwargs: Dict) -> Tuple[Tuple, Dict]: - """ - Required to guard against new forward calls on tensors that have already passed - through NNCF's forward once and got turned into TracedTensors by reference access. - """ - is_traced_tensor_predicate = lambda x: isinstance(x, TracedTensor) - - def strip_fn(tensor: TracedTensor) -> torch.Tensor: - if hasattr(torch.Tensor, "as_subclass"): - return torch.Tensor.as_subclass(tensor, torch.Tensor) - # Torch < 1.7.0 fallback - return torch.tensor(tensor, device=tensor.device, requires_grad=tensor.requires_grad) - - args = objwalk(args, is_traced_tensor_predicate, strip_fn) - kwargs = objwalk(kwargs, is_traced_tensor_predicate, strip_fn) - return args, kwargs - def create_knowledge_distillation_loss_handler( self, kd_original_model: nn.Module, calculate_fn ) -> KnowledgeDistillationLossHandler: @@ -752,7 +737,8 @@ def strip(self, do_copy: bool = True) -> "NNCFNetwork": # PTQ algorithm does not set compressed controller from nncf.torch.quantization.strip import strip_quantized_model - return strip_quantized_model(self._model_ref) + model = deepcopy(self._model_ref) if do_copy else self._model_ref + return strip_quantized_model(model) return self.compression_controller.strip(do_copy) @@ -935,7 +921,7 @@ def forward(self, *args, **kwargs): if not self.nncf._in_user_dummy_forward: # If a user supplies own dummy forward, he is responsible for # correctly wrapping inputs inside it as well. - args, kwargs = self.nncf._strip_traced_tensors(args, kwargs) + args, kwargs = strip_traced_tensors(args, kwargs) args, kwargs = self.nncf._wrap_inputs_fn(args, kwargs) # For purposes of scope tracking, need the original forward call to occur as if it were diff --git a/nncf/torch/pruning/operations.py b/nncf/torch/pruning/operations.py index 67f2fad49d3..833aa22635b 100644 --- a/nncf/torch/pruning/operations.py +++ b/nncf/torch/pruning/operations.py @@ -37,6 +37,8 @@ from nncf.common.pruning.utils import PruningOperationsMetatypeRegistry from nncf.common.pruning.utils import get_input_masks from nncf.common.pruning.utils import is_prunable_depthwise_conv +from nncf.torch.graph.operator_metatypes import PTAdaptiveMaxPool2dMetatype +from nncf.torch.graph.operator_metatypes import PTAdaptiveMaxPool3dMetatype from nncf.torch.graph.operator_metatypes import PTAddMetatype from nncf.torch.graph.operator_metatypes import PTAvgPool2dMetatype from nncf.torch.graph.operator_metatypes import PTAvgPool3dMetatype @@ -167,8 +169,10 @@ class PTIdentityMaskForwardPruningOp(IdentityMaskForwardPruningOp, PTPruner): PTGELUMetatype, PTSigmoidMetatype, PTSoftmaxMetatype, + PTAdaptiveMaxPool2dMetatype, PTAvgPool2dMetatype, PTMaxPool2dMetatype, + PTAdaptiveMaxPool3dMetatype, PTAvgPool3dMetatype, PTMaxPool3dMetatype, PTMeanMetatype, diff --git a/nncf/torch/quantization/quantize_model.py b/nncf/torch/quantization/quantize_model.py index be68ba40f3a..91487604199 100644 --- a/nncf/torch/quantization/quantize_model.py +++ b/nncf/torch/quantization/quantize_model.py @@ -74,7 +74,7 @@ def quantize_impl( def compress_weights_impl( model: torch.nn.Module, - mode=CompressWeightsMode.INT8, + mode=CompressWeightsMode.INT8_ASYM, ratio: Optional[float] = None, group_size: Optional[int] = None, ignored_scope: Optional[IgnoredScope] = None, @@ -85,17 +85,20 @@ def compress_weights_impl( :param model: a Torch model for compression. :param mode: Defines a mode for weight compression. - INT8 stands for 8-bit integer quantization of all weights. + INT8_SYM stands for 8-bit integer symmetric quantization of all weights. + Weights are quantized symmetrically with a fixed zero point equals to 128. + INT8_ASYM is the same as INT8_SYM mode, but weights are quantized to a primary precision asymmetrically + with a typical non-fixed zero point. INT4_SYM stands for a mixed-precision weights quantization with 4-bit integer as a primary precision. Weights are quantized to a primary precision symmetrically with a fixed zero point equals to 8. - The first and the last layers are always compressed to a backup precision, which is 8-bit integer, + All embeddings and the last layer are always compressed to a backup precision, which is INT8_ASYM, by default. All others are quantized whether to 4-bit integer or to a backup precision depending on criteria and the given ratio. INT4_ASYM is the same as INT4_SYM mode, but weights are quantized to a primary precision asymmetrically with a typical non-fixed zero point. NF4 is the same as INT4_SYM mode, but primary precision is NF4 data type without zero point. :param ratio: the ratio between baseline and backup precisions (e.g. 0.9 means 90% of layers quantized to NF4 - and the rest to INT8). + and the rest to INT8_ASYM). :param group_size: number of weights (e.g. 128) in the channel dimension that share quantization parameters (scale). The value -1 means no grouping. :param ignored_scope: An ignored scope that defined the list of model control @@ -104,8 +107,10 @@ def compress_weights_impl( """ if ignored_scope is not None: raise AttributeError("Torch backend does not support ignored scope.") - if mode != CompressWeightsMode.INT8: - raise AttributeError(f"Torch backend supports only INT8 mode for weight compression, but given {mode} mode.") + if mode != CompressWeightsMode.INT8_ASYM: + raise AttributeError( + f"Torch backend supports only INT8_ASYM mode for weight compression, but given {mode} mode." + ) compressed_model, _ = replace_modules_by_nncf_modules(model) insert_pre_compression_operations(model) diff --git a/nncf/torch/return_types.py b/nncf/torch/return_types.py new file mode 100644 index 00000000000..1b8c8e4fd75 --- /dev/null +++ b/nncf/torch/return_types.py @@ -0,0 +1,59 @@ +# Copyright (c) 2023 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 inspect +from typing import Any, Optional, Tuple, Type, Union + +import torch + + +def __get_supported_torch_return_types() -> Tuple[Type[tuple], ...]: + """ + Collects types from torch.return_type which can be wrapped/unwrapped by NNCF. + NNCF can wrap/unwrap only return types that have two attributes, one of them + should be the `values` attribute. + + :return: List of types from torch.return_type which can be wrapped/unwrapped by NNCF. + """ + retval = [t for _, t in inspect.getmembers(torch.return_types) if inspect.isclass(t) and hasattr(t, "values")] + return tuple(t for t in retval if t.n_fields == 2) + + +_TORCH_RETURN_TYPES = __get_supported_torch_return_types() + + +def maybe_unwrap_from_torch_return_type(tensor: Any) -> torch.Tensor: + """ + Attempts to unwrap the tensor value from one of torch.return_types instances + in case torch operation output is wrapped by a torch return_type. + + :param tensor: Torch tensor or torch return type instance to unwrap values from. + :return: Unwrapped torch tensor. + """ + if isinstance(tensor, _TORCH_RETURN_TYPES): + return tensor.values + return tensor + + +def maybe_wrap_to_torch_return_type(tensor: torch.Tensor, wrapped_input: Optional[Union[tuple, torch.Tensor]]) -> Any: + """ + Wraps tensor to wrapped_input wrapper in case wrapped_input is wrapped by a torch.return_value container. + + :param tensor: Torch tensor to wrap. + :param wrapped_tensor: Instance of the tensor before it was unwrapped. + :return: Wrapped tensor in case wrapped_input is wrapped by a torch.return_value container else the tensor. + """ + + if isinstance(wrapped_input, _TORCH_RETURN_TYPES): + # We assume that return_type has only two attributes, the first one is `value`. + # This assumption is checked by `test_unwrap_wrap_torch_return_type`. + return wrapped_input.__class__((tensor, wrapped_input[1])) + return tensor diff --git a/nncf/version.py b/nncf/version.py index 7e34bdba420..fd30864ff0e 100644 --- a/nncf/version.py +++ b/nncf/version.py @@ -9,7 +9,7 @@ # See the License for the specific language governing permissions and # limitations under the License. -__version__ = "2.6.0" +__version__ = "2.7.0" BKC_TORCH_VERSION = "2.1.0" BKC_TORCHVISION_VERSION = "0.16.0" diff --git a/setup.py b/setup.py index 05a8239ca71..ce44ce1c96b 100644 --- a/setup.py +++ b/setup.py @@ -133,7 +133,7 @@ def find_version(*file_paths): ONNX_EXTRAS = ["onnx~=1.13.1", "onnxruntime~=1.14.1;python_version < '3.11'"] -OPENVINO_EXTRAS = ["openvino==2023.1"] +OPENVINO_EXTRAS = ["openvino==2023.2"] EXTRAS_REQUIRE = { diff --git a/tests/common/accuracy_control/backend.py b/tests/common/accuracy_control/backend.py new file mode 100644 index 00000000000..116426e89e3 --- /dev/null +++ b/tests/common/accuracy_control/backend.py @@ -0,0 +1,77 @@ +# Copyright (c) 2023 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 Any, List, Optional + +from nncf.common.graph.graph import NNCFGraph +from nncf.common.graph.graph import NNCFNode +from nncf.common.graph.operator_metatypes import OperatorMetatype +from nncf.quantization.algorithms.accuracy_control.backend import AccuracyControlAlgoBackend +from nncf.quantization.algorithms.accuracy_control.backend import TModel +from tests.common.quantization.metatypes import CONSTANT_METATYPES +from tests.common.quantization.metatypes import QUANTIZABLE_METATYPES +from tests.common.quantization.metatypes import QUANTIZE_AGNOSTIC_METATYPES +from tests.common.quantization.metatypes import QUANTIZER_METATYPES +from tests.common.quantization.metatypes import ShapeOfTestMetatype + + +class AABackendForTests(AccuracyControlAlgoBackend): + @staticmethod + def get_quantizer_metatypes() -> List[OperatorMetatype]: + return QUANTIZER_METATYPES + + @staticmethod + def get_const_metatypes() -> List[OperatorMetatype]: + return CONSTANT_METATYPES + + @staticmethod + def get_quantizable_metatypes() -> List[OperatorMetatype]: + return QUANTIZABLE_METATYPES + + @staticmethod + def get_start_nodes_for_activation_path_tracing(nncf_graph: NNCFGraph) -> List[NNCFNode]: + return nncf_graph.get_input_nodes() + + @staticmethod + def get_quantize_agnostic_metatypes() -> List[OperatorMetatype]: + return QUANTIZE_AGNOSTIC_METATYPES + + @staticmethod + def get_shapeof_metatypes() -> List[OperatorMetatype]: + return [ShapeOfTestMetatype] + + @staticmethod + def is_node_with_bias(node: NNCFNode, nncf_graph: NNCFGraph) -> bool: + return False + + @staticmethod + def is_node_with_weight(node: NNCFNode) -> bool: + return False + + @staticmethod + def get_bias_value(node_with_bias: NNCFNode, nncf_graph: NNCFGraph, model: TModel) -> Any: + return None + + @staticmethod + def get_weight_value(node_with_weight: NNCFNode, model: TModel, port_id: int) -> Any: + return None + + @staticmethod + def get_weight_tensor_port_ids(node: NNCFNode) -> List[Optional[int]]: + return None + + @staticmethod + def get_model_size(model: TModel) -> int: + return 0 + + @staticmethod + def prepare_for_inference(model: TModel) -> TModel: + return model diff --git a/tests/common/accuracy_control/test_ranking.py b/tests/common/accuracy_control/test_ranking.py index a383f8281cc..c1000d81314 100644 --- a/tests/common/accuracy_control/test_ranking.py +++ b/tests/common/accuracy_control/test_ranking.py @@ -9,13 +9,20 @@ # See the License for the specific language governing permissions and # limitations under the License. + from typing import List import numpy as np import pytest +from nncf.common.graph.graph import NNCFGraph from nncf.quantization.algorithms.accuracy_control.rank_functions import normalized_mse +from nncf.quantization.algorithms.accuracy_control.ranker import GroupToRank +from nncf.quantization.algorithms.accuracy_control.ranker import Ranker from nncf.quantization.algorithms.accuracy_control.subset_selection import get_subset_indices +from tests.common.accuracy_control.backend import AABackendForTests +from tests.common.quantization.test_quantizer_removal import GRAPHS as AA_GRAPHS_DESCR +from tests.common.quantization.test_quantizer_removal import create_nncf_graph as aa_create_nncf_graph def create_fp32_tensor_1d(items): @@ -77,3 +84,41 @@ def test_normalized_mse(x_ref: np.ndarray, x_approx: np.ndarray, expected_nmse: def test_get_subset_indices(errors: List[float], subset_size: int, expected_indices: List[int]): actual_indices = get_subset_indices(errors, subset_size) assert expected_indices == actual_indices + + +@pytest.mark.parametrize( + "nncf_graph_name,ref_groups", + [ + ( + "simple_graph", + [ + GroupToRank(["quantizer_139", "quantizer_162", "quantizer_119"], ["add_117", "conv2d_161"]), + GroupToRank(["quantizer_153", "quantizer_147"], ["conv2d_146"]), + GroupToRank(["quantizer_134", "quantizer_128"], ["conv2d_127"]), + ], + ), + ( + "graph_with_shapeof", + [ + GroupToRank(["quantizer_105"], ["interpolate_115"]), + GroupToRank(["quantizer_710", "quantizer_93"], ["multiply_99"]), + GroupToRank(["quantizer_82"], ["power_87"]), + ], + ), + ], +) +def test_find_groups_of_quantizers_to_rank(nncf_graph_name: NNCFGraph, ref_groups: List[GroupToRank]): + ranker = Ranker(1, tuple(), AABackendForTests, None) + nncf_graph = aa_create_nncf_graph(AA_GRAPHS_DESCR[nncf_graph_name]) + ret_val = ranker.find_groups_of_quantizers_to_rank(nncf_graph) + assert len(ret_val) == len(ref_groups) + # Can zip as qauantizers are topologically sorted + for actual_group, ref_group in zip(ret_val, ref_groups): + for attr in ["quantizers", "operations"]: + acutal_attr_value = getattr(actual_group, attr) + ref_attr_value = getattr(ref_group, attr) + + assert len(acutal_attr_value) == len(ref_attr_value) + actual_node_names = [n.node_name for n in acutal_attr_value] + for ref_node_name in ref_attr_value: + assert ref_node_name in actual_node_names diff --git a/tests/common/data/reference_graphs/passes/test_constant_filtering_model_after.dot b/tests/common/data/reference_graphs/passes/test_constant_filtering_model_after.dot deleted file mode 100644 index 3dc12b5ad16..00000000000 --- a/tests/common/data/reference_graphs/passes/test_constant_filtering_model_after.dot +++ /dev/null @@ -1,12 +0,0 @@ -strict digraph { -"0 /Input_1_0" [id=0, type=Input_1]; -"1 /ReadVariable_0" [id=1, type=ReadVariable]; -"4 /Conv_0" [id=4, type=Conv]; -"6 /Conv2_0" [id=6, type=Conv2]; -"7 /Add_0" [id=7, type=Add]; -"8 /Final_node_0" [id=8, type=Final_node]; -"0 /Input_1_0" -> "4 /Conv_0"; -"1 /ReadVariable_0" -> "7 /Add_0"; -"6 /Conv2_0" -> "7 /Add_0"; -"7 /Add_0" -> "8 /Final_node_0"; -} diff --git a/tests/common/data/reference_graphs/passes/test_constant_filtering_model_after0.dot b/tests/common/data/reference_graphs/passes/test_constant_filtering_model_after0.dot new file mode 100644 index 00000000000..98034ff015e --- /dev/null +++ b/tests/common/data/reference_graphs/passes/test_constant_filtering_model_after0.dot @@ -0,0 +1,16 @@ +strict digraph { +"8 /Concat_with_missed_input_0" [id=8, type=Concat_with_missed_input]; +"9 /Input_1_0" [id=9, type=Input_1]; +"10 /Input_2_0" [id=10, type=Input_2]; +"11 /Concat_with_input_0" [id=11, type=Concat_with_input]; +"12 /ReadVariable_0" [id=12, type=ReadVariable]; +"14 /Conv_0" [id=14, type=Conv]; +"16 /Conv2_0" [id=16, type=Conv2]; +"17 /Add_0" [id=17, type=Add]; +"18 /Final_node_0" [id=18, type=Final_node]; +"9 /Input_1_0" -> "14 /Conv_0"; +"10 /Input_2_0" -> "11 /Concat_with_input_0"; +"12 /ReadVariable_0" -> "17 /Add_0"; +"16 /Conv2_0" -> "17 /Add_0"; +"17 /Add_0" -> "18 /Final_node_0"; +} diff --git a/tests/common/data/reference_graphs/passes/test_constant_filtering_model_after1.dot b/tests/common/data/reference_graphs/passes/test_constant_filtering_model_after1.dot new file mode 100644 index 00000000000..87aab101c9e --- /dev/null +++ b/tests/common/data/reference_graphs/passes/test_constant_filtering_model_after1.dot @@ -0,0 +1,16 @@ +strict digraph { +"15 /Concat_with_missed_input_0" [id=15, type=Concat_with_missed_input]; +"16 /Input_1_0" [id=16, type=Input_1]; +"17 /Input_2_0" [id=17, type=Input_2]; +"18 /Concat_with_input_0" [id=18, type=Concat_with_input]; +"19 /ReadVariable_0" [id=19, type=ReadVariable]; +"22 /Conv_0" [id=22, type=Conv]; +"25 /Conv2_0" [id=25, type=Conv2]; +"26 /Add_0" [id=26, type=Add]; +"27 /Final_node_0" [id=27, type=Final_node]; +"16 /Input_1_0" -> "22 /Conv_0"; +"17 /Input_2_0" -> "18 /Concat_with_input_0"; +"19 /ReadVariable_0" -> "26 /Add_0"; +"25 /Conv2_0" -> "26 /Add_0"; +"26 /Add_0" -> "27 /Final_node_0"; +} diff --git a/tests/common/data/reference_graphs/passes/test_constant_filtering_model_before.dot b/tests/common/data/reference_graphs/passes/test_constant_filtering_model_before.dot deleted file mode 100644 index b4590b212a3..00000000000 --- a/tests/common/data/reference_graphs/passes/test_constant_filtering_model_before.dot +++ /dev/null @@ -1,18 +0,0 @@ -strict digraph { -"0 /Input_1_0" [id=0, type=Input_1]; -"1 /ReadVariable_0" [id=1, type=ReadVariable]; -"2 /Weights_0" [id=2, type=Weights]; -"3 /AnyNodeBetweenWeightAndConv_0" [id=3, type=AnyNodeBetweenWeightAndConv]; -"4 /Conv_0" [id=4, type=Conv]; -"5 /Weights2_0" [id=5, type=Weights2]; -"6 /Conv2_0" [id=6, type=Conv2]; -"7 /Add_0" [id=7, type=Add]; -"8 /Final_node_0" [id=8, type=Final_node]; -"0 /Input_1_0" -> "4 /Conv_0"; -"1 /ReadVariable_0" -> "7 /Add_0"; -"2 /Weights_0" -> "3 /AnyNodeBetweenWeightAndConv_0"; -"3 /AnyNodeBetweenWeightAndConv_0" -> "4 /Conv_0"; -"5 /Weights2_0" -> "6 /Conv2_0"; -"6 /Conv2_0" -> "7 /Add_0"; -"7 /Add_0" -> "8 /Final_node_0"; -} diff --git a/tests/common/data/reference_graphs/passes/test_constant_filtering_model_before0.dot b/tests/common/data/reference_graphs/passes/test_constant_filtering_model_before0.dot new file mode 100644 index 00000000000..ed66aae8628 --- /dev/null +++ b/tests/common/data/reference_graphs/passes/test_constant_filtering_model_before0.dot @@ -0,0 +1,42 @@ +strict digraph { +"0 /Const0_0" [id=0, type=Const0]; +"1 /Const1_0" [id=1, type=Const1]; +"2 /Const2_0" [id=2, type=Const2]; +"3 /Const3_0" [id=3, type=Const3]; +"4 /Const4_0" [id=4, type=Const4]; +"5 /Concat_with_constant_0" [id=5, type=Concat_with_constant]; +"6 /Const5_0" [id=6, type=Const5]; +"7 /Const6_0" [id=7, type=Const6]; +"8 /Concat_with_missed_input_0" [id=8, type=Concat_with_missed_input]; +"9 /Input_1_0" [id=9, type=Input_1]; +"10 /Input_2_0" [id=10, type=Input_2]; +"11 /Concat_with_input_0" [id=11, type=Concat_with_input]; +"12 /ReadVariable_0" [id=12, type=ReadVariable]; +"13 /Weights_0" [id=13, type=Weights]; +"14 /Conv_0" [id=14, type=Conv]; +"15 /Weights2_0" [id=15, type=Weights2]; +"16 /Conv2_0" [id=16, type=Conv2]; +"17 /Add_0" [id=17, type=Add]; +"18 /Final_node_0" [id=18, type=Final_node]; +"19 /Weights3_0" [id=19, type=Weights3]; +"20 /Weights4_0" [id=20, type=Weights4]; +"21 /Conv3_0" [id=21, type=Conv3]; +"22 /NodeAfterConstantConv_0" [id=22, type=NodeAfterConstantConv]; +"0 /Const0_0" -> "11 /Concat_with_input_0"; +"1 /Const1_0" -> "11 /Concat_with_input_0"; +"2 /Const2_0" -> "5 /Concat_with_constant_0"; +"3 /Const3_0" -> "5 /Concat_with_constant_0"; +"4 /Const4_0" -> "5 /Concat_with_constant_0"; +"6 /Const5_0" -> "8 /Concat_with_missed_input_0"; +"7 /Const6_0" -> "8 /Concat_with_missed_input_0"; +"9 /Input_1_0" -> "14 /Conv_0"; +"10 /Input_2_0" -> "11 /Concat_with_input_0"; +"12 /ReadVariable_0" -> "17 /Add_0"; +"13 /Weights_0" -> "14 /Conv_0"; +"15 /Weights2_0" -> "16 /Conv2_0"; +"16 /Conv2_0" -> "17 /Add_0"; +"17 /Add_0" -> "18 /Final_node_0"; +"19 /Weights3_0" -> "21 /Conv3_0"; +"20 /Weights4_0" -> "21 /Conv3_0"; +"21 /Conv3_0" -> "22 /NodeAfterConstantConv_0"; +} diff --git a/tests/common/data/reference_graphs/passes/test_constant_filtering_model_before1.dot b/tests/common/data/reference_graphs/passes/test_constant_filtering_model_before1.dot new file mode 100644 index 00000000000..8b1942fe1c0 --- /dev/null +++ b/tests/common/data/reference_graphs/passes/test_constant_filtering_model_before1.dot @@ -0,0 +1,64 @@ +strict digraph { +"0 /Const0_0" [id=0, type=Const0]; +"1 /AnyAfterConst0_0" [id=1, type=AnyAfterConst0]; +"2 /Const1_0" [id=2, type=Const1]; +"3 /AnyAfterConst1_0" [id=3, type=AnyAfterConst1]; +"4 /Const2_0" [id=4, type=Const2]; +"5 /AnyAfterConst2_0" [id=5, type=AnyAfterConst2]; +"6 /Const3_0" [id=6, type=Const3]; +"7 /AnyAfterConst3_0" [id=7, type=AnyAfterConst3]; +"8 /Const4_0" [id=8, type=Const4]; +"9 /AnyAfterConst4_0" [id=9, type=AnyAfterConst4]; +"10 /Concat_with_constant_0" [id=10, type=Concat_with_constant]; +"11 /Const5_0" [id=11, type=Const5]; +"12 /AnyAfterConst5_0" [id=12, type=AnyAfterConst5]; +"13 /Const6_0" [id=13, type=Const6]; +"14 /AnyAfterConst6_0" [id=14, type=AnyAfterConst6]; +"15 /Concat_with_missed_input_0" [id=15, type=Concat_with_missed_input]; +"16 /Input_1_0" [id=16, type=Input_1]; +"17 /Input_2_0" [id=17, type=Input_2]; +"18 /Concat_with_input_0" [id=18, type=Concat_with_input]; +"19 /ReadVariable_0" [id=19, type=ReadVariable]; +"20 /Weights_0" [id=20, type=Weights]; +"21 /AnyAfterWeights_0" [id=21, type=AnyAfterWeights]; +"22 /Conv_0" [id=22, type=Conv]; +"23 /Weights2_0" [id=23, type=Weights2]; +"24 /AnyAfterWeights2_0" [id=24, type=AnyAfterWeights2]; +"25 /Conv2_0" [id=25, type=Conv2]; +"26 /Add_0" [id=26, type=Add]; +"27 /Final_node_0" [id=27, type=Final_node]; +"28 /Weights3_0" [id=28, type=Weights3]; +"29 /AnyAfterWeights3_0" [id=29, type=AnyAfterWeights3]; +"30 /Weights4_0" [id=30, type=Weights4]; +"31 /AnyAfterWeights4_0" [id=31, type=AnyAfterWeights4]; +"32 /Conv3_0" [id=32, type=Conv3]; +"33 /NodeAfterConstantConv_0" [id=33, type=NodeAfterConstantConv]; +"0 /Const0_0" -> "1 /AnyAfterConst0_0"; +"1 /AnyAfterConst0_0" -> "18 /Concat_with_input_0"; +"2 /Const1_0" -> "3 /AnyAfterConst1_0"; +"3 /AnyAfterConst1_0" -> "18 /Concat_with_input_0"; +"4 /Const2_0" -> "5 /AnyAfterConst2_0"; +"5 /AnyAfterConst2_0" -> "10 /Concat_with_constant_0"; +"6 /Const3_0" -> "7 /AnyAfterConst3_0"; +"7 /AnyAfterConst3_0" -> "10 /Concat_with_constant_0"; +"8 /Const4_0" -> "9 /AnyAfterConst4_0"; +"9 /AnyAfterConst4_0" -> "10 /Concat_with_constant_0"; +"11 /Const5_0" -> "12 /AnyAfterConst5_0"; +"12 /AnyAfterConst5_0" -> "15 /Concat_with_missed_input_0"; +"13 /Const6_0" -> "14 /AnyAfterConst6_0"; +"14 /AnyAfterConst6_0" -> "15 /Concat_with_missed_input_0"; +"16 /Input_1_0" -> "22 /Conv_0"; +"17 /Input_2_0" -> "18 /Concat_with_input_0"; +"19 /ReadVariable_0" -> "26 /Add_0"; +"20 /Weights_0" -> "21 /AnyAfterWeights_0"; +"21 /AnyAfterWeights_0" -> "22 /Conv_0"; +"23 /Weights2_0" -> "24 /AnyAfterWeights2_0"; +"24 /AnyAfterWeights2_0" -> "25 /Conv2_0"; +"25 /Conv2_0" -> "26 /Add_0"; +"26 /Add_0" -> "27 /Final_node_0"; +"28 /Weights3_0" -> "29 /AnyAfterWeights3_0"; +"29 /AnyAfterWeights3_0" -> "32 /Conv3_0"; +"30 /Weights4_0" -> "31 /AnyAfterWeights4_0"; +"31 /AnyAfterWeights4_0" -> "32 /Conv3_0"; +"32 /Conv3_0" -> "33 /NodeAfterConstantConv_0"; +} diff --git a/tests/torch/data/schema_validation_bad_configs/bad_algo_name.json b/tests/common/data/schema_validation_bad_configs/bad_algo_name.json similarity index 100% rename from tests/torch/data/schema_validation_bad_configs/bad_algo_name.json rename to tests/common/data/schema_validation_bad_configs/bad_algo_name.json diff --git a/tests/torch/data/schema_validation_bad_configs/hawq_bitwidth_per_scope_format_mismatch.json b/tests/common/data/schema_validation_bad_configs/hawq_bitwidth_per_scope_format_mismatch.json similarity index 100% rename from tests/torch/data/schema_validation_bad_configs/hawq_bitwidth_per_scope_format_mismatch.json rename to tests/common/data/schema_validation_bad_configs/hawq_bitwidth_per_scope_format_mismatch.json diff --git a/tests/torch/data/schema_validation_bad_configs/params_mismatch.json b/tests/common/data/schema_validation_bad_configs/params_mismatch.json similarity index 100% rename from tests/torch/data/schema_validation_bad_configs/params_mismatch.json rename to tests/common/data/schema_validation_bad_configs/params_mismatch.json diff --git a/tests/torch/data/schema_validation_bad_configs/wrong_num_init_steps_placement.json b/tests/common/data/schema_validation_bad_configs/wrong_num_init_steps_placement.json similarity index 100% rename from tests/torch/data/schema_validation_bad_configs/wrong_num_init_steps_placement.json rename to tests/common/data/schema_validation_bad_configs/wrong_num_init_steps_placement.json diff --git a/tests/torch/data/schema_validation_good_configs/full_movement_sparsity_params.json b/tests/common/data/schema_validation_good_configs/full_movement_sparsity_params.json similarity index 100% rename from tests/torch/data/schema_validation_good_configs/full_movement_sparsity_params.json rename to tests/common/data/schema_validation_good_configs/full_movement_sparsity_params.json diff --git a/tests/torch/data/schema_validation_good_configs/full_nas_params.json b/tests/common/data/schema_validation_good_configs/full_nas_params.json similarity index 100% rename from tests/torch/data/schema_validation_good_configs/full_nas_params.json rename to tests/common/data/schema_validation_good_configs/full_nas_params.json diff --git a/tests/common/graph/test_graph_pattern.py b/tests/common/graph/test_graph_pattern.py index d995a85942f..21be7755bf3 100644 --- a/tests/common/graph/test_graph_pattern.py +++ b/tests/common/graph/test_graph_pattern.py @@ -11,6 +11,7 @@ import copy import itertools +from pathlib import Path import networkx as nx @@ -213,3 +214,10 @@ def test_join_pattern_with_special_input_node(): ref_pattern.add_edge(node, added_node) assert pattern == ref_pattern + + +def test_dump(tmp_path: Path): + path_dot = tmp_path / "pattern.dot" + TestPattern.first_pattern.dump_graph(path_dot) + assert path_dot.is_file() + path_dot.unlink() diff --git a/tests/common/quantization/metatypes.py b/tests/common/quantization/metatypes.py index 8b8255c59a7..a8a8c0a92e4 100644 --- a/tests/common/quantization/metatypes.py +++ b/tests/common/quantization/metatypes.py @@ -36,11 +36,13 @@ class BatchNormTestMetatype(TestMetatype): @METATYPES_FOR_TEST.register() class Conv2dTestMetatype(TestMetatype): name = "conv2d" + num_expected_input_edges = 2 @METATYPES_FOR_TEST.register() class MatMulTestMetatype(TestMetatype): name = "matmul" + num_expected_input_edges = 2 @METATYPES_FOR_TEST.register() @@ -76,6 +78,7 @@ class CatTestMetatype(TestMetatype): @METATYPES_FOR_TEST.register() class LinearTestMetatype(TestMetatype): name = "linear" + num_expected_input_edges = 2 @METATYPES_FOR_TEST.register() @@ -96,11 +99,13 @@ class IdentityTestMetatype(TestMetatype): @METATYPES_FOR_TEST.register() class ReshapeTestMetatype(TestMetatype): name = "reshape" + num_expected_input_edges = 2 @METATYPES_FOR_TEST.register() class QuantizerTestMetatype(TestMetatype): name = "quantizer" + num_expected_input_edges = 2 @METATYPES_FOR_TEST.register() @@ -116,6 +121,7 @@ class ReluTestMetatype(TestMetatype): @METATYPES_FOR_TEST.register() class AddTestMetatype(TestMetatype): name = "add" + num_expected_input_edges = 2 @METATYPES_FOR_TEST.register() @@ -126,16 +132,19 @@ class ShapeOfTestMetatype(TestMetatype): @METATYPES_FOR_TEST.register() class PowerTestMetatype(TestMetatype): name = "power" + num_expected_input_edges = 2 @METATYPES_FOR_TEST.register() class MultiplyTestMetatype(TestMetatype): name = "multiply" + num_expected_input_edges = 2 @METATYPES_FOR_TEST.register() class InterpolateTestMetatype(TestMetatype): name = "interpolate" + num_expected_input_edges = 3 @METATYPES_FOR_TEST.register() diff --git a/tests/common/quantization/test_passes.py b/tests/common/quantization/test_passes.py index 87d38d09805..4113decfc58 100644 --- a/tests/common/quantization/test_passes.py +++ b/tests/common/quantization/test_passes.py @@ -14,6 +14,8 @@ import pytest +from nncf.common.graph.layer_attributes import MultipleInputLayerAttributes +from nncf.common.graph.operator_metatypes import OperatorMetatype from nncf.quantization.passes import filter_constant_nodes from nncf.quantization.passes import remove_nodes_and_reconnect_graph from tests.post_training.test_templates.models import NNCFGraphDropoutRemovingCase @@ -57,17 +59,31 @@ def test_remove_nodes_and_reconnect_graph(mode: TestModes): _check_graphs(dot_reference_path_after, nncf_graph) -@pytest.mark.xfail -def test_filter_constant_nodes(): - dot_reference_path_before = Path("passes") / "test_constant_filtering_model_before.dot" - dot_reference_path_after = Path("passes") / "test_constant_filtering_model_after.dot" +@pytest.mark.parametrize("node_between_const_and_op", [False, True]) +def test_filter_constant_nodes(node_between_const_and_op): + dot_reference_path_before = ( + Path("passes") / f"test_constant_filtering_model_before{int(node_between_const_and_op)}.dot" + ) + dot_reference_path_after = ( + Path("passes") / f"test_constant_filtering_model_after{int(node_between_const_and_op)}.dot" + ) + + class ConstantMetatype(OperatorMetatype): + num_expected_input_edges = 0 + pass - constant_metatype = "CONSTANT_METATYPE" - read_variable_metatype = "READ_VARIABLE_METATYPE" + class NodeWithWeightMetatype(OperatorMetatype): + num_expected_input_edges = 2 - nncf_graph = NNCFGraphToTestConstantFiltering(constant_metatype, read_variable_metatype).nncf_graph + nncf_graph = NNCFGraphToTestConstantFiltering( + ConstantMetatype, + NodeWithWeightMetatype, + MultipleInputLayerAttributes(1, 3), + node_between_const_and_op, + ).nncf_graph + + additional_input_names = ["/Conv2_0", "/Concat_with_missed_input_0"] + input_nodes = nncf_graph.get_input_nodes() + [nncf_graph.get_node_by_name(name) for name in additional_input_names] _check_graphs(dot_reference_path_before, nncf_graph) - filter_constant_nodes( - nncf_graph, read_variable_metatypes=[read_variable_metatype], constant_nodes_metatypes=[constant_metatype] - ) + filter_constant_nodes(nncf_graph, input_nodes) _check_graphs(dot_reference_path_after, nncf_graph) diff --git a/tests/common/quantization/test_quantizer_removal.py b/tests/common/quantization/test_quantizer_removal.py index 159095fd0ae..65baa4aad40 100644 --- a/tests/common/quantization/test_quantizer_removal.py +++ b/tests/common/quantization/test_quantizer_removal.py @@ -24,7 +24,7 @@ from tests.common.quantization.metatypes import QUANTIZABLE_METATYPES from tests.common.quantization.metatypes import QUANTIZE_AGNOSTIC_METATYPES from tests.common.quantization.metatypes import QUANTIZER_METATYPES -from tests.common.quantization.metatypes import SHAPEOF_METATYPES +from tests.common.quantization.metatypes import ShapeOfTestMetatype @dataclass @@ -226,7 +226,10 @@ def create_test_params(): @pytest.mark.parametrize("nncf_graph,test_case", create_test_params()) def test_find_quantizer_nodes_to_cut(nncf_graph: NNCFGraph, test_case: TestCase): quantizer_node = nncf_graph.get_node_by_name(test_case.node_name) - nncf_graph_without_shapeof = remove_shapeof_subgraphs(deepcopy(nncf_graph), SHAPEOF_METATYPES) + # As test graphs are fully connected and does not have readvariable metatyep, + # this should work + input_nodes = nncf_graph.get_input_nodes() + nncf_graph_without_shapeof = remove_shapeof_subgraphs(deepcopy(nncf_graph), [ShapeOfTestMetatype], input_nodes) nodes, ops = find_quantizer_nodes_to_cut( nncf_graph_without_shapeof, quantizer_node, diff --git a/tests/common/sdl/__init__.py b/tests/common/sdl/__init__.py new file mode 100644 index 00000000000..9b29b47534a --- /dev/null +++ b/tests/common/sdl/__init__.py @@ -0,0 +1,10 @@ +# Copyright (c) 2023 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/tests/torch/test_config_schema.py b/tests/common/sdl/test_config_schema.py similarity index 85% rename from tests/torch/test_config_schema.py rename to tests/common/sdl/test_config_schema.py index 7b4bf9a5534..9dbfcb42780 100644 --- a/tests/torch/test_config_schema.py +++ b/tests/common/sdl/test_config_schema.py @@ -26,9 +26,14 @@ PROJECT_ROOT / Path("examples/torch/object_detection/configs"), TEST_ROOT / Path("torch/data/configs"), TEST_ROOT / Path("torch/data/schema_validation_good_configs"), + PROJECT_ROOT / Path("examples/tensorflow/classification/configs"), + PROJECT_ROOT / Path("examples/tensorflow/segmentation/configs"), + PROJECT_ROOT / Path("examples/tensorflow/object_detection/configs"), + TEST_ROOT / Path("tensorflow/data/configs"), + TEST_ROOT / Path("common/data/schema_validation_good_configs"), ] -BAD_CONFIG_SOURCES = [TEST_ROOT / Path("torch/data/schema_validation_bad_configs")] +BAD_CONFIG_SOURCES = [TEST_ROOT / Path("common/data/schema_validation_bad_configs")] ConfigPathVsPassesSchemaVal = namedtuple("ConfigPathVsPassesSchemaVal", ("path", "should_pass")) TEST_STRUCTS = [] diff --git a/tests/common/sdl/test_symlinks.py b/tests/common/sdl/test_symlinks.py new file mode 100644 index 00000000000..aa42a83086a --- /dev/null +++ b/tests/common/sdl/test_symlinks.py @@ -0,0 +1,29 @@ +# Copyright (c) 2023 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 pathlib import Path +from typing import Any, Callable + +import pytest + +from nncf import NNCFConfig +from tests.cross_fw.sdl.symlinks import FileOpeningEntrypointProvider +from tests.cross_fw.sdl.symlinks import check_symlinks_are_not_followed + + +class NNCFConfigFromJSON(FileOpeningEntrypointProvider): + def get_entrypoint(self) -> Callable[[str], Any]: + return NNCFConfig.from_json + + +@pytest.mark.parametrize("file_opening_entrypoint", [NNCFConfigFromJSON()]) +def test_symlinks_are_not_followed(tmp_path: Path, file_opening_entrypoint: FileOpeningEntrypointProvider): + entrypoint = file_opening_entrypoint.get_entrypoint() + check_symlinks_are_not_followed(tmp_path, entrypoint) diff --git a/tests/cross_fw/examples/example_scope.json b/tests/cross_fw/examples/example_scope.json index 1bb9f43f0b0..35222ac6452 100644 --- a/tests/cross_fw/examples/example_scope.json +++ b/tests/cross_fw/examples/example_scope.json @@ -110,8 +110,8 @@ "cpu": "Intel(R) Core(TM) i9-10980XE CPU @ 3.00GHz", "accuracy_metrics": { "fp32_top1": 0.9864968152866243, - "int8_top1": 0.9836942675159236, - "accuracy_drop": 0.0035668789808918078 + "int8_top1": 0.9849681528662421, + "accuracy_drop": 0.0015286624203821875 }, "performance_metrics": { "fp32_fps": 1624.67, @@ -119,9 +119,9 @@ "performance_speed_up": 3.681947718613626 }, "model_size_metrics": { - "fp32_model_size": 8.605537414550781, - "int8_model_size": 2.748152732849121, - "model_compression_rate": 3.131389792018245 + "fp32_model_size": 8.610844612121582, + "int8_model_size": 2.637709617614746, + "model_compression_rate": 3.264515758147889 } }, "post_training_quantization_torch_ssd300_vgg16": { diff --git a/tests/cross_fw/sdl/__init__.py b/tests/cross_fw/sdl/__init__.py new file mode 100644 index 00000000000..9b29b47534a --- /dev/null +++ b/tests/cross_fw/sdl/__init__.py @@ -0,0 +1,10 @@ +# Copyright (c) 2023 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/tests/cross_fw/sdl/symlinks.py b/tests/cross_fw/sdl/symlinks.py new file mode 100644 index 00000000000..982ac0b8bf7 --- /dev/null +++ b/tests/cross_fw/sdl/symlinks.py @@ -0,0 +1,34 @@ +# Copyright (c) 2023 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 abc +from pathlib import Path +from typing import Any, Callable + +import pytest + +from nncf.common.utils.os import is_windows + + +def check_symlinks_are_not_followed(tmp_path: Path, file_opening_entrypoint: Callable[[str], Any]): + if is_windows(): + pytest.skip("Symlinks are not supported on Windows") + symlink_path = tmp_path / "symlink" + real_file = tmp_path / "real_file" + real_file.touch(exist_ok=True) + symlink_path.symlink_to(real_file) + with pytest.raises(RuntimeError, match="is a symbolic link, aborting"): + file_opening_entrypoint(str(symlink_path)) + + +class FileOpeningEntrypointProvider(abc.ABC): + @abc.abstractmethod + def get_entrypoint(self) -> Callable[[str], Any]: + pass diff --git a/tests/onnx/benchmarking/requirements.txt b/tests/onnx/benchmarking/requirements.txt index 53ef73b9603..544d7539e13 100644 --- a/tests/onnx/benchmarking/requirements.txt +++ b/tests/onnx/benchmarking/requirements.txt @@ -1,2 +1,2 @@ pycocotools -openvino-dev==2023.1 +openvino-dev==2023.2 diff --git a/tests/onnx/requirements.txt b/tests/onnx/requirements.txt index bf62b68561f..fbfc2c1306c 100644 --- a/tests/onnx/requirements.txt +++ b/tests/onnx/requirements.txt @@ -5,7 +5,7 @@ pytest-ordering>=0.6 torch~=1.13.0 torchvision~=0.14.0 yattag>=1.14.0 -openvino-dev==2023.1 +openvino-dev==2023.2 fastdownload scikit-learn # Pandas requires it for styling in e2e report generation diff --git a/tests/openvino/native/common.py b/tests/openvino/native/common.py index fdb4f534f45..f31751581e7 100644 --- a/tests/openvino/native/common.py +++ b/tests/openvino/native/common.py @@ -10,6 +10,7 @@ # limitations under the License. import json from copy import deepcopy +from typing import Tuple import numpy as np import openvino.runtime as ov @@ -65,13 +66,17 @@ def dump_to_json(local_path, data): json.dump(deepcopy(data), file, indent=4, cls=NumpyEncoder) -def get_openvino_version() -> str: +def get_openvino_major_minor_version() -> Tuple[int]: ov_version = ov.__version__ pos = ov_version.find("-") if pos != -1: ov_version = ov_version[:pos] ov_version = version.parse(ov_version).base_version - version_major, version_minor = ov_version.split(".")[:2] + return tuple(map(int, ov_version.split(".")[:2])) + + +def get_openvino_version() -> str: + major_verison, minor_version = get_openvino_major_minor_version() - return f"{version_major}.{version_minor}" + return f"{major_verison}.{minor_version}" diff --git a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/ComparisonBinaryModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/ComparisonBinaryModel.dot deleted file mode 100644 index 467811ae36f..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/ComparisonBinaryModel.dot +++ /dev/null @@ -1,19 +0,0 @@ -strict digraph { -"0 Input" [id=0, type=Parameter]; -"1 Add" [id=1, type=Add]; -"2 Gather_6" [id=2, type=Gather]; -"3 GreaterEqual" [id=3, type=GreaterEqual]; -"4 Result_Add" [id=4, type=Result]; -"5 Convert" [id=5, type=Convert]; -"6 Constant_5" [id=6, type=Constant]; -"7 Constant_2" [id=7, type=Constant]; -"0 Input" -> "1 Add" [label="[1, 3, 4, 2]", style=solid]; -"0 Input" -> "2 Gather_6" [label="[1, 3, 4, 2]", style=solid]; -"0 Input" -> "3 GreaterEqual" [label="[1, 3, 4, 2]", style=solid]; -"1 Add" -> "4 Result_Add" [label="[1, 3, 4, 2, 3, 4, 2]", style=solid]; -"2 Gather_6" -> "1 Add" [label="[1, 3, 4, 2, 3, 4, 2]", style=solid]; -"3 GreaterEqual" -> "5 Convert" [label="[1, 3, 4, 2]", style=dashed]; -"5 Convert" -> "2 Gather_6" [label="[1, 3, 4, 2]", style=dashed]; -"6 Constant_5" -> "2 Gather_6" [label="[]", style=dashed]; -"7 Constant_2" -> "3 GreaterEqual" [label="[1, 3, 4, 2]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/ConvModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/ConvModel.dot deleted file mode 100644 index dcc2423384f..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/ConvModel.dot +++ /dev/null @@ -1,35 +0,0 @@ -strict digraph { -"0 Input_1" [id=0, type=Parameter]; -"1 Input_2" [id=1, type=Parameter]; -"2 Sub" [id=2, type=Subtract]; -"3 Add" [id=3, type=Add]; -"4 Conv" [id=4, type=Convolution]; -"5 Mul" [id=5, type=Multiply]; -"6 Conv_Add" [id=6, type=Add]; -"7 Transpose" [id=7, type=Transpose]; -"8 Relu" [id=8, type=Relu]; -"9 Concat_15" [id=9, type=Concat]; -"10 Result" [id=10, type=Result]; -"11 Constant_13" [id=11, type=Constant]; -"12 Constant_11" [id=12, type=Constant]; -"13 Constant_9" [id=13, type=Constant]; -"14 Bias" [id=14, type=Constant]; -"15 Constant_3" [id=15, type=Constant]; -"16 Constant_1" [id=16, type=Constant]; -"0 Input_1" -> "2 Sub" [label="[1, 3, 4, 2]", style=solid]; -"1 Input_2" -> "3 Add" [label="[1, 3, 2, 4]", style=solid]; -"2 Sub" -> "4 Conv" [label="[1, 3, 4, 2]", style=solid]; -"3 Add" -> "5 Mul" [label="[1, 3, 2, 4]", style=solid]; -"4 Conv" -> "6 Conv_Add" [label="[1, 3, 4, 2]", style=solid]; -"5 Mul" -> "7 Transpose" [label="[1, 3, 2, 4]", style=solid]; -"6 Conv_Add" -> "8 Relu" [label="[1, 3, 4, 2]", style=solid]; -"7 Transpose" -> "9 Concat_15" [label="[1, 3, 4, 2]", style=solid]; -"8 Relu" -> "9 Concat_15" [label="[1, 3, 4, 2]", style=solid]; -"9 Concat_15" -> "10 Result" [label="[2, 3, 4, 2]", style=solid]; -"11 Constant_13" -> "7 Transpose" [label="[4]", style=dashed]; -"12 Constant_11" -> "5 Mul" [label="[1, 3, 1, 1]", style=solid]; -"13 Constant_9" -> "3 Add" [label="[1, 3, 1, 1]", style=solid]; -"14 Bias" -> "6 Conv_Add" [label="[1, 3, 1, 1]", style=solid]; -"15 Constant_3" -> "4 Conv" [label="[3, 3, 1, 1]", style=solid]; -"16 Constant_1" -> "2 Sub" [label="[1, 3, 1, 1]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/ConvNotBiasModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/ConvNotBiasModel.dot deleted file mode 100644 index a53e7699cce..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/ConvNotBiasModel.dot +++ /dev/null @@ -1,19 +0,0 @@ -strict digraph { -"0 Input_1" [id=0, type=Parameter]; -"1 Sub" [id=1, type=Subtract]; -"2 Conv" [id=2, type=Convolution]; -"3 Conv_Add" [id=3, type=Add]; -"4 Relu" [id=4, type=Relu]; -"5 Result" [id=5, type=Result]; -"6 NotBias" [id=6, type=Constant]; -"7 Constant_143" [id=7, type=Constant]; -"8 Constant_141" [id=8, type=Constant]; -"0 Input_1" -> "1 Sub" [label="[1, 3, 4, 2]", style=solid]; -"1 Sub" -> "2 Conv" [label="[1, 3, 4, 2]", style=solid]; -"2 Conv" -> "3 Conv_Add" [label="[1, 3, 4, 2]", style=solid]; -"3 Conv_Add" -> "4 Relu" [label="[1, 3, 4, 2]", style=solid]; -"4 Relu" -> "5 Result" [label="[1, 3, 4, 2]", style=solid]; -"6 NotBias" -> "3 Conv_Add" [label="[1, 3, 4, 2]", style=solid]; -"7 Constant_143" -> "2 Conv" [label="[3, 3, 1, 1]", style=solid]; -"8 Constant_141" -> "1 Sub" [label="[1, 3, 1, 1]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/DepthwiseConvModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/DepthwiseConvModel.dot deleted file mode 100644 index 884ed9bce29..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/DepthwiseConvModel.dot +++ /dev/null @@ -1,15 +0,0 @@ -strict digraph { -"0 Input_1" [id=0, type=Parameter]; -"1 Conv" [id=1, type=GroupConvolution]; -"2 Add" [id=2, type=Add]; -"3 Relu" [id=3, type=Relu]; -"4 Result" [id=4, type=Result]; -"5 Constant_4" [id=5, type=Constant]; -"6 Constant_2" [id=6, type=Constant]; -"0 Input_1" -> "1 Conv" [label="[1, 3, 5, 5]", style=solid]; -"1 Conv" -> "2 Add" [label="[1, 3, 3, 3]", style=solid]; -"2 Add" -> "3 Relu" [label="[1, 3, 3, 3]", style=solid]; -"3 Relu" -> "4 Result" [label="[1, 3, 3, 3]", style=solid]; -"5 Constant_4" -> "2 Add" [label="[1, 3, 1, 1]", style=solid]; -"6 Constant_2" -> "1 Conv" [label="[3, 1, 1, 3, 3]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/DynamicModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/DynamicModel.dot deleted file mode 100644 index bf3926ef1ad..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/DynamicModel.dot +++ /dev/null @@ -1,35 +0,0 @@ -strict digraph { -"0 Input_1" [id=0, type=Parameter]; -"1 Input_2" [id=1, type=Parameter]; -"2 Sub" [id=2, type=Subtract]; -"3 Add" [id=3, type=Add]; -"4 Conv" [id=4, type=Convolution]; -"5 Mul" [id=5, type=Multiply]; -"6 Conv_Add" [id=6, type=Add]; -"7 Transpose" [id=7, type=Transpose]; -"8 Relu" [id=8, type=Relu]; -"9 Concat_58" [id=9, type=Concat]; -"10 Result" [id=10, type=Result]; -"11 Constant_56" [id=11, type=Constant]; -"12 Constant_54" [id=12, type=Constant]; -"13 Constant_52" [id=13, type=Constant]; -"14 Bias" [id=14, type=Constant]; -"15 Constant_46" [id=15, type=Constant]; -"16 Constant_44" [id=16, type=Constant]; -"0 Input_1" -> "2 Sub" [label="[99, 3, 4, 2]", style=solid]; -"1 Input_2" -> "3 Add" [label="[99, 3, 2, 4]", style=solid]; -"2 Sub" -> "4 Conv" [label="[99, 3, 4, 2]", style=solid]; -"3 Add" -> "5 Mul" [label="[99, 3, 2, 4]", style=solid]; -"4 Conv" -> "6 Conv_Add" [label="[99, 3, 4, 2]", style=solid]; -"5 Mul" -> "7 Transpose" [label="[99, 3, 2, 4]", style=solid]; -"6 Conv_Add" -> "8 Relu" [label="[99, 3, 4, 2]", style=solid]; -"7 Transpose" -> "9 Concat_58" [label="[99, 3, 4, 2]", style=solid]; -"8 Relu" -> "9 Concat_58" [label="[99, 3, 4, 2]", style=solid]; -"9 Concat_58" -> "10 Result" [label="[198, 3, 4, 2]", style=solid]; -"11 Constant_56" -> "7 Transpose" [label="[4]", style=dashed]; -"12 Constant_54" -> "5 Mul" [label="[1, 3, 1, 1]", style=solid]; -"13 Constant_52" -> "3 Add" [label="[1, 3, 1, 1]", style=solid]; -"14 Bias" -> "6 Conv_Add" [label="[1, 3, 1, 1]", style=solid]; -"15 Constant_46" -> "4 Conv" [label="[3, 3, 1, 1]", style=solid]; -"16 Constant_44" -> "2 Sub" [label="[1, 3, 1, 1]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/GroupNormalizationModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/GroupNormalizationModel.dot deleted file mode 100644 index 44ba7698a92..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/GroupNormalizationModel.dot +++ /dev/null @@ -1,29 +0,0 @@ -strict digraph { -"0 Input_1" [id=0, type=Parameter]; -"1 Conv" [id=1, type=Convolution]; -"2 Conv_Add" [id=2, type=Add]; -"3 GroupNormalization_169" [id=3, type=GroupNormalization]; -"4 Relu" [id=4, type=Relu]; -"5 Mul" [id=5, type=Multiply]; -"6 Add" [id=6, type=Add]; -"7 Result" [id=7, type=Result]; -"8 Constant_173" [id=8, type=Constant]; -"9 Constant_171" [id=9, type=Constant]; -"10 Constant_168" [id=10, type=Constant]; -"11 Constant_167" [id=11, type=Constant]; -"12 Bias" [id=12, type=Constant]; -"13 Constant_163" [id=13, type=Constant]; -"0 Input_1" -> "1 Conv" [label="[1, 2, 3, 4, 4]", style=solid]; -"1 Conv" -> "2 Conv_Add" [label="[1, 4, 1, 2, 2]", style=solid]; -"2 Conv_Add" -> "3 GroupNormalization_169" [label="[1, 4, 3, 2, 2]", style=solid]; -"3 GroupNormalization_169" -> "4 Relu" [label="[1, 4, 3, 2, 2]", style=solid]; -"4 Relu" -> "5 Mul" [label="[1, 4, 3, 2, 2]", style=solid]; -"5 Mul" -> "6 Add" [label="[1, 4, 3, 2, 2]", style=solid]; -"6 Add" -> "7 Result" [label="[1, 4, 3, 2, 2]", style=solid]; -"8 Constant_173" -> "6 Add" [label="[1, 4, 1, 1, 1]", style=solid]; -"9 Constant_171" -> "5 Mul" [label="[1, 4, 1, 1, 1]", style=solid]; -"10 Constant_168" -> "3 GroupNormalization_169" [label="[4]", style=solid]; -"11 Constant_167" -> "3 GroupNormalization_169" [label="[4]", style=solid]; -"12 Bias" -> "2 Conv_Add" [label="[1, 1, 3, 1, 1]", style=solid]; -"13 Constant_163" -> "1 Conv" [label="[4, 2, 3, 3, 3]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/IntegerModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/IntegerModel.dot deleted file mode 100644 index 63cc63bfa23..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/IntegerModel.dot +++ /dev/null @@ -1,42 +0,0 @@ -strict digraph { -"0 Input" [id=0, type=Parameter]; -"1 Convert_1" [id=1, type=Convert]; -"2 Gather_15" [id=2, type=Gather]; -"3 Gather_4" [id=3, type=Gather]; -"4 MatMul_2" [id=4, type=MatMul]; -"5 Gather_7" [id=5, type=Gather]; -"6 Add_1" [id=6, type=Add]; -"7 Gather_10" [id=7, type=Gather]; -"8 Result" [id=8, type=Result]; -"9 MatMul_1" [id=9, type=MatMul]; -"10 Constant_16" [id=10, type=Constant]; -"11 Constant_14" [id=11, type=Constant]; -"12 Constant_13" [id=12, type=Constant]; -"13 Constant_11" [id=13, type=Constant]; -"14 Constant_9" [id=14, type=Constant]; -"15 Constant_8" [id=15, type=Constant]; -"16 Constant_6" [id=16, type=Constant]; -"17 Constant_3" [id=17, type=Constant]; -"18 Constant_2" [id=18, type=Constant]; -"19 Constant_5" [id=19, type=Constant]; -"0 Input" -> "1 Convert_1" [label="[1, 192, 1]", style=solid]; -"0 Input" -> "2 Gather_15" [label="[1, 192, 1]", style=solid]; -"1 Convert_1" -> "3 Gather_4" [label="[1, 192, 1]", style=dashed]; -"2 Gather_15" -> "4 MatMul_2" [label="[1, 192]", style=solid]; -"3 Gather_4" -> "5 Gather_7" [label="[192, 1]", style=dashed]; -"4 MatMul_2" -> "6 Add_1" [label="[1, 160]", style=solid]; -"5 Gather_7" -> "7 Gather_10" [label="[192, 1, 160]", style=solid]; -"6 Add_1" -> "8 Result" [label="[1, 160]", style=solid]; -"7 Gather_10" -> "9 MatMul_1" [label="[1, 160]", style=solid]; -"9 MatMul_1" -> "6 Add_1" [label="[1, 160]", style=solid]; -"10 Constant_16" -> "4 MatMul_2" [label="[160, 192]", style=solid]; -"11 Constant_14" -> "2 Gather_15" [label="[]", style=dashed]; -"12 Constant_13" -> "2 Gather_15" [label="[]", style=dashed]; -"13 Constant_11" -> "9 MatMul_1" [label="[160, 160]", style=solid]; -"14 Constant_9" -> "7 Gather_10" [label="[]", style=dashed]; -"15 Constant_8" -> "7 Gather_10" [label="[]", style=dashed]; -"16 Constant_6" -> "5 Gather_7" [label="[]", style=dashed]; -"17 Constant_3" -> "3 Gather_4" [label="[]", style=dashed]; -"18 Constant_2" -> "3 Gather_4" [label="[]", style=dashed]; -"19 Constant_5" -> "5 Gather_7" [label="[369, 160]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/LSTMModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/LSTMModel.dot deleted file mode 100644 index b23d980fed3..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/LSTMModel.dot +++ /dev/null @@ -1,60 +0,0 @@ -strict digraph { -"0 Input" [id=0, type=Parameter]; -"1 ReadValue_1" [id=1, type=ReadValue]; -"2 Squeeze_1" [id=2, type=Squeeze]; -"3 Add" [id=3, type=Add]; -"4 MatMul_1" [id=4, type=MatMul]; -"5 MatMul_2" [id=5, type=MatMul]; -"6 Add_1" [id=6, type=Add]; -"7 Split_13" [id=7, type=Split]; -"8 Sigmoid_1" [id=8, type=Sigmoid]; -"9 Sigmoid_2" [id=9, type=Sigmoid]; -"10 Sigmoid_3" [id=10, type=Sigmoid]; -"11 Tanh_1" [id=11, type=Tanh]; -"12 Multiply_1" [id=12, type=Multiply]; -"13 Multiply_2" [id=13, type=Multiply]; -"14 Multiply_3" [id=14, type=Multiply]; -"15 Add_2" [id=15, type=Add]; -"16 Assign_1" [id=16, type=Assign]; -"17 MatMul_3" [id=17, type=MatMul]; -"18 Tanh_2" [id=18, type=Tanh]; -"19 Result" [id=19, type=Result]; -"20 Constant_12" [id=20, type=Constant]; -"21 Constant_9" [id=21, type=Constant]; -"22 Constant_7" [id=22, type=Constant]; -"23 Constant_5" [id=23, type=Constant]; -"24 Constant_3" [id=24, type=Constant]; -"25 Constant_1" [id=25, type=Constant]; -"26 Constant_18" [id=26, type=Constant]; -"27 Constant_25" [id=27, type=Constant]; -"0 Input" -> "2 Squeeze_1" [label="[1, 1, 128]", style=solid]; -"1 ReadValue_1" -> "3 Add" [label="[1, 64]", style=solid]; -"2 Squeeze_1" -> "4 MatMul_1" [label="[1, 128]", style=solid]; -"3 Add" -> "5 MatMul_2" [label="[1, 64]", style=solid]; -"4 MatMul_1" -> "6 Add_1" [label="[1, 256]", style=solid]; -"5 MatMul_2" -> "6 Add_1" [label="[1, 256]", style=solid]; -"6 Add_1" -> "7 Split_13" [label="[1, 256]", style=solid]; -"7 Split_13" -> "8 Sigmoid_1" [label="[1, 64]", style=solid]; -"7 Split_13" -> "9 Sigmoid_2" [label="[1, 64]", style=solid]; -"7 Split_13" -> "10 Sigmoid_3" [label="[1, 64]", style=solid]; -"7 Split_13" -> "11 Tanh_1" [label="[1, 64]", style=solid]; -"8 Sigmoid_1" -> "12 Multiply_1" [label="[1, 64]", style=solid]; -"9 Sigmoid_2" -> "13 Multiply_2" [label="[1, 64]", style=solid]; -"10 Sigmoid_3" -> "14 Multiply_3" [label="[1, 64]", style=solid]; -"11 Tanh_1" -> "13 Multiply_2" [label="[1, 64]", style=solid]; -"12 Multiply_1" -> "15 Add_2" [label="[1, 64]", style=solid]; -"13 Multiply_2" -> "15 Add_2" [label="[1, 64]", style=solid]; -"14 Multiply_3" -> "16 Assign_1" [label="[1, 64]", style=solid]; -"14 Multiply_3" -> "17 MatMul_3" [label="[1, 64]", style=solid]; -"15 Add_2" -> "18 Tanh_2" [label="[1, 64]", style=solid]; -"17 MatMul_3" -> "19 Result" [label="[1, 128]", style=solid]; -"18 Tanh_2" -> "14 Multiply_3" [label="[1, 64]", style=solid]; -"20 Constant_12" -> "7 Split_13" [label="[]", style=dashed]; -"21 Constant_9" -> "5 MatMul_2" [label="[256, 64]", style=solid]; -"22 Constant_7" -> "3 Add" [label="[1, 64]", style=solid]; -"23 Constant_5" -> "1 ReadValue_1" [label="[1, 64]", style=solid]; -"24 Constant_3" -> "4 MatMul_1" [label="[256, 128]", style=solid]; -"25 Constant_1" -> "2 Squeeze_1" [label="[]", style=dashed]; -"26 Constant_18" -> "12 Multiply_1" [label="[1, 64]", style=solid]; -"27 Constant_25" -> "17 MatMul_3" [label="[128, 64]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/LSTMSequenceModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/LSTMSequenceModel.dot deleted file mode 100644 index 91f5b08577c..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/LSTMSequenceModel.dot +++ /dev/null @@ -1,23 +0,0 @@ -strict digraph { -"0 X" [id=0, type=Parameter]; -"1 initial_hidden_state" [id=1, type=Parameter]; -"2 initial_cell_state" [id=2, type=Parameter]; -"3 LSTMSequence_7" [id=3, type=LSTMSequence]; -"4 MatMul" [id=4, type=MatMul]; -"5 Result" [id=5, type=Result]; -"6 Constant_8" [id=6, type=Constant]; -"7 Constant_6" [id=7, type=Constant]; -"8 Constant_5" [id=8, type=Constant]; -"9 Constant_4" [id=9, type=Constant]; -"10 Constant_3" [id=10, type=Constant]; -"0 X" -> "3 LSTMSequence_7" [label="[1, 2, 16]", style=solid]; -"1 initial_hidden_state" -> "3 LSTMSequence_7" [label="[1, 1, 128]", style=solid]; -"2 initial_cell_state" -> "3 LSTMSequence_7" [label="[1, 1, 128]", style=solid]; -"3 LSTMSequence_7" -> "4 MatMul" [label="[1, 1, 2, 128]", style=solid]; -"4 MatMul" -> "5 Result" [label="[1, 1, 2, 3]", style=solid]; -"6 Constant_8" -> "4 MatMul" [label="[1, 1, 128, 3]", style=solid]; -"7 Constant_6" -> "3 LSTMSequence_7" [label="[1, 512]", style=solid]; -"8 Constant_5" -> "3 LSTMSequence_7" [label="[1, 512, 128]", style=solid]; -"9 Constant_4" -> "3 LSTMSequence_7" [label="[1, 512, 16]", style=solid]; -"10 Constant_3" -> "3 LSTMSequence_7" [label="[1]", style=dashed]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/LinearModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/LinearModel.dot deleted file mode 100644 index 50c34d96235..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/LinearModel.dot +++ /dev/null @@ -1,19 +0,0 @@ -strict digraph { -"0 Input" [id=0, type=Parameter]; -"1 Reshape" [id=1, type=Reshape]; -"2 Add" [id=2, type=Add]; -"3 MatMul" [id=3, type=MatMul]; -"4 Result_Add" [id=4, type=Result]; -"5 Result_MatMul" [id=5, type=Result]; -"6 Constant_10" [id=6, type=Constant]; -"7 Constant_1" [id=7, type=Constant]; -"8 Constant_8" [id=8, type=Constant]; -"0 Input" -> "1 Reshape" [label="[1, 3, 4, 2]", style=solid]; -"1 Reshape" -> "2 Add" [label="[1, 3, 2, 4]", style=solid]; -"1 Reshape" -> "3 MatMul" [label="[1, 3, 2, 4]", style=solid]; -"2 Add" -> "4 Result_Add" [label="[1, 3, 2, 4]", style=solid]; -"3 MatMul" -> "5 Result_MatMul" [label="[1, 3, 2, 5]", style=solid]; -"6 Constant_10" -> "2 Add" [label="[1, 3, 2, 4]", style=solid]; -"7 Constant_1" -> "1 Reshape" [label="[4]", style=dashed]; -"8 Constant_8" -> "3 MatMul" [label="[1, 3, 4, 5]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/MatMul2DModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/MatMul2DModel.dot deleted file mode 100644 index d7bd2d4b57d..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/MatMul2DModel.dot +++ /dev/null @@ -1,13 +0,0 @@ -strict digraph { -"0 Input" [id=0, type=Parameter]; -"1 MatMul" [id=1, type=MatMul]; -"2 Add" [id=2, type=Add]; -"3 Result" [id=3, type=Result]; -"4 Constant_32" [id=4, type=Constant]; -"5 Constant_30" [id=5, type=Constant]; -"0 Input" -> "1 MatMul" [label="[3, 5]", style=solid]; -"1 MatMul" -> "2 Add" [label="[3, 2]", style=solid]; -"2 Add" -> "3 Result" [label="[3, 2]", style=solid]; -"4 Constant_32" -> "2 Add" [label="[1, 2]", style=solid]; -"5 Constant_30" -> "1 MatMul" [label="[5, 2]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/MatmulSoftmaxMatmulBlock.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/MatmulSoftmaxMatmulBlock.dot deleted file mode 100644 index 55cb4dfe072..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/MatmulSoftmaxMatmulBlock.dot +++ /dev/null @@ -1,18 +0,0 @@ -strict digraph { -"0 Input" [id=0, type=Parameter]; -"1 MatMul_1" [id=1, type=MatMul]; -"2 Squeeze_1" [id=2, type=Squeeze]; -"3 Softmax_1" [id=3, type=Softmax]; -"4 MatMul_2" [id=4, type=MatMul]; -"5 Result" [id=5, type=Result]; -"6 Constant_178" [id=6, type=Constant]; -"7 Constant_180" [id=7, type=Constant]; -"0 Input" -> "1 MatMul_1" [label="[1, 1, 1]", style=solid]; -"0 Input" -> "2 Squeeze_1" [label="[1, 1, 1]", style=solid]; -"1 MatMul_1" -> "3 Softmax_1" [label="[1, 1, 1]", style=solid]; -"2 Squeeze_1" -> "4 MatMul_2" [label="[1, 1]", style=solid]; -"3 Softmax_1" -> "4 MatMul_2" [label="[1, 1, 1]", style=solid]; -"4 MatMul_2" -> "5 Result" [label="[1, 1, 1]", style=solid]; -"6 Constant_178" -> "2 Squeeze_1" [label="[]", style=dashed]; -"7 Constant_180" -> "1 MatMul_1" [label="[1, 1]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/ScaleShiftReluModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/ScaleShiftReluModel.dot deleted file mode 100644 index a811bd55053..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/ScaleShiftReluModel.dot +++ /dev/null @@ -1,23 +0,0 @@ -strict digraph { -"0 Input" [id=0, type=Parameter]; -"1 MatMul" [id=1, type=MatMul]; -"2 Mul" [id=2, type=Multiply]; -"3 Add" [id=3, type=Add]; -"4 Relu" [id=4, type=Relu]; -"5 MatMul2" [id=5, type=MatMul]; -"6 Result" [id=6, type=Result]; -"7 Constant_45" [id=7, type=Constant]; -"8 Constant_42" [id=8, type=Constant]; -"9 Constant_40" [id=9, type=Constant]; -"10 Constant_38" [id=10, type=Constant]; -"0 Input" -> "1 MatMul" [label="[3, 5]", style=solid]; -"1 MatMul" -> "2 Mul" [label="[3, 2]", style=solid]; -"2 Mul" -> "3 Add" [label="[3, 2]", style=solid]; -"3 Add" -> "4 Relu" [label="[3, 2]", style=solid]; -"4 Relu" -> "5 MatMul2" [label="[3, 2]", style=solid]; -"5 MatMul2" -> "6 Result" [label="[3, 4]", style=solid]; -"7 Constant_45" -> "5 MatMul2" [label="[2, 4]", style=solid]; -"8 Constant_42" -> "3 Add" [label="[1, 2]", style=solid]; -"9 Constant_40" -> "2 Mul" [label="[1, 2]", style=solid]; -"10 Constant_38" -> "1 MatMul" [label="[5, 2]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/SeBlockModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/SeBlockModel.dot deleted file mode 100644 index f3ba7b4bedb..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/SeBlockModel.dot +++ /dev/null @@ -1,44 +0,0 @@ -strict digraph { -"0 Input" [id=0, type=Parameter]; -"1 Conv0" [id=1, type=Convolution]; -"2 Add0" [id=2, type=Add]; -"3 Mul" [id=3, type=Multiply]; -"4 ReduceMean_6" [id=4, type=ReduceMean]; -"5 MatMul" [id=5, type=MatMul]; -"6 Conv" [id=6, type=Convolution]; -"7 Result" [id=7, type=Result]; -"8 Add" [id=8, type=Add]; -"9 Relu" [id=9, type=Relu]; -"10 Conv2" [id=10, type=Convolution]; -"11 Add2" [id=11, type=Add]; -"12 Sigmoid" [id=12, type=Sigmoid]; -"13 Constant_18" [id=13, type=Constant]; -"14 Constant_14" [id=14, type=Constant]; -"15 Constant_12" [id=15, type=Constant]; -"16 Constant_9" [id=16, type=Constant]; -"17 Constant_7" [id=17, type=Constant]; -"18 Constant_5" [id=18, type=Constant]; -"19 Constant_3" [id=19, type=Constant]; -"20 Constant_1" [id=20, type=Constant]; -"0 Input" -> "1 Conv0" [label="[1, 3, 5, 6]", style=solid]; -"1 Conv0" -> "2 Add0" [label="[1, 3, 5, 6]", style=solid]; -"2 Add0" -> "3 Mul" [label="[1, 3, 5, 6]", style=solid]; -"2 Add0" -> "4 ReduceMean_6" [label="[1, 3, 5, 6]", style=solid]; -"3 Mul" -> "5 MatMul" [label="[1, 3, 5, 6]", style=solid]; -"4 ReduceMean_6" -> "6 Conv" [label="[1, 3, 1, 1]", style=solid]; -"5 MatMul" -> "7 Result" [label="[1, 3, 5, 5]", style=solid]; -"6 Conv" -> "8 Add" [label="[1, 5, 1, 1]", style=solid]; -"8 Add" -> "9 Relu" [label="[1, 5, 1, 1]", style=solid]; -"9 Relu" -> "10 Conv2" [label="[1, 5, 1, 1]", style=solid]; -"10 Conv2" -> "11 Add2" [label="[1, 3, 1, 1]", style=solid]; -"11 Add2" -> "12 Sigmoid" [label="[1, 3, 1, 1]", style=solid]; -"12 Sigmoid" -> "3 Mul" [label="[1, 3, 1, 1]", style=solid]; -"13 Constant_18" -> "5 MatMul" [label="[1, 3, 6, 5]", style=solid]; -"14 Constant_14" -> "11 Add2" [label="[1, 3, 1, 1]", style=solid]; -"15 Constant_12" -> "10 Conv2" [label="[3, 5, 1, 1]", style=solid]; -"16 Constant_9" -> "8 Add" [label="[1, 5, 1, 1]", style=solid]; -"17 Constant_7" -> "6 Conv" [label="[5, 3, 1, 1]", style=solid]; -"18 Constant_5" -> "4 ReduceMean_6" [label="[2]", style=dashed]; -"19 Constant_3" -> "2 Add0" [label="[1, 3, 1, 1]", style=solid]; -"20 Constant_1" -> "1 Conv0" [label="[3, 3, 1, 1]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/ShapeOfModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/ShapeOfModel.dot deleted file mode 100644 index 234d08dc31d..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/ShapeOfModel.dot +++ /dev/null @@ -1,63 +0,0 @@ -strict digraph { -"0 Input" [id=0, type=Parameter]; -"1 Conv_1" [id=1, type=Convolution]; -"2 Conv_Add_1" [id=2, type=Add]; -"3 Reshape_1" [id=3, type=Reshape]; -"4 ShapeOf_1" [id=4, type=ShapeOf]; -"5 Transpose" [id=5, type=Transpose]; -"6 Gather_33092" [id=6, type=Gather]; -"7 Conv_2" [id=7, type=Convolution]; -"8 Concat_33095" [id=8, type=Concat]; -"9 Conv_Add_2" [id=9, type=Add]; -"10 Reshape_2" [id=10, type=Reshape]; -"11 ShapeOf_2" [id=11, type=ShapeOf]; -"12 Conv_3" [id=12, type=Convolution]; -"13 Convert_1" [id=13, type=Convert]; -"14 Conv_Add_3" [id=14, type=Add]; -"15 Multiply" [id=15, type=Multiply]; -"16 Result" [id=16, type=Result]; -"17 Convert_2" [id=17, type=Convert]; -"18 Bias_3" [id=18, type=Constant]; -"19 Constant_33121" [id=19, type=Constant]; -"20 Constant_33107" [id=20, type=Constant]; -"21 Bias_2" [id=21, type=Constant]; -"22 Constant_33101" [id=22, type=Constant]; -"23 Constant_33099" [id=23, type=Constant]; -"24 Constant_33091" [id=24, type=Constant]; -"25 Constant_33090" [id=25, type=Constant]; -"26 Bias_1" [id=26, type=Constant]; -"27 Constant_33085" [id=27, type=Constant]; -"28 Constant_33094" [id=28, type=Constant]; -"29 Constant_33093" [id=29, type=Constant]; -"0 Input" -> "1 Conv_1" [label="[1, 3, 4, 2]", style=solid]; -"1 Conv_1" -> "2 Conv_Add_1" [label="[1, 3, 4, 2]", style=solid]; -"2 Conv_Add_1" -> "3 Reshape_1" [label="[1, 3, 4, 2]", style=solid]; -"2 Conv_Add_1" -> "4 ShapeOf_1" [label="[1, 3, 4, 2]", style=solid]; -"3 Reshape_1" -> "5 Transpose" [label="[1, 3, 4, 2]", style=solid]; -"4 ShapeOf_1" -> "6 Gather_33092" [label="[4]", style=dashed]; -"5 Transpose" -> "7 Conv_2" [label="[1, 3, 2, 4]", style=solid]; -"6 Gather_33092" -> "8 Concat_33095" [label="[2]", style=dashed]; -"7 Conv_2" -> "9 Conv_Add_2" [label="[1, 3, 2, 4]", style=solid]; -"8 Concat_33095" -> "3 Reshape_1" [label="[4]", style=dashed]; -"9 Conv_Add_2" -> "10 Reshape_2" [label="[1, 3, 2, 4]", style=solid]; -"9 Conv_Add_2" -> "11 ShapeOf_2" [label="[1, 3, 2, 4]", style=solid]; -"10 Reshape_2" -> "12 Conv_3" [label="[1, 3, 2, 4]", style=solid]; -"11 ShapeOf_2" -> "13 Convert_1" [label="[4]", style=dashed]; -"12 Conv_3" -> "14 Conv_Add_3" [label="[1, 3, 2, 4]", style=solid]; -"13 Convert_1" -> "15 Multiply" [label="[4]", style=solid]; -"14 Conv_Add_3" -> "16 Result" [label="[1, 3, 2, 4]", style=solid]; -"15 Multiply" -> "17 Convert_2" [label="[4]", style=solid]; -"17 Convert_2" -> "10 Reshape_2" [label="[4]", style=dashed]; -"18 Bias_3" -> "14 Conv_Add_3" [label="[1, 3, 1, 1]", style=solid]; -"19 Constant_33121" -> "12 Conv_3" [label="[3, 3, 1, 1]", style=solid]; -"20 Constant_33107" -> "15 Multiply" [label="[4]", style=solid]; -"21 Bias_2" -> "9 Conv_Add_2" [label="[1, 3, 1, 1]", style=solid]; -"22 Constant_33101" -> "7 Conv_2" [label="[3, 3, 1, 1]", style=solid]; -"23 Constant_33099" -> "5 Transpose" [label="[4]", style=dashed]; -"24 Constant_33091" -> "6 Gather_33092" [label="[]", style=dashed]; -"25 Constant_33090" -> "6 Gather_33092" [label="[2]", style=dashed]; -"26 Bias_1" -> "2 Conv_Add_1" [label="[1, 3, 1, 1]", style=solid]; -"27 Constant_33085" -> "1 Conv_1" [label="[3, 3, 1, 1]", style=solid]; -"28 Constant_33094" -> "8 Concat_33095" [label="[1]", style=dashed]; -"29 Constant_33093" -> "8 Concat_33095" [label="[1]", style=dashed]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/SharedConvModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/SharedConvModel.dot deleted file mode 100644 index 2bc26e8711a..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/SharedConvModel.dot +++ /dev/null @@ -1,14 +0,0 @@ -strict digraph { -"0 Input" [id=0, type=Parameter]; -"1 Conv_1" [id=1, type=Convolution]; -"2 Conv_2" [id=2, type=Convolution]; -"3 Result_1" [id=3, type=Result]; -"4 Result_2" [id=4, type=Result]; -"5 Shared_conv_w" [id=5, type=Constant]; -"0 Input" -> "1 Conv_1" [label="[1, 3, 3, 3]", style=solid]; -"0 Input" -> "2 Conv_2" [label="[1, 3, 3, 3]", style=solid]; -"1 Conv_1" -> "3 Result_1" [label="[1, 3, 3, 3]", style=solid]; -"2 Conv_2" -> "4 Result_2" [label="[1, 3, 3, 3]", style=solid]; -"5 Shared_conv_w" -> "1 Conv_1" [label="[3, 3, 1, 1]", style=solid]; -"5 Shared_conv_w" -> "2 Conv_2" [label="[3, 3, 1, 1]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/UnifiedEmbeddingModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/UnifiedEmbeddingModel.dot deleted file mode 100644 index b779ab79695..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/UnifiedEmbeddingModel.dot +++ /dev/null @@ -1,28 +0,0 @@ -strict digraph { -"0 Input" [id=0, type=Parameter]; -"1 Convert_1" [id=1, type=Convert]; -"2 MatMul_1" [id=2, type=MatMul]; -"3 Gather_1" [id=3, type=Gather]; -"4 Reshape_1" [id=4, type=Reshape]; -"5 Concat_12" [id=5, type=Concat]; -"6 MatMul_2" [id=6, type=MatMul]; -"7 Result" [id=7, type=Result]; -"8 matmul_2_data" [id=8, type=Constant]; -"9 Constant_8" [id=9, type=Constant]; -"10 matmul_1_data" [id=10, type=Constant]; -"11 Constant_4" [id=11, type=Constant]; -"12 gather_1_data" [id=12, type=Constant]; -"0 Input" -> "1 Convert_1" [label="[1, 3]", style=solid]; -"0 Input" -> "2 MatMul_1" [label="[1, 3]", style=solid]; -"1 Convert_1" -> "3 Gather_1" [label="[1, 3]", style=dashed]; -"2 MatMul_1" -> "4 Reshape_1" [label="[3, 1, 5]", style=solid]; -"3 Gather_1" -> "5 Concat_12" [label="[1, 3, 5]", style=solid]; -"4 Reshape_1" -> "5 Concat_12" [label="[1, 3, 5]", style=solid]; -"5 Concat_12" -> "6 MatMul_2" [label="[1, 6, 5]", style=solid]; -"6 MatMul_2" -> "7 Result" [label="[1, 6, 1]", style=solid]; -"8 matmul_2_data" -> "6 MatMul_2" [label="[1, 5]", style=solid]; -"9 Constant_8" -> "4 Reshape_1" [label="[3]", style=dashed]; -"10 matmul_1_data" -> "2 MatMul_1" [label="[3, 3, 5]", style=solid]; -"11 Constant_4" -> "3 Gather_1" [label="[]", style=dashed]; -"12 gather_1_data" -> "3 Gather_1" [label="[4, 5]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/WeightsModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/WeightsModel.dot deleted file mode 100644 index fe530ba099a..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/WeightsModel.dot +++ /dev/null @@ -1,32 +0,0 @@ -strict digraph { -"0 Input_1" [id=0, type=Parameter]; -"1 Conv" [id=1, type=Convolution]; -"2 Conv_backprop" [id=2, type=ConvolutionBackpropData]; -"3 MatMul_1" [id=3, type=MatMul]; -"4 MatMul" [id=4, type=MatMul]; -"5 MatMul_0" [id=5, type=MatMul]; -"6 Add_15" [id=6, type=Add]; -"7 Result" [id=7, type=Result]; -"8 weights_1" [id=8, type=Constant]; -"9 Constant_5" [id=9, type=Constant]; -"10 Constant_4" [id=10, type=Constant]; -"11 Constant_2" [id=11, type=Constant]; -"12 weights_0" [id=12, type=Constant]; -"13 MatMul_const" [id=13, type=MatMul]; -"0 Input_1" -> "1 Conv" [label="[1, 3, 5, 5]", style=solid]; -"1 Conv" -> "2 Conv_backprop" [label="[1, 3, 5, 5]", style=solid]; -"2 Conv_backprop" -> "3 MatMul_1" [label="[1, 3, 1, 1]", style=solid]; -"3 MatMul_1" -> "4 MatMul" [label="[1, 3, 1, 4]", style=solid]; -"3 MatMul_1" -> "5 MatMul_0" [label="[1, 3, 1, 4]", style=solid]; -"4 MatMul" -> "6 Add_15" [label="[1, 3, 1, 1]", style=solid]; -"5 MatMul_0" -> "4 MatMul" [label="[1, 3, 1, 4]", style=solid]; -"6 Add_15" -> "7 Result" [label="[1, 3, 4, 1]", style=solid]; -"8 weights_1" -> "3 MatMul_1" [label="[1, 4]", style=solid]; -"8 weights_1" -> "13 MatMul_const" [label="[1, 4]", style=solid]; -"9 Constant_5" -> "2 Conv_backprop" [label="[2]", style=dashed]; -"10 Constant_4" -> "2 Conv_backprop" [label="[3, 3, 1, 1]", style=solid]; -"11 Constant_2" -> "1 Conv" [label="[3, 3, 1, 1]", style=solid]; -"12 weights_0" -> "5 MatMul_0" [label="[1, 1]", style=solid]; -"12 weights_0" -> "13 MatMul_const" [label="[1, 1]", style=solid]; -"13 MatMul_const" -> "6 Add_15" [label="[4, 1]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/exctracted_ConvModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/exctracted_ConvModel.dot deleted file mode 100644 index fc05c2e496a..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/exctracted_ConvModel.dot +++ /dev/null @@ -1,9 +0,0 @@ -strict digraph { -"0 Parameter_Conv" [id=0, type=Parameter]; -"1 Conv" [id=1, type=Convolution]; -"2 Result_Conv.0" [id=2, type=Result]; -"3 Constant_58" [id=3, type=Constant]; -"0 Parameter_Conv" -> "1 Conv" [label="[1, 3, 4, 2]", style=solid]; -"1 Conv" -> "2 Result_Conv.0" [label="[1, 3, 4, 2]", style=solid]; -"3 Constant_58" -> "1 Conv" [label="[3, 3, 1, 1]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/exctracted_QuantizedModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/exctracted_QuantizedModel.dot deleted file mode 100644 index cb59d32c930..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/exctracted_QuantizedModel.dot +++ /dev/null @@ -1,81 +0,0 @@ -strict digraph { -"0 Parameter_Relu_1" [id=0, type=Parameter]; -"1 Parameter_Transpose" [id=1, type=Parameter]; -"2 Relu_1" [id=2, type=Relu]; -"3 Transpose" [id=3, type=Transpose]; -"4 Concat_1/fq_input_0" [id=4, type=FakeQuantize]; -"5 Concat_1" [id=5, type=Concat]; -"6 Add_2" [id=6, type=Add]; -"7 Conv_2" [id=7, type=Convolution]; -"8 Result_Add_2.0" [id=8, type=Result]; -"9 Relu_2" [id=9, type=Relu]; -"10 Conv_3/fq_input_0" [id=10, type=FakeQuantize]; -"11 Conv_3" [id=11, type=Convolution]; -"12 Result_Conv_3.0" [id=12, type=Result]; -"13 Add_2/fq_weights_0" [id=13, type=FakeQuantize]; -"14 Constant_128" [id=14, type=Constant]; -"15 Constant_127" [id=15, type=Constant]; -"16 Constant_126" [id=16, type=Constant]; -"17 Constant_125" [id=17, type=Constant]; -"18 Constant_124" [id=18, type=Constant]; -"19 Constant_96" [id=19, type=Constant]; -"20 Constant_101" [id=20, type=Constant]; -"21 Constant_100" [id=21, type=Constant]; -"22 Constant_99" [id=22, type=Constant]; -"23 Constant_98" [id=23, type=Constant]; -"24 Conv_3/fq_weights_0" [id=24, type=FakeQuantize]; -"25 Constant_121" [id=25, type=Constant]; -"26 Constant_120" [id=26, type=Constant]; -"27 Constant_119" [id=27, type=Constant]; -"28 Constant_118" [id=28, type=Constant]; -"29 Constant_117" [id=29, type=Constant]; -"30 Constant_115" [id=30, type=Constant]; -"31 Constant_114" [id=31, type=Constant]; -"32 Constant_113" [id=32, type=Constant]; -"33 Constant_112" [id=33, type=Constant]; -"34 Conv_2/fq_weights_0" [id=34, type=FakeQuantize]; -"35 Constant_108" [id=35, type=Constant]; -"36 Constant_107" [id=36, type=Constant]; -"37 Constant_106" [id=37, type=Constant]; -"38 Constant_105" [id=38, type=Constant]; -"39 Constant_104" [id=39, type=Constant]; -"0 Parameter_Relu_1" -> "2 Relu_1" [label="[1, 3, 14, 28]", style=solid]; -"1 Parameter_Transpose" -> "3 Transpose" [label="[1, 3, 28, 14]", style=solid]; -"2 Relu_1" -> "4 Concat_1/fq_input_0" [label="[1, 3, 14, 28]", style=solid]; -"3 Transpose" -> "5 Concat_1" [label="[1, 3, 14, 28]", style=solid]; -"4 Concat_1/fq_input_0" -> "5 Concat_1" [label="[1, 3, 14, 28]", style=solid]; -"5 Concat_1" -> "6 Add_2" [label="[1, 6, 14, 28]", style=solid]; -"5 Concat_1" -> "7 Conv_2" [label="[1, 6, 14, 28]", style=solid]; -"6 Add_2" -> "8 Result_Add_2.0" [label="[1, 6, 14, 28]", style=solid]; -"7 Conv_2" -> "9 Relu_2" [label="[1, 12, 14, 28]", style=solid]; -"9 Relu_2" -> "10 Conv_3/fq_input_0" [label="[1, 12, 14, 28]", style=solid]; -"10 Conv_3/fq_input_0" -> "11 Conv_3" [label="[1, 12, 14, 28]", style=solid]; -"11 Conv_3" -> "12 Result_Conv_3.0" [label="[1, 6, 14, 28]", style=solid]; -"13 Add_2/fq_weights_0" -> "6 Add_2" [label="[1, 6, 1, 1]", style=solid]; -"14 Constant_128" -> "13 Add_2/fq_weights_0" [label="[]", style=solid]; -"15 Constant_127" -> "13 Add_2/fq_weights_0" [label="[]", style=solid]; -"16 Constant_126" -> "13 Add_2/fq_weights_0" [label="[]", style=solid]; -"17 Constant_125" -> "13 Add_2/fq_weights_0" [label="[]", style=solid]; -"18 Constant_124" -> "13 Add_2/fq_weights_0" [label="[1, 6, 1, 1]", style=solid]; -"19 Constant_96" -> "3 Transpose" [label="[4]", style=dashed]; -"20 Constant_101" -> "4 Concat_1/fq_input_0" [label="[]", style=solid]; -"21 Constant_100" -> "4 Concat_1/fq_input_0" [label="[]", style=solid]; -"22 Constant_99" -> "4 Concat_1/fq_input_0" [label="[]", style=solid]; -"23 Constant_98" -> "4 Concat_1/fq_input_0" [label="[]", style=solid]; -"24 Conv_3/fq_weights_0" -> "11 Conv_3" [label="[6, 12, 1, 1]", style=solid]; -"25 Constant_121" -> "24 Conv_3/fq_weights_0" [label="[]", style=solid]; -"26 Constant_120" -> "24 Conv_3/fq_weights_0" [label="[]", style=solid]; -"27 Constant_119" -> "24 Conv_3/fq_weights_0" [label="[]", style=solid]; -"28 Constant_118" -> "24 Conv_3/fq_weights_0" [label="[]", style=solid]; -"29 Constant_117" -> "24 Conv_3/fq_weights_0" [label="[6, 12, 1, 1]", style=solid]; -"30 Constant_115" -> "10 Conv_3/fq_input_0" [label="[]", style=solid]; -"31 Constant_114" -> "10 Conv_3/fq_input_0" [label="[]", style=solid]; -"32 Constant_113" -> "10 Conv_3/fq_input_0" [label="[]", style=solid]; -"33 Constant_112" -> "10 Conv_3/fq_input_0" [label="[]", style=solid]; -"34 Conv_2/fq_weights_0" -> "7 Conv_2" [label="[12, 6, 1, 1]", style=solid]; -"35 Constant_108" -> "34 Conv_2/fq_weights_0" [label="[]", style=solid]; -"36 Constant_107" -> "34 Conv_2/fq_weights_0" [label="[]", style=solid]; -"37 Constant_106" -> "34 Conv_2/fq_weights_0" [label="[]", style=solid]; -"38 Constant_105" -> "34 Conv_2/fq_weights_0" [label="[]", style=solid]; -"39 Constant_104" -> "34 Conv_2/fq_weights_0" [label="[12, 6, 1, 1]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/googlenet-v3-pytorch.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/googlenet-v3-pytorch.dot deleted file mode 100644 index 508b31bcc30..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/googlenet-v3-pytorch.dot +++ /dev/null @@ -1,1052 +0,0 @@ -strict digraph { -"0 data" [id=0, type=Parameter]; -"1 Multiply_4031" [id=1, type=Multiply]; -"2 Divide_1751" [id=2, type=Add]; -"3 /Conv2d_1a_3x3/conv/Conv/WithoutBiases" [id=3, type=Convolution]; -"4 /Conv2d_1a_3x3/conv/Conv" [id=4, type=Add]; -"5 /Conv2d_1a_3x3/Relu" [id=5, type=Relu]; -"6 /Conv2d_2a_3x3/conv/Conv/WithoutBiases" [id=6, type=Convolution]; -"7 /Conv2d_2a_3x3/conv/Conv" [id=7, type=Add]; -"8 /Conv2d_2a_3x3/Relu" [id=8, type=Relu]; -"9 /Conv2d_2b_3x3/conv/Conv/WithoutBiases" [id=9, type=Convolution]; -"10 /Conv2d_2b_3x3/conv/Conv" [id=10, type=Add]; -"11 /Conv2d_2b_3x3/Relu" [id=11, type=Relu]; -"12 /maxpool1/MaxPool" [id=12, type=MaxPool]; -"13 /Conv2d_3b_1x1/conv/Conv/WithoutBiases" [id=13, type=Convolution]; -"14 /Conv2d_3b_1x1/conv/Conv" [id=14, type=Add]; -"15 /Conv2d_3b_1x1/Relu" [id=15, type=Relu]; -"16 /Conv2d_4a_3x3/conv/Conv/WithoutBiases" [id=16, type=Convolution]; -"17 /Conv2d_4a_3x3/conv/Conv" [id=17, type=Add]; -"18 /Conv2d_4a_3x3/Relu" [id=18, type=Relu]; -"19 /maxpool2/MaxPool" [id=19, type=MaxPool]; -"20 /Mixed_5b/AveragePool" [id=20, type=AvgPool]; -"21 /Mixed_5b/branch1x1/conv/Conv/WithoutBiases" [id=21, type=Convolution]; -"22 /Mixed_5b/branch3x3dbl_1/conv/Conv/WithoutBiases" [id=22, type=Convolution]; -"23 /Mixed_5b/branch5x5_1/conv/Conv/WithoutBiases" [id=23, type=Convolution]; -"24 /Mixed_5b/branch_pool/conv/Conv/WithoutBiases" [id=24, type=Convolution]; -"25 /Mixed_5b/branch1x1/conv/Conv" [id=25, type=Add]; -"26 /Mixed_5b/branch3x3dbl_1/conv/Conv" [id=26, type=Add]; -"27 /Mixed_5b/branch5x5_1/conv/Conv" [id=27, type=Add]; -"28 /Mixed_5b/branch_pool/conv/Conv" [id=28, type=Add]; -"29 /Mixed_5b/branch1x1/Relu" [id=29, type=Relu]; -"30 /Mixed_5b/branch3x3dbl_1/Relu" [id=30, type=Relu]; -"31 /Mixed_5b/branch5x5_1/Relu" [id=31, type=Relu]; -"32 /Mixed_5b/branch_pool/Relu" [id=32, type=Relu]; -"33 /Mixed_5b/Concat" [id=33, type=Concat]; -"34 /Mixed_5b/branch3x3dbl_2/conv/Conv/WithoutBiases" [id=34, type=Convolution]; -"35 /Mixed_5b/branch5x5_2/conv/Conv/WithoutBiases" [id=35, type=Convolution]; -"36 /Mixed_5c/AveragePool" [id=36, type=AvgPool]; -"37 /Mixed_5c/branch1x1/conv/Conv/WithoutBiases" [id=37, type=Convolution]; -"38 /Mixed_5c/branch3x3dbl_1/conv/Conv/WithoutBiases" [id=38, type=Convolution]; -"39 /Mixed_5c/branch5x5_1/conv/Conv/WithoutBiases" [id=39, type=Convolution]; -"40 /Mixed_5b/branch3x3dbl_2/conv/Conv" [id=40, type=Add]; -"41 /Mixed_5b/branch5x5_2/conv/Conv" [id=41, type=Add]; -"42 /Mixed_5c/branch_pool/conv/Conv/WithoutBiases" [id=42, type=Convolution]; -"43 /Mixed_5c/branch1x1/conv/Conv" [id=43, type=Add]; -"44 /Mixed_5c/branch3x3dbl_1/conv/Conv" [id=44, type=Add]; -"45 /Mixed_5c/branch5x5_1/conv/Conv" [id=45, type=Add]; -"46 /Mixed_5b/branch3x3dbl_2/Relu" [id=46, type=Relu]; -"47 /Mixed_5b/branch5x5_2/Relu" [id=47, type=Relu]; -"48 /Mixed_5c/branch_pool/conv/Conv" [id=48, type=Add]; -"49 /Mixed_5c/branch1x1/Relu" [id=49, type=Relu]; -"50 /Mixed_5c/branch3x3dbl_1/Relu" [id=50, type=Relu]; -"51 /Mixed_5c/branch5x5_1/Relu" [id=51, type=Relu]; -"52 /Mixed_5b/branch3x3dbl_3/conv/Conv/WithoutBiases" [id=52, type=Convolution]; -"53 /Mixed_5c/branch_pool/Relu" [id=53, type=Relu]; -"54 /Mixed_5c/Concat" [id=54, type=Concat]; -"55 /Mixed_5c/branch3x3dbl_2/conv/Conv/WithoutBiases" [id=55, type=Convolution]; -"56 /Mixed_5c/branch5x5_2/conv/Conv/WithoutBiases" [id=56, type=Convolution]; -"57 /Mixed_5b/branch3x3dbl_3/conv/Conv" [id=57, type=Add]; -"58 /Mixed_5d/AveragePool" [id=58, type=AvgPool]; -"59 /Mixed_5d/branch1x1/conv/Conv/WithoutBiases" [id=59, type=Convolution]; -"60 /Mixed_5d/branch3x3dbl_1/conv/Conv/WithoutBiases" [id=60, type=Convolution]; -"61 /Mixed_5d/branch5x5_1/conv/Conv/WithoutBiases" [id=61, type=Convolution]; -"62 /Mixed_5c/branch3x3dbl_2/conv/Conv" [id=62, type=Add]; -"63 /Mixed_5c/branch5x5_2/conv/Conv" [id=63, type=Add]; -"64 /Mixed_5b/branch3x3dbl_3/Relu" [id=64, type=Relu]; -"65 /Mixed_5d/branch_pool/conv/Conv/WithoutBiases" [id=65, type=Convolution]; -"66 /Mixed_5d/branch1x1/conv/Conv" [id=66, type=Add]; -"67 /Mixed_5d/branch3x3dbl_1/conv/Conv" [id=67, type=Add]; -"68 /Mixed_5d/branch5x5_1/conv/Conv" [id=68, type=Add]; -"69 /Mixed_5c/branch3x3dbl_2/Relu" [id=69, type=Relu]; -"70 /Mixed_5c/branch5x5_2/Relu" [id=70, type=Relu]; -"71 /Mixed_5d/branch_pool/conv/Conv" [id=71, type=Add]; -"72 /Mixed_5d/branch1x1/Relu" [id=72, type=Relu]; -"73 /Mixed_5d/branch3x3dbl_1/Relu" [id=73, type=Relu]; -"74 /Mixed_5d/branch5x5_1/Relu" [id=74, type=Relu]; -"75 /Mixed_5c/branch3x3dbl_3/conv/Conv/WithoutBiases" [id=75, type=Convolution]; -"76 /Mixed_5d/branch_pool/Relu" [id=76, type=Relu]; -"77 /Mixed_5d/Concat" [id=77, type=Concat]; -"78 /Mixed_5d/branch3x3dbl_2/conv/Conv/WithoutBiases" [id=78, type=Convolution]; -"79 /Mixed_5d/branch5x5_2/conv/Conv/WithoutBiases" [id=79, type=Convolution]; -"80 /Mixed_5c/branch3x3dbl_3/conv/Conv" [id=80, type=Add]; -"81 /Mixed_6a/MaxPool" [id=81, type=MaxPool]; -"82 /Mixed_6a/branch3x3/conv/Conv/WithoutBiases" [id=82, type=Convolution]; -"83 /Mixed_6a/branch3x3dbl_1/conv/Conv/WithoutBiases" [id=83, type=Convolution]; -"84 /Mixed_5d/branch3x3dbl_2/conv/Conv" [id=84, type=Add]; -"85 /Mixed_5d/branch5x5_2/conv/Conv" [id=85, type=Add]; -"86 /Mixed_5c/branch3x3dbl_3/Relu" [id=86, type=Relu]; -"87 /Mixed_6a/Concat" [id=87, type=Concat]; -"88 /Mixed_6a/branch3x3/conv/Conv" [id=88, type=Add]; -"89 /Mixed_6a/branch3x3dbl_1/conv/Conv" [id=89, type=Add]; -"90 /Mixed_5d/branch3x3dbl_2/Relu" [id=90, type=Relu]; -"91 /Mixed_5d/branch5x5_2/Relu" [id=91, type=Relu]; -"92 /Mixed_6b/AveragePool" [id=92, type=AvgPool]; -"93 /Mixed_6b/branch1x1/conv/Conv/WithoutBiases" [id=93, type=Convolution]; -"94 /Mixed_6b/branch7x7_1/conv/Conv/WithoutBiases" [id=94, type=Convolution]; -"95 /Mixed_6b/branch7x7dbl_1/conv/Conv/WithoutBiases" [id=95, type=Convolution]; -"96 /Mixed_6a/branch3x3/Relu" [id=96, type=Relu]; -"97 /Mixed_6a/branch3x3dbl_1/Relu" [id=97, type=Relu]; -"98 /Mixed_5d/branch3x3dbl_3/conv/Conv/WithoutBiases" [id=98, type=Convolution]; -"99 /Mixed_6b/branch_pool/conv/Conv/WithoutBiases" [id=99, type=Convolution]; -"100 /Mixed_6b/branch1x1/conv/Conv" [id=100, type=Add]; -"101 /Mixed_6b/branch7x7_1/conv/Conv" [id=101, type=Add]; -"102 /Mixed_6b/branch7x7dbl_1/conv/Conv" [id=102, type=Add]; -"103 /Mixed_6a/branch3x3dbl_2/conv/Conv/WithoutBiases" [id=103, type=Convolution]; -"104 /Mixed_5d/branch3x3dbl_3/conv/Conv" [id=104, type=Add]; -"105 /Mixed_6b/branch_pool/conv/Conv" [id=105, type=Add]; -"106 /Mixed_6b/branch1x1/Relu" [id=106, type=Relu]; -"107 /Mixed_6b/branch7x7_1/Relu" [id=107, type=Relu]; -"108 /Mixed_6b/branch7x7dbl_1/Relu" [id=108, type=Relu]; -"109 /Mixed_6a/branch3x3dbl_2/conv/Conv" [id=109, type=Add]; -"110 /Mixed_5d/branch3x3dbl_3/Relu" [id=110, type=Relu]; -"111 /Mixed_6b/branch_pool/Relu" [id=111, type=Relu]; -"112 /Mixed_6b/Concat" [id=112, type=Concat]; -"113 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a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/mobilenet-v3-small-1.0-224-tf.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/mobilenet-v3-small-1.0-224-tf.dot deleted file mode 100644 index 195becdc1a1..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/mobilenet-v3-small-1.0-224-tf.dot +++ /dev/null @@ -1,628 +0,0 @@ -strict digraph { -"0 input_1" [id=0, type=Parameter]; -"1 Transpose_7780" [id=1, type=Transpose]; -"2 Transpose_7774" [id=2, type=Multiply]; -"3 Transpose_710" [id=3, type=Add]; -"4 Multiply_9167" [id=4, type=Convolution]; -"5 Transpose_5170" [id=5, type=Add]; -"6 Transpose_5188" [id=6, type=HSwish]; -"7 Multiply_9181" [id=7, type=GroupConvolution]; -"8 Transpose_5239" [id=8, type=Add]; -"9 Transpose_5241" [id=9, type=Relu]; -"10 Transpose_5245" [id=10, type=ReduceMean]; -"11 Transpose_5277" [id=11, type=Multiply]; -"12 Convolution_801" [id=12, type=Convolution]; -"13 Multiply_9195" [id=13, type=Convolution]; -"14 Transpose_5251" [id=14, type=Add]; -"15 Transpose_5301" [id=15, type=Add]; -"16 Transpose_5253" [id=16, type=Relu]; -"17 Multiply_9209" [id=17, type=Convolution]; -"18 Convolution_810" [id=18, type=Convolution]; -"19 Transpose_5325" [id=19, type=Add]; -"20 Transpose_5259" [id=20, type=Add]; -"21 Transpose_5327" [id=21, type=Relu]; -"22 Transpose_5273" [id=22, type=HSigmoid]; -"23 Multiply_9223" [id=23, type=GroupConvolution]; -"24 Transpose_5378" [id=24, type=Add]; -"25 Transpose_5380" [id=25, type=Relu]; -"26 Multiply_9237" [id=26, type=Convolution]; -"27 Transpose_5404" [id=27, type=Add]; -"28 Multiply_9251" [id=28, type=Convolution]; -"29 Transpose_5484" [id=29, type=Add]; -"30 Transpose_5428" [id=30, type=Add]; -"31 Multiply_9293" [id=31, type=Convolution]; -"32 Transpose_5430" [id=32, type=Relu]; -"33 Transpose_5508" [id=33, type=Add]; -"34 Multiply_9265" [id=34, type=GroupConvolution]; -"35 Transpose_5526" [id=35, type=HSwish]; -"36 Transpose_5454" [id=36, type=Add]; -"37 Multiply_9307" [id=37, type=GroupConvolution]; -"38 Transpose_5456" [id=38, type=Relu]; -"39 Transpose_5577" [id=39, type=Add]; -"40 Multiply_9279" [id=40, type=Convolution]; -"41 Transpose_5595" [id=41, type=HSwish]; -"42 Transpose_5480" [id=42, type=Add]; -"43 Transpose_5599" [id=43, type=ReduceMean]; -"44 Transpose_5631" [id=44, type=Multiply]; -"45 Convolution_1132" [id=45, type=Convolution]; -"46 Multiply_9321" [id=46, type=Convolution]; -"47 Transpose_5605" [id=47, type=Add]; -"48 Transpose_5655" [id=48, type=Add]; -"49 Transpose_5607" [id=49, type=Relu]; -"50 Multiply_9335" [id=50, type=Convolution]; -"51 Transpose_5803" [id=51, type=Add]; -"52 Convolution_1141" [id=52, type=Convolution]; -"53 Transpose_5679" [id=53, type=Add]; -"54 Multiply_9377" [id=54, type=Convolution]; -"55 Transpose_5951" [id=55, type=Add]; -"56 Transpose_5613" [id=56, type=Add]; -"57 Transpose_5697" [id=57, type=HSwish]; -"58 Transpose_5827" [id=58, type=Add]; -"59 Multiply_9419" [id=59, type=Convolution]; -"60 Transpose_5627" [id=60, type=HSigmoid]; -"61 Multiply_9349" [id=61, type=GroupConvolution]; -"62 Transpose_5845" [id=62, type=HSwish]; -"63 Transpose_5975" [id=63, type=Add]; -"64 Transpose_5721" [id=64, type=Add]; -"65 Multiply_9391" [id=65, type=GroupConvolution]; -"66 Transpose_5993" [id=66, type=HSwish]; -"67 Transpose_5739" [id=67, type=HSwish]; -"68 Transpose_5869" [id=68, type=Add]; -"69 Multiply_9433" [id=69, type=GroupConvolution]; -"70 Transpose_5743" [id=70, type=ReduceMean]; -"71 Transpose_5775" [id=71, type=Multiply]; -"72 Transpose_5887" [id=72, type=HSwish]; -"73 Transpose_6017" [id=73, type=Add]; -"74 Convolution_1242" [id=74, type=Convolution]; -"75 Multiply_9363" [id=75, type=Convolution]; -"76 Transpose_5891" [id=76, type=ReduceMean]; -"77 Transpose_5923" [id=77, type=Multiply]; -"78 Transpose_6035" [id=78, type=HSwish]; -"79 Transpose_5749" [id=79, type=Add]; -"80 Transpose_5799" [id=80, type=Add]; -"81 Convolution_1353" [id=81, type=Convolution]; -"82 Multiply_9405" [id=82, type=Convolution]; -"83 Transpose_6039" [id=83, type=ReduceMean]; -"84 Transpose_6071" [id=84, type=Multiply]; -"85 Transpose_5751" [id=85, type=Relu]; -"86 Transpose_5897" [id=86, type=Add]; -"87 Transpose_5947" [id=87, type=Add]; -"88 Convolution_1464" [id=88, type=Convolution]; -"89 Multiply_9447" [id=89, type=Convolution]; -"90 Convolution_1251" [id=90, type=Convolution]; -"91 Transpose_5899" [id=91, type=Relu]; -"92 Transpose_6045" [id=92, type=Add]; -"93 Transpose_6095" [id=93, type=Add]; -"94 Transpose_5757" [id=94, type=Add]; -"95 Convolution_1362" [id=95, type=Convolution]; -"96 Transpose_6047" [id=96, type=Relu]; -"97 Multiply_9461" [id=97, type=Convolution]; -"98 Transpose_6243" [id=98, type=Add]; -"99 Transpose_5771" [id=99, type=HSigmoid]; -"100 Transpose_5905" [id=100, type=Add]; -"101 Convolution_1473" [id=101, type=Convolution]; -"102 Transpose_6119" [id=102, type=Add]; -"103 Multiply_9503" [id=103, type=Convolution]; -"104 Transpose_5919" [id=104, type=HSigmoid]; -"105 Transpose_6053" [id=105, type=Add]; -"106 Transpose_6137" [id=106, type=HSwish]; -"107 Transpose_6267" [id=107, type=Add]; -"108 Transpose_6067" [id=108, type=HSigmoid]; -"109 Multiply_9475" [id=109, type=GroupConvolution]; -"110 Transpose_6285" [id=110, type=HSwish]; -"111 Transpose_6161" [id=111, type=Add]; -"112 Multiply_9517" [id=112, type=GroupConvolution]; -"113 Transpose_6179" [id=113, type=HSwish]; -"114 Transpose_6336" [id=114, type=Add]; -"115 Transpose_6183" [id=115, type=ReduceMean]; -"116 Transpose_6215" [id=116, type=Multiply]; -"117 Transpose_6354" [id=117, type=HSwish]; -"118 Convolution_1574" [id=118, type=Convolution]; -"119 Multiply_9489" [id=119, type=Convolution]; -"120 Transpose_6358" [id=120, type=ReduceMean]; -"121 Transpose_6390" [id=121, type=Multiply]; -"122 Transpose_6189" [id=122, type=Add]; -"123 Transpose_6239" [id=123, type=Add]; -"124 Convolution_1713" [id=124, type=Convolution]; -"125 Multiply_9531" [id=125, type=Convolution]; -"126 Transpose_6191" [id=126, type=Relu]; -"127 Transpose_6364" [id=127, type=Add]; -"128 Transpose_6414" [id=128, type=Add]; -"129 Convolution_1583" [id=129, type=Convolution]; -"130 Transpose_6366" [id=130, type=Relu]; -"131 Multiply_9545" [id=131, type=Convolution]; -"132 Transpose_6562" [id=132, type=Add]; -"133 Transpose_6197" [id=133, type=Add]; -"134 Convolution_1722" [id=134, type=Convolution]; -"135 Transpose_6438" [id=135, type=Add]; -"136 Multiply_9587" [id=136, type=Convolution]; -"137 Transpose_6710" [id=137, type=Add]; -"138 Transpose_6211" [id=138, type=HSigmoid]; -"139 Transpose_6372" [id=139, type=Add]; -"140 Transpose_6456" [id=140, type=HSwish]; -"141 Transpose_6586" [id=141, type=Add]; -"142 Multiply_9629" [id=142, type=Convolution]; -"143 Transpose_6386" [id=143, type=HSigmoid]; -"144 Multiply_9559" [id=144, type=GroupConvolution]; -"145 Transpose_6604" [id=145, type=HSwish]; -"146 Transpose_6734" [id=146, type=Add]; -"147 Transpose_6480" [id=147, type=Add]; -"148 Multiply_9601" [id=148, type=GroupConvolution]; -"149 Transpose_6752" [id=149, type=HSwish]; -"150 Transpose_6498" [id=150, type=HSwish]; -"151 Transpose_6628" [id=151, type=Add]; -"152 Transpose_6756" [id=152, type=ReduceMean]; -"153 Transpose_6502" [id=153, type=ReduceMean]; -"154 Transpose_6534" [id=154, type=Multiply]; -"155 Transpose_6646" [id=155, type=HSwish]; -"156 Convolution_2013" [id=156, type=Convolution]; -"157 Convolution_1823" [id=157, type=Convolution]; -"158 Multiply_9573" [id=158, type=Convolution]; -"159 Transpose_6650" [id=159, type=ReduceMean]; -"160 Transpose_6682" [id=160, type=Multiply]; -"161 Transpose_6762" [id=161, type=Add]; -"162 Transpose_6508" [id=162, type=Add]; -"163 Transpose_6558" [id=163, type=Add]; -"164 Convolution_1934" [id=164, type=Convolution]; -"165 Multiply_9615" [id=165, type=Convolution]; -"166 Transpose_6780" [id=166, type=HSwish]; -"167 Transpose_6510" [id=167, type=Relu]; -"168 Transpose_6656" [id=168, type=Add]; -"169 Transpose_6706" [id=169, type=Add]; -"170 Convolution_2025" [id=170, type=Convolution]; -"171 Convolution_1832" [id=171, type=Convolution]; -"172 Transpose_6658" [id=172, type=Relu]; -"173 Transpose_6786" [id=173, type=Add]; -"174 Transpose_6516" [id=174, type=Add]; -"175 Convolution_1943" [id=175, type=Convolution]; -"176 MobilenetV3small/Logits/BiasAdd" [id=176, type=Reshape]; -"177 Transpose_6530" [id=177, type=HSigmoid]; -"178 Transpose_6664" [id=178, type=Add]; -"179 MobilenetV3small/flatten/Reshape" [id=179, type=Reshape]; -"180 Transpose_6678" [id=180, type=HSigmoid]; -"181 MobilenetV3small/Predictions/Softmax" [id=181, type=Softmax]; -"182 Predictions" [id=182, type=Result]; -"183 MobilenetV3small/flatten/Const" [id=183, type=Constant]; -"184 Constant_8887" [id=184, type=Constant]; -"185 Transpose_6784" [id=185, type=Constant]; -"186 Transpose_2024" [id=186, type=Constant]; -"187 Transpose_6760" [id=187, type=Constant]; -"188 Transpose_2012" [id=188, type=Constant]; -"189 Constant_6754" [id=189, type=Constant]; -"190 Constant_9637" [id=190, type=Constant]; -"191 Multiply_9830" [id=191, type=Constant]; -"192 Constant_9623" [id=192, type=Constant]; -"193 Multiply_9824" [id=193, type=Constant]; -"194 Transpose_6662" [id=194, type=Constant]; -"195 Transpose_1942" [id=195, type=Constant]; -"196 Transpose_6654" [id=196, type=Constant]; -"197 Transpose_1933" [id=197, type=Constant]; -"198 Constant_6648" [id=198, type=Constant]; -"199 Constant_9609" [id=199, type=Constant]; -"200 Multiply_9819" [id=200, type=Constant]; -"201 Constant_9595" [id=201, type=Constant]; -"202 Multiply_9813" [id=202, type=Constant]; -"203 Constant_9581" [id=203, type=Constant]; -"204 Multiply_9807" [id=204, type=Constant]; -"205 Transpose_6514" [id=205, type=Constant]; -"206 Transpose_1831" [id=206, type=Constant]; -"207 Transpose_6506" [id=207, type=Constant]; -"208 Transpose_1822" [id=208, type=Constant]; -"209 Constant_6500" [id=209, type=Constant]; -"210 Constant_9567" [id=210, type=Constant]; -"211 Multiply_9802" [id=211, type=Constant]; -"212 Constant_9553" [id=212, type=Constant]; -"213 Multiply_9796" [id=213, type=Constant]; -"214 Constant_9539" [id=214, type=Constant]; -"215 Multiply_9790" [id=215, type=Constant]; -"216 Transpose_6370" [id=216, type=Constant]; -"217 Transpose_1721" [id=217, type=Constant]; -"218 Transpose_6362" [id=218, type=Constant]; -"219 Transpose_1712" [id=219, type=Constant]; -"220 Constant_6356" [id=220, type=Constant]; -"221 Constant_9525" [id=221, type=Constant]; -"222 Multiply_9785" [id=222, type=Constant]; -"223 Constant_9511" [id=223, type=Constant]; -"224 Multiply_9779" [id=224, type=Constant]; -"225 Constant_9497" [id=225, type=Constant]; -"226 Multiply_9773" [id=226, type=Constant]; -"227 Transpose_6195" [id=227, type=Constant]; -"228 Transpose_1582" [id=228, type=Constant]; -"229 Transpose_6187" [id=229, type=Constant]; -"230 Transpose_1573" [id=230, type=Constant]; -"231 Constant_6181" [id=231, type=Constant]; -"232 Constant_9483" [id=232, type=Constant]; -"233 Multiply_9768" [id=233, type=Constant]; -"234 Constant_9469" [id=234, type=Constant]; -"235 Multiply_9762" [id=235, type=Constant]; -"236 Constant_9455" [id=236, type=Constant]; -"237 Multiply_9756" [id=237, type=Constant]; -"238 Transpose_6051" [id=238, type=Constant]; -"239 Transpose_1472" [id=239, type=Constant]; -"240 Transpose_6043" [id=240, type=Constant]; -"241 Transpose_1463" [id=241, type=Constant]; -"242 Constant_6037" [id=242, type=Constant]; -"243 Constant_9441" [id=243, type=Constant]; -"244 Multiply_9751" [id=244, type=Constant]; -"245 Constant_9427" [id=245, type=Constant]; -"246 Multiply_9745" [id=246, type=Constant]; -"247 Constant_9413" [id=247, type=Constant]; -"248 Multiply_9739" [id=248, type=Constant]; -"249 Transpose_5903" [id=249, type=Constant]; -"250 Transpose_1361" [id=250, type=Constant]; -"251 Transpose_5895" [id=251, type=Constant]; -"252 Transpose_1352" [id=252, type=Constant]; -"253 Constant_5889" [id=253, type=Constant]; -"254 Constant_9399" [id=254, type=Constant]; -"255 Multiply_9734" [id=255, type=Constant]; -"256 Constant_9385" [id=256, type=Constant]; -"257 Multiply_9728" [id=257, type=Constant]; -"258 Constant_9371" [id=258, type=Constant]; -"259 Multiply_9722" [id=259, type=Constant]; -"260 Transpose_5755" [id=260, type=Constant]; -"261 Transpose_1250" [id=261, type=Constant]; -"262 Transpose_5747" [id=262, type=Constant]; -"263 Transpose_1241" [id=263, type=Constant]; -"264 Constant_5741" [id=264, type=Constant]; -"265 Constant_9357" [id=265, type=Constant]; -"266 Multiply_9717" [id=266, type=Constant]; -"267 Constant_9343" [id=267, type=Constant]; -"268 Multiply_9711" [id=268, type=Constant]; -"269 Constant_9329" [id=269, type=Constant]; -"270 Multiply_9705" [id=270, type=Constant]; -"271 Transpose_5611" [id=271, type=Constant]; -"272 Transpose_1140" [id=272, type=Constant]; -"273 Transpose_5603" [id=273, type=Constant]; -"274 Transpose_1131" [id=274, type=Constant]; -"275 Constant_5597" [id=275, type=Constant]; -"276 Constant_9315" [id=276, type=Constant]; -"277 Multiply_9700" [id=277, type=Constant]; -"278 Constant_9301" [id=278, type=Constant]; -"279 Multiply_9694" [id=279, type=Constant]; -"280 Constant_9287" [id=280, type=Constant]; -"281 Multiply_9688" [id=281, type=Constant]; -"282 Constant_9273" [id=282, type=Constant]; -"283 Multiply_9683" [id=283, type=Constant]; -"284 Constant_9259" [id=284, type=Constant]; -"285 Multiply_9677" [id=285, type=Constant]; -"286 Constant_9245" [id=286, type=Constant]; -"287 Multiply_9671" [id=287, type=Constant]; -"288 Constant_9231" [id=288, type=Constant]; -"289 Multiply_9666" [id=289, type=Constant]; -"290 Constant_9217" [id=290, type=Constant]; -"291 Multiply_9660" [id=291, type=Constant]; -"292 Constant_9203" [id=292, type=Constant]; -"293 Multiply_9654" [id=293, type=Constant]; -"294 Transpose_5257" [id=294, type=Constant]; -"295 Transpose_809" [id=295, type=Constant]; -"296 Transpose_5249" [id=296, type=Constant]; -"297 Transpose_800" [id=297, type=Constant]; -"298 Constant_5243" [id=298, type=Constant]; -"299 Constant_9189" [id=299, type=Constant]; -"300 Multiply_9649" [id=300, type=Constant]; -"301 Constant_9175" [id=301, type=Constant]; -"302 Gather_10068" [id=302, type=Constant]; -"303 Unsqueeze_7776" [id=303, type=Constant]; -"304 Unsqueeze_7782" [id=304, type=Constant]; -"305 Constant_7779" [id=305, type=Constant]; -"0 input_1" -> "1 Transpose_7780" [label="[1, 224, 224, 3]", style=solid]; -"1 Transpose_7780" -> "2 Transpose_7774" [label="[1, 3, 224, 224]", style=solid]; -"2 Transpose_7774" -> "3 Transpose_710" [label="[1, 3, 224, 224]", style=solid]; -"3 Transpose_710" -> "4 Multiply_9167" [label="[1, 3, 224, 224]", style=solid]; -"4 Multiply_9167" -> "5 Transpose_5170" [label="[1, 16, 112, 112]", style=solid]; -"5 Transpose_5170" -> "6 Transpose_5188" [label="[1, 16, 112, 112]", style=solid]; -"6 Transpose_5188" -> "7 Multiply_9181" [label="[1, 16, 112, 112]", style=solid]; -"7 Multiply_9181" -> "8 Transpose_5239" [label="[1, 16, 56, 56]", style=solid]; -"8 Transpose_5239" -> "9 Transpose_5241" [label="[1, 16, 56, 56]", style=solid]; -"9 Transpose_5241" -> "10 Transpose_5245" [label="[1, 16, 56, 56]", style=solid]; -"9 Transpose_5241" -> "11 Transpose_5277" [label="[1, 16, 56, 56]", style=solid]; -"10 Transpose_5245" -> "12 Convolution_801" [label="[1, 16, 1, 1]", style=solid]; -"11 Transpose_5277" -> "13 Multiply_9195" [label="[1, 16, 56, 56]", style=solid]; -"12 Convolution_801" -> "14 Transpose_5251" [label="[1, 8, 1, 1]", style=solid]; -"13 Multiply_9195" -> "15 Transpose_5301" [label="[1, 16, 56, 56]", style=solid]; -"14 Transpose_5251" -> "16 Transpose_5253" [label="[1, 8, 1, 1]", style=solid]; -"15 Transpose_5301" -> "17 Multiply_9209" [label="[1, 16, 56, 56]", style=solid]; -"16 Transpose_5253" -> "18 Convolution_810" [label="[1, 8, 1, 1]", style=solid]; -"17 Multiply_9209" -> "19 Transpose_5325" [label="[1, 72, 56, 56]", style=solid]; -"18 Convolution_810" -> "20 Transpose_5259" [label="[1, 16, 1, 1]", style=solid]; -"19 Transpose_5325" -> "21 Transpose_5327" [label="[1, 72, 56, 56]", style=solid]; -"20 Transpose_5259" -> "22 Transpose_5273" [label="[1, 16, 1, 1]", style=solid]; -"21 Transpose_5327" -> "23 Multiply_9223" [label="[1, 72, 56, 56]", style=solid]; -"22 Transpose_5273" -> "11 Transpose_5277" [label="[1, 16, 1, 1]", style=solid]; -"23 Multiply_9223" -> "24 Transpose_5378" [label="[1, 72, 28, 28]", style=solid]; -"24 Transpose_5378" -> "25 Transpose_5380" [label="[1, 72, 28, 28]", style=solid]; -"25 Transpose_5380" -> "26 Multiply_9237" [label="[1, 72, 28, 28]", style=solid]; -"26 Multiply_9237" -> "27 Transpose_5404" [label="[1, 24, 28, 28]", style=solid]; -"27 Transpose_5404" -> "28 Multiply_9251" [label="[1, 24, 28, 28]", style=solid]; -"27 Transpose_5404" -> "29 Transpose_5484" [label="[1, 24, 28, 28]", style=solid]; -"28 Multiply_9251" -> "30 Transpose_5428" [label="[1, 88, 28, 28]", style=solid]; -"29 Transpose_5484" -> "31 Multiply_9293" [label="[1, 24, 28, 28]", style=solid]; -"30 Transpose_5428" -> "32 Transpose_5430" [label="[1, 88, 28, 28]", style=solid]; -"31 Multiply_9293" -> "33 Transpose_5508" [label="[1, 96, 28, 28]", style=solid]; -"32 Transpose_5430" -> "34 Multiply_9265" [label="[1, 88, 28, 28]", style=solid]; -"33 Transpose_5508" -> "35 Transpose_5526" [label="[1, 96, 28, 28]", style=solid]; -"34 Multiply_9265" -> "36 Transpose_5454" [label="[1, 88, 28, 28]", style=solid]; -"35 Transpose_5526" -> "37 Multiply_9307" [label="[1, 96, 28, 28]", style=solid]; -"36 Transpose_5454" -> "38 Transpose_5456" [label="[1, 88, 28, 28]", style=solid]; -"37 Multiply_9307" -> "39 Transpose_5577" [label="[1, 96, 14, 14]", style=solid]; -"38 Transpose_5456" -> "40 Multiply_9279" [label="[1, 88, 28, 28]", style=solid]; -"39 Transpose_5577" -> "41 Transpose_5595" [label="[1, 96, 14, 14]", style=solid]; -"40 Multiply_9279" -> "42 Transpose_5480" [label="[1, 24, 28, 28]", style=solid]; -"41 Transpose_5595" -> "43 Transpose_5599" [label="[1, 96, 14, 14]", style=solid]; -"41 Transpose_5595" -> "44 Transpose_5631" [label="[1, 96, 14, 14]", style=solid]; -"42 Transpose_5480" -> "29 Transpose_5484" [label="[1, 24, 28, 28]", style=solid]; -"43 Transpose_5599" -> "45 Convolution_1132" [label="[1, 96, 1, 1]", style=solid]; -"44 Transpose_5631" -> "46 Multiply_9321" [label="[1, 96, 14, 14]", style=solid]; -"45 Convolution_1132" -> "47 Transpose_5605" [label="[1, 24, 1, 1]", style=solid]; -"46 Multiply_9321" -> "48 Transpose_5655" [label="[1, 40, 14, 14]", style=solid]; -"47 Transpose_5605" -> "49 Transpose_5607" [label="[1, 24, 1, 1]", style=solid]; -"48 Transpose_5655" -> "50 Multiply_9335" [label="[1, 40, 14, 14]", style=solid]; -"48 Transpose_5655" -> "51 Transpose_5803" [label="[1, 40, 14, 14]", style=solid]; -"49 Transpose_5607" -> "52 Convolution_1141" [label="[1, 24, 1, 1]", style=solid]; -"50 Multiply_9335" -> "53 Transpose_5679" [label="[1, 240, 14, 14]", style=solid]; -"51 Transpose_5803" -> "54 Multiply_9377" [label="[1, 40, 14, 14]", style=solid]; -"51 Transpose_5803" -> "55 Transpose_5951" [label="[1, 40, 14, 14]", style=solid]; -"52 Convolution_1141" -> "56 Transpose_5613" [label="[1, 96, 1, 1]", style=solid]; -"53 Transpose_5679" -> "57 Transpose_5697" [label="[1, 240, 14, 14]", style=solid]; -"54 Multiply_9377" -> "58 Transpose_5827" [label="[1, 240, 14, 14]", style=solid]; -"55 Transpose_5951" -> "59 Multiply_9419" [label="[1, 40, 14, 14]", style=solid]; -"56 Transpose_5613" -> "60 Transpose_5627" [label="[1, 96, 1, 1]", style=solid]; -"57 Transpose_5697" -> "61 Multiply_9349" [label="[1, 240, 14, 14]", style=solid]; -"58 Transpose_5827" -> "62 Transpose_5845" [label="[1, 240, 14, 14]", style=solid]; -"59 Multiply_9419" -> "63 Transpose_5975" [label="[1, 120, 14, 14]", style=solid]; -"60 Transpose_5627" -> "44 Transpose_5631" [label="[1, 96, 1, 1]", 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"105 Transpose_6053" [label="[1, 120, 1, 1]", style=solid]; -"239 Transpose_1472" -> "101 Convolution_1473" [label="[120, 32, 1, 1]", style=solid]; -"240 Transpose_6043" -> "92 Transpose_6045" [label="[1, 32, 1, 1]", style=solid]; -"241 Transpose_1463" -> "88 Convolution_1464" [label="[32, 120, 1, 1]", style=solid]; -"242 Constant_6037" -> "83 Transpose_6039" [label="[2]", style=dashed]; -"243 Constant_9441" -> "73 Transpose_6017" [label="[1, 120, 1, 1]", style=solid]; -"244 Multiply_9751" -> "69 Multiply_9433" [label="[120, 1, 1, 5, 5]", style=solid]; -"245 Constant_9427" -> "63 Transpose_5975" [label="[1, 120, 1, 1]", style=solid]; -"246 Multiply_9745" -> "59 Multiply_9419" [label="[120, 40, 1, 1]", style=solid]; -"247 Constant_9413" -> "87 Transpose_5947" [label="[1, 40, 1, 1]", style=solid]; -"248 Multiply_9739" -> "82 Multiply_9405" [label="[40, 240, 1, 1]", style=solid]; -"249 Transpose_5903" -> "100 Transpose_5905" [label="[1, 240, 1, 1]", style=solid]; -"250 Transpose_1361" -> "95 Convolution_1362" [label="[240, 64, 1, 1]", style=solid]; -"251 Transpose_5895" -> "86 Transpose_5897" [label="[1, 64, 1, 1]", style=solid]; -"252 Transpose_1352" -> "81 Convolution_1353" [label="[64, 240, 1, 1]", style=solid]; -"253 Constant_5889" -> "76 Transpose_5891" [label="[2]", style=dashed]; -"254 Constant_9399" -> "68 Transpose_5869" [label="[1, 240, 1, 1]", style=solid]; -"255 Multiply_9734" -> "65 Multiply_9391" [label="[240, 1, 1, 5, 5]", style=solid]; -"256 Constant_9385" -> "58 Transpose_5827" [label="[1, 240, 1, 1]", style=solid]; -"257 Multiply_9728" -> "54 Multiply_9377" [label="[240, 40, 1, 1]", style=solid]; -"258 Constant_9371" -> "80 Transpose_5799" [label="[1, 40, 1, 1]", style=solid]; -"259 Multiply_9722" -> "75 Multiply_9363" [label="[40, 240, 1, 1]", style=solid]; -"260 Transpose_5755" -> "94 Transpose_5757" [label="[1, 240, 1, 1]", style=solid]; -"261 Transpose_1250" -> "90 Convolution_1251" [label="[240, 64, 1, 1]", style=solid]; -"262 Transpose_5747" -> "79 Transpose_5749" [label="[1, 64, 1, 1]", style=solid]; -"263 Transpose_1241" -> "74 Convolution_1242" [label="[64, 240, 1, 1]", style=solid]; -"264 Constant_5741" -> "70 Transpose_5743" [label="[2]", style=dashed]; -"265 Constant_9357" -> "64 Transpose_5721" [label="[1, 240, 1, 1]", style=solid]; -"266 Multiply_9717" -> "61 Multiply_9349" [label="[240, 1, 1, 5, 5]", style=solid]; -"267 Constant_9343" -> "53 Transpose_5679" [label="[1, 240, 1, 1]", style=solid]; -"268 Multiply_9711" -> "50 Multiply_9335" [label="[240, 40, 1, 1]", style=solid]; -"269 Constant_9329" -> "48 Transpose_5655" [label="[1, 40, 1, 1]", style=solid]; -"270 Multiply_9705" -> "46 Multiply_9321" [label="[40, 96, 1, 1]", style=solid]; -"271 Transpose_5611" -> "56 Transpose_5613" [label="[1, 96, 1, 1]", style=solid]; -"272 Transpose_1140" -> "52 Convolution_1141" [label="[96, 24, 1, 1]", style=solid]; -"273 Transpose_5603" -> "47 Transpose_5605" [label="[1, 24, 1, 1]", style=solid]; -"274 Transpose_1131" -> "45 Convolution_1132" [label="[24, 96, 1, 1]", style=solid]; -"275 Constant_5597" -> "43 Transpose_5599" [label="[2]", style=dashed]; -"276 Constant_9315" -> "39 Transpose_5577" [label="[1, 96, 1, 1]", style=solid]; -"277 Multiply_9700" -> "37 Multiply_9307" [label="[96, 1, 1, 5, 5]", style=solid]; -"278 Constant_9301" -> "33 Transpose_5508" [label="[1, 96, 1, 1]", style=solid]; -"279 Multiply_9694" -> "31 Multiply_9293" [label="[96, 24, 1, 1]", style=solid]; -"280 Constant_9287" -> "42 Transpose_5480" [label="[1, 24, 1, 1]", style=solid]; -"281 Multiply_9688" -> "40 Multiply_9279" [label="[24, 88, 1, 1]", style=solid]; -"282 Constant_9273" -> "36 Transpose_5454" [label="[1, 88, 1, 1]", style=solid]; -"283 Multiply_9683" -> "34 Multiply_9265" [label="[88, 1, 1, 3, 3]", style=solid]; -"284 Constant_9259" -> "30 Transpose_5428" [label="[1, 88, 1, 1]", style=solid]; -"285 Multiply_9677" -> "28 Multiply_9251" [label="[88, 24, 1, 1]", style=solid]; -"286 Constant_9245" -> "27 Transpose_5404" [label="[1, 24, 1, 1]", style=solid]; -"287 Multiply_9671" -> "26 Multiply_9237" [label="[24, 72, 1, 1]", style=solid]; -"288 Constant_9231" -> "24 Transpose_5378" [label="[1, 72, 1, 1]", style=solid]; -"289 Multiply_9666" -> "23 Multiply_9223" [label="[72, 1, 1, 3, 3]", style=solid]; -"290 Constant_9217" -> "19 Transpose_5325" [label="[1, 72, 1, 1]", style=solid]; -"291 Multiply_9660" -> "17 Multiply_9209" [label="[72, 16, 1, 1]", style=solid]; -"292 Constant_9203" -> "15 Transpose_5301" [label="[1, 16, 1, 1]", style=solid]; -"293 Multiply_9654" -> "13 Multiply_9195" [label="[16, 16, 1, 1]", style=solid]; -"294 Transpose_5257" -> "20 Transpose_5259" [label="[1, 16, 1, 1]", style=solid]; -"295 Transpose_809" -> "18 Convolution_810" [label="[16, 8, 1, 1]", style=solid]; -"296 Transpose_5249" -> "14 Transpose_5251" [label="[1, 8, 1, 1]", style=solid]; -"297 Transpose_800" -> "12 Convolution_801" [label="[8, 16, 1, 1]", style=solid]; -"298 Constant_5243" -> "10 Transpose_5245" [label="[2]", style=dashed]; -"299 Constant_9189" -> "8 Transpose_5239" [label="[1, 16, 1, 1]", style=solid]; -"300 Multiply_9649" -> "7 Multiply_9181" [label="[16, 1, 1, 3, 3]", style=solid]; -"301 Constant_9175" -> "5 Transpose_5170" [label="[1, 16, 1, 1]", style=solid]; -"302 Gather_10068" -> "4 Multiply_9167" [label="[16, 3, 3, 3]", style=solid]; -"303 Unsqueeze_7776" -> "3 Transpose_710" [label="[1, 1, 1, 1]", style=solid]; -"304 Unsqueeze_7782" -> "2 Transpose_7774" [label="[1, 1, 1, 1]", style=solid]; -"305 Constant_7779" -> "1 Transpose_7780" [label="[4]", style=dashed]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/removed_nodes_in_QuantizedModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/removed_nodes_in_QuantizedModel.dot deleted file mode 100644 index 7ab98ea6599..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/removed_nodes_in_QuantizedModel.dot +++ /dev/null @@ -1,92 +0,0 @@ -strict digraph { -"0 Input_1" [id=0, type=Parameter]; -"1 Input_2" [id=1, type=Parameter]; -"2 Conv_1" [id=2, type=Convolution]; -"3 Mul" [id=3, type=Multiply]; -"4 Relu_1" [id=4, type=Relu]; -"5 Add_1" [id=5, type=Add]; -"6 Concat_1" [id=6, type=Concat]; -"7 Transpose/fq_input_0" [id=7, type=FakeQuantize]; -"8 Add_2" [id=8, type=Add]; -"9 Conv_2" [id=9, type=Convolution]; -"10 Transpose" [id=10, type=Transpose]; -"11 Concat_2" [id=11, type=Concat]; -"12 Relu_2" [id=12, type=Relu]; -"13 Reshape_237" [id=13, type=Reshape]; -"14 Conv_3/fq_input_0" [id=14, type=FakeQuantize]; -"15 MatMul_244" [id=15, type=MatMul]; -"16 Conv_3" [id=16, type=Convolution]; -"17 Result" [id=17, type=Result]; -"18 Constant_243" [id=18, type=Constant]; -"19 Constant_236" [id=19, type=Constant]; -"20 Constant_228" [id=20, type=Constant]; -"21 Constant_200" [id=21, type=Constant]; -"22 Constant_198" [id=22, type=Constant]; -"23 Constant_197" [id=23, type=Constant]; -"24 Constant_196" [id=24, type=Constant]; -"25 Constant_195" [id=25, type=Constant]; -"26 Constant_193" [id=26, type=Constant]; -"27 Constant_191" [id=27, type=Constant]; -"28 Conv_1/fq_weights_0" [id=28, type=FakeQuantize]; -"29 Constant_186" [id=29, type=Constant]; -"30 Constant_185" [id=30, type=Constant]; -"31 Constant_184" [id=31, type=Constant]; -"32 Constant_183" [id=32, type=Constant]; -"33 Constant_182" [id=33, type=Constant]; -"34 Constant_221" [id=34, type=Constant]; -"35 Constant_219" [id=35, type=Constant]; -"36 Constant_218" [id=36, type=Constant]; -"37 Constant_217" [id=37, type=Constant]; -"38 Constant_216" [id=38, type=Constant]; -"39 Conv_2/fq_weights_0" [id=39, type=FakeQuantize]; -"40 Constant_212" [id=40, type=Constant]; -"41 Constant_211" [id=41, type=Constant]; -"42 Constant_210" [id=42, type=Constant]; -"43 Constant_209" [id=43, type=Constant]; -"44 Constant_208" [id=44, type=Constant]; -"0 Input_1" -> "2 Conv_1" [label="[1, 3, 14, 28]", style=solid]; -"1 Input_2" -> "3 Mul" [label="[1, 3, 28, 14]", style=solid]; -"2 Conv_1" -> "4 Relu_1" [label="[1, 3, 14, 28]", style=solid]; -"3 Mul" -> "5 Add_1" [label="[1, 3, 28, 14]", style=solid]; -"4 Relu_1" -> "6 Concat_1" [label="[1, 3, 14, 28]", style=solid]; -"5 Add_1" -> "7 Transpose/fq_input_0" [label="[1, 3, 28, 14]", style=solid]; -"6 Concat_1" -> "8 Add_2" [label="[1, 6, 14, 28]", style=solid]; -"6 Concat_1" -> "9 Conv_2" [label="[1, 6, 14, 28]", style=solid]; -"7 Transpose/fq_input_0" -> "10 Transpose" [label="[1, 3, 28, 14]", style=solid]; -"8 Add_2" -> "11 Concat_2" [label="[1, 6, 14, 28]", style=solid]; -"9 Conv_2" -> "12 Relu_2" [label="[1, 12, 14, 28]", style=solid]; -"10 Transpose" -> "6 Concat_1" [label="[1, 3, 14, 28]", style=solid]; -"11 Concat_2" -> "13 Reshape_237" [label="[1, 12, 14, 28]", style=solid]; -"12 Relu_2" -> "14 Conv_3/fq_input_0" [label="[1, 12, 14, 28]", style=solid]; -"13 Reshape_237" -> "15 MatMul_244" [label="[2, 2352]", style=solid]; -"14 Conv_3/fq_input_0" -> "16 Conv_3" [label="[1, 12, 14, 28]", style=solid]; -"15 MatMul_244" -> "17 Result" [label="[2, 100]", style=solid]; -"16 Conv_3" -> "11 Concat_2" [label="[1, 6, 14, 28]", style=solid]; -"18 Constant_243" -> "15 MatMul_244" [label="[100, 2352]", style=solid]; -"19 Constant_236" -> "13 Reshape_237" [label="[2]", style=dashed]; -"20 Constant_228" -> "8 Add_2" [label="[1, 6, 1, 1]", style=solid]; -"21 Constant_200" -> "10 Transpose" [label="[4]", style=dashed]; -"22 Constant_198" -> "7 Transpose/fq_input_0" [label="[]", style=solid]; -"23 Constant_197" -> "7 Transpose/fq_input_0" [label="[]", style=solid]; -"24 Constant_196" -> "7 Transpose/fq_input_0" [label="[]", style=solid]; -"25 Constant_195" -> "7 Transpose/fq_input_0" [label="[]", style=solid]; -"26 Constant_193" -> "5 Add_1" [label="[1, 3, 1, 1]", style=solid]; -"27 Constant_191" -> "3 Mul" [label="[1, 3, 1, 1]", style=solid]; -"28 Conv_1/fq_weights_0" -> "2 Conv_1" [label="[3, 3, 1, 1]", style=solid]; -"29 Constant_186" -> "28 Conv_1/fq_weights_0" [label="[]", style=solid]; -"30 Constant_185" -> "28 Conv_1/fq_weights_0" [label="[]", style=solid]; -"31 Constant_184" -> "28 Conv_1/fq_weights_0" [label="[]", style=solid]; -"32 Constant_183" -> "28 Conv_1/fq_weights_0" [label="[]", style=solid]; -"33 Constant_182" -> "28 Conv_1/fq_weights_0" [label="[3, 3, 1, 1]", style=solid]; -"34 Constant_221" -> "16 Conv_3" [label="[6, 12, 1, 1]", style=solid]; -"35 Constant_219" -> "14 Conv_3/fq_input_0" [label="[]", style=solid]; -"36 Constant_218" -> "14 Conv_3/fq_input_0" [label="[]", style=solid]; -"37 Constant_217" -> "14 Conv_3/fq_input_0" [label="[]", style=solid]; -"38 Constant_216" -> "14 Conv_3/fq_input_0" [label="[]", style=solid]; -"39 Conv_2/fq_weights_0" -> "9 Conv_2" [label="[12, 6, 1, 1]", style=solid]; -"40 Constant_212" -> "39 Conv_2/fq_weights_0" [label="[]", style=solid]; -"41 Constant_211" -> "39 Conv_2/fq_weights_0" [label="[]", style=solid]; -"42 Constant_210" -> "39 Conv_2/fq_weights_0" [label="[]", style=solid]; -"43 Constant_209" -> "39 Conv_2/fq_weights_0" [label="[]", style=solid]; -"44 Constant_208" -> "39 Conv_2/fq_weights_0" [label="[12, 6, 1, 1]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/resnet-18-pytorch.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/resnet-18-pytorch.dot deleted file mode 100644 index 24fecd18ab3..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/resnet-18-pytorch.dot +++ /dev/null @@ -1,249 +0,0 @@ -strict digraph { -"0 data" [id=0, type=Parameter]; -"1 Multiply_1715" [id=1, type=Multiply]; -"2 Divide_401" [id=2, type=Add]; -"3 /conv1/Conv/WithoutBiases" [id=3, type=Convolution]; -"4 /conv1/Conv" [id=4, type=Add]; -"5 /relu/Relu" [id=5, type=Relu]; -"6 /maxpool/MaxPool" [id=6, type=MaxPool]; -"7 /layer1/layer1.0/Add" [id=7, type=Add]; -"8 /layer1/layer1.0/conv1/Conv/WithoutBiases" [id=8, type=Convolution]; -"9 /layer1/layer1.0/relu_1/Relu" [id=9, type=Relu]; -"10 /layer1/layer1.0/conv1/Conv" [id=10, type=Add]; -"11 /layer1/layer1.1/Add" [id=11, type=Add]; -"12 /layer1/layer1.1/conv1/Conv/WithoutBiases" [id=12, type=Convolution]; -"13 /layer1/layer1.0/relu/Relu" [id=13, type=Relu]; -"14 /layer1/layer1.1/relu_1/Relu" [id=14, type=Relu]; -"15 /layer1/layer1.1/conv1/Conv" [id=15, type=Add]; -"16 /layer1/layer1.0/conv2/Conv/WithoutBiases" [id=16, type=Convolution]; -"17 /layer2/layer2.0/conv1/Conv/WithoutBiases" [id=17, type=Convolution]; -"18 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases" [id=18, type=Convolution]; -"19 /layer1/layer1.1/relu/Relu" [id=19, type=Relu]; -"20 /layer1/layer1.0/conv2/Conv" [id=20, type=Add]; -"21 /layer2/layer2.0/conv1/Conv" [id=21, type=Add]; -"22 /layer2/layer2.0/downsample/downsample.0/Conv" [id=22, type=Add]; -"23 /layer1/layer1.1/conv2/Conv/WithoutBiases" [id=23, type=Convolution]; -"24 /layer2/layer2.0/relu/Relu" [id=24, type=Relu]; -"25 /layer2/layer2.0/Add" [id=25, type=Add]; -"26 /layer1/layer1.1/conv2/Conv" [id=26, type=Add]; -"27 /layer2/layer2.0/conv2/Conv/WithoutBiases" [id=27, type=Convolution]; -"28 /layer2/layer2.0/relu_1/Relu" [id=28, type=Relu]; -"29 /layer2/layer2.0/conv2/Conv" [id=29, type=Add]; -"30 /layer2/layer2.1/Add" [id=30, type=Add]; -"31 /layer2/layer2.1/conv1/Conv/WithoutBiases" [id=31, type=Convolution]; -"32 /layer2/layer2.1/relu_1/Relu" [id=32, type=Relu]; -"33 /layer2/layer2.1/conv1/Conv" [id=33, type=Add]; -"34 /layer3/layer3.0/conv1/Conv/WithoutBiases" [id=34, type=Convolution]; -"35 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases" [id=35, type=Convolution]; -"36 /layer2/layer2.1/relu/Relu" [id=36, type=Relu]; -"37 /layer3/layer3.0/conv1/Conv" [id=37, type=Add]; -"38 /layer3/layer3.0/downsample/downsample.0/Conv" [id=38, type=Add]; -"39 /layer2/layer2.1/conv2/Conv/WithoutBiases" [id=39, type=Convolution]; -"40 /layer3/layer3.0/relu/Relu" [id=40, type=Relu]; -"41 /layer3/layer3.0/Add" [id=41, type=Add]; -"42 /layer2/layer2.1/conv2/Conv" [id=42, type=Add]; -"43 /layer3/layer3.0/conv2/Conv/WithoutBiases" [id=43, type=Convolution]; -"44 /layer3/layer3.0/relu_1/Relu" [id=44, type=Relu]; -"45 /layer3/layer3.0/conv2/Conv" [id=45, type=Add]; -"46 /layer3/layer3.1/Add" [id=46, type=Add]; -"47 /layer3/layer3.1/conv1/Conv/WithoutBiases" [id=47, type=Convolution]; -"48 /layer3/layer3.1/relu_1/Relu" [id=48, type=Relu]; -"49 /layer3/layer3.1/conv1/Conv" [id=49, type=Add]; -"50 /layer4/layer4.0/conv1/Conv/WithoutBiases" [id=50, type=Convolution]; -"51 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases" [id=51, type=Convolution]; -"52 /layer3/layer3.1/relu/Relu" [id=52, type=Relu]; -"53 /layer4/layer4.0/conv1/Conv" [id=53, type=Add]; -"54 /layer4/layer4.0/downsample/downsample.0/Conv" [id=54, type=Add]; -"55 /layer3/layer3.1/conv2/Conv/WithoutBiases" [id=55, type=Convolution]; -"56 /layer4/layer4.0/relu/Relu" [id=56, type=Relu]; -"57 /layer4/layer4.0/Add" [id=57, type=Add]; -"58 /layer3/layer3.1/conv2/Conv" [id=58, type=Add]; -"59 /layer4/layer4.0/conv2/Conv/WithoutBiases" [id=59, type=Convolution]; -"60 /layer4/layer4.0/relu_1/Relu" [id=60, type=Relu]; -"61 /layer4/layer4.0/conv2/Conv" [id=61, type=Add]; -"62 /layer4/layer4.1/Add" [id=62, type=Add]; -"63 /layer4/layer4.1/conv1/Conv/WithoutBiases" [id=63, type=Convolution]; -"64 /layer4/layer4.1/relu_1/Relu" [id=64, type=Relu]; -"65 /layer4/layer4.1/conv1/Conv" [id=65, type=Add]; -"66 /avgpool/GlobalAveragePool" [id=66, type=ReduceMean]; -"67 /layer4/layer4.1/relu/Relu" [id=67, type=Relu]; -"68 /Flatten" [id=68, type=Reshape]; -"69 /layer4/layer4.1/conv2/Conv/WithoutBiases" [id=69, type=Convolution]; -"70 /fc/Gemm/WithoutBiases" [id=70, type=MatMul]; -"71 /layer4/layer4.1/conv2/Conv" [id=71, type=Add]; -"72 prob" [id=72, type=Add]; -"73 prob/sink_port_0" [id=73, type=Result]; -"74 Constant_1789" [id=74, type=Constant]; -"75 fc.weight" [id=75, type=Constant]; -"76 Constant_380" [id=76, type=Constant]; -"77 Range_376" [id=77, type=Constant]; -"78 Reshape_331" [id=78, type=Constant]; -"79 onnx^^Conv_244" [id=79, label="79 onnx::Conv_244", type=Constant]; -"80 Reshape_250" [id=80, type=Constant]; -"81 onnx^^Conv_229" [id=81, label="81 onnx::Conv_229", type=Constant]; -"82 Reshape_169" [id=82, type=Constant]; -"83 onnx^^Conv_214" [id=83, label="83 onnx::Conv_214", type=Constant]; -"84 Reshape_55" [id=84, type=Constant]; -"85 Gather_1788" [id=85, type=Constant]; -"86 Gather_1785" [id=86, type=Constant]; -"87 Gather_1782" [id=87, type=Constant]; -"88 Reshape_88" [id=88, type=Constant]; -"89 onnx^^Conv_199" [id=89, label="89 onnx::Conv_199", type=Constant]; -"90 Reshape_72" [id=90, type=Constant]; -"91 onnx^^Conv_196" [id=91, label="91 onnx::Conv_196", type=Constant]; -"92 Reshape_121" [id=92, type=Constant]; -"93 onnx^^Conv_205" [id=93, label="93 onnx::Conv_205", type=Constant]; -"94 Reshape_105" [id=94, type=Constant]; -"95 onnx^^Conv_202" [id=95, label="95 onnx::Conv_202", type=Constant]; -"96 Reshape_154" [id=96, type=Constant]; -"97 onnx^^Conv_211" [id=97, label="97 onnx::Conv_211", type=Constant]; -"98 Reshape_138" [id=98, type=Constant]; -"99 onnx^^Conv_208" [id=99, label="99 onnx::Conv_208", type=Constant]; -"100 Reshape_202" [id=100, type=Constant]; -"101 onnx^^Conv_220" [id=101, label="101 onnx::Conv_220", type=Constant]; -"102 Reshape_186" [id=102, type=Constant]; -"103 onnx^^Conv_217" [id=103, label="103 onnx::Conv_217", type=Constant]; -"104 Reshape_235" [id=104, type=Constant]; -"105 onnx^^Conv_226" [id=105, label="105 onnx::Conv_226", type=Constant]; -"106 Reshape_219" [id=106, type=Constant]; -"107 onnx^^Conv_223" [id=107, label="107 onnx::Conv_223", type=Constant]; -"108 Reshape_283" [id=108, type=Constant]; -"109 onnx^^Conv_235" [id=109, label="109 onnx::Conv_235", type=Constant]; -"110 Reshape_267" [id=110, type=Constant]; -"111 onnx^^Conv_232" [id=111, label="111 onnx::Conv_232", type=Constant]; -"112 Reshape_316" [id=112, type=Constant]; -"113 onnx^^Conv_241" [id=113, label="113 onnx::Conv_241", type=Constant]; -"114 Reshape_300" [id=114, type=Constant]; -"115 onnx^^Conv_238" [id=115, label="115 onnx::Conv_238", type=Constant]; -"116 Reshape_364" [id=116, type=Constant]; -"117 onnx^^Conv_250" [id=117, label="117 onnx::Conv_250", type=Constant]; -"118 Reshape_348" [id=118, type=Constant]; -"119 onnx^^Conv_247" [id=119, label="119 onnx::Conv_247", type=Constant]; -"0 data" -> "1 Multiply_1715" [label="[1, 3, 224, 224]", style=solid]; -"1 Multiply_1715" -> "2 Divide_401" [label="[1, 3, 224, 224]", style=solid]; -"2 Divide_401" -> "3 /conv1/Conv/WithoutBiases" [label="[1, 3, 224, 224]", style=solid]; -"3 /conv1/Conv/WithoutBiases" -> "4 /conv1/Conv" [label="[1, 64, 112, 112]", style=solid]; -"4 /conv1/Conv" -> "5 /relu/Relu" [label="[1, 64, 112, 112]", style=solid]; -"5 /relu/Relu" -> "6 /maxpool/MaxPool" [label="[1, 64, 112, 112]", style=solid]; -"6 /maxpool/MaxPool" -> "7 /layer1/layer1.0/Add" [label="[1, 64, 56, 56]", 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[label="[1, 64, 56, 56]", style=solid]; -"14 /layer1/layer1.1/relu_1/Relu" -> "17 /layer2/layer2.0/conv1/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; -"14 /layer1/layer1.1/relu_1/Relu" -> "18 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; -"15 /layer1/layer1.1/conv1/Conv" -> "19 /layer1/layer1.1/relu/Relu" [label="[1, 64, 56, 56]", style=solid]; -"16 /layer1/layer1.0/conv2/Conv/WithoutBiases" -> "20 /layer1/layer1.0/conv2/Conv" [label="[1, 64, 56, 56]", style=solid]; -"17 /layer2/layer2.0/conv1/Conv/WithoutBiases" -> "21 /layer2/layer2.0/conv1/Conv" [label="[1, 128, 28, 28]", style=solid]; -"18 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases" -> "22 /layer2/layer2.0/downsample/downsample.0/Conv" [label="[1, 128, 28, 28]", style=solid]; -"19 /layer1/layer1.1/relu/Relu" -> "23 /layer1/layer1.1/conv2/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; -"20 /layer1/layer1.0/conv2/Conv" -> "7 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/layer2/layer2.0/relu_1/Relu" -> "31 /layer2/layer2.1/conv1/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; -"29 /layer2/layer2.0/conv2/Conv" -> "25 /layer2/layer2.0/Add" [label="[1, 128, 28, 28]", style=solid]; -"30 /layer2/layer2.1/Add" -> "32 /layer2/layer2.1/relu_1/Relu" [label="[1, 128, 28, 28]", style=solid]; -"31 /layer2/layer2.1/conv1/Conv/WithoutBiases" -> "33 /layer2/layer2.1/conv1/Conv" [label="[1, 128, 28, 28]", style=solid]; -"32 /layer2/layer2.1/relu_1/Relu" -> "34 /layer3/layer3.0/conv1/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; -"32 /layer2/layer2.1/relu_1/Relu" -> "35 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; -"33 /layer2/layer2.1/conv1/Conv" -> "36 /layer2/layer2.1/relu/Relu" [label="[1, 128, 28, 28]", style=solid]; -"34 /layer3/layer3.0/conv1/Conv/WithoutBiases" -> "37 /layer3/layer3.0/conv1/Conv" [label="[1, 256, 14, 14]", style=solid]; -"35 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/layer4/layer4.0/relu_1/Relu" [label="[1, 512, 7, 7]", style=solid]; -"58 /layer3/layer3.1/conv2/Conv" -> "46 /layer3/layer3.1/Add" [label="[1, 256, 14, 14]", style=solid]; -"59 /layer4/layer4.0/conv2/Conv/WithoutBiases" -> "61 /layer4/layer4.0/conv2/Conv" [label="[1, 512, 7, 7]", style=solid]; -"60 /layer4/layer4.0/relu_1/Relu" -> "62 /layer4/layer4.1/Add" [label="[1, 512, 7, 7]", style=solid]; -"60 /layer4/layer4.0/relu_1/Relu" -> "63 /layer4/layer4.1/conv1/Conv/WithoutBiases" [label="[1, 512, 7, 7]", style=solid]; -"61 /layer4/layer4.0/conv2/Conv" -> "57 /layer4/layer4.0/Add" [label="[1, 512, 7, 7]", style=solid]; -"62 /layer4/layer4.1/Add" -> "64 /layer4/layer4.1/relu_1/Relu" [label="[1, 512, 7, 7]", style=solid]; -"63 /layer4/layer4.1/conv1/Conv/WithoutBiases" -> "65 /layer4/layer4.1/conv1/Conv" [label="[1, 512, 7, 7]", style=solid]; -"64 /layer4/layer4.1/relu_1/Relu" -> "66 /avgpool/GlobalAveragePool" [label="[1, 512, 7, 7]", style=solid]; -"65 /layer4/layer4.1/conv1/Conv" -> "67 /layer4/layer4.1/relu/Relu" [label="[1, 512, 7, 7]", style=solid]; -"66 /avgpool/GlobalAveragePool" -> "68 /Flatten" [label="[1, 512, 1, 1]", style=solid]; -"67 /layer4/layer4.1/relu/Relu" -> "69 /layer4/layer4.1/conv2/Conv/WithoutBiases" [label="[1, 512, 7, 7]", style=solid]; -"68 /Flatten" -> "70 /fc/Gemm/WithoutBiases" [label="[1, 512]", style=solid]; -"69 /layer4/layer4.1/conv2/Conv/WithoutBiases" -> "71 /layer4/layer4.1/conv2/Conv" [label="[1, 512, 7, 7]", style=solid]; -"70 /fc/Gemm/WithoutBiases" -> "72 prob" [label="[1, 1000]", style=solid]; -"71 /layer4/layer4.1/conv2/Conv" -> "62 /layer4/layer4.1/Add" [label="[1, 512, 7, 7]", style=solid]; -"72 prob" -> "73 prob/sink_port_0" [label="[1, 1000]", style=solid]; -"74 Constant_1789" -> "72 prob" [label="[1, 1000]", style=solid]; -"75 fc.weight" -> "70 /fc/Gemm/WithoutBiases" [label="[1000, 512]", style=solid]; -"76 Constant_380" -> "68 /Flatten" [label="[2]", style=dashed]; -"77 Range_376" -> "66 /avgpool/GlobalAveragePool" [label="[2]", style=dashed]; -"78 Reshape_331" -> "54 /layer4/layer4.0/downsample/downsample.0/Conv" [label="[1, 512, 1, 1]", style=solid]; -"79 onnx^^Conv_244" -> "51 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases" [label="[512, 256, 1, 1]", style=solid]; -"80 Reshape_250" -> "38 /layer3/layer3.0/downsample/downsample.0/Conv" [label="[1, 256, 1, 1]", style=solid]; -"81 onnx^^Conv_229" -> "35 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases" [label="[256, 128, 1, 1]", style=solid]; -"82 Reshape_169" -> "22 /layer2/layer2.0/downsample/downsample.0/Conv" [label="[1, 128, 1, 1]", style=solid]; -"83 onnx^^Conv_214" -> "18 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases" [label="[128, 64, 1, 1]", style=solid]; -"84 Reshape_55" -> "4 /conv1/Conv" [label="[1, 64, 1, 1]", style=solid]; -"85 Gather_1788" -> "3 /conv1/Conv/WithoutBiases" [label="[64, 3, 7, 7]", style=solid]; -"86 Gather_1785" -> "2 Divide_401" [label="[1, 3, 1, 1]", style=solid]; -"87 Gather_1782" -> "1 Multiply_1715" [label="[1, 3, 1, 1]", style=solid]; -"88 Reshape_88" -> "20 /layer1/layer1.0/conv2/Conv" [label="[1, 64, 1, 1]", style=solid]; -"89 onnx^^Conv_199" -> "16 /layer1/layer1.0/conv2/Conv/WithoutBiases" [label="[64, 64, 3, 3]", style=solid]; -"90 Reshape_72" -> "10 /layer1/layer1.0/conv1/Conv" [label="[1, 64, 1, 1]", style=solid]; -"91 onnx^^Conv_196" -> "8 /layer1/layer1.0/conv1/Conv/WithoutBiases" [label="[64, 64, 3, 3]", style=solid]; -"92 Reshape_121" -> "26 /layer1/layer1.1/conv2/Conv" [label="[1, 64, 1, 1]", style=solid]; -"93 onnx^^Conv_205" -> "23 /layer1/layer1.1/conv2/Conv/WithoutBiases" [label="[64, 64, 3, 3]", style=solid]; -"94 Reshape_105" -> "15 /layer1/layer1.1/conv1/Conv" [label="[1, 64, 1, 1]", style=solid]; -"95 onnx^^Conv_202" -> "12 /layer1/layer1.1/conv1/Conv/WithoutBiases" [label="[64, 64, 3, 3]", style=solid]; -"96 Reshape_154" -> "29 /layer2/layer2.0/conv2/Conv" [label="[1, 128, 1, 1]", style=solid]; -"97 onnx^^Conv_211" -> "27 /layer2/layer2.0/conv2/Conv/WithoutBiases" [label="[128, 128, 3, 3]", style=solid]; -"98 Reshape_138" -> "21 /layer2/layer2.0/conv1/Conv" [label="[1, 128, 1, 1]", style=solid]; -"99 onnx^^Conv_208" -> "17 /layer2/layer2.0/conv1/Conv/WithoutBiases" [label="[128, 64, 3, 3]", style=solid]; -"100 Reshape_202" -> "42 /layer2/layer2.1/conv2/Conv" [label="[1, 128, 1, 1]", style=solid]; -"101 onnx^^Conv_220" -> "39 /layer2/layer2.1/conv2/Conv/WithoutBiases" [label="[128, 128, 3, 3]", style=solid]; -"102 Reshape_186" -> "33 /layer2/layer2.1/conv1/Conv" [label="[1, 128, 1, 1]", style=solid]; -"103 onnx^^Conv_217" -> "31 /layer2/layer2.1/conv1/Conv/WithoutBiases" [label="[128, 128, 3, 3]", style=solid]; -"104 Reshape_235" -> "45 /layer3/layer3.0/conv2/Conv" [label="[1, 256, 1, 1]", style=solid]; -"105 onnx^^Conv_226" -> "43 /layer3/layer3.0/conv2/Conv/WithoutBiases" [label="[256, 256, 3, 3]", style=solid]; -"106 Reshape_219" -> "37 /layer3/layer3.0/conv1/Conv" [label="[1, 256, 1, 1]", style=solid]; -"107 onnx^^Conv_223" -> "34 /layer3/layer3.0/conv1/Conv/WithoutBiases" [label="[256, 128, 3, 3]", style=solid]; -"108 Reshape_283" -> "58 /layer3/layer3.1/conv2/Conv" [label="[1, 256, 1, 1]", style=solid]; -"109 onnx^^Conv_235" -> "55 /layer3/layer3.1/conv2/Conv/WithoutBiases" [label="[256, 256, 3, 3]", style=solid]; -"110 Reshape_267" -> "49 /layer3/layer3.1/conv1/Conv" [label="[1, 256, 1, 1]", style=solid]; -"111 onnx^^Conv_232" -> "47 /layer3/layer3.1/conv1/Conv/WithoutBiases" [label="[256, 256, 3, 3]", style=solid]; -"112 Reshape_316" -> "61 /layer4/layer4.0/conv2/Conv" [label="[1, 512, 1, 1]", style=solid]; -"113 onnx^^Conv_241" -> "59 /layer4/layer4.0/conv2/Conv/WithoutBiases" [label="[512, 512, 3, 3]", style=solid]; -"114 Reshape_300" -> "53 /layer4/layer4.0/conv1/Conv" [label="[1, 512, 1, 1]", style=solid]; -"115 onnx^^Conv_238" -> "50 /layer4/layer4.0/conv1/Conv/WithoutBiases" [label="[512, 256, 3, 3]", style=solid]; -"116 Reshape_364" -> "71 /layer4/layer4.1/conv2/Conv" [label="[1, 512, 1, 1]", style=solid]; -"117 onnx^^Conv_250" -> "69 /layer4/layer4.1/conv2/Conv/WithoutBiases" [label="[512, 512, 3, 3]", style=solid]; -"118 Reshape_348" -> "65 /layer4/layer4.1/conv1/Conv" [label="[1, 512, 1, 1]", style=solid]; -"119 onnx^^Conv_247" -> "63 /layer4/layer4.1/conv1/Conv/WithoutBiases" [label="[512, 512, 3, 3]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/ssd_mobilenet_v1_coco.dot b/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/ssd_mobilenet_v1_coco.dot deleted file mode 100644 index a6a110d28df..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/original_nncf_graph/ssd_mobilenet_v1_coco.dot +++ /dev/null @@ -1,752 +0,0 @@ -strict digraph { -"0 image_tensor" [id=0, type=Parameter]; -"1 Convert_2817" [id=1, type=Convert]; -"2 ToFloat" [id=2, type=Transpose]; -"3 Preprocessor/mul" [id=3, type=Multiply]; -"4 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Transpose_1599" [id=53, type=Concat]; -"54 Multiply_3909" [id=54, type=Convolution]; -"55 Transpose_1589" [id=55, type=Add]; -"56 Multiply_3881" [id=56, type=Convolution]; -"57 Transpose_1687" [id=57, type=Add]; -"58 Transpose_1595" [id=58, type=PRelu]; -"59 Transpose_1623" [id=59, type=Add]; -"60 Transpose_1693" [id=60, type=PRelu]; -"61 Transpose_1629" [id=61, type=PRelu]; -"62 Multiply_3923" [id=62, type=Convolution]; -"63 Multiply_3951" [id=63, type=Convolution]; -"64 Transpose_1727" [id=64, type=Concat]; -"65 Transpose_1717" [id=65, type=Add]; -"66 Transpose_1787" [id=66, type=Add]; -"67 Multiply_3937" [id=67, type=Convolution]; -"68 Transpose_1723" [id=68, type=PRelu]; -"69 Transpose_1793" [id=69, type=PRelu]; -"70 Transpose_1751" [id=70, type=Add]; -"71 leaky_re_lu_17/LeakyRelu" [id=71, type=Transpose]; -"72 Convolution_749" [id=72, type=Convolution]; -"73 Transpose_1757" [id=73, type=PRelu]; -"74 up_sampling2d/Shape" [id=74, type=ShapeOf]; -"75 up_sampling2d/resize/ResizeNearestNeighbor" [id=75, type=Interpolate]; -"76 Transpose_1799" [id=76, type=Add]; -"77 Convolution_706" [id=77, type=Convolution]; -"78 up_sampling2d/strided_slice" [id=78, type=StridedSlice]; -"79 Transpose_1725" [id=79, type=Transpose]; -"80 conv2d_17/BiasAdd" [id=80, type=Transpose]; -"81 Transpose_1763" [id=81, type=Add]; -"82 up_sampling2d/mul" [id=82, type=Multiply]; -"83 conv2d_17/BiasAdd^0" [id=83, label="83 conv2d_17/BiasAdd:0", type=Result]; -"84 conv2d_20/BiasAdd" [id=84, type=Transpose]; -"85 conv2d_20/BiasAdd^0" [id=85, label="85 conv2d_20/BiasAdd:0", type=Result]; -"86 Constant_1762" [id=86, type=Constant]; -"87 Transpose_1761" [id=87, type=Constant]; -"88 Transpose_705" [id=88, type=Constant]; -"89 Transpose_1755" [id=89, type=Constant]; -"90 Constant_3945" [id=90, type=Constant]; -"91 Multiply_4070" [id=91, type=Constant]; -"92 Transpose_1627" [id=92, type=Constant]; -"93 Constant_3889" [id=93, type=Constant]; -"94 Multiply_4046" [id=94, type=Constant]; -"95 Transpose_1563" [id=95, type=Constant]; -"96 Constant_3861" [id=96, type=Constant]; -"97 Multiply_4034" [id=97, type=Constant]; -"98 Constant_1531" [id=98, type=Constant]; -"99 Transpose_1528" [id=99, type=Constant]; -"100 Constant_3847" [id=100, type=Constant]; -"101 Multiply_4028" [id=101, type=Constant]; -"102 Transpose_1494" [id=102, type=Constant]; -"103 Constant_3833" [id=103, type=Constant]; -"104 Multiply_4022" [id=104, type=Constant]; -"105 Transpose_1430" [id=105, type=Constant]; -"106 Constant_3805" [id=106, type=Constant]; -"107 Multiply_4010" [id=107, type=Constant]; -"108 Constant_1398" [id=108, type=Constant]; -"109 Transpose_1395" [id=109, type=Constant]; -"110 Constant_3791" [id=110, type=Constant]; -"111 Multiply_4004" [id=111, type=Constant]; -"112 Transpose_1361" [id=112, type=Constant]; -"113 Constant_3777" [id=113, type=Constant]; -"114 Multiply_3998" [id=114, type=Constant]; -"115 Transpose_1297" [id=115, type=Constant]; -"116 Constant_3749" [id=116, type=Constant]; -"117 Multiply_3986" [id=117, type=Constant]; -"118 Constant_1265" [id=118, type=Constant]; -"119 Transpose_1262" [id=119, type=Constant]; -"120 Constant_3735" [id=120, type=Constant]; -"121 Multiply_3980" [id=121, type=Constant]; -"122 Transpose_1232" [id=122, type=Constant]; -"123 Constant_3721" [id=123, type=Constant]; -"124 Multiply_3974" [id=124, type=Constant]; -"125 Transpose_1175" [id=125, type=Constant]; -"126 Constant_3707" [id=126, type=Constant]; -"127 Gather_4242" [id=127, type=Constant]; -"128 Constant_2326" [id=128, type=Constant]; -"129 Transpose_1327" [id=129, type=Constant]; -"130 Constant_3763" [id=130, type=Constant]; -"131 Multiply_3992" [id=131, type=Constant]; -"132 Transpose_1460" [id=132, type=Constant]; -"133 Constant_3819" [id=133, type=Constant]; -"134 Multiply_4016" [id=134, type=Constant]; -"135 Transpose_1593" [id=135, type=Constant]; -"136 Constant_3875" [id=136, type=Constant]; -"137 Multiply_4040" [id=137, type=Constant]; -"138 Constant_1724" [id=138, type=Constant]; -"139 Constant_669" [id=139, type=Constant]; -"140 up_sampling2d/Const" [id=140, type=Constant]; -"141 up_sampling2d/strided_slice/stack_2" [id=141, type=Constant]; -"142 up_sampling2d/strided_slice/stack_1" [id=142, type=Constant]; -"143 up_sampling2d/strided_slice/stack" [id=143, type=Constant]; -"144 Constant_1722" [id=144, type=Constant]; -"145 Transpose_1721" [id=145, type=Constant]; -"146 Constant_3931" [id=146, type=Constant]; -"147 Multiply_4064" [id=147, type=Constant]; -"148 Transpose_1691" [id=148, type=Constant]; -"149 Constant_3917" [id=149, type=Constant]; -"150 Multiply_4058" [id=150, type=Constant]; -"151 Transpose_1661" [id=151, type=Constant]; -"152 Constant_3903" [id=152, type=Constant]; -"153 Multiply_4052" [id=153, type=Constant]; -"154 Constant_1798" [id=154, type=Constant]; -"155 Transpose_1797" [id=155, type=Constant]; -"156 Transpose_748" [id=156, type=Constant]; -"157 Transpose_1791" [id=157, type=Constant]; -"158 Constant_3959" [id=158, type=Constant]; -"159 Multiply_4076" [id=159, type=Constant]; -"0 image_input" -> "1 Divide_2366" [label="[1, 416, 416, 3]", style=solid]; -"1 Divide_2366" -> "2 Multiply_3699" [label="[1, 3, 416, 416]", style=solid]; -"2 Multiply_3699" -> "3 Transpose_1171" [label="[1, 32, 208, 208]", style=solid]; -"3 Transpose_1171" -> "4 Transpose_1177" [label="[1, 32, 208, 208]", style=solid]; -"4 Transpose_1177" -> "5 Multiply_3713" [label="[1, 32, 208, 208]", style=solid]; -"5 Multiply_3713" -> "6 Transpose_1228" [label="[1, 64, 104, 104]", style=solid]; -"6 Transpose_1228" -> "7 Transpose_1234" [label="[1, 64, 104, 104]", style=solid]; -"7 Transpose_1234" -> "8 Multiply_3727" [label="[1, 64, 104, 104]", style=solid]; -"8 Multiply_3727" -> "9 Transpose_1258" [label="[1, 64, 104, 104]", style=solid]; -"9 Transpose_1258" -> "10 Transpose_1264" [label="[1, 64, 104, 104]", style=solid]; -"10 Transpose_1264" -> "11 Transpose_1367" [label="[1, 64, 104, 104]", style=solid]; -"10 Transpose_1264" -> "12 group_route_3/split" [label="[1, 64, 104, 104]", style=solid]; -"11 Transpose_1367" -> "13 MaxPool_307" [label="[1, 128, 104, 104]", style=solid]; -"12 group_route_3/split" -> "14 Multiply_3741" [label="[1, 32, 104, 104]", style=solid]; -"13 MaxPool_307" -> "15 Multiply_3783" [label="[1, 128, 52, 52]", style=solid]; -"14 Multiply_3741" -> "16 Transpose_1293" [label="[1, 32, 104, 104]", style=solid]; -"15 Multiply_3783" -> "17 Transpose_1391" [label="[1, 128, 52, 52]", style=solid]; -"16 Transpose_1293" -> "18 Transpose_1299" [label="[1, 32, 104, 104]", style=solid]; -"17 Transpose_1391" -> "19 Transpose_1397" [label="[1, 128, 52, 52]", style=solid]; -"18 Transpose_1299" -> "20 Multiply_3755" [label="[1, 32, 104, 104]", style=solid]; -"18 Transpose_1299" -> "21 Transpose_1333" [label="[1, 32, 104, 104]", style=solid]; -"19 Transpose_1397" -> "22 Transpose_1500" [label="[1, 128, 52, 52]", style=solid]; -"19 Transpose_1397" -> "23 group_route_11/split" [label="[1, 128, 52, 52]", style=solid]; -"20 Multiply_3755" -> "24 Transpose_1323" [label="[1, 32, 104, 104]", style=solid]; -"21 Transpose_1333" -> "25 Multiply_3769" [label="[1, 64, 104, 104]", style=solid]; -"22 Transpose_1500" -> "26 MaxPool_433" [label="[1, 256, 52, 52]", style=solid]; -"23 group_route_11/split" -> "27 Multiply_3797" [label="[1, 64, 52, 52]", style=solid]; -"24 Transpose_1323" -> "28 Transpose_1329" [label="[1, 32, 104, 104]", style=solid]; -"25 Multiply_3769" -> "29 Transpose_1357" [label="[1, 64, 104, 104]", style=solid]; -"26 MaxPool_433" -> "30 Multiply_3839" [label="[1, 256, 26, 26]", style=solid]; -"27 Multiply_3797" -> "31 Transpose_1426" [label="[1, 64, 52, 52]", style=solid]; -"28 Transpose_1329" -> "21 Transpose_1333" [label="[1, 32, 104, 104]", style=solid]; -"29 Transpose_1357" -> "32 Transpose_1363" [label="[1, 64, 104, 104]", style=solid]; -"30 Multiply_3839" -> "33 Transpose_1524" [label="[1, 256, 26, 26]", style=solid]; -"31 Transpose_1426" -> "34 Transpose_1432" [label="[1, 64, 52, 52]", style=solid]; -"32 Transpose_1363" -> "11 Transpose_1367" [label="[1, 64, 104, 104]", style=solid]; -"33 Transpose_1524" -> "35 Transpose_1530" [label="[1, 256, 26, 26]", style=solid]; -"34 Transpose_1432" -> "36 Multiply_3811" [label="[1, 64, 52, 52]", style=solid]; -"34 Transpose_1432" -> "37 Transpose_1466" [label="[1, 64, 52, 52]", style=solid]; -"35 Transpose_1530" -> "38 Transpose_1633" [label="[1, 256, 26, 26]", style=solid]; -"35 Transpose_1530" -> "39 group_route_19/split" [label="[1, 256, 26, 26]", style=solid]; -"36 Multiply_3811" -> "40 Transpose_1456" [label="[1, 64, 52, 52]", style=solid]; -"37 Transpose_1466" -> "41 Multiply_3825" [label="[1, 128, 52, 52]", style=solid]; -"38 Transpose_1633" -> "42 MaxPool_579" [label="[1, 512, 26, 26]", style=solid]; -"39 group_route_19/split" -> "43 Multiply_3853" [label="[1, 128, 26, 26]", style=solid]; -"40 Transpose_1456" -> "44 Transpose_1462" [label="[1, 64, 52, 52]", style=solid]; -"41 Multiply_3825" -> "45 Transpose_1490" [label="[1, 128, 52, 52]", style=solid]; -"42 MaxPool_579" -> "46 Multiply_3895" [label="[1, 512, 13, 13]", style=solid]; -"43 Multiply_3853" -> "47 Transpose_1559" [label="[1, 128, 26, 26]", style=solid]; -"44 Transpose_1462" -> "37 Transpose_1466" [label="[1, 64, 52, 52]", style=solid]; -"45 Transpose_1490" -> "48 Transpose_1496" [label="[1, 128, 52, 52]", style=solid]; -"46 Multiply_3895" -> "49 Transpose_1657" [label="[1, 512, 13, 13]", style=solid]; -"47 Transpose_1559" -> "50 Transpose_1565" [label="[1, 128, 26, 26]", style=solid]; -"48 Transpose_1496" -> "22 Transpose_1500" [label="[1, 128, 52, 52]", style=solid]; -"49 Transpose_1657" -> "51 Transpose_1663" [label="[1, 512, 13, 13]", style=solid]; -"50 Transpose_1565" -> "52 Multiply_3867" [label="[1, 128, 26, 26]", style=solid]; -"50 Transpose_1565" -> "53 Transpose_1599" [label="[1, 128, 26, 26]", style=solid]; -"51 Transpose_1663" -> "54 Multiply_3909" [label="[1, 512, 13, 13]", style=solid]; -"52 Multiply_3867" -> "55 Transpose_1589" [label="[1, 128, 26, 26]", style=solid]; -"53 Transpose_1599" -> "56 Multiply_3881" [label="[1, 256, 26, 26]", style=solid]; -"54 Multiply_3909" -> "57 Transpose_1687" [label="[1, 256, 13, 13]", style=solid]; -"55 Transpose_1589" -> "58 Transpose_1595" [label="[1, 128, 26, 26]", style=solid]; -"56 Multiply_3881" -> "59 Transpose_1623" [label="[1, 256, 26, 26]", style=solid]; -"57 Transpose_1687" -> "60 Transpose_1693" [label="[1, 256, 13, 13]", style=solid]; -"58 Transpose_1595" -> "53 Transpose_1599" [label="[1, 128, 26, 26]", style=solid]; -"59 Transpose_1623" -> "61 Transpose_1629" [label="[1, 256, 26, 26]", style=solid]; -"60 Transpose_1693" -> "62 Multiply_3923" [label="[1, 256, 13, 13]", style=solid]; -"60 Transpose_1693" -> "63 Multiply_3951" [label="[1, 256, 13, 13]", style=solid]; -"61 Transpose_1629" -> "38 Transpose_1633" [label="[1, 256, 26, 26]", style=solid]; -"61 Transpose_1629" -> "64 Transpose_1727" [label="[1, 256, 26, 26]", style=solid]; -"62 Multiply_3923" -> "65 Transpose_1717" [label="[1, 128, 13, 13]", style=solid]; -"63 Multiply_3951" -> "66 Transpose_1787" [label="[1, 512, 13, 13]", style=solid]; -"64 Transpose_1727" -> "67 Multiply_3937" [label="[1, 384, 26, 26]", style=solid]; -"65 Transpose_1717" -> "68 Transpose_1723" [label="[1, 128, 13, 13]", style=solid]; -"66 Transpose_1787" -> "69 Transpose_1793" [label="[1, 512, 13, 13]", style=solid]; -"67 Multiply_3937" -> "70 Transpose_1751" [label="[1, 256, 26, 26]", style=solid]; -"68 Transpose_1723" -> "71 leaky_re_lu_17/LeakyRelu" [label="[1, 128, 13, 13]", style=solid]; -"69 Transpose_1793" -> "72 Convolution_749" [label="[1, 512, 13, 13]", style=solid]; -"70 Transpose_1751" -> "73 Transpose_1757" [label="[1, 256, 26, 26]", style=solid]; -"71 leaky_re_lu_17/LeakyRelu" -> "74 up_sampling2d/Shape" [label="[1, 13, 13, 128]", style=solid]; -"71 leaky_re_lu_17/LeakyRelu" -> "75 up_sampling2d/resize/ResizeNearestNeighbor" [label="[1, 13, 13, 128]", style=solid]; -"72 Convolution_749" -> "76 Transpose_1799" [label="[1, 255, 13, 13]", style=solid]; -"73 Transpose_1757" -> "77 Convolution_706" [label="[1, 256, 26, 26]", style=solid]; -"74 up_sampling2d/Shape" -> "78 up_sampling2d/strided_slice" [label="[4]", style=dashed]; -"75 up_sampling2d/resize/ResizeNearestNeighbor" -> "79 Transpose_1725" [label="[1, 26, 26, 128]", style=solid]; -"76 Transpose_1799" -> "80 conv2d_17/BiasAdd" [label="[1, 255, 13, 13]", style=solid]; -"77 Convolution_706" -> "81 Transpose_1763" [label="[1, 255, 26, 26]", style=solid]; -"78 up_sampling2d/strided_slice" -> "82 up_sampling2d/mul" [label="[2]", style=dashed]; -"79 Transpose_1725" -> "64 Transpose_1727" [label="[1, 128, 26, 26]", style=solid]; -"80 conv2d_17/BiasAdd" -> "83 conv2d_17/BiasAdd^0" [label="[1, 13, 13, 255]", style=solid]; -"81 Transpose_1763" -> "84 conv2d_20/BiasAdd" [label="[1, 255, 26, 26]", style=solid]; -"82 up_sampling2d/mul" -> "75 up_sampling2d/resize/ResizeNearestNeighbor" [label="[2]", style=dashed]; -"84 conv2d_20/BiasAdd" -> "85 conv2d_20/BiasAdd^0" [label="[1, 26, 26, 255]", style=solid]; -"86 Constant_1762" -> "84 conv2d_20/BiasAdd" [label="[4]", style=dashed]; -"87 Transpose_1761" -> "81 Transpose_1763" [label="[1, 255, 1, 1]", style=solid]; -"88 Transpose_705" -> "77 Convolution_706" [label="[255, 256, 1, 1]", style=solid]; -"89 Transpose_1755" -> "73 Transpose_1757" [label="[1, 1, 1, 1]", style=solid]; -"90 Constant_3945" -> "70 Transpose_1751" [label="[1, 256, 1, 1]", style=solid]; -"91 Multiply_4070" -> "67 Multiply_3937" [label="[256, 384, 3, 3]", style=solid]; -"92 Transpose_1627" -> "61 Transpose_1629" [label="[1, 1, 1, 1]", style=solid]; -"93 Constant_3889" -> "59 Transpose_1623" [label="[1, 256, 1, 1]", style=solid]; -"94 Multiply_4046" -> "56 Multiply_3881" [label="[256, 256, 1, 1]", style=solid]; -"95 Transpose_1563" -> "50 Transpose_1565" [label="[1, 1, 1, 1]", style=solid]; -"96 Constant_3861" -> "47 Transpose_1559" [label="[1, 128, 1, 1]", style=solid]; -"97 Multiply_4034" -> "43 Multiply_3853" [label="[128, 128, 3, 3]", style=solid]; -"98 Constant_1531" -> "39 group_route_19/split" [label="[]", style=dashed]; -"99 Transpose_1528" -> "35 Transpose_1530" [label="[1, 1, 1, 1]", style=solid]; -"100 Constant_3847" -> "33 Transpose_1524" [label="[1, 256, 1, 1]", style=solid]; -"101 Multiply_4028" -> "30 Multiply_3839" [label="[256, 256, 3, 3]", style=solid]; -"102 Transpose_1494" -> "48 Transpose_1496" [label="[1, 1, 1, 1]", style=solid]; -"103 Constant_3833" -> "45 Transpose_1490" [label="[1, 128, 1, 1]", style=solid]; -"104 Multiply_4022" -> "41 Multiply_3825" [label="[128, 128, 1, 1]", style=solid]; -"105 Transpose_1430" -> "34 Transpose_1432" [label="[1, 1, 1, 1]", style=solid]; -"106 Constant_3805" -> "31 Transpose_1426" [label="[1, 64, 1, 1]", style=solid]; -"107 Multiply_4010" -> "27 Multiply_3797" [label="[64, 64, 3, 3]", style=solid]; -"108 Constant_1398" -> "23 group_route_11/split" [label="[]", style=dashed]; -"109 Transpose_1395" -> "19 Transpose_1397" [label="[1, 1, 1, 1]", style=solid]; -"110 Constant_3791" -> "17 Transpose_1391" [label="[1, 128, 1, 1]", style=solid]; -"111 Multiply_4004" -> "15 Multiply_3783" [label="[128, 128, 3, 3]", style=solid]; -"112 Transpose_1361" -> "32 Transpose_1363" [label="[1, 1, 1, 1]", style=solid]; -"113 Constant_3777" -> "29 Transpose_1357" [label="[1, 64, 1, 1]", style=solid]; -"114 Multiply_3998" -> "25 Multiply_3769" [label="[64, 64, 1, 1]", style=solid]; -"115 Transpose_1297" -> "18 Transpose_1299" [label="[1, 1, 1, 1]", style=solid]; -"116 Constant_3749" -> "16 Transpose_1293" [label="[1, 32, 1, 1]", style=solid]; -"117 Multiply_3986" -> "14 Multiply_3741" [label="[32, 32, 3, 3]", style=solid]; -"118 Constant_1265" -> "12 group_route_3/split" [label="[]", style=dashed]; -"119 Transpose_1262" -> "10 Transpose_1264" [label="[1, 1, 1, 1]", style=solid]; -"120 Constant_3735" -> "9 Transpose_1258" [label="[1, 64, 1, 1]", style=solid]; -"121 Multiply_3980" -> "8 Multiply_3727" [label="[64, 64, 3, 3]", style=solid]; -"122 Transpose_1232" -> "7 Transpose_1234" [label="[1, 1, 1, 1]", style=solid]; -"123 Constant_3721" -> "6 Transpose_1228" [label="[1, 64, 1, 1]", style=solid]; -"124 Multiply_3974" -> "5 Multiply_3713" [label="[64, 32, 3, 3]", style=solid]; -"125 Transpose_1175" -> "4 Transpose_1177" [label="[1, 1, 1, 1]", style=solid]; -"126 Constant_3707" -> "3 Transpose_1171" [label="[1, 32, 1, 1]", style=solid]; -"127 Gather_4242" -> "2 Multiply_3699" [label="[32, 3, 3, 3]", style=solid]; -"128 Constant_2326" -> "1 Divide_2366" [label="[4]", style=dashed]; -"129 Transpose_1327" -> "28 Transpose_1329" [label="[1, 1, 1, 1]", style=solid]; -"130 Constant_3763" -> "24 Transpose_1323" [label="[1, 32, 1, 1]", style=solid]; -"131 Multiply_3992" -> "20 Multiply_3755" [label="[32, 32, 3, 3]", style=solid]; -"132 Transpose_1460" -> "44 Transpose_1462" [label="[1, 1, 1, 1]", style=solid]; -"133 Constant_3819" -> "40 Transpose_1456" [label="[1, 64, 1, 1]", style=solid]; -"134 Multiply_4016" -> "36 Multiply_3811" [label="[64, 64, 3, 3]", style=solid]; -"135 Transpose_1593" -> "58 Transpose_1595" [label="[1, 1, 1, 1]", style=solid]; -"136 Constant_3875" -> "55 Transpose_1589" [label="[1, 128, 1, 1]", style=solid]; -"137 Multiply_4040" -> "52 Multiply_3867" [label="[128, 128, 3, 3]", style=solid]; -"138 Constant_1724" -> "79 Transpose_1725" [label="[4]", style=dashed]; -"139 Constant_669" -> "75 up_sampling2d/resize/ResizeNearestNeighbor" [label="[2]", style=dashed]; -"140 up_sampling2d/Const" -> "82 up_sampling2d/mul" [label="[2]", style=dashed]; -"141 up_sampling2d/strided_slice/stack_2" -> "78 up_sampling2d/strided_slice" [label="[1]", style=dashed]; -"142 up_sampling2d/strided_slice/stack_1" -> "78 up_sampling2d/strided_slice" [label="[1]", style=dashed]; -"143 up_sampling2d/strided_slice/stack" -> "78 up_sampling2d/strided_slice" [label="[1]", style=dashed]; -"144 Constant_1722" -> "71 leaky_re_lu_17/LeakyRelu" [label="[4]", style=dashed]; -"145 Transpose_1721" -> "68 Transpose_1723" [label="[1, 1, 1, 1]", style=solid]; -"146 Constant_3931" -> "65 Transpose_1717" [label="[1, 128, 1, 1]", style=solid]; -"147 Multiply_4064" -> "62 Multiply_3923" [label="[128, 256, 1, 1]", style=solid]; -"148 Transpose_1691" -> "60 Transpose_1693" [label="[1, 1, 1, 1]", style=solid]; -"149 Constant_3917" -> "57 Transpose_1687" [label="[1, 256, 1, 1]", style=solid]; -"150 Multiply_4058" -> "54 Multiply_3909" [label="[256, 512, 1, 1]", style=solid]; -"151 Transpose_1661" -> "51 Transpose_1663" [label="[1, 1, 1, 1]", style=solid]; -"152 Constant_3903" -> "49 Transpose_1657" [label="[1, 512, 1, 1]", style=solid]; -"153 Multiply_4052" -> "46 Multiply_3895" [label="[512, 512, 3, 3]", style=solid]; -"154 Constant_1798" -> "80 conv2d_17/BiasAdd" [label="[4]", style=dashed]; -"155 Transpose_1797" -> "76 Transpose_1799" [label="[1, 255, 1, 1]", style=solid]; -"156 Transpose_748" -> "72 Convolution_749" [label="[255, 512, 1, 1]", style=solid]; -"157 Transpose_1791" -> "69 Transpose_1793" [label="[1, 1, 1, 1]", style=solid]; -"158 Constant_3959" -> "66 Transpose_1787" [label="[1, 512, 1, 1]", style=solid]; -"159 Multiply_4076" -> "63 Multiply_3951" [label="[512, 256, 3, 3]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/ComparisonBinaryModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/ComparisonBinaryModel.dot deleted file mode 100644 index bc031f16aaa..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/ComparisonBinaryModel.dot +++ /dev/null @@ -1,29 +0,0 @@ -strict digraph { -"0 Input" [id=0, type=Parameter]; -"1 Input/fq_output_0" [id=1, type=FakeQuantize]; -"2 Add" [id=2, type=Add]; -"3 Gather_6" [id=3, type=Gather]; -"4 GreaterEqual_3" [id=4, type=GreaterEqual]; -"5 Result_Add" [id=5, type=Result]; -"6 Convert_4" [id=6, type=Convert]; -"7 Constant_5" [id=7, type=Constant]; -"8 Constant_2" [id=8, type=Constant]; -"9 Constant_2140" [id=9, type=Constant]; -"10 Constant_2139" [id=10, type=Constant]; -"11 Constant_2138" [id=11, type=Constant]; -"12 Constant_2137" [id=12, type=Constant]; -"0 Input" -> "1 Input/fq_output_0" [label="[1, 3, 4, 2]", style=solid]; -"1 Input/fq_output_0" -> "2 Add" [label="[1, 3, 4, 2]", style=solid]; -"1 Input/fq_output_0" -> "3 Gather_6" [label="[1, 3, 4, 2]", style=solid]; -"1 Input/fq_output_0" -> "4 GreaterEqual_3" [label="[1, 3, 4, 2]", style=solid]; -"2 Add" -> "5 Result_Add" [label="[1, 3, 4, 2, 3, 4, 2]", style=solid]; -"3 Gather_6" -> "2 Add" [label="[1, 3, 4, 2, 3, 4, 2]", style=solid]; -"4 GreaterEqual_3" -> "6 Convert_4" [label="[1, 3, 4, 2]", style=dashed]; -"6 Convert_4" -> "3 Gather_6" [label="[1, 3, 4, 2]", style=dashed]; -"7 Constant_5" -> "3 Gather_6" [label="[]", style=dashed]; -"8 Constant_2" -> "4 GreaterEqual_3" [label="[1, 3, 4, 2]", style=solid]; -"9 Constant_2140" -> "1 Input/fq_output_0" [label="[]", style=solid]; -"10 Constant_2139" -> "1 Input/fq_output_0" [label="[]", style=solid]; -"11 Constant_2138" -> "1 Input/fq_output_0" [label="[]", style=solid]; -"12 Constant_2137" -> "1 Input/fq_output_0" [label="[]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/ConvModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/ConvModel.dot deleted file mode 100644 index 125ee7ec102..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/ConvModel.dot +++ /dev/null @@ -1,55 +0,0 @@ -strict digraph { -"0 Input_1" [id=0, type=Parameter]; -"1 Input_2" [id=1, type=Parameter]; -"2 Sub" [id=2, type=Subtract]; -"3 Add" [id=3, type=Add]; -"4 Sub/fq_output_0" [id=4, type=FakeQuantize]; -"5 Mul" [id=5, type=Multiply]; -"6 Conv" [id=6, type=Convolution]; -"7 Transpose" [id=7, type=Transpose]; -"8 Conv_Add" [id=8, type=Add]; -"9 Concat_32" [id=9, type=Concat]; -"10 Relu" [id=10, type=Relu]; -"11 Result" [id=11, type=Result]; -"12 Constant_30" [id=12, type=Constant]; -"13 Constant_28" [id=13, type=Constant]; -"14 Constant_26" [id=14, type=Constant]; -"15 Bias" [id=15, type=Constant]; -"16 Conv/fq_weights_1" [id=16, type=FakeQuantize]; -"17 Constant_2268" [id=17, type=Constant]; -"18 Constant_2267" [id=18, type=Constant]; -"19 Constant_2266" [id=19, type=Constant]; -"20 Constant_2265" [id=20, type=Constant]; -"21 Constant_20" [id=21, type=Constant]; -"22 Constant_2263" [id=22, type=Constant]; -"23 Constant_2262" [id=23, type=Constant]; -"24 Constant_2261" [id=24, type=Constant]; -"25 Constant_2260" [id=25, type=Constant]; -"26 Constant_18" [id=26, type=Constant]; -"0 Input_1" -> "2 Sub" [label="[1, 3, 4, 2]", style=solid]; -"1 Input_2" -> "3 Add" [label="[1, 3, 2, 4]", style=solid]; -"2 Sub" -> "4 Sub/fq_output_0" [label="[1, 3, 4, 2]", style=solid]; -"3 Add" -> "5 Mul" [label="[1, 3, 2, 4]", style=solid]; -"4 Sub/fq_output_0" -> "6 Conv" [label="[1, 3, 4, 2]", style=solid]; -"5 Mul" -> "7 Transpose" [label="[1, 3, 2, 4]", style=solid]; -"6 Conv" -> "8 Conv_Add" [label="[1, 3, 4, 2]", style=solid]; -"7 Transpose" -> "9 Concat_32" [label="[1, 3, 4, 2]", style=solid]; -"8 Conv_Add" -> "10 Relu" [label="[1, 3, 4, 2]", style=solid]; -"9 Concat_32" -> "11 Result" [label="[2, 3, 4, 2]", style=solid]; -"10 Relu" -> "9 Concat_32" [label="[1, 3, 4, 2]", style=solid]; -"12 Constant_30" -> "7 Transpose" [label="[4]", style=dashed]; -"13 Constant_28" -> "5 Mul" [label="[1, 3, 1, 1]", style=solid]; -"14 Constant_26" -> "3 Add" [label="[1, 3, 1, 1]", style=solid]; -"15 Bias" -> "8 Conv_Add" [label="[1, 3, 1, 1]", style=solid]; -"16 Conv/fq_weights_1" -> "6 Conv" [label="[3, 3, 1, 1]", style=solid]; -"17 Constant_2268" -> "16 Conv/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"18 Constant_2267" -> "16 Conv/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"19 Constant_2266" -> "16 Conv/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"20 Constant_2265" -> "16 Conv/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"21 Constant_20" -> "16 Conv/fq_weights_1" [label="[3, 3, 1, 1]", style=solid]; -"22 Constant_2263" -> "4 Sub/fq_output_0" [label="[]", style=solid]; -"23 Constant_2262" -> "4 Sub/fq_output_0" [label="[]", style=solid]; -"24 Constant_2261" -> "4 Sub/fq_output_0" [label="[]", style=solid]; -"25 Constant_2260" -> "4 Sub/fq_output_0" [label="[]", style=solid]; -"26 Constant_18" -> "2 Sub" [label="[1, 3, 1, 1]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/ConvNotBiasModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/ConvNotBiasModel.dot deleted file mode 100644 index 9d7e0778387..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/ConvNotBiasModel.dot +++ /dev/null @@ -1,39 +0,0 @@ -strict digraph { -"0 Input_1" [id=0, type=Parameter]; -"1 Sub" [id=1, type=Subtract]; -"2 Sub/fq_output_0" [id=2, type=FakeQuantize]; -"3 Conv" [id=3, type=Convolution]; -"4 Conv_Add" [id=4, type=Add]; -"5 Relu" [id=5, type=Relu]; -"6 Result" [id=6, type=Result]; -"7 NotBias" [id=7, type=Constant]; -"8 Conv/fq_weights_1" [id=8, type=FakeQuantize]; -"9 Constant_14951" [id=9, type=Constant]; -"10 Constant_14950" [id=10, type=Constant]; -"11 Constant_14949" [id=11, type=Constant]; -"12 Constant_14948" [id=12, type=Constant]; -"13 Constant_12903" [id=13, type=Constant]; -"14 Constant_14946" [id=14, type=Constant]; -"15 Constant_14945" [id=15, type=Constant]; -"16 Constant_14944" [id=16, type=Constant]; -"17 Constant_14943" [id=17, type=Constant]; -"18 Constant_12901" [id=18, type=Constant]; -"0 Input_1" -> "1 Sub" [label="[1, 3, 4, 2]", style=solid]; -"1 Sub" -> "2 Sub/fq_output_0" [label="[1, 3, 4, 2]", style=solid]; -"2 Sub/fq_output_0" -> "3 Conv" [label="[1, 3, 4, 2]", style=solid]; -"3 Conv" -> "4 Conv_Add" [label="[1, 3, 4, 2]", style=solid]; -"4 Conv_Add" -> "5 Relu" [label="[1, 3, 4, 2]", style=solid]; -"5 Relu" -> "6 Result" [label="[1, 3, 4, 2]", style=solid]; -"7 NotBias" -> "4 Conv_Add" [label="[1, 3, 4, 2]", style=solid]; -"8 Conv/fq_weights_1" -> "3 Conv" [label="[3, 3, 1, 1]", style=solid]; -"9 Constant_14951" -> "8 Conv/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"10 Constant_14950" -> "8 Conv/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"11 Constant_14949" -> "8 Conv/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"12 Constant_14948" -> "8 Conv/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"13 Constant_12903" -> "8 Conv/fq_weights_1" [label="[3, 3, 1, 1]", style=solid]; -"14 Constant_14946" -> "2 Sub/fq_output_0" [label="[]", style=solid]; -"15 Constant_14945" -> "2 Sub/fq_output_0" [label="[]", style=solid]; -"16 Constant_14944" -> "2 Sub/fq_output_0" [label="[]", style=solid]; -"17 Constant_14943" -> "2 Sub/fq_output_0" [label="[]", style=solid]; -"18 Constant_12901" -> "1 Sub" [label="[1, 3, 1, 1]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/DepthwiseConv3DModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/DepthwiseConv3DModel.dot deleted file mode 100644 index e485b5780d1..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/DepthwiseConv3DModel.dot +++ /dev/null @@ -1,33 +0,0 @@ -strict digraph { -"0 Input_1" [id=0, type=Parameter]; -"1 Input_1/fq_output_0" [id=1, type=FakeQuantize]; -"2 Conv3D" [id=2, type=GroupConvolution]; -"3 Add" [id=3, type=Add]; -"4 Result" [id=4, type=Result]; -"5 Constant_4" [id=5, type=Constant]; -"6 Conv3D/fq_weights_1" [id=6, type=FakeQuantize]; -"7 Constant_2046" [id=7, type=Constant]; -"8 Constant_2045" [id=8, type=Constant]; -"9 Constant_2044" [id=9, type=Constant]; -"10 Constant_2043" [id=10, type=Constant]; -"11 Constant_2" [id=11, type=Constant]; -"12 Constant_2041" [id=12, type=Constant]; -"13 Constant_2040" [id=13, type=Constant]; -"14 Constant_2039" [id=14, type=Constant]; -"15 Constant_2038" [id=15, type=Constant]; -"0 Input_1" -> "1 Input_1/fq_output_0" [label="[1, 3, 7]", style=solid]; -"1 Input_1/fq_output_0" -> "2 Conv3D" [label="[1, 3, 7]", style=solid]; -"2 Conv3D" -> "3 Add" [label="[1, 3, 3]", style=solid]; -"3 Add" -> "4 Result" [label="[1, 3, 3]", style=solid]; -"5 Constant_4" -> "3 Add" [label="[1, 3, 1]", style=solid]; -"6 Conv3D/fq_weights_1" -> "2 Conv3D" [label="[3, 1, 1, 5]", style=solid]; -"7 Constant_2046" -> "6 Conv3D/fq_weights_1" [label="[1, 1, 1, 1]", style=solid]; -"8 Constant_2045" -> "6 Conv3D/fq_weights_1" [label="[1, 1, 1, 1]", style=solid]; -"9 Constant_2044" -> "6 Conv3D/fq_weights_1" [label="[1, 1, 1, 1]", style=solid]; -"10 Constant_2043" -> "6 Conv3D/fq_weights_1" [label="[1, 1, 1, 1]", style=solid]; -"11 Constant_2" -> "6 Conv3D/fq_weights_1" [label="[3, 1, 1, 5]", style=solid]; -"12 Constant_2041" -> "1 Input_1/fq_output_0" [label="[1, 3, 1]", style=solid]; -"13 Constant_2040" -> "1 Input_1/fq_output_0" [label="[1, 3, 1]", style=solid]; -"14 Constant_2039" -> "1 Input_1/fq_output_0" [label="[1, 3, 1]", style=solid]; -"15 Constant_2038" -> "1 Input_1/fq_output_0" [label="[1, 3, 1]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/DepthwiseConv4DModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/DepthwiseConv4DModel.dot deleted file mode 100644 index 4f85164604c..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/DepthwiseConv4DModel.dot +++ /dev/null @@ -1,35 +0,0 @@ -strict digraph { -"0 Input_1" [id=0, type=Parameter]; -"1 Input_1/fq_output_0" [id=1, type=FakeQuantize]; -"2 Conv4D" [id=2, type=GroupConvolution]; -"3 Add" [id=3, type=Add]; -"4 Relu" [id=4, type=Relu]; -"5 Result" [id=5, type=Result]; -"6 Constant_4" [id=6, type=Constant]; -"7 Conv4D/fq_weights_1" [id=7, type=FakeQuantize]; -"8 Constant_2051" [id=8, type=Constant]; -"9 Constant_2050" [id=9, type=Constant]; -"10 Constant_2049" [id=10, type=Constant]; -"11 Constant_2048" [id=11, type=Constant]; -"12 Constant_2" [id=12, type=Constant]; -"13 Constant_2046" [id=13, type=Constant]; -"14 Constant_2045" [id=14, type=Constant]; -"15 Constant_2044" [id=15, type=Constant]; -"16 Constant_2043" [id=16, type=Constant]; -"0 Input_1" -> "1 Input_1/fq_output_0" [label="[1, 3, 5, 5]", style=solid]; -"1 Input_1/fq_output_0" -> "2 Conv4D" [label="[1, 3, 5, 5]", style=solid]; -"2 Conv4D" -> "3 Add" [label="[1, 3, 3, 3]", style=solid]; -"3 Add" -> "4 Relu" [label="[1, 3, 3, 3]", style=solid]; -"4 Relu" -> "5 Result" [label="[1, 3, 3, 3]", style=solid]; -"6 Constant_4" -> "3 Add" [label="[1, 3, 1, 1]", style=solid]; -"7 Conv4D/fq_weights_1" -> "2 Conv4D" [label="[3, 1, 1, 3, 3]", style=solid]; -"8 Constant_2051" -> "7 Conv4D/fq_weights_1" [label="[1, 1, 1, 1, 1]", style=solid]; -"9 Constant_2050" -> "7 Conv4D/fq_weights_1" [label="[1, 1, 1, 1, 1]", style=solid]; -"10 Constant_2049" -> "7 Conv4D/fq_weights_1" [label="[1, 1, 1, 1, 1]", style=solid]; -"11 Constant_2048" -> "7 Conv4D/fq_weights_1" [label="[1, 1, 1, 1, 1]", style=solid]; -"12 Constant_2" -> "7 Conv4D/fq_weights_1" [label="[3, 1, 1, 3, 3]", style=solid]; -"13 Constant_2046" -> "1 Input_1/fq_output_0" [label="[1, 3, 1, 1]", style=solid]; -"14 Constant_2045" -> "1 Input_1/fq_output_0" [label="[1, 3, 1, 1]", style=solid]; -"15 Constant_2044" -> "1 Input_1/fq_output_0" [label="[1, 3, 1, 1]", style=solid]; -"16 Constant_2043" -> "1 Input_1/fq_output_0" [label="[1, 3, 1, 1]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/DepthwiseConv5DModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/DepthwiseConv5DModel.dot deleted file mode 100644 index a5bc30bfccb..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/DepthwiseConv5DModel.dot +++ /dev/null @@ -1,33 +0,0 @@ -strict digraph { -"0 Input_1" [id=0, type=Parameter]; -"1 Input_1/fq_output_0" [id=1, type=FakeQuantize]; -"2 Conv5D" [id=2, type=GroupConvolution]; -"3 Add" [id=3, type=Add]; -"4 Result" [id=4, type=Result]; -"5 Constant_4" [id=5, type=Constant]; -"6 Conv5D/fq_weights_1" [id=6, type=FakeQuantize]; -"7 Constant_2046" [id=7, type=Constant]; -"8 Constant_2045" [id=8, type=Constant]; -"9 Constant_2044" [id=9, type=Constant]; -"10 Constant_2043" [id=10, type=Constant]; -"11 Constant_2" [id=11, type=Constant]; -"12 Constant_2041" [id=12, type=Constant]; -"13 Constant_2040" [id=13, type=Constant]; -"14 Constant_2039" [id=14, type=Constant]; -"15 Constant_2038" [id=15, type=Constant]; -"0 Input_1" -> "1 Input_1/fq_output_0" [label="[1, 3, 7, 6, 5]", style=solid]; -"1 Input_1/fq_output_0" -> "2 Conv5D" [label="[1, 3, 7, 6, 5]", style=solid]; -"2 Conv5D" -> "3 Add" [label="[1, 3, 3, 3, 3]", style=solid]; -"3 Add" -> "4 Result" [label="[1, 3, 3, 3, 3]", style=solid]; -"5 Constant_4" -> "3 Add" [label="[1, 3, 1, 1, 1]", style=solid]; -"6 Conv5D/fq_weights_1" -> "2 Conv5D" [label="[3, 1, 1, 5, 4, 3]", style=solid]; -"7 Constant_2046" -> "6 Conv5D/fq_weights_1" [label="[1, 1, 1, 1, 1, 1]", style=solid]; -"8 Constant_2045" -> "6 Conv5D/fq_weights_1" [label="[1, 1, 1, 1, 1, 1]", style=solid]; -"9 Constant_2044" -> "6 Conv5D/fq_weights_1" [label="[1, 1, 1, 1, 1, 1]", style=solid]; -"10 Constant_2043" -> "6 Conv5D/fq_weights_1" [label="[1, 1, 1, 1, 1, 1]", style=solid]; -"11 Constant_2" -> "6 Conv5D/fq_weights_1" [label="[3, 1, 1, 5, 4, 3]", style=solid]; -"12 Constant_2041" -> "1 Input_1/fq_output_0" [label="[1, 3, 1, 1, 1]", style=solid]; -"13 Constant_2040" -> "1 Input_1/fq_output_0" [label="[1, 3, 1, 1, 1]", style=solid]; -"14 Constant_2039" -> "1 Input_1/fq_output_0" [label="[1, 3, 1, 1, 1]", style=solid]; -"15 Constant_2038" -> "1 Input_1/fq_output_0" [label="[1, 3, 1, 1, 1]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/DepthwiseConvModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/DepthwiseConvModel.dot deleted file mode 100644 index ad694143041..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/DepthwiseConvModel.dot +++ /dev/null @@ -1,35 +0,0 @@ -strict digraph { -"0 Input_1" [id=0, type=Parameter]; -"1 Input_1/fq_output_0" [id=1, type=FakeQuantize]; -"2 Conv" [id=2, type=GroupConvolution]; -"3 Add" [id=3, type=Add]; -"4 Relu" [id=4, type=Relu]; -"5 Result" [id=5, type=Result]; -"6 Constant_11" [id=6, type=Constant]; -"7 Conv/fq_weights_1" [id=7, type=FakeQuantize]; -"8 Constant_2060" [id=8, type=Constant]; -"9 Constant_2059" [id=9, type=Constant]; -"10 Constant_2058" [id=10, type=Constant]; -"11 Constant_2057" [id=11, type=Constant]; -"12 Constant_9" [id=12, type=Constant]; -"13 Constant_2055" [id=13, type=Constant]; -"14 Constant_2054" [id=14, type=Constant]; -"15 Constant_2053" [id=15, type=Constant]; -"16 Constant_2052" [id=16, type=Constant]; -"0 Input_1" -> "1 Input_1/fq_output_0" [label="[1, 3, 5, 5]", style=solid]; -"1 Input_1/fq_output_0" -> "2 Conv" [label="[1, 3, 5, 5]", style=solid]; -"2 Conv" -> "3 Add" [label="[1, 3, 3, 3]", style=solid]; -"3 Add" -> "4 Relu" [label="[1, 3, 3, 3]", style=solid]; -"4 Relu" -> "5 Result" [label="[1, 3, 3, 3]", style=solid]; -"6 Constant_11" -> "3 Add" [label="[1, 3, 1, 1]", style=solid]; -"7 Conv/fq_weights_1" -> "2 Conv" [label="[3, 1, 1, 3, 3]", style=solid]; -"8 Constant_2060" -> "7 Conv/fq_weights_1" [label="[1, 1, 1, 1, 1]", style=solid]; -"9 Constant_2059" -> "7 Conv/fq_weights_1" [label="[1, 1, 1, 1, 1]", style=solid]; -"10 Constant_2058" -> "7 Conv/fq_weights_1" [label="[1, 1, 1, 1, 1]", style=solid]; -"11 Constant_2057" -> "7 Conv/fq_weights_1" [label="[1, 1, 1, 1, 1]", style=solid]; -"12 Constant_9" -> "7 Conv/fq_weights_1" [label="[3, 1, 1, 3, 3]", style=solid]; -"13 Constant_2055" -> "1 Input_1/fq_output_0" [label="[1, 3, 1, 1]", style=solid]; -"14 Constant_2054" -> "1 Input_1/fq_output_0" [label="[1, 3, 1, 1]", style=solid]; -"15 Constant_2053" -> "1 Input_1/fq_output_0" [label="[1, 3, 1, 1]", style=solid]; -"16 Constant_2052" -> "1 Input_1/fq_output_0" [label="[1, 3, 1, 1]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/DynamicModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/DynamicModel.dot deleted file mode 100644 index 1633fc0a5b4..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/DynamicModel.dot +++ /dev/null @@ -1,55 +0,0 @@ -strict digraph { -"0 Input_1" [id=0, type=Parameter]; -"1 Input_2" [id=1, type=Parameter]; -"2 Sub" [id=2, type=Subtract]; -"3 Add" [id=3, type=Add]; -"4 Sub/fq_output_0" [id=4, type=FakeQuantize]; -"5 Mul" [id=5, type=Multiply]; -"6 Conv" [id=6, type=Convolution]; -"7 Transpose" [id=7, type=Transpose]; -"8 Conv_Add" [id=8, type=Add]; -"9 Concat_8690" [id=9, type=Concat]; -"10 Relu" [id=10, type=Relu]; -"11 Result" [id=11, type=Result]; -"12 Constant_8688" [id=12, type=Constant]; -"13 Constant_8686" [id=13, type=Constant]; -"14 Constant_8684" [id=14, type=Constant]; -"15 Bias" [id=15, type=Constant]; -"16 Conv/fq_weights_1" [id=16, type=FakeQuantize]; -"17 Constant_10833" [id=17, type=Constant]; -"18 Constant_10832" [id=18, type=Constant]; -"19 Constant_10831" [id=19, type=Constant]; -"20 Constant_10830" [id=20, type=Constant]; -"21 Constant_8678" [id=21, type=Constant]; -"22 Constant_10828" [id=22, type=Constant]; -"23 Constant_10827" [id=23, type=Constant]; -"24 Constant_10826" [id=24, type=Constant]; -"25 Constant_10825" [id=25, type=Constant]; -"26 Constant_8676" [id=26, type=Constant]; -"0 Input_1" -> "2 Sub" [label="[99, 3, 4, 2]", style=solid]; -"1 Input_2" -> "3 Add" [label="[99, 3, 2, 4]", style=solid]; -"2 Sub" -> "4 Sub/fq_output_0" [label="[99, 3, 4, 2]", style=solid]; -"3 Add" -> "5 Mul" [label="[99, 3, 2, 4]", style=solid]; -"4 Sub/fq_output_0" -> "6 Conv" [label="[99, 3, 4, 2]", style=solid]; -"5 Mul" -> "7 Transpose" [label="[99, 3, 2, 4]", style=solid]; -"6 Conv" -> "8 Conv_Add" [label="[99, 3, 4, 2]", style=solid]; -"7 Transpose" -> "9 Concat_8690" [label="[99, 3, 4, 2]", style=solid]; -"8 Conv_Add" -> "10 Relu" [label="[99, 3, 4, 2]", style=solid]; -"9 Concat_8690" -> "11 Result" [label="[198, 3, 4, 2]", style=solid]; -"10 Relu" -> "9 Concat_8690" [label="[99, 3, 4, 2]", style=solid]; -"12 Constant_8688" -> "7 Transpose" [label="[4]", style=dashed]; -"13 Constant_8686" -> "5 Mul" [label="[1, 3, 1, 1]", style=solid]; -"14 Constant_8684" -> "3 Add" [label="[1, 3, 1, 1]", style=solid]; -"15 Bias" -> "8 Conv_Add" [label="[1, 3, 1, 1]", style=solid]; -"16 Conv/fq_weights_1" -> "6 Conv" [label="[3, 3, 1, 1]", style=solid]; -"17 Constant_10833" -> "16 Conv/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"18 Constant_10832" -> "16 Conv/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"19 Constant_10831" -> "16 Conv/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"20 Constant_10830" -> "16 Conv/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"21 Constant_8678" -> "16 Conv/fq_weights_1" [label="[3, 3, 1, 1]", style=solid]; -"22 Constant_10828" -> "4 Sub/fq_output_0" [label="[]", style=solid]; -"23 Constant_10827" -> "4 Sub/fq_output_0" [label="[]", style=solid]; -"24 Constant_10826" -> "4 Sub/fq_output_0" [label="[]", style=solid]; -"25 Constant_10825" -> "4 Sub/fq_output_0" [label="[]", style=solid]; -"26 Constant_8676" -> "2 Sub" [label="[1, 3, 1, 1]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_F.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_F.dot deleted file mode 100644 index f97ac8a2d68..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_F.dot +++ /dev/null @@ -1,81 +0,0 @@ -strict digraph { -"0 X" [id=0, type=Parameter]; -"1 initial_hidden_state" [id=1, type=Parameter]; -"2 X/fq_output_0" [id=2, type=FakeQuantize]; -"3 initial_hidden_state/fq_output_0" [id=3, type=FakeQuantize]; -"4 GRUSequence" [id=4, type=GRUSequence]; -"5 GRUSequence/fq_output_0" [id=5, type=FakeQuantize]; -"6 MatMul" [id=6, type=MatMul]; -"7 Result" [id=7, type=Result]; -"8 MatMul/fq_weights_1" [id=8, type=FakeQuantize]; -"9 Constant_2541" [id=9, type=Constant]; -"10 Constant_2540" [id=10, type=Constant]; -"11 Constant_2539" [id=11, type=Constant]; -"12 Constant_2538" [id=12, type=Constant]; -"13 Constant_8" [id=13, type=Constant]; -"14 Constant_2526" [id=14, type=Constant]; -"15 Constant_2525" [id=15, type=Constant]; -"16 Constant_2524" [id=16, type=Constant]; -"17 Constant_2523" [id=17, type=Constant]; -"18 Constant_6" [id=18, type=Constant]; -"19 GRUSequence/fq_weights_4" [id=19, type=FakeQuantize]; -"20 Constant_2536" [id=20, type=Constant]; -"21 Constant_2535" [id=21, type=Constant]; -"22 Constant_2534" [id=22, type=Constant]; -"23 Constant_2533" [id=23, type=Constant]; -"24 Constant_5" [id=24, type=Constant]; -"25 GRUSequence/fq_weights_3" [id=25, type=FakeQuantize]; -"26 Constant_2531" [id=26, type=Constant]; -"27 Constant_2530" [id=27, type=Constant]; -"28 Constant_2529" [id=28, type=Constant]; -"29 Constant_2528" [id=29, type=Constant]; -"30 Constant_4" [id=30, type=Constant]; -"31 Constant_3" [id=31, type=Constant]; -"32 Constant_2521" [id=32, type=Constant]; -"33 Constant_2520" [id=33, type=Constant]; -"34 Constant_2519" [id=34, type=Constant]; -"35 Constant_2518" [id=35, type=Constant]; -"36 Constant_2516" [id=36, type=Constant]; -"37 Constant_2515" [id=37, type=Constant]; -"38 Constant_2514" [id=38, type=Constant]; -"39 Constant_2513" [id=39, type=Constant]; -"0 X" -> "2 X/fq_output_0" [label="[3, 2, 16]", style=solid]; -"1 initial_hidden_state" -> "3 initial_hidden_state/fq_output_0" [label="[3, 1, 128]", style=solid]; -"2 X/fq_output_0" -> "4 GRUSequence" [label="[3, 2, 16]", style=solid]; -"3 initial_hidden_state/fq_output_0" -> "4 GRUSequence" [label="[3, 1, 128]", style=solid]; -"4 GRUSequence" -> "5 GRUSequence/fq_output_0" [label="[3, 1, 2, 128]", style=solid]; -"5 GRUSequence/fq_output_0" -> "6 MatMul" [label="[3, 1, 2, 128]", style=solid]; -"6 MatMul" -> "7 Result" [label="[3, 1, 2, 3]", style=solid]; -"8 MatMul/fq_weights_1" -> "6 MatMul" [label="[3, 1, 128, 3]", style=solid]; -"9 Constant_2541" -> "8 MatMul/fq_weights_1" [label="[3, 1, 1, 3]", style=solid]; -"10 Constant_2540" -> "8 MatMul/fq_weights_1" [label="[3, 1, 1, 3]", style=solid]; -"11 Constant_2539" -> "8 MatMul/fq_weights_1" [label="[3, 1, 1, 3]", style=solid]; -"12 Constant_2538" -> "8 MatMul/fq_weights_1" [label="[3, 1, 1, 3]", style=solid]; -"13 Constant_8" -> "8 MatMul/fq_weights_1" [label="[3, 1, 128, 3]", style=solid]; -"14 Constant_2526" -> "5 GRUSequence/fq_output_0" [label="[]", style=solid]; -"15 Constant_2525" -> "5 GRUSequence/fq_output_0" [label="[]", style=solid]; -"16 Constant_2524" -> "5 GRUSequence/fq_output_0" [label="[]", style=solid]; -"17 Constant_2523" -> "5 GRUSequence/fq_output_0" [label="[]", style=solid]; -"18 Constant_6" -> "4 GRUSequence" [label="[1, 384]", style=solid]; -"19 GRUSequence/fq_weights_4" -> "4 GRUSequence" [label="[1, 384, 128]", style=solid]; -"20 Constant_2536" -> "19 GRUSequence/fq_weights_4" [label="[1, 384, 1]", style=solid]; -"21 Constant_2535" -> "19 GRUSequence/fq_weights_4" [label="[1, 384, 1]", style=solid]; -"22 Constant_2534" -> "19 GRUSequence/fq_weights_4" [label="[1, 384, 1]", style=solid]; -"23 Constant_2533" -> "19 GRUSequence/fq_weights_4" [label="[1, 384, 1]", style=solid]; -"24 Constant_5" -> "19 GRUSequence/fq_weights_4" [label="[1, 384, 128]", style=solid]; -"25 GRUSequence/fq_weights_3" -> "4 GRUSequence" [label="[1, 384, 16]", style=solid]; -"26 Constant_2531" -> "25 GRUSequence/fq_weights_3" [label="[1, 384, 1]", style=solid]; -"27 Constant_2530" -> "25 GRUSequence/fq_weights_3" [label="[1, 384, 1]", style=solid]; -"28 Constant_2529" -> "25 GRUSequence/fq_weights_3" [label="[1, 384, 1]", style=solid]; -"29 Constant_2528" -> "25 GRUSequence/fq_weights_3" [label="[1, 384, 1]", style=solid]; -"30 Constant_4" -> "25 GRUSequence/fq_weights_3" [label="[1, 384, 16]", style=solid]; -"31 Constant_3" -> "4 GRUSequence" [label="[3]", style=dashed]; -"32 Constant_2521" -> "3 initial_hidden_state/fq_output_0" [label="[]", style=solid]; -"33 Constant_2520" -> "3 initial_hidden_state/fq_output_0" [label="[]", style=solid]; -"34 Constant_2519" -> "3 initial_hidden_state/fq_output_0" [label="[]", style=solid]; -"35 Constant_2518" -> "3 initial_hidden_state/fq_output_0" [label="[]", style=solid]; -"36 Constant_2516" -> "2 X/fq_output_0" [label="[]", style=solid]; -"37 Constant_2515" -> "2 X/fq_output_0" [label="[]", style=solid]; -"38 Constant_2514" -> "2 X/fq_output_0" [label="[]", style=solid]; -"39 Constant_2513" -> "2 X/fq_output_0" [label="[]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_T.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_T.dot deleted file mode 100644 index a9819020b25..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_T.dot +++ /dev/null @@ -1,41 +0,0 @@ -strict digraph { -"0 X" [id=0, type=Parameter]; -"1 initial_hidden_state" [id=1, type=Parameter]; -"2 GRUSequence" [id=2, type=GRUSequence]; -"3 GRUSequence/fq_output_0" [id=3, type=FakeQuantize]; -"4 MatMul" [id=4, type=MatMul]; -"5 Result" [id=5, type=Result]; -"6 MatMul/fq_weights_1" [id=6, type=FakeQuantize]; -"7 Constant_2205" [id=7, type=Constant]; -"8 Constant_2204" [id=8, type=Constant]; -"9 Constant_2203" [id=9, type=Constant]; -"10 Constant_2202" [id=10, type=Constant]; -"11 Constant_8" [id=11, type=Constant]; -"12 Constant_2200" [id=12, type=Constant]; -"13 Constant_2199" [id=13, type=Constant]; -"14 Constant_2198" [id=14, type=Constant]; -"15 Constant_2197" [id=15, type=Constant]; -"16 Constant_6" [id=16, type=Constant]; -"17 Constant_5" [id=17, type=Constant]; -"18 Constant_4" [id=18, type=Constant]; -"19 Constant_3" [id=19, type=Constant]; -"0 X" -> "2 GRUSequence" [label="[3, 2, 16]", style=solid]; -"1 initial_hidden_state" -> "2 GRUSequence" [label="[3, 1, 128]", style=solid]; -"2 GRUSequence" -> "3 GRUSequence/fq_output_0" [label="[3, 1, 2, 128]", style=solid]; -"3 GRUSequence/fq_output_0" -> "4 MatMul" [label="[3, 1, 2, 128]", style=solid]; -"4 MatMul" -> "5 Result" [label="[3, 1, 2, 3]", style=solid]; -"6 MatMul/fq_weights_1" -> "4 MatMul" [label="[3, 1, 128, 3]", style=solid]; -"7 Constant_2205" -> "6 MatMul/fq_weights_1" [label="[3, 1, 1, 3]", style=solid]; -"8 Constant_2204" -> "6 MatMul/fq_weights_1" [label="[3, 1, 1, 3]", style=solid]; -"9 Constant_2203" -> "6 MatMul/fq_weights_1" [label="[3, 1, 1, 3]", style=solid]; -"10 Constant_2202" -> "6 MatMul/fq_weights_1" [label="[3, 1, 1, 3]", style=solid]; -"11 Constant_8" -> "6 MatMul/fq_weights_1" [label="[3, 1, 128, 3]", style=solid]; -"12 Constant_2200" -> "3 GRUSequence/fq_output_0" [label="[]", style=solid]; -"13 Constant_2199" -> "3 GRUSequence/fq_output_0" [label="[]", style=solid]; -"14 Constant_2198" -> "3 GRUSequence/fq_output_0" [label="[]", style=solid]; -"15 Constant_2197" -> "3 GRUSequence/fq_output_0" [label="[]", style=solid]; -"16 Constant_6" -> "2 GRUSequence" [label="[1, 512]", style=solid]; -"17 Constant_5" -> "2 GRUSequence" [label="[1, 384, 128]", style=solid]; -"18 Constant_4" -> "2 GRUSequence" [label="[1, 384, 16]", style=solid]; -"19 Constant_3" -> "2 GRUSequence" [label="[3]", style=dashed]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/GroupNormalizationModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/GroupNormalizationModel.dot deleted file mode 100644 index 90d267ee9dd..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/GroupNormalizationModel.dot +++ /dev/null @@ -1,69 +0,0 @@ -strict digraph { -"0 Input_1" [id=0, type=Parameter]; -"1 Input_1/fq_output_0" [id=1, type=FakeQuantize]; -"2 Conv" [id=2, type=Convolution]; -"3 Conv_Add" [id=3, type=Add]; -"4 Conv_Add/fq_output_0" [id=4, type=FakeQuantize]; -"5 GroupNormalization_27318" [id=5, type=GroupNormalization]; -"6 Relu" [id=6, type=Relu]; -"7 Relu/fq_output_0" [id=7, type=FakeQuantize]; -"8 Mul" [id=8, type=Multiply]; -"9 Add" [id=9, type=Add]; -"10 Result" [id=10, type=Result]; -"11 Constant_27322" [id=11, type=Constant]; -"12 Constant_27320" [id=12, type=Constant]; -"13 Constant_29930" [id=13, type=Constant]; -"14 Constant_29929" [id=14, type=Constant]; -"15 Constant_29928" [id=15, type=Constant]; -"16 Constant_29927" [id=16, type=Constant]; -"17 Constant_27317" [id=17, type=Constant]; -"18 Constant_27316" [id=18, type=Constant]; -"19 Constant_29925" [id=19, type=Constant]; -"20 Constant_29924" [id=20, type=Constant]; -"21 Constant_29923" [id=21, type=Constant]; -"22 Constant_29922" [id=22, type=Constant]; -"23 Bias" [id=23, type=Constant]; -"24 Conv/fq_weights_1" [id=24, type=FakeQuantize]; -"25 Constant_29920" [id=25, type=Constant]; -"26 Constant_29919" [id=26, type=Constant]; -"27 Constant_29918" [id=27, type=Constant]; -"28 Constant_29917" [id=28, type=Constant]; -"29 Constant_27312" [id=29, type=Constant]; -"30 Constant_29915" [id=30, type=Constant]; -"31 Constant_29914" [id=31, type=Constant]; -"32 Constant_29913" [id=32, type=Constant]; -"33 Constant_29912" [id=33, type=Constant]; -"0 Input_1" -> "1 Input_1/fq_output_0" [label="[1, 2, 3, 4, 4]", style=solid]; -"1 Input_1/fq_output_0" -> "2 Conv" [label="[1, 2, 3, 4, 4]", style=solid]; -"2 Conv" -> "3 Conv_Add" [label="[1, 4, 1, 2, 2]", style=solid]; -"3 Conv_Add" -> "4 Conv_Add/fq_output_0" [label="[1, 4, 3, 2, 2]", style=solid]; -"4 Conv_Add/fq_output_0" -> "5 GroupNormalization_27318" [label="[1, 4, 3, 2, 2]", style=solid]; -"5 GroupNormalization_27318" -> "6 Relu" [label="[1, 4, 3, 2, 2]", style=solid]; -"6 Relu" -> "7 Relu/fq_output_0" [label="[1, 4, 3, 2, 2]", style=solid]; -"7 Relu/fq_output_0" -> "8 Mul" [label="[1, 4, 3, 2, 2]", style=solid]; -"8 Mul" -> "9 Add" [label="[1, 4, 3, 2, 2]", style=solid]; -"9 Add" -> "10 Result" [label="[1, 4, 3, 2, 2]", style=solid]; -"11 Constant_27322" -> "9 Add" [label="[1, 4, 1, 1, 1]", style=solid]; -"12 Constant_27320" -> "8 Mul" [label="[1, 4, 1, 1, 1]", style=solid]; -"13 Constant_29930" -> "7 Relu/fq_output_0" [label="[]", style=solid]; -"14 Constant_29929" -> "7 Relu/fq_output_0" [label="[]", style=solid]; -"15 Constant_29928" -> "7 Relu/fq_output_0" [label="[]", style=solid]; -"16 Constant_29927" -> "7 Relu/fq_output_0" [label="[]", style=solid]; -"17 Constant_27317" -> "5 GroupNormalization_27318" [label="[4]", style=solid]; -"18 Constant_27316" -> "5 GroupNormalization_27318" [label="[4]", style=solid]; -"19 Constant_29925" -> "4 Conv_Add/fq_output_0" [label="[]", style=solid]; -"20 Constant_29924" -> "4 Conv_Add/fq_output_0" [label="[]", style=solid]; -"21 Constant_29923" -> "4 Conv_Add/fq_output_0" [label="[]", style=solid]; -"22 Constant_29922" -> "4 Conv_Add/fq_output_0" [label="[]", style=solid]; -"23 Bias" -> "3 Conv_Add" [label="[1, 1, 3, 1, 1]", style=solid]; -"24 Conv/fq_weights_1" -> "2 Conv" [label="[4, 2, 3, 3, 3]", style=solid]; -"25 Constant_29920" -> "24 Conv/fq_weights_1" [label="[4, 1, 1, 1, 1]", style=solid]; -"26 Constant_29919" -> "24 Conv/fq_weights_1" [label="[4, 1, 1, 1, 1]", style=solid]; -"27 Constant_29918" -> "24 Conv/fq_weights_1" [label="[4, 1, 1, 1, 1]", style=solid]; -"28 Constant_29917" -> "24 Conv/fq_weights_1" [label="[4, 1, 1, 1, 1]", style=solid]; -"29 Constant_27312" -> "24 Conv/fq_weights_1" [label="[4, 2, 3, 3, 3]", style=solid]; -"30 Constant_29915" -> "1 Input_1/fq_output_0" [label="[]", style=solid]; -"31 Constant_29914" -> "1 Input_1/fq_output_0" [label="[]", style=solid]; -"32 Constant_29913" -> "1 Input_1/fq_output_0" [label="[]", style=solid]; -"33 Constant_29912" -> "1 Input_1/fq_output_0" [label="[]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/IfModel_else.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/IfModel_else.dot deleted file mode 100644 index 10e35270838..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/IfModel_else.dot +++ /dev/null @@ -1,51 +0,0 @@ -strict digraph { -"0 Input_1" [id=0, type=Parameter]; -"1 Input_2" [id=1, type=Parameter]; -"2 Sub" [id=2, type=Subtract]; -"3 Add" [id=3, type=Add]; -"4 Sub/fq_output_0" [id=4, type=FakeQuantize]; -"5 Mul" [id=5, type=Multiply]; -"6 Conv" [id=6, type=Convolution]; -"7 Transpose" [id=7, type=Transpose]; -"8 Conv_Add" [id=8, type=Add]; -"9 Concat_70" [id=9, type=Concat]; -"10 Relu" [id=10, type=Relu]; -"11 Result" [id=11, type=Result]; -"12 Constant_68" [id=12, type=Constant]; -"13 Constant_66" [id=13, type=Constant]; -"14 Constant_64" [id=14, type=Constant]; -"15 Bias" [id=15, type=Constant]; -"16 Conv/fq_weights_1" [id=16, type=Multiply]; -"17 Constant_12068" [id=17, type=Constant]; -"18 Convert_12170" [id=18, type=Convert]; -"19 Constant_58" [id=19, type=Constant]; -"20 Constant_9391" [id=20, type=Constant]; -"21 Constant_9390" [id=21, type=Constant]; -"22 Constant_9389" [id=22, type=Constant]; -"23 Constant_9388" [id=23, type=Constant]; -"24 Constant_56" [id=24, type=Constant]; -"0 Input_1" -> "2 Sub" [label="[1, 3, 4, 2]", style=solid]; -"1 Input_2" -> "3 Add" [label="[1, 3, 2, 4]", style=solid]; -"2 Sub" -> "4 Sub/fq_output_0" [label="[1, 3, 4, 2]", style=solid]; -"3 Add" -> "5 Mul" [label="[1, 3, 2, 4]", style=solid]; -"4 Sub/fq_output_0" -> "6 Conv" [label="[1, 3, 4, 2]", style=solid]; -"5 Mul" -> "7 Transpose" [label="[1, 3, 2, 4]", style=solid]; -"6 Conv" -> "8 Conv_Add" [label="[1, 3, 4, 2]", style=solid]; -"7 Transpose" -> "9 Concat_70" [label="[1, 3, 4, 2]", style=solid]; -"8 Conv_Add" -> "10 Relu" [label="[1, 3, 4, 2]", style=solid]; -"9 Concat_70" -> "11 Result" [label="[2, 3, 4, 2]", style=solid]; -"10 Relu" -> "9 Concat_70" [label="[1, 3, 4, 2]", style=solid]; -"12 Constant_68" -> "7 Transpose" [label="[4]", style=dashed]; -"13 Constant_66" -> "5 Mul" [label="[1, 3, 1, 1]", style=solid]; -"14 Constant_64" -> "3 Add" [label="[1, 3, 1, 1]", style=solid]; -"15 Bias" -> "8 Conv_Add" [label="[1, 3, 1, 1]", style=solid]; -"16 Conv/fq_weights_1" -> "6 Conv" [label="[3, 3, 1, 1]", style=solid]; -"17 Constant_12068" -> "16 Conv/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"18 Convert_12170" -> "16 Conv/fq_weights_1" [label="[3, 3, 1, 1]", style=solid]; -"19 Constant_58" -> "18 Convert_12170" [label="[3, 3, 1, 1]", style=dashed]; -"20 Constant_9391" -> "4 Sub/fq_output_0" [label="[]", style=solid]; -"21 Constant_9390" -> "4 Sub/fq_output_0" [label="[]", style=solid]; -"22 Constant_9389" -> "4 Sub/fq_output_0" [label="[]", style=solid]; -"23 Constant_9388" -> "4 Sub/fq_output_0" [label="[]", style=solid]; -"24 Constant_56" -> "2 Sub" [label="[1, 3, 1, 1]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/IfModel_main.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/IfModel_main.dot deleted file mode 100644 index 33223cf313e..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/IfModel_main.dot +++ /dev/null @@ -1,11 +0,0 @@ -strict digraph { -"0 Input_1" [id=0, type=Parameter]; -"1 Input_2" [id=1, type=Parameter]; -"2 Cond_input" [id=2, type=Parameter]; -"3 If_72" [id=3, type=If]; -"4 Result" [id=4, type=Result]; -"0 Input_1" -> "3 If_72" [label="[1, 3, 4, 2]", style=solid]; -"1 Input_2" -> "3 If_72" [label="[1, 3, 2, 4]", style=solid]; -"2 Cond_input" -> "3 If_72" [label="[]", style=dashed]; -"3 If_72" -> "4 Result" [label="[2, 3, 4, 2]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/IfModel_then.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/IfModel_then.dot deleted file mode 100644 index 732b69959db..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/IfModel_then.dot +++ /dev/null @@ -1,51 +0,0 @@ -strict digraph { -"0 Input_1" [id=0, type=Parameter]; -"1 Input_2" [id=1, type=Parameter]; -"2 Sub" [id=2, type=Subtract]; -"3 Add" [id=3, type=Add]; -"4 Sub/fq_output_0" [id=4, type=FakeQuantize]; -"5 Mul" [id=5, type=Multiply]; -"6 Conv" [id=6, type=Convolution]; -"7 Transpose" [id=7, type=Transpose]; -"8 Conv_Add" [id=8, type=Add]; -"9 Concat_36" [id=9, type=Concat]; -"10 Relu" [id=10, type=Relu]; -"11 Result" [id=11, type=Result]; -"12 Constant_34" [id=12, type=Constant]; -"13 Constant_32" [id=13, type=Constant]; -"14 Constant_30" [id=14, type=Constant]; -"15 Bias" [id=15, type=Constant]; -"16 Conv/fq_weights_1" [id=16, type=Multiply]; -"17 Constant_11914" [id=17, type=Constant]; -"18 Convert_12016" [id=18, type=Convert]; -"19 Constant_24" [id=19, type=Constant]; -"20 Constant_4685" [id=20, type=Constant]; -"21 Constant_4684" [id=21, type=Constant]; -"22 Constant_4683" [id=22, type=Constant]; -"23 Constant_4682" [id=23, type=Constant]; -"24 Constant_22" [id=24, type=Constant]; -"0 Input_1" -> "2 Sub" [label="[1, 3, 4, 2]", style=solid]; -"1 Input_2" -> "3 Add" [label="[1, 3, 2, 4]", style=solid]; -"2 Sub" -> "4 Sub/fq_output_0" [label="[1, 3, 4, 2]", style=solid]; -"3 Add" -> "5 Mul" [label="[1, 3, 2, 4]", style=solid]; -"4 Sub/fq_output_0" -> "6 Conv" [label="[1, 3, 4, 2]", style=solid]; -"5 Mul" -> "7 Transpose" [label="[1, 3, 2, 4]", style=solid]; -"6 Conv" -> "8 Conv_Add" [label="[1, 3, 4, 2]", style=solid]; -"7 Transpose" -> "9 Concat_36" [label="[1, 3, 4, 2]", style=solid]; -"8 Conv_Add" -> "10 Relu" [label="[1, 3, 4, 2]", style=solid]; -"9 Concat_36" -> "11 Result" [label="[2, 3, 4, 2]", style=solid]; -"10 Relu" -> "9 Concat_36" [label="[1, 3, 4, 2]", style=solid]; -"12 Constant_34" -> "7 Transpose" [label="[4]", style=dashed]; -"13 Constant_32" -> "5 Mul" [label="[1, 3, 1, 1]", style=solid]; -"14 Constant_30" -> "3 Add" [label="[1, 3, 1, 1]", style=solid]; -"15 Bias" -> "8 Conv_Add" [label="[1, 3, 1, 1]", style=solid]; -"16 Conv/fq_weights_1" -> "6 Conv" [label="[3, 3, 1, 1]", style=solid]; -"17 Constant_11914" -> "16 Conv/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"18 Convert_12016" -> "16 Conv/fq_weights_1" [label="[3, 3, 1, 1]", style=solid]; -"19 Constant_24" -> "18 Convert_12016" [label="[3, 3, 1, 1]", style=dashed]; -"20 Constant_4685" -> "4 Sub/fq_output_0" [label="[]", style=solid]; -"21 Constant_4684" -> "4 Sub/fq_output_0" [label="[]", style=solid]; -"22 Constant_4683" -> "4 Sub/fq_output_0" [label="[]", style=solid]; -"23 Constant_4682" -> "4 Sub/fq_output_0" [label="[]", style=solid]; -"24 Constant_22" -> "2 Sub" [label="[1, 3, 1, 1]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/IntegerModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/IntegerModel.dot deleted file mode 100644 index 03cfb73b101..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/IntegerModel.dot +++ /dev/null @@ -1,102 +0,0 @@ -strict digraph { -"0 Input" [id=0, type=Parameter]; -"1 Convert_1" [id=1, type=Convert]; -"2 Gather_4/fq_input_0" [id=2, type=FakeQuantize]; -"3 Gather_1" [id=3, type=Gather]; -"4 Gather_4" [id=4, type=Gather]; -"5 Gather_2" [id=5, type=Gather]; -"6 MatMul_2" [id=6, type=MatMul]; -"7 Gather_3" [id=7, type=Gather]; -"8 MatMul_2/fq_output_0" [id=8, type=FakeQuantize]; -"9 MatMul_1" [id=9, type=MatMul]; -"10 Add_1" [id=10, type=Add]; -"11 MatMul_1/fq_output_0" [id=11, type=FakeQuantize]; -"12 Result" [id=12, type=Result]; -"13 Constant_7164" [id=13, type=Constant]; -"14 Constant_7163" [id=14, type=Constant]; -"15 Constant_7162" [id=15, type=Constant]; -"16 Constant_7161" [id=16, type=Constant]; -"17 MatMul_2/fq_weights_1" [id=17, type=FakeQuantize]; -"18 Constant_7169" [id=18, type=Constant]; -"19 Constant_7168" [id=19, type=Constant]; -"20 Constant_7167" [id=20, type=Constant]; -"21 Constant_7166" [id=21, type=Constant]; -"22 Constant_4701" [id=22, type=Constant]; -"23 Constant_4699" [id=23, type=Constant]; -"24 Constant_4698" [id=24, type=Constant]; -"25 Constant_7159" [id=25, type=Constant]; -"26 Constant_7158" [id=26, type=Constant]; -"27 Constant_7157" [id=27, type=Constant]; -"28 Constant_7156" [id=28, type=Constant]; -"29 Constant_7179" [id=29, type=Constant]; -"30 Constant_7178" [id=30, type=Constant]; -"31 Constant_7177" [id=31, type=Constant]; -"32 Constant_7176" [id=32, type=Constant]; -"33 MatMul_1/fq_weights_1" [id=33, type=FakeQuantize]; -"34 Constant_7184" [id=34, type=Constant]; -"35 Constant_7183" [id=35, type=Constant]; -"36 Constant_7182" [id=36, type=Constant]; -"37 Constant_7181" [id=37, type=Constant]; -"38 Constant_4696" [id=38, type=Constant]; -"39 Constant_4694" [id=39, type=Constant]; -"40 Constant_4693" [id=40, type=Constant]; -"41 Constant_4691" [id=41, type=Constant]; -"42 Constant_4688" [id=42, type=Constant]; -"43 Constant_4687" [id=43, type=Constant]; -"44 Gather_2/fq_weights_0" [id=44, type=FakeQuantize]; -"45 Constant_7174" [id=45, type=Constant]; -"46 Constant_7173" [id=46, type=Constant]; -"47 Constant_7172" [id=47, type=Constant]; -"48 Constant_7171" [id=48, type=Constant]; -"49 Constant_4690" [id=49, type=Constant]; -"0 Input" -> "1 Convert_1" [label="[1, 192, 1]", style=solid]; -"0 Input" -> "2 Gather_4/fq_input_0" [label="[1, 192, 1]", style=solid]; -"1 Convert_1" -> "3 Gather_1" [label="[1, 192, 1]", style=dashed]; -"2 Gather_4/fq_input_0" -> "4 Gather_4" [label="[1, 192, 1]", style=solid]; -"3 Gather_1" -> "5 Gather_2" [label="[192, 1]", style=dashed]; -"4 Gather_4" -> "6 MatMul_2" [label="[1, 192]", style=solid]; -"5 Gather_2" -> "7 Gather_3" [label="[192, 1, 160]", style=solid]; -"6 MatMul_2" -> "8 MatMul_2/fq_output_0" [label="[1, 160]", style=solid]; -"7 Gather_3" -> "9 MatMul_1" [label="[1, 160]", style=solid]; -"8 MatMul_2/fq_output_0" -> "10 Add_1" [label="[1, 160]", style=solid]; -"9 MatMul_1" -> "11 MatMul_1/fq_output_0" [label="[1, 160]", style=solid]; -"10 Add_1" -> "12 Result" [label="[1, 160]", style=solid]; -"11 MatMul_1/fq_output_0" -> "10 Add_1" [label="[1, 160]", style=solid]; -"13 Constant_7164" -> "8 MatMul_2/fq_output_0" [label="[]", style=solid]; -"14 Constant_7163" -> "8 MatMul_2/fq_output_0" [label="[]", style=solid]; -"15 Constant_7162" -> "8 MatMul_2/fq_output_0" [label="[]", style=solid]; -"16 Constant_7161" -> "8 MatMul_2/fq_output_0" [label="[]", style=solid]; -"17 MatMul_2/fq_weights_1" -> "6 MatMul_2" [label="[160, 192]", style=solid]; -"18 Constant_7169" -> "17 MatMul_2/fq_weights_1" [label="[160, 1]", style=solid]; -"19 Constant_7168" -> "17 MatMul_2/fq_weights_1" [label="[160, 1]", style=solid]; -"20 Constant_7167" -> "17 MatMul_2/fq_weights_1" [label="[160, 1]", style=solid]; -"21 Constant_7166" -> "17 MatMul_2/fq_weights_1" [label="[160, 1]", style=solid]; -"22 Constant_4701" -> "17 MatMul_2/fq_weights_1" [label="[160, 192]", style=solid]; -"23 Constant_4699" -> "4 Gather_4" [label="[]", style=dashed]; -"24 Constant_4698" -> "4 Gather_4" [label="[]", style=dashed]; -"25 Constant_7159" -> "2 Gather_4/fq_input_0" [label="[]", style=solid]; -"26 Constant_7158" -> "2 Gather_4/fq_input_0" [label="[]", style=solid]; -"27 Constant_7157" -> "2 Gather_4/fq_input_0" [label="[]", style=solid]; -"28 Constant_7156" -> "2 Gather_4/fq_input_0" [label="[]", style=solid]; -"29 Constant_7179" -> "11 MatMul_1/fq_output_0" [label="[]", style=solid]; -"30 Constant_7178" -> "11 MatMul_1/fq_output_0" [label="[]", style=solid]; -"31 Constant_7177" -> "11 MatMul_1/fq_output_0" [label="[]", style=solid]; -"32 Constant_7176" -> "11 MatMul_1/fq_output_0" [label="[]", style=solid]; -"33 MatMul_1/fq_weights_1" -> "9 MatMul_1" [label="[160, 160]", style=solid]; -"34 Constant_7184" -> "33 MatMul_1/fq_weights_1" [label="[160, 1]", style=solid]; -"35 Constant_7183" -> "33 MatMul_1/fq_weights_1" [label="[160, 1]", style=solid]; -"36 Constant_7182" -> "33 MatMul_1/fq_weights_1" [label="[160, 1]", style=solid]; -"37 Constant_7181" -> "33 MatMul_1/fq_weights_1" [label="[160, 1]", style=solid]; -"38 Constant_4696" -> "33 MatMul_1/fq_weights_1" [label="[160, 160]", style=solid]; -"39 Constant_4694" -> "7 Gather_3" [label="[]", style=dashed]; -"40 Constant_4693" -> "7 Gather_3" [label="[]", style=dashed]; -"41 Constant_4691" -> "5 Gather_2" [label="[]", style=dashed]; -"42 Constant_4688" -> "3 Gather_1" [label="[]", style=dashed]; -"43 Constant_4687" -> "3 Gather_1" [label="[]", style=dashed]; -"44 Gather_2/fq_weights_0" -> "5 Gather_2" [label="[369, 160]", style=solid]; -"45 Constant_7174" -> "44 Gather_2/fq_weights_0" [label="[]", style=solid]; -"46 Constant_7173" -> "44 Gather_2/fq_weights_0" [label="[]", style=solid]; -"47 Constant_7172" -> "44 Gather_2/fq_weights_0" [label="[]", style=solid]; -"48 Constant_7171" -> "44 Gather_2/fq_weights_0" [label="[]", style=solid]; -"49 Constant_4690" -> "44 Gather_2/fq_weights_0" [label="[369, 160]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/LSTMModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/LSTMModel.dot deleted file mode 100644 index d3f5a2d2558..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/LSTMModel.dot +++ /dev/null @@ -1,220 +0,0 @@ -strict digraph { -"0 Input" [id=0, type=Parameter]; -"1 ReadValue_1" [id=1, type=ReadValue]; -"2 Input/fq_output_0" [id=2, type=FakeQuantize]; -"3 ReadValue_1/fq_output_0" [id=3, type=FakeQuantize]; -"4 Squeeze_1" [id=4, type=Squeeze]; -"5 Add" [id=5, type=Add]; -"6 MatMul_1" [id=6, type=MatMul]; -"7 Add/fq_output_0" [id=7, type=FakeQuantize]; -"8 MatMul_1/fq_output_0" [id=8, type=FakeQuantize]; -"9 MatMul_2" [id=9, type=MatMul]; -"10 Add_1" [id=10, type=Add]; -"11 MatMul_2/fq_output_0" [id=11, type=FakeQuantize]; -"12 Split_6052" [id=12, type=Split]; -"13 Sigmoid_1" [id=13, type=Sigmoid]; -"14 Sigmoid_2" [id=14, type=Sigmoid]; -"15 Sigmoid_3" [id=15, type=Sigmoid]; -"16 Tanh_1" [id=16, type=Tanh]; -"17 Sigmoid_1/fq_output_0" [id=17, type=FakeQuantize]; -"18 Sigmoid_2/fq_output_0" [id=18, type=FakeQuantize]; -"19 Sigmoid_3/fq_output_0" [id=19, type=FakeQuantize]; -"20 Tanh_1/fq_output_0" [id=20, type=FakeQuantize]; -"21 Multiply_1" [id=21, type=Multiply]; -"22 Multiply_2" [id=22, type=Multiply]; -"23 Multiply_3" [id=23, type=Multiply]; -"24 Multiply_1/fq_output_0" [id=24, type=FakeQuantize]; -"25 Multiply_2/fq_output_0" [id=25, type=FakeQuantize]; -"26 Assign_1" [id=26, type=Assign]; -"27 MatMul_3/fq_input_0" [id=27, type=FakeQuantize]; -"28 Add_2" [id=28, type=Add]; -"29 MatMul_3" [id=29, type=MatMul]; -"30 Tanh_2" [id=30, type=Tanh]; -"31 Result" [id=31, type=Result]; -"32 Tanh_2/fq_output_0" [id=32, type=FakeQuantize]; -"33 Constant_9029" [id=33, type=Constant]; -"34 Constant_9028" [id=34, type=Constant]; -"35 Constant_9027" [id=35, type=Constant]; -"36 Constant_9026" [id=36, type=Constant]; -"37 Constant_8999" [id=37, type=Constant]; -"38 Constant_8998" [id=38, type=Constant]; -"39 Constant_8997" [id=39, type=Constant]; -"40 Constant_8996" [id=40, type=Constant]; -"41 Constant_9014" [id=41, type=Constant]; -"42 Constant_9013" [id=42, type=Constant]; -"43 Constant_9012" [id=43, type=Constant]; -"44 Constant_9011" [id=44, type=Constant]; -"45 Constant_6051" [id=45, type=Constant]; -"46 Constant_8989" [id=46, type=Constant]; -"47 Constant_8988" [id=47, type=Constant]; -"48 Constant_8987" [id=48, type=Constant]; -"49 Constant_8986" [id=49, type=Constant]; -"50 MatMul_2/fq_weights_1" [id=50, type=FakeQuantize]; -"51 Constant_9039" [id=51, type=Constant]; -"52 Constant_9038" [id=52, type=Constant]; -"53 Constant_9037" [id=53, type=Constant]; -"54 Constant_9036" [id=54, type=Constant]; -"55 Constant_6048" [id=55, type=Constant]; -"56 Constant_8974" [id=56, type=Constant]; -"57 Constant_8973" [id=57, type=Constant]; -"58 Constant_8972" [id=58, type=Constant]; -"59 Constant_8971" [id=59, type=Constant]; -"60 Constant_6046" [id=60, type=Constant]; -"61 Constant_9004" [id=61, type=Constant]; -"62 Constant_9003" [id=62, type=Constant]; -"63 Constant_9002" [id=63, type=Constant]; -"64 Constant_9001" [id=64, type=Constant]; -"65 Constant_6044" [id=65, type=Constant]; -"66 Constant_8984" [id=66, type=Constant]; -"67 Constant_8983" [id=67, type=Constant]; -"68 Constant_8982" [id=68, type=Constant]; -"69 Constant_8981" [id=69, type=Constant]; -"70 MatMul_1/fq_weights_1" [id=70, type=FakeQuantize]; -"71 Constant_9034" [id=71, type=Constant]; -"72 Constant_9033" [id=72, type=Constant]; -"73 Constant_9032" [id=73, type=Constant]; -"74 Constant_9031" [id=74, type=Constant]; -"75 Constant_6042" [id=75, type=Constant]; -"76 Constant_6040" [id=76, type=Constant]; -"77 Constant_8979" [id=77, type=Constant]; -"78 Constant_8978" [id=78, type=Constant]; -"79 Constant_8977" [id=79, type=Constant]; -"80 Constant_8976" [id=80, type=Constant]; -"81 Constant_9024" [id=81, type=Constant]; -"82 Constant_9023" [id=82, type=Constant]; -"83 Constant_9022" [id=83, type=Constant]; -"84 Constant_9021" [id=84, type=Constant]; -"85 Constant_8994" [id=85, type=Constant]; -"86 Constant_8993" [id=86, type=Constant]; -"87 Constant_8992" [id=87, type=Constant]; -"88 Constant_8991" [id=88, type=Constant]; -"89 Constant_6057" [id=89, type=Constant]; -"90 Constant_9009" [id=90, type=Constant]; -"91 Constant_9008" [id=91, type=Constant]; -"92 Constant_9007" [id=92, type=Constant]; -"93 Constant_9006" [id=93, type=Constant]; -"94 Constant_9019" [id=94, type=Constant]; -"95 Constant_9018" [id=95, type=Constant]; -"96 Constant_9017" [id=96, type=Constant]; -"97 Constant_9016" [id=97, type=Constant]; -"98 MatMul_3/fq_weights_1" [id=98, type=FakeQuantize]; -"99 Constant_9044" [id=99, type=Constant]; -"100 Constant_9043" [id=100, type=Constant]; -"101 Constant_9042" [id=101, type=Constant]; -"102 Constant_9041" [id=102, type=Constant]; -"103 Constant_6064" [id=103, type=Constant]; -"104 Constant_8969" [id=104, type=Constant]; -"105 Constant_8968" [id=105, type=Constant]; -"106 Constant_8967" [id=106, type=Constant]; -"107 Constant_8966" [id=107, type=Constant]; -"0 Input" -> "2 Input/fq_output_0" [label="[1, 1, 128]", style=solid]; -"1 ReadValue_1" -> "3 ReadValue_1/fq_output_0" [label="[1, 64]", style=solid]; -"2 Input/fq_output_0" -> "4 Squeeze_1" [label="[1, 1, 128]", style=solid]; -"3 ReadValue_1/fq_output_0" -> "5 Add" [label="[1, 64]", style=solid]; -"4 Squeeze_1" -> "6 MatMul_1" [label="[1, 128]", style=solid]; -"5 Add" -> "7 Add/fq_output_0" [label="[1, 64]", style=solid]; -"6 MatMul_1" -> "8 MatMul_1/fq_output_0" [label="[1, 256]", style=solid]; -"7 Add/fq_output_0" -> "9 MatMul_2" [label="[1, 64]", style=solid]; -"8 MatMul_1/fq_output_0" -> "10 Add_1" [label="[1, 256]", style=solid]; -"9 MatMul_2" -> "11 MatMul_2/fq_output_0" [label="[1, 256]", style=solid]; -"10 Add_1" -> "12 Split_6052" [label="[1, 256]", style=solid]; -"11 MatMul_2/fq_output_0" -> "10 Add_1" [label="[1, 256]", style=solid]; -"12 Split_6052" -> "13 Sigmoid_1" [label="[1, 64]", style=solid]; -"12 Split_6052" -> "14 Sigmoid_2" [label="[1, 64]", style=solid]; -"12 Split_6052" -> "15 Sigmoid_3" [label="[1, 64]", style=solid]; -"12 Split_6052" -> "16 Tanh_1" [label="[1, 64]", style=solid]; -"13 Sigmoid_1" -> "17 Sigmoid_1/fq_output_0" [label="[1, 64]", style=solid]; -"14 Sigmoid_2" -> "18 Sigmoid_2/fq_output_0" [label="[1, 64]", style=solid]; -"15 Sigmoid_3" -> "19 Sigmoid_3/fq_output_0" [label="[1, 64]", style=solid]; -"16 Tanh_1" -> "20 Tanh_1/fq_output_0" [label="[1, 64]", style=solid]; -"17 Sigmoid_1/fq_output_0" -> "21 Multiply_1" [label="[1, 64]", style=solid]; -"18 Sigmoid_2/fq_output_0" -> "22 Multiply_2" [label="[1, 64]", style=solid]; -"19 Sigmoid_3/fq_output_0" -> "23 Multiply_3" [label="[1, 64]", style=solid]; -"20 Tanh_1/fq_output_0" -> "22 Multiply_2" [label="[1, 64]", style=solid]; -"21 Multiply_1" -> "24 Multiply_1/fq_output_0" [label="[1, 64]", style=solid]; -"22 Multiply_2" -> "25 Multiply_2/fq_output_0" [label="[1, 64]", style=solid]; -"23 Multiply_3" -> "26 Assign_1" [label="[1, 64]", style=solid]; -"23 Multiply_3" -> "27 MatMul_3/fq_input_0" [label="[1, 64]", style=solid]; -"24 Multiply_1/fq_output_0" -> "28 Add_2" [label="[1, 64]", style=solid]; -"25 Multiply_2/fq_output_0" -> "28 Add_2" [label="[1, 64]", style=solid]; -"27 MatMul_3/fq_input_0" -> "29 MatMul_3" [label="[1, 64]", style=solid]; -"28 Add_2" -> "30 Tanh_2" [label="[1, 64]", style=solid]; -"29 MatMul_3" -> "31 Result" [label="[1, 128]", style=solid]; -"30 Tanh_2" -> "32 Tanh_2/fq_output_0" [label="[1, 64]", style=solid]; -"32 Tanh_2/fq_output_0" -> "23 Multiply_3" [label="[1, 64]", style=solid]; -"33 Constant_9029" -> "32 Tanh_2/fq_output_0" [label="[]", style=solid]; -"34 Constant_9028" -> "32 Tanh_2/fq_output_0" [label="[]", style=solid]; -"35 Constant_9027" -> "32 Tanh_2/fq_output_0" [label="[]", style=solid]; -"36 Constant_9026" -> "32 Tanh_2/fq_output_0" [label="[]", style=solid]; -"37 Constant_8999" -> "25 Multiply_2/fq_output_0" [label="[]", style=solid]; -"38 Constant_8998" -> "25 Multiply_2/fq_output_0" [label="[]", style=solid]; -"39 Constant_8997" -> "25 Multiply_2/fq_output_0" [label="[]", style=solid]; -"40 Constant_8996" -> "25 Multiply_2/fq_output_0" [label="[]", style=solid]; -"41 Constant_9014" -> "18 Sigmoid_2/fq_output_0" [label="[]", style=solid]; -"42 Constant_9013" -> "18 Sigmoid_2/fq_output_0" [label="[]", style=solid]; -"43 Constant_9012" -> "18 Sigmoid_2/fq_output_0" [label="[]", style=solid]; -"44 Constant_9011" -> "18 Sigmoid_2/fq_output_0" [label="[]", style=solid]; -"45 Constant_6051" -> "12 Split_6052" [label="[]", style=dashed]; -"46 Constant_8989" -> "11 MatMul_2/fq_output_0" [label="[]", style=solid]; -"47 Constant_8988" -> "11 MatMul_2/fq_output_0" [label="[]", style=solid]; -"48 Constant_8987" -> "11 MatMul_2/fq_output_0" [label="[]", style=solid]; -"49 Constant_8986" -> "11 MatMul_2/fq_output_0" [label="[]", style=solid]; -"50 MatMul_2/fq_weights_1" -> "9 MatMul_2" [label="[256, 64]", style=solid]; -"51 Constant_9039" -> "50 MatMul_2/fq_weights_1" [label="[256, 1]", style=solid]; -"52 Constant_9038" -> "50 MatMul_2/fq_weights_1" [label="[256, 1]", style=solid]; -"53 Constant_9037" -> "50 MatMul_2/fq_weights_1" [label="[256, 1]", style=solid]; -"54 Constant_9036" -> "50 MatMul_2/fq_weights_1" [label="[256, 1]", style=solid]; -"55 Constant_6048" -> "50 MatMul_2/fq_weights_1" [label="[256, 64]", style=solid]; -"56 Constant_8974" -> "7 Add/fq_output_0" [label="[]", style=solid]; -"57 Constant_8973" -> "7 Add/fq_output_0" [label="[]", style=solid]; -"58 Constant_8972" -> "7 Add/fq_output_0" [label="[]", style=solid]; -"59 Constant_8971" -> "7 Add/fq_output_0" [label="[]", style=solid]; -"60 Constant_6046" -> "5 Add" [label="[1, 64]", style=solid]; -"61 Constant_9004" -> "3 ReadValue_1/fq_output_0" [label="[]", style=solid]; -"62 Constant_9003" -> "3 ReadValue_1/fq_output_0" [label="[]", style=solid]; -"63 Constant_9002" -> "3 ReadValue_1/fq_output_0" [label="[]", style=solid]; -"64 Constant_9001" -> "3 ReadValue_1/fq_output_0" [label="[]", style=solid]; -"65 Constant_6044" -> "1 ReadValue_1" [label="[1, 64]", style=solid]; -"66 Constant_8984" -> "8 MatMul_1/fq_output_0" [label="[]", style=solid]; -"67 Constant_8983" -> "8 MatMul_1/fq_output_0" [label="[]", style=solid]; -"68 Constant_8982" -> "8 MatMul_1/fq_output_0" [label="[]", style=solid]; -"69 Constant_8981" -> "8 MatMul_1/fq_output_0" [label="[]", style=solid]; -"70 MatMul_1/fq_weights_1" -> "6 MatMul_1" [label="[256, 128]", style=solid]; -"71 Constant_9034" -> "70 MatMul_1/fq_weights_1" [label="[256, 1]", style=solid]; -"72 Constant_9033" -> "70 MatMul_1/fq_weights_1" [label="[256, 1]", style=solid]; -"73 Constant_9032" -> "70 MatMul_1/fq_weights_1" [label="[256, 1]", style=solid]; -"74 Constant_9031" -> "70 MatMul_1/fq_weights_1" [label="[256, 1]", style=solid]; -"75 Constant_6042" -> "70 MatMul_1/fq_weights_1" [label="[256, 128]", style=solid]; -"76 Constant_6040" -> "4 Squeeze_1" [label="[]", style=dashed]; -"77 Constant_8979" -> "2 Input/fq_output_0" [label="[]", style=solid]; -"78 Constant_8978" -> "2 Input/fq_output_0" [label="[]", style=solid]; -"79 Constant_8977" -> "2 Input/fq_output_0" [label="[]", style=solid]; -"80 Constant_8976" -> "2 Input/fq_output_0" [label="[]", style=solid]; -"81 Constant_9024" -> "20 Tanh_1/fq_output_0" [label="[]", style=solid]; -"82 Constant_9023" -> "20 Tanh_1/fq_output_0" [label="[]", style=solid]; -"83 Constant_9022" -> "20 Tanh_1/fq_output_0" [label="[]", style=solid]; -"84 Constant_9021" -> "20 Tanh_1/fq_output_0" [label="[]", style=solid]; -"85 Constant_8994" -> "24 Multiply_1/fq_output_0" [label="[]", style=solid]; -"86 Constant_8993" -> "24 Multiply_1/fq_output_0" [label="[]", style=solid]; -"87 Constant_8992" -> "24 Multiply_1/fq_output_0" [label="[]", style=solid]; -"88 Constant_8991" -> "24 Multiply_1/fq_output_0" [label="[]", style=solid]; -"89 Constant_6057" -> "21 Multiply_1" [label="[1, 64]", style=solid]; -"90 Constant_9009" -> "17 Sigmoid_1/fq_output_0" [label="[]", style=solid]; -"91 Constant_9008" -> "17 Sigmoid_1/fq_output_0" [label="[]", style=solid]; -"92 Constant_9007" -> "17 Sigmoid_1/fq_output_0" [label="[]", style=solid]; -"93 Constant_9006" -> "17 Sigmoid_1/fq_output_0" [label="[]", style=solid]; -"94 Constant_9019" -> "19 Sigmoid_3/fq_output_0" [label="[]", style=solid]; -"95 Constant_9018" -> "19 Sigmoid_3/fq_output_0" [label="[]", style=solid]; -"96 Constant_9017" -> "19 Sigmoid_3/fq_output_0" [label="[]", style=solid]; -"97 Constant_9016" -> "19 Sigmoid_3/fq_output_0" [label="[]", style=solid]; -"98 MatMul_3/fq_weights_1" -> "29 MatMul_3" [label="[128, 64]", style=solid]; -"99 Constant_9044" -> "98 MatMul_3/fq_weights_1" [label="[128, 1]", style=solid]; -"100 Constant_9043" -> "98 MatMul_3/fq_weights_1" [label="[128, 1]", style=solid]; -"101 Constant_9042" -> "98 MatMul_3/fq_weights_1" [label="[128, 1]", style=solid]; -"102 Constant_9041" -> "98 MatMul_3/fq_weights_1" [label="[128, 1]", style=solid]; -"103 Constant_6064" -> "98 MatMul_3/fq_weights_1" [label="[128, 64]", style=solid]; -"104 Constant_8969" -> "27 MatMul_3/fq_input_0" [label="[]", style=solid]; -"105 Constant_8968" -> "27 MatMul_3/fq_input_0" [label="[]", style=solid]; -"106 Constant_8967" -> "27 MatMul_3/fq_input_0" [label="[]", style=solid]; -"107 Constant_8966" -> "27 MatMul_3/fq_input_0" [label="[]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/LSTMSequenceModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/LSTMSequenceModel.dot deleted file mode 100644 index 3167389ce2d..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/LSTMSequenceModel.dot +++ /dev/null @@ -1,93 +0,0 @@ -strict digraph { -"0 X" [id=0, type=Parameter]; -"1 initial_hidden_state" [id=1, type=Parameter]; -"2 initial_cell_state" [id=2, type=Parameter]; -"3 X/fq_output_0" [id=3, type=FakeQuantize]; -"4 initial_hidden_state/fq_output_0" [id=4, type=FakeQuantize]; -"5 initial_cell_state/fq_output_0" [id=5, type=FakeQuantize]; -"6 LSTMSequence_7" [id=6, type=LSTMSequence]; -"7 LSTMSequence_7/fq_output_0" [id=7, type=FakeQuantize]; -"8 MatMul" [id=8, type=MatMul]; -"9 Result" [id=9, type=Result]; -"10 MatMul/fq_weights_1" [id=10, type=FakeQuantize]; -"11 Constant_2122" [id=11, type=Constant]; -"12 Constant_2121" [id=12, type=Constant]; -"13 Constant_2120" [id=13, type=Constant]; -"14 Constant_2119" [id=14, type=Constant]; -"15 Constant_8" [id=15, type=Constant]; -"16 Constant_2092" [id=16, type=Constant]; -"17 Constant_2091" [id=17, type=Constant]; -"18 Constant_2090" [id=18, type=Constant]; -"19 Constant_2089" [id=19, type=Constant]; -"20 Constant_6" [id=20, type=Constant]; -"21 LSTMSequence_7/fq_weights_5" [id=21, type=FakeQuantize]; -"22 Constant_2117" [id=22, type=Constant]; -"23 Constant_2116" [id=23, type=Constant]; -"24 Constant_2115" [id=24, type=Constant]; -"25 Constant_2114" [id=25, type=Constant]; -"26 Constant_5" [id=26, type=Constant]; -"27 LSTMSequence_7/fq_weights_4" [id=27, type=FakeQuantize]; -"28 Constant_2112" [id=28, type=Constant]; -"29 Constant_2111" [id=29, type=Constant]; -"30 Constant_2110" [id=30, type=Constant]; -"31 Constant_2109" [id=31, type=Constant]; -"32 Constant_4" [id=32, type=Constant]; -"33 Constant_3" [id=33, type=Constant]; -"34 Constant_2102" [id=34, type=Constant]; -"35 Constant_2101" [id=35, type=Constant]; -"36 Constant_2100" [id=36, type=Constant]; -"37 Constant_2099" [id=37, type=Constant]; -"38 Constant_2107" [id=38, type=Constant]; -"39 Constant_2106" [id=39, type=Constant]; -"40 Constant_2105" [id=40, type=Constant]; -"41 Constant_2104" [id=41, type=Constant]; -"42 Constant_2097" [id=42, type=Constant]; -"43 Constant_2096" [id=43, type=Constant]; -"44 Constant_2095" [id=44, type=Constant]; -"45 Constant_2094" [id=45, type=Constant]; -"0 X" -> "3 X/fq_output_0" [label="[1, 2, 16]", style=solid]; -"1 initial_hidden_state" -> "4 initial_hidden_state/fq_output_0" [label="[1, 1, 128]", style=solid]; -"2 initial_cell_state" -> "5 initial_cell_state/fq_output_0" [label="[1, 1, 128]", style=solid]; -"3 X/fq_output_0" -> "6 LSTMSequence_7" [label="[1, 2, 16]", style=solid]; -"4 initial_hidden_state/fq_output_0" -> "6 LSTMSequence_7" [label="[1, 1, 128]", style=solid]; -"5 initial_cell_state/fq_output_0" -> "6 LSTMSequence_7" [label="[1, 1, 128]", style=solid]; -"6 LSTMSequence_7" -> "7 LSTMSequence_7/fq_output_0" [label="[1, 1, 2, 128]", style=solid]; -"7 LSTMSequence_7/fq_output_0" -> "8 MatMul" [label="[1, 1, 2, 128]", style=solid]; -"8 MatMul" -> "9 Result" [label="[1, 1, 2, 3]", style=solid]; -"10 MatMul/fq_weights_1" -> "8 MatMul" [label="[1, 1, 128, 3]", style=solid]; -"11 Constant_2122" -> "10 MatMul/fq_weights_1" [label="[1, 1, 1, 1]", style=solid]; -"12 Constant_2121" -> "10 MatMul/fq_weights_1" [label="[1, 1, 1, 1]", style=solid]; -"13 Constant_2120" -> "10 MatMul/fq_weights_1" [label="[1, 1, 1, 1]", style=solid]; -"14 Constant_2119" -> "10 MatMul/fq_weights_1" [label="[1, 1, 1, 1]", style=solid]; -"15 Constant_8" -> "10 MatMul/fq_weights_1" [label="[1, 1, 128, 3]", style=solid]; -"16 Constant_2092" -> "7 LSTMSequence_7/fq_output_0" [label="[]", style=solid]; -"17 Constant_2091" -> "7 LSTMSequence_7/fq_output_0" [label="[]", style=solid]; -"18 Constant_2090" -> "7 LSTMSequence_7/fq_output_0" [label="[]", style=solid]; -"19 Constant_2089" -> "7 LSTMSequence_7/fq_output_0" [label="[]", style=solid]; -"20 Constant_6" -> "6 LSTMSequence_7" [label="[1, 512]", style=solid]; -"21 LSTMSequence_7/fq_weights_5" -> "6 LSTMSequence_7" [label="[1, 512, 128]", style=solid]; -"22 Constant_2117" -> "21 LSTMSequence_7/fq_weights_5" [label="[1, 1, 1]", style=solid]; -"23 Constant_2116" -> "21 LSTMSequence_7/fq_weights_5" [label="[1, 1, 1]", style=solid]; -"24 Constant_2115" -> "21 LSTMSequence_7/fq_weights_5" [label="[1, 1, 1]", style=solid]; -"25 Constant_2114" -> "21 LSTMSequence_7/fq_weights_5" [label="[1, 1, 1]", style=solid]; -"26 Constant_5" -> "21 LSTMSequence_7/fq_weights_5" [label="[1, 512, 128]", style=solid]; -"27 LSTMSequence_7/fq_weights_4" -> "6 LSTMSequence_7" [label="[1, 512, 16]", style=solid]; -"28 Constant_2112" -> "27 LSTMSequence_7/fq_weights_4" [label="[1, 1, 1]", style=solid]; -"29 Constant_2111" -> "27 LSTMSequence_7/fq_weights_4" [label="[1, 1, 1]", style=solid]; -"30 Constant_2110" -> "27 LSTMSequence_7/fq_weights_4" [label="[1, 1, 1]", style=solid]; -"31 Constant_2109" -> "27 LSTMSequence_7/fq_weights_4" [label="[1, 1, 1]", style=solid]; -"32 Constant_4" -> "27 LSTMSequence_7/fq_weights_4" [label="[1, 512, 16]", style=solid]; -"33 Constant_3" -> "6 LSTMSequence_7" [label="[1]", style=dashed]; -"34 Constant_2102" -> "5 initial_cell_state/fq_output_0" [label="[]", style=solid]; -"35 Constant_2101" -> "5 initial_cell_state/fq_output_0" [label="[]", style=solid]; -"36 Constant_2100" -> "5 initial_cell_state/fq_output_0" [label="[]", style=solid]; -"37 Constant_2099" -> "5 initial_cell_state/fq_output_0" [label="[]", style=solid]; -"38 Constant_2107" -> "4 initial_hidden_state/fq_output_0" [label="[]", style=solid]; -"39 Constant_2106" -> "4 initial_hidden_state/fq_output_0" [label="[]", style=solid]; -"40 Constant_2105" -> "4 initial_hidden_state/fq_output_0" [label="[]", style=solid]; -"41 Constant_2104" -> "4 initial_hidden_state/fq_output_0" [label="[]", style=solid]; -"42 Constant_2097" -> "3 X/fq_output_0" [label="[]", style=solid]; -"43 Constant_2096" -> "3 X/fq_output_0" [label="[]", style=solid]; -"44 Constant_2095" -> "3 X/fq_output_0" [label="[]", style=solid]; -"45 Constant_2094" -> "3 X/fq_output_0" [label="[]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/LinearModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/LinearModel.dot deleted file mode 100644 index 0812509444f..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/LinearModel.dot +++ /dev/null @@ -1,39 +0,0 @@ -strict digraph { -"0 Input" [id=0, type=Parameter]; -"1 Input/fq_output_0" [id=1, type=FakeQuantize]; -"2 Reshape" [id=2, type=Reshape]; -"3 Add" [id=3, type=Add]; -"4 MatMul" [id=4, type=MatMul]; -"5 Result_Add" [id=5, type=Result]; -"6 Result_MatMul" [id=6, type=Result]; -"7 Constant_10" [id=7, type=Constant]; -"8 Constant_1" [id=8, type=Constant]; -"9 Constant_2174" [id=9, type=Constant]; -"10 Constant_2173" [id=10, type=Constant]; -"11 Constant_2172" [id=11, type=Constant]; -"12 Constant_2171" [id=12, type=Constant]; -"13 MatMul/fq_weights_1" [id=13, type=FakeQuantize]; -"14 Constant_2179" [id=14, type=Constant]; -"15 Constant_2178" [id=15, type=Constant]; -"16 Constant_2177" [id=16, type=Constant]; -"17 Constant_2176" [id=17, type=Constant]; -"18 Constant_8" [id=18, type=Constant]; -"0 Input" -> "1 Input/fq_output_0" [label="[1, 3, 4, 2]", style=solid]; -"1 Input/fq_output_0" -> "2 Reshape" [label="[1, 3, 4, 2]", style=solid]; -"2 Reshape" -> "3 Add" [label="[1, 3, 2, 4]", style=solid]; -"2 Reshape" -> "4 MatMul" [label="[1, 3, 2, 4]", style=solid]; -"3 Add" -> "5 Result_Add" [label="[1, 3, 2, 4]", style=solid]; -"4 MatMul" -> "6 Result_MatMul" [label="[1, 3, 2, 5]", style=solid]; -"7 Constant_10" -> "3 Add" [label="[1, 3, 2, 4]", style=solid]; -"8 Constant_1" -> "2 Reshape" [label="[4]", style=dashed]; -"9 Constant_2174" -> "1 Input/fq_output_0" [label="[]", style=solid]; -"10 Constant_2173" -> "1 Input/fq_output_0" [label="[]", style=solid]; -"11 Constant_2172" -> "1 Input/fq_output_0" [label="[]", style=solid]; -"12 Constant_2171" -> "1 Input/fq_output_0" [label="[]", style=solid]; -"13 MatMul/fq_weights_1" -> "4 MatMul" [label="[1, 3, 4, 5]", style=solid]; -"14 Constant_2179" -> "13 MatMul/fq_weights_1" [label="[1, 1, 1, 1]", style=solid]; -"15 Constant_2178" -> "13 MatMul/fq_weights_1" [label="[1, 1, 1, 1]", style=solid]; -"16 Constant_2177" -> "13 MatMul/fq_weights_1" [label="[1, 1, 1, 1]", style=solid]; -"17 Constant_2176" -> "13 MatMul/fq_weights_1" [label="[1, 1, 1, 1]", style=solid]; -"18 Constant_8" -> "13 MatMul/fq_weights_1" [label="[1, 3, 4, 5]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/MatMul2DModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/MatMul2DModel.dot deleted file mode 100644 index d91b4017f69..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/MatMul2DModel.dot +++ /dev/null @@ -1,33 +0,0 @@ -strict digraph { -"0 Input" [id=0, type=Parameter]; -"1 Input/fq_output_0" [id=1, type=FakeQuantize]; -"2 MatMul" [id=2, type=MatMul]; -"3 Add" [id=3, type=Add]; -"4 Result" [id=4, type=Result]; -"5 Constant_4429" [id=5, type=Constant]; -"6 MatMul/fq_weights_1" [id=6, type=FakeQuantize]; -"7 Constant_6480" [id=7, type=Constant]; -"8 Constant_6479" [id=8, type=Constant]; -"9 Constant_6478" [id=9, type=Constant]; -"10 Constant_6477" [id=10, type=Constant]; -"11 Constant_4427" [id=11, type=Constant]; -"12 Constant_6475" [id=12, type=Constant]; -"13 Constant_6474" [id=13, type=Constant]; -"14 Constant_6473" [id=14, type=Constant]; -"15 Constant_6472" [id=15, type=Constant]; -"0 Input" -> "1 Input/fq_output_0" [label="[3, 5]", style=solid]; -"1 Input/fq_output_0" -> "2 MatMul" [label="[3, 5]", style=solid]; -"2 MatMul" -> "3 Add" [label="[3, 2]", style=solid]; -"3 Add" -> "4 Result" [label="[3, 2]", style=solid]; -"5 Constant_4429" -> "3 Add" [label="[1, 2]", style=solid]; -"6 MatMul/fq_weights_1" -> "2 MatMul" [label="[5, 2]", style=solid]; -"7 Constant_6480" -> "6 MatMul/fq_weights_1" [label="[5, 1]", style=solid]; -"8 Constant_6479" -> "6 MatMul/fq_weights_1" [label="[5, 1]", style=solid]; -"9 Constant_6478" -> "6 MatMul/fq_weights_1" [label="[5, 1]", style=solid]; -"10 Constant_6477" -> "6 MatMul/fq_weights_1" [label="[5, 1]", style=solid]; -"11 Constant_4427" -> "6 MatMul/fq_weights_1" [label="[5, 2]", style=solid]; -"12 Constant_6475" -> "1 Input/fq_output_0" [label="[]", style=solid]; -"13 Constant_6474" -> "1 Input/fq_output_0" [label="[]", style=solid]; -"14 Constant_6473" -> "1 Input/fq_output_0" [label="[]", style=solid]; -"15 Constant_6472" -> "1 Input/fq_output_0" [label="[]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/MatmulSoftmaxMatmulBlock.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/MatmulSoftmaxMatmulBlock.dot deleted file mode 100644 index 76e0ecd3ac6..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/MatmulSoftmaxMatmulBlock.dot +++ /dev/null @@ -1,38 +0,0 @@ -strict digraph { -"0 Input" [id=0, type=Parameter]; -"1 MatMul_1/fq_input_0" [id=1, type=FakeQuantize]; -"2 Squeeze_1" [id=2, type=Squeeze]; -"3 MatMul_1" [id=3, type=MatMul]; -"4 MatMul_2" [id=4, type=MatMul]; -"5 Softmax_1" [id=5, type=Softmax]; -"6 Result" [id=6, type=Result]; -"7 Constant_2" [id=7, type=Constant]; -"8 MatMul_1/fq_weights_1" [id=8, type=FakeQuantize]; -"9 Constant_2199" [id=9, type=Constant]; -"10 Constant_2198" [id=10, type=Constant]; -"11 Constant_2197" [id=11, type=Constant]; -"12 Constant_2196" [id=12, type=Constant]; -"13 Constant_4" [id=13, type=Constant]; -"14 Constant_2194" [id=14, type=Constant]; -"15 Constant_2193" [id=15, type=Constant]; -"16 Constant_2192" [id=16, type=Constant]; -"17 Constant_2191" [id=17, type=Constant]; -"0 Input" -> "1 MatMul_1/fq_input_0" [label="[1, 1, 1]", style=solid]; -"0 Input" -> "2 Squeeze_1" [label="[1, 1, 1]", style=solid]; -"1 MatMul_1/fq_input_0" -> "3 MatMul_1" [label="[1, 1, 1]", style=solid]; -"2 Squeeze_1" -> "4 MatMul_2" [label="[1, 1]", style=solid]; -"3 MatMul_1" -> "5 Softmax_1" [label="[1, 1, 1]", style=solid]; -"4 MatMul_2" -> "6 Result" [label="[1, 1, 1]", style=solid]; -"5 Softmax_1" -> "4 MatMul_2" [label="[1, 1, 1]", style=solid]; -"7 Constant_2" -> "2 Squeeze_1" [label="[]", style=dashed]; -"8 MatMul_1/fq_weights_1" -> "3 MatMul_1" [label="[1, 1]", style=solid]; -"9 Constant_2199" -> "8 MatMul_1/fq_weights_1" [label="[1, 1]", style=solid]; -"10 Constant_2198" -> "8 MatMul_1/fq_weights_1" [label="[1, 1]", style=solid]; -"11 Constant_2197" -> "8 MatMul_1/fq_weights_1" [label="[1, 1]", style=solid]; -"12 Constant_2196" -> "8 MatMul_1/fq_weights_1" [label="[1, 1]", style=solid]; -"13 Constant_4" -> "8 MatMul_1/fq_weights_1" [label="[1, 1]", style=solid]; -"14 Constant_2194" -> "1 MatMul_1/fq_input_0" [label="[]", style=solid]; -"15 Constant_2193" -> "1 MatMul_1/fq_input_0" [label="[]", style=solid]; -"16 Constant_2192" -> "1 MatMul_1/fq_input_0" [label="[]", style=solid]; -"17 Constant_2191" -> "1 MatMul_1/fq_input_0" [label="[]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/ScaleShiftReluModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/ScaleShiftReluModel.dot deleted file mode 100644 index 6044c82c814..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/ScaleShiftReluModel.dot +++ /dev/null @@ -1,73 +0,0 @@ -strict digraph { -"0 Input" [id=0, type=Parameter]; -"1 Input/fq_output_0" [id=1, type=FakeQuantize]; -"2 MatMul" [id=2, type=MatMul]; -"3 MatMul/fq_output_0" [id=3, type=FakeQuantize]; -"4 Mul" [id=4, type=Multiply]; -"5 Add" [id=5, type=Add]; -"6 Relu" [id=6, type=Relu]; -"7 Relu/fq_output_0" [id=7, type=FakeQuantize]; -"8 MatMul2" [id=8, type=MatMul]; -"9 Result" [id=9, type=Result]; -"10 MatMul2/fq_weights_1" [id=10, type=FakeQuantize]; -"11 Constant_2156" [id=11, type=Constant]; -"12 Constant_2155" [id=12, type=Constant]; -"13 Constant_2154" [id=13, type=Constant]; -"14 Constant_2153" [id=14, type=Constant]; -"15 Constant_8" [id=15, type=Constant]; -"16 Constant_2146" [id=16, type=Constant]; -"17 Constant_2145" [id=17, type=Constant]; -"18 Constant_2144" [id=18, type=Constant]; -"19 Constant_2143" [id=19, type=Constant]; -"20 Constant_5" [id=20, type=Constant]; -"21 Constant_3" [id=21, type=Constant]; -"22 Constant_2141" [id=22, type=Constant]; -"23 Constant_2140" [id=23, type=Constant]; -"24 Constant_2139" [id=24, type=Constant]; -"25 Constant_2138" [id=25, type=Constant]; -"26 MatMul/fq_weights_1" [id=26, type=FakeQuantize]; -"27 Constant_2151" [id=27, type=Constant]; -"28 Constant_2150" [id=28, type=Constant]; -"29 Constant_2149" [id=29, type=Constant]; -"30 Constant_2148" [id=30, type=Constant]; -"31 Constant_1" [id=31, type=Constant]; -"32 Constant_2136" [id=32, type=Constant]; -"33 Constant_2135" [id=33, type=Constant]; -"34 Constant_2134" [id=34, type=Constant]; -"35 Constant_2133" [id=35, type=Constant]; -"0 Input" -> "1 Input/fq_output_0" [label="[3, 5]", style=solid]; -"1 Input/fq_output_0" -> "2 MatMul" [label="[3, 5]", style=solid]; -"2 MatMul" -> "3 MatMul/fq_output_0" [label="[3, 2]", style=solid]; -"3 MatMul/fq_output_0" -> "4 Mul" [label="[3, 2]", style=solid]; -"4 Mul" -> "5 Add" [label="[3, 2]", style=solid]; -"5 Add" -> "6 Relu" [label="[3, 2]", style=solid]; -"6 Relu" -> "7 Relu/fq_output_0" [label="[3, 2]", style=solid]; -"7 Relu/fq_output_0" -> "8 MatMul2" [label="[3, 2]", style=solid]; -"8 MatMul2" -> "9 Result" [label="[3, 4]", style=solid]; -"10 MatMul2/fq_weights_1" -> "8 MatMul2" [label="[2, 4]", style=solid]; -"11 Constant_2156" -> "10 MatMul2/fq_weights_1" [label="[2, 1]", style=solid]; -"12 Constant_2155" -> "10 MatMul2/fq_weights_1" [label="[2, 1]", style=solid]; -"13 Constant_2154" -> "10 MatMul2/fq_weights_1" [label="[2, 1]", style=solid]; -"14 Constant_2153" -> "10 MatMul2/fq_weights_1" [label="[2, 1]", style=solid]; -"15 Constant_8" -> "10 MatMul2/fq_weights_1" [label="[2, 4]", style=solid]; -"16 Constant_2146" -> "7 Relu/fq_output_0" [label="[]", style=solid]; -"17 Constant_2145" -> "7 Relu/fq_output_0" [label="[]", style=solid]; -"18 Constant_2144" -> "7 Relu/fq_output_0" [label="[]", style=solid]; -"19 Constant_2143" -> "7 Relu/fq_output_0" [label="[]", style=solid]; -"20 Constant_5" -> "5 Add" [label="[1, 2]", style=solid]; -"21 Constant_3" -> "4 Mul" [label="[1, 2]", style=solid]; -"22 Constant_2141" -> "3 MatMul/fq_output_0" [label="[]", style=solid]; -"23 Constant_2140" -> "3 MatMul/fq_output_0" [label="[]", style=solid]; -"24 Constant_2139" -> "3 MatMul/fq_output_0" [label="[]", style=solid]; -"25 Constant_2138" -> "3 MatMul/fq_output_0" [label="[]", style=solid]; -"26 MatMul/fq_weights_1" -> "2 MatMul" [label="[5, 2]", style=solid]; -"27 Constant_2151" -> "26 MatMul/fq_weights_1" [label="[5, 1]", style=solid]; -"28 Constant_2150" -> "26 MatMul/fq_weights_1" [label="[5, 1]", style=solid]; -"29 Constant_2149" -> "26 MatMul/fq_weights_1" [label="[5, 1]", style=solid]; -"30 Constant_2148" -> "26 MatMul/fq_weights_1" [label="[5, 1]", style=solid]; -"31 Constant_1" -> "26 MatMul/fq_weights_1" [label="[5, 2]", style=solid]; -"32 Constant_2136" -> "1 Input/fq_output_0" [label="[]", style=solid]; -"33 Constant_2135" -> "1 Input/fq_output_0" [label="[]", style=solid]; -"34 Constant_2134" -> "1 Input/fq_output_0" [label="[]", style=solid]; -"35 Constant_2133" -> "1 Input/fq_output_0" [label="[]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/SeBlockModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/SeBlockModel.dot deleted file mode 100644 index 2553a125010..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/SeBlockModel.dot +++ /dev/null @@ -1,104 +0,0 @@ -strict digraph { -"0 Input" [id=0, type=Parameter]; -"1 Input/fq_output_0" [id=1, type=FakeQuantize]; -"2 Conv0" [id=2, type=Convolution]; -"3 Add0" [id=3, type=Add]; -"4 Add0/fq_output_0" [id=4, type=FakeQuantize]; -"5 Mul" [id=5, type=Multiply]; -"6 ReduceMean_31402" [id=6, type=ReduceMean]; -"7 Mul/fq_output_0" [id=7, type=FakeQuantize]; -"8 Conv" [id=8, type=Convolution]; -"9 MatMul" [id=9, type=MatMul]; -"10 Add" [id=10, type=Add]; -"11 Result" [id=11, type=Result]; -"12 Relu" [id=12, type=Relu]; -"13 Conv2" [id=13, type=Convolution]; -"14 Add2" [id=14, type=Add]; -"15 Sigmoid" [id=15, type=Sigmoid]; -"16 Sigmoid/fq_output_0" [id=16, type=FakeQuantize]; -"17 MatMul/fq_weights_1" [id=17, type=FakeQuantize]; -"18 Constant_33914" [id=18, type=Constant]; -"19 Constant_33913" [id=19, type=Constant]; -"20 Constant_33912" [id=20, type=Constant]; -"21 Constant_33911" [id=21, type=Constant]; -"22 Constant_31414" [id=22, type=Constant]; -"23 Constant_33909" [id=23, type=Constant]; -"24 Constant_33908" [id=24, type=Constant]; -"25 Constant_33907" [id=25, type=Constant]; -"26 Constant_33906" [id=26, type=Constant]; -"27 Constant_33904" [id=27, type=Constant]; -"28 Constant_33903" [id=28, type=Constant]; -"29 Constant_33902" [id=29, type=Constant]; -"30 Constant_33901" [id=30, type=Constant]; -"31 Constant_31410" [id=31, type=Constant]; -"32 Constant_31408" [id=32, type=Constant]; -"33 Constant_31405" [id=33, type=Constant]; -"34 Constant_31403" [id=34, type=Constant]; -"35 Constant_31401" [id=35, type=Constant]; -"36 Constant_33899" [id=36, type=Constant]; -"37 Constant_33898" [id=37, type=Constant]; -"38 Constant_33897" [id=38, type=Constant]; -"39 Constant_33896" [id=39, type=Constant]; -"40 Constant_31399" [id=40, type=Constant]; -"41 Conv0/fq_weights_1" [id=41, type=FakeQuantize]; -"42 Constant_33894" [id=42, type=Constant]; -"43 Constant_33893" [id=43, type=Constant]; -"44 Constant_33892" [id=44, type=Constant]; -"45 Constant_33891" [id=45, type=Constant]; -"46 Constant_31397" [id=46, type=Constant]; -"47 Constant_33889" [id=47, type=Constant]; -"48 Constant_33888" [id=48, type=Constant]; -"49 Constant_33887" [id=49, type=Constant]; -"50 Constant_33886" [id=50, type=Constant]; -"0 Input" -> "1 Input/fq_output_0" [label="[1, 3, 5, 6]", style=solid]; -"1 Input/fq_output_0" -> "2 Conv0" [label="[1, 3, 5, 6]", style=solid]; -"2 Conv0" -> "3 Add0" [label="[1, 3, 5, 6]", style=solid]; -"3 Add0" -> "4 Add0/fq_output_0" [label="[1, 3, 5, 6]", style=solid]; -"4 Add0/fq_output_0" -> "5 Mul" [label="[1, 3, 5, 6]", style=solid]; -"4 Add0/fq_output_0" -> "6 ReduceMean_31402" [label="[1, 3, 5, 6]", style=solid]; -"5 Mul" -> "7 Mul/fq_output_0" [label="[1, 3, 5, 6]", style=solid]; -"6 ReduceMean_31402" -> "8 Conv" [label="[1, 3, 1, 1]", style=solid]; -"7 Mul/fq_output_0" -> "9 MatMul" [label="[1, 3, 5, 6]", style=solid]; -"8 Conv" -> "10 Add" [label="[1, 5, 1, 1]", style=solid]; -"9 MatMul" -> "11 Result" [label="[1, 3, 5, 5]", style=solid]; -"10 Add" -> "12 Relu" [label="[1, 5, 1, 1]", style=solid]; -"12 Relu" -> "13 Conv2" [label="[1, 5, 1, 1]", style=solid]; -"13 Conv2" -> "14 Add2" [label="[1, 3, 1, 1]", style=solid]; -"14 Add2" -> "15 Sigmoid" [label="[1, 3, 1, 1]", style=solid]; -"15 Sigmoid" -> "16 Sigmoid/fq_output_0" [label="[1, 3, 1, 1]", style=solid]; -"16 Sigmoid/fq_output_0" -> "5 Mul" [label="[1, 3, 1, 1]", style=solid]; -"17 MatMul/fq_weights_1" -> "9 MatMul" [label="[6, 5]", style=solid]; -"18 Constant_33914" -> "17 MatMul/fq_weights_1" [label="[1, 5]", style=solid]; -"19 Constant_33913" -> "17 MatMul/fq_weights_1" [label="[1, 5]", style=solid]; -"20 Constant_33912" -> "17 MatMul/fq_weights_1" [label="[1, 5]", style=solid]; -"21 Constant_33911" -> "17 MatMul/fq_weights_1" [label="[1, 5]", style=solid]; -"22 Constant_31414" -> "17 MatMul/fq_weights_1" [label="[6, 5]", style=solid]; -"23 Constant_33909" -> "7 Mul/fq_output_0" [label="[]", style=solid]; -"24 Constant_33908" -> "7 Mul/fq_output_0" [label="[]", style=solid]; -"25 Constant_33907" -> "7 Mul/fq_output_0" [label="[]", style=solid]; -"26 Constant_33906" -> "7 Mul/fq_output_0" [label="[]", style=solid]; -"27 Constant_33904" -> "16 Sigmoid/fq_output_0" [label="[]", style=solid]; -"28 Constant_33903" -> "16 Sigmoid/fq_output_0" [label="[]", style=solid]; -"29 Constant_33902" -> "16 Sigmoid/fq_output_0" [label="[]", style=solid]; -"30 Constant_33901" -> "16 Sigmoid/fq_output_0" [label="[]", style=solid]; -"31 Constant_31410" -> "14 Add2" [label="[1, 3, 1, 1]", style=solid]; -"32 Constant_31408" -> "13 Conv2" [label="[3, 5, 1, 1]", style=solid]; -"33 Constant_31405" -> "10 Add" [label="[1, 5, 1, 1]", style=solid]; -"34 Constant_31403" -> "8 Conv" [label="[5, 3, 1, 1]", style=solid]; -"35 Constant_31401" -> "6 ReduceMean_31402" [label="[2]", style=dashed]; -"36 Constant_33899" -> "4 Add0/fq_output_0" [label="[]", style=solid]; -"37 Constant_33898" -> "4 Add0/fq_output_0" [label="[]", style=solid]; -"38 Constant_33897" -> "4 Add0/fq_output_0" [label="[]", style=solid]; -"39 Constant_33896" -> "4 Add0/fq_output_0" [label="[]", style=solid]; -"40 Constant_31399" -> "3 Add0" [label="[1, 3, 1, 1]", style=solid]; -"41 Conv0/fq_weights_1" -> "2 Conv0" [label="[3, 3, 1, 1]", style=solid]; -"42 Constant_33894" -> "41 Conv0/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"43 Constant_33893" -> "41 Conv0/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"44 Constant_33892" -> "41 Conv0/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"45 Constant_33891" -> "41 Conv0/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"46 Constant_31397" -> "41 Conv0/fq_weights_1" [label="[3, 3, 1, 1]", style=solid]; -"47 Constant_33889" -> "1 Input/fq_output_0" [label="[]", style=solid]; -"48 Constant_33888" -> "1 Input/fq_output_0" [label="[]", style=solid]; -"49 Constant_33887" -> "1 Input/fq_output_0" [label="[]", style=solid]; -"50 Constant_33886" -> "1 Input/fq_output_0" [label="[]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/ShapeOfModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/ShapeOfModel.dot deleted file mode 100644 index 036af485468..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/ShapeOfModel.dot +++ /dev/null @@ -1,123 +0,0 @@ -strict digraph { -"0 Input" [id=0, type=Parameter]; -"1 Input/fq_output_0" [id=1, type=FakeQuantize]; -"2 Conv_1" [id=2, type=Convolution]; -"3 Conv_Add_1" [id=3, type=Add]; -"4 Conv_Add_1/fq_output_0" [id=4, type=FakeQuantize]; -"5 Reshape_1" [id=5, type=Reshape]; -"6 ShapeOf_1" [id=6, type=ShapeOf]; -"7 Transpose" [id=7, type=Transpose]; -"8 Gather_96538" [id=8, type=Gather]; -"9 Conv_2" [id=9, type=Convolution]; -"10 Concat_96541" [id=10, type=Concat]; -"11 Conv_Add_2" [id=11, type=Add]; -"12 Conv_Add_2/fq_output_0" [id=12, type=FakeQuantize]; -"13 Reshape_2" [id=13, type=Reshape]; -"14 ShapeOf_2" [id=14, type=ShapeOf]; -"15 Conv_3" [id=15, type=Convolution]; -"16 Convert_1" [id=16, type=Convert]; -"17 Conv_Add_3" [id=17, type=Add]; -"18 Multiply" [id=18, type=Multiply]; -"19 Result" [id=19, type=Result]; -"20 Convert_2" [id=20, type=Convert]; -"21 Bias_3" [id=21, type=Constant]; -"22 Conv_3/fq_weights_1" [id=22, type=FakeQuantize]; -"23 Constant_98766" [id=23, type=Constant]; -"24 Constant_98765" [id=24, type=Constant]; -"25 Constant_98764" [id=25, type=Constant]; -"26 Constant_98763" [id=26, type=Constant]; -"27 Constant_96567" [id=27, type=Constant]; -"28 Constant_96553" [id=28, type=Constant]; -"29 Constant_98746" [id=29, type=Constant]; -"30 Constant_98745" [id=30, type=Constant]; -"31 Constant_98744" [id=31, type=Constant]; -"32 Constant_98743" [id=32, type=Constant]; -"33 Bias_2" [id=33, type=Constant]; -"34 Conv_2/fq_weights_1" [id=34, type=FakeQuantize]; -"35 Constant_98761" [id=35, type=Constant]; -"36 Constant_98760" [id=36, type=Constant]; -"37 Constant_98759" [id=37, type=Constant]; -"38 Constant_98758" [id=38, type=Constant]; -"39 Constant_96547" [id=39, type=Constant]; -"40 Constant_96545" [id=40, type=Constant]; -"41 Constant_96537" [id=41, type=Constant]; -"42 Constant_96536" [id=42, type=Constant]; -"43 Constant_98741" [id=43, type=Constant]; -"44 Constant_98740" [id=44, type=Constant]; -"45 Constant_98739" [id=45, type=Constant]; -"46 Constant_98738" [id=46, type=Constant]; -"47 Bias_1" [id=47, type=Constant]; -"48 Conv_1/fq_weights_1" [id=48, type=FakeQuantize]; -"49 Constant_98756" [id=49, type=Constant]; -"50 Constant_98755" [id=50, type=Constant]; -"51 Constant_98754" [id=51, type=Constant]; -"52 Constant_98753" [id=52, type=Constant]; -"53 Constant_96531" [id=53, type=Constant]; -"54 Constant_98751" [id=54, type=Constant]; -"55 Constant_98750" [id=55, type=Constant]; -"56 Constant_98749" [id=56, type=Constant]; -"57 Constant_98748" [id=57, type=Constant]; -"58 Constant_96540" [id=58, type=Constant]; -"59 Constant_96539" [id=59, type=Constant]; -"0 Input" -> "1 Input/fq_output_0" [label="[1, 3, 4, 2]", style=solid]; -"1 Input/fq_output_0" -> "2 Conv_1" [label="[1, 3, 4, 2]", style=solid]; -"2 Conv_1" -> "3 Conv_Add_1" [label="[1, 3, 4, 2]", style=solid]; -"3 Conv_Add_1" -> "4 Conv_Add_1/fq_output_0" [label="[1, 3, 4, 2]", style=solid]; -"4 Conv_Add_1/fq_output_0" -> "5 Reshape_1" [label="[1, 3, 4, 2]", style=solid]; -"4 Conv_Add_1/fq_output_0" -> "6 ShapeOf_1" [label="[1, 3, 4, 2]", style=solid]; -"5 Reshape_1" -> "7 Transpose" [label="[1, 3, 4, 2]", style=solid]; -"6 ShapeOf_1" -> "8 Gather_96538" [label="[4]", style=dashed]; -"7 Transpose" -> "9 Conv_2" [label="[1, 3, 2, 4]", style=solid]; -"8 Gather_96538" -> "10 Concat_96541" [label="[2]", style=dashed]; -"9 Conv_2" -> "11 Conv_Add_2" [label="[1, 3, 2, 4]", style=solid]; -"10 Concat_96541" -> "5 Reshape_1" [label="[4]", style=dashed]; -"11 Conv_Add_2" -> "12 Conv_Add_2/fq_output_0" [label="[1, 3, 2, 4]", style=solid]; -"12 Conv_Add_2/fq_output_0" -> "13 Reshape_2" [label="[1, 3, 2, 4]", style=solid]; -"12 Conv_Add_2/fq_output_0" -> "14 ShapeOf_2" [label="[1, 3, 2, 4]", style=solid]; -"13 Reshape_2" -> "15 Conv_3" [label="[1, 3, 2, 4]", style=solid]; -"14 ShapeOf_2" -> "16 Convert_1" [label="[4]", style=dashed]; -"15 Conv_3" -> "17 Conv_Add_3" [label="[1, 3, 2, 4]", style=solid]; -"16 Convert_1" -> "18 Multiply" [label="[4]", style=solid]; -"17 Conv_Add_3" -> "19 Result" [label="[1, 3, 2, 4]", style=solid]; -"18 Multiply" -> "20 Convert_2" [label="[4]", style=solid]; -"20 Convert_2" -> "13 Reshape_2" [label="[4]", style=dashed]; -"21 Bias_3" -> "17 Conv_Add_3" [label="[1, 3, 1, 1]", style=solid]; -"22 Conv_3/fq_weights_1" -> "15 Conv_3" [label="[3, 3, 1, 1]", style=solid]; -"23 Constant_98766" -> "22 Conv_3/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"24 Constant_98765" -> "22 Conv_3/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"25 Constant_98764" -> "22 Conv_3/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"26 Constant_98763" -> "22 Conv_3/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"27 Constant_96567" -> "22 Conv_3/fq_weights_1" [label="[3, 3, 1, 1]", style=solid]; -"28 Constant_96553" -> "18 Multiply" [label="[4]", style=solid]; -"29 Constant_98746" -> "12 Conv_Add_2/fq_output_0" [label="[]", style=solid]; -"30 Constant_98745" -> "12 Conv_Add_2/fq_output_0" [label="[]", style=solid]; -"31 Constant_98744" -> "12 Conv_Add_2/fq_output_0" [label="[]", style=solid]; -"32 Constant_98743" -> "12 Conv_Add_2/fq_output_0" [label="[]", style=solid]; -"33 Bias_2" -> "11 Conv_Add_2" [label="[1, 3, 1, 1]", style=solid]; -"34 Conv_2/fq_weights_1" -> "9 Conv_2" [label="[3, 3, 1, 1]", style=solid]; -"35 Constant_98761" -> "34 Conv_2/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"36 Constant_98760" -> "34 Conv_2/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"37 Constant_98759" -> "34 Conv_2/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"38 Constant_98758" -> "34 Conv_2/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"39 Constant_96547" -> "34 Conv_2/fq_weights_1" [label="[3, 3, 1, 1]", style=solid]; -"40 Constant_96545" -> "7 Transpose" [label="[4]", style=dashed]; -"41 Constant_96537" -> "8 Gather_96538" [label="[]", style=dashed]; -"42 Constant_96536" -> "8 Gather_96538" [label="[2]", style=dashed]; -"43 Constant_98741" -> "4 Conv_Add_1/fq_output_0" [label="[]", style=solid]; -"44 Constant_98740" -> "4 Conv_Add_1/fq_output_0" [label="[]", style=solid]; -"45 Constant_98739" -> "4 Conv_Add_1/fq_output_0" [label="[]", style=solid]; -"46 Constant_98738" -> "4 Conv_Add_1/fq_output_0" [label="[]", style=solid]; -"47 Bias_1" -> "3 Conv_Add_1" [label="[1, 3, 1, 1]", style=solid]; -"48 Conv_1/fq_weights_1" -> "2 Conv_1" [label="[3, 3, 1, 1]", style=solid]; -"49 Constant_98756" -> "48 Conv_1/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"50 Constant_98755" -> "48 Conv_1/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"51 Constant_98754" -> "48 Conv_1/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"52 Constant_98753" -> "48 Conv_1/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"53 Constant_96531" -> "48 Conv_1/fq_weights_1" [label="[3, 3, 1, 1]", style=solid]; -"54 Constant_98751" -> "1 Input/fq_output_0" [label="[]", style=solid]; -"55 Constant_98750" -> "1 Input/fq_output_0" [label="[]", style=solid]; -"56 Constant_98749" -> "1 Input/fq_output_0" [label="[]", style=solid]; -"57 Constant_98748" -> "1 Input/fq_output_0" [label="[]", style=solid]; -"58 Constant_96540" -> "10 Concat_96541" [label="[1]", style=dashed]; -"59 Constant_96539" -> "10 Concat_96541" [label="[1]", style=dashed]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/SharedConvModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/SharedConvModel.dot deleted file mode 100644 index 7d5cf4429e2..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/SharedConvModel.dot +++ /dev/null @@ -1,34 +0,0 @@ -strict digraph { -"0 Input" [id=0, type=Parameter]; -"1 Input/fq_output_0" [id=1, type=FakeQuantize]; -"2 Conv_1" [id=2, type=Convolution]; -"3 Conv_2" [id=3, type=Convolution]; -"4 Result_1" [id=4, type=Result]; -"5 Result_2" [id=5, type=Result]; -"6 Conv_1/fq_weights_1" [id=6, type=FakeQuantize]; -"7 Constant_2070" [id=7, type=Constant]; -"8 Constant_2069" [id=8, type=Constant]; -"9 Constant_2068" [id=9, type=Constant]; -"10 Constant_2067" [id=10, type=Constant]; -"11 Shared_conv_w" [id=11, type=Constant]; -"12 Constant_2065" [id=12, type=Constant]; -"13 Constant_2064" [id=13, type=Constant]; -"14 Constant_2063" [id=14, type=Constant]; -"15 Constant_2062" [id=15, type=Constant]; -"0 Input" -> "1 Input/fq_output_0" [label="[1, 3, 3, 3]", style=solid]; -"1 Input/fq_output_0" -> "2 Conv_1" [label="[1, 3, 3, 3]", style=solid]; -"1 Input/fq_output_0" -> "3 Conv_2" [label="[1, 3, 3, 3]", style=solid]; -"2 Conv_1" -> "4 Result_1" [label="[1, 3, 3, 3]", style=solid]; -"3 Conv_2" -> "5 Result_2" [label="[1, 3, 3, 3]", style=solid]; -"6 Conv_1/fq_weights_1" -> "2 Conv_1" [label="[3, 3, 1, 1]", style=solid]; -"6 Conv_1/fq_weights_1" -> "3 Conv_2" [label="[3, 3, 1, 1]", style=solid]; -"7 Constant_2070" -> "6 Conv_1/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"8 Constant_2069" -> "6 Conv_1/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"9 Constant_2068" -> "6 Conv_1/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"10 Constant_2067" -> "6 Conv_1/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; -"11 Shared_conv_w" -> "6 Conv_1/fq_weights_1" [label="[3, 3, 1, 1]", style=solid]; -"12 Constant_2065" -> "1 Input/fq_output_0" [label="[]", style=solid]; -"13 Constant_2064" -> "1 Input/fq_output_0" [label="[]", style=solid]; -"14 Constant_2063" -> "1 Input/fq_output_0" [label="[]", style=solid]; -"15 Constant_2062" -> "1 Input/fq_output_0" [label="[]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/UnifiedEmbeddingModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/UnifiedEmbeddingModel.dot deleted file mode 100644 index 24cd2d4545e..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/UnifiedEmbeddingModel.dot +++ /dev/null @@ -1,78 +0,0 @@ -strict digraph { -"0 Input" [id=0, type=Parameter]; -"1 Convert_1" [id=1, type=Convert]; -"2 MatMul_1/fq_input_0" [id=2, type=FakeQuantize]; -"3 Gather_1" [id=3, type=Gather]; -"4 MatMul_1" [id=4, type=MatMul]; -"5 Concat_12" [id=5, type=Concat]; -"6 MatMul_1/fq_output_0" [id=6, type=FakeQuantize]; -"7 MatMul_2" [id=7, type=MatMul]; -"8 Reshape_1" [id=8, type=Reshape]; -"9 Result" [id=9, type=Result]; -"10 MatMul_2/fq_weights_1" [id=10, type=FakeQuantize]; -"11 Constant_2323" [id=11, type=Constant]; -"12 Constant_2322" [id=12, type=Constant]; -"13 Constant_2321" [id=13, type=Constant]; -"14 Constant_2320" [id=14, type=Constant]; -"15 matmul_2_data" [id=15, type=Constant]; -"16 Constant_8" [id=16, type=Constant]; -"17 Constant_2303" [id=17, type=Constant]; -"18 Constant_2302" [id=18, type=Constant]; -"19 Constant_2301" [id=19, type=Constant]; -"20 Constant_2300" [id=20, type=Constant]; -"21 MatMul_1/fq_weights_1" [id=21, type=FakeQuantize]; -"22 Constant_2318" [id=22, type=Constant]; -"23 Constant_2317" [id=23, type=Constant]; -"24 Constant_2316" [id=24, type=Constant]; -"25 Constant_2315" [id=25, type=Constant]; -"26 matmul_1_data" [id=26, type=Constant]; -"27 Constant_2313" [id=27, type=Constant]; -"28 Constant_2312" [id=28, type=Constant]; -"29 Constant_2311" [id=29, type=Constant]; -"30 Constant_2310" [id=30, type=Constant]; -"31 Constant_4" [id=31, type=Constant]; -"32 Gather_1/fq_weights_0" [id=32, type=FakeQuantize]; -"33 Constant_2308" [id=33, type=Constant]; -"34 Constant_2307" [id=34, type=Constant]; -"35 Constant_2306" [id=35, type=Constant]; -"36 Constant_2305" [id=36, type=Constant]; -"37 gather_1_data" [id=37, type=Constant]; -"0 Input" -> "1 Convert_1" [label="[1, 3]", style=solid]; -"0 Input" -> "2 MatMul_1/fq_input_0" [label="[1, 3]", style=solid]; -"1 Convert_1" -> "3 Gather_1" [label="[1, 3]", style=dashed]; -"2 MatMul_1/fq_input_0" -> "4 MatMul_1" [label="[1, 3]", style=solid]; -"3 Gather_1" -> "5 Concat_12" [label="[1, 3, 5]", style=solid]; -"4 MatMul_1" -> "6 MatMul_1/fq_output_0" [label="[3, 1, 5]", style=solid]; -"5 Concat_12" -> "7 MatMul_2" [label="[1, 6, 5]", style=solid]; -"6 MatMul_1/fq_output_0" -> "8 Reshape_1" [label="[3, 1, 5]", style=solid]; -"7 MatMul_2" -> "9 Result" [label="[1, 6, 1]", style=solid]; -"8 Reshape_1" -> "5 Concat_12" [label="[1, 3, 5]", style=solid]; -"10 MatMul_2/fq_weights_1" -> "7 MatMul_2" [label="[1, 5]", style=solid]; -"11 Constant_2323" -> "10 MatMul_2/fq_weights_1" [label="[1, 1]", style=solid]; -"12 Constant_2322" -> "10 MatMul_2/fq_weights_1" [label="[1, 1]", style=solid]; -"13 Constant_2321" -> "10 MatMul_2/fq_weights_1" [label="[1, 1]", style=solid]; -"14 Constant_2320" -> "10 MatMul_2/fq_weights_1" [label="[1, 1]", style=solid]; -"15 matmul_2_data" -> "10 MatMul_2/fq_weights_1" [label="[1, 5]", style=solid]; -"16 Constant_8" -> "8 Reshape_1" [label="[3]", style=dashed]; -"17 Constant_2303" -> "6 MatMul_1/fq_output_0" [label="[]", style=solid]; -"18 Constant_2302" -> "6 MatMul_1/fq_output_0" [label="[]", style=solid]; -"19 Constant_2301" -> "6 MatMul_1/fq_output_0" [label="[]", style=solid]; -"20 Constant_2300" -> "6 MatMul_1/fq_output_0" [label="[]", style=solid]; -"21 MatMul_1/fq_weights_1" -> "4 MatMul_1" [label="[3, 3, 5]", style=solid]; -"22 Constant_2318" -> "21 MatMul_1/fq_weights_1" [label="[3, 1, 5]", style=solid]; -"23 Constant_2317" -> "21 MatMul_1/fq_weights_1" [label="[3, 1, 5]", style=solid]; -"24 Constant_2316" -> "21 MatMul_1/fq_weights_1" [label="[3, 1, 5]", style=solid]; -"25 Constant_2315" -> "21 MatMul_1/fq_weights_1" [label="[3, 1, 5]", style=solid]; -"26 matmul_1_data" -> "21 MatMul_1/fq_weights_1" [label="[3, 3, 5]", style=solid]; -"27 Constant_2313" -> "2 MatMul_1/fq_input_0" [label="[]", style=solid]; -"28 Constant_2312" -> "2 MatMul_1/fq_input_0" [label="[]", style=solid]; -"29 Constant_2311" -> "2 MatMul_1/fq_input_0" [label="[]", style=solid]; -"30 Constant_2310" -> "2 MatMul_1/fq_input_0" [label="[]", style=solid]; -"31 Constant_4" -> "3 Gather_1" [label="[]", style=dashed]; -"32 Gather_1/fq_weights_0" -> "3 Gather_1" [label="[4, 5]", style=solid]; -"33 Constant_2308" -> "32 Gather_1/fq_weights_0" [label="[]", style=solid]; -"34 Constant_2307" -> "32 Gather_1/fq_weights_0" [label="[]", style=solid]; -"35 Constant_2306" -> "32 Gather_1/fq_weights_0" [label="[]", style=solid]; -"36 Constant_2305" -> "32 Gather_1/fq_weights_0" [label="[]", style=solid]; -"37 gather_1_data" -> "32 Gather_1/fq_weights_0" [label="[4, 5]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/WeightsModel.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/WeightsModel.dot deleted file mode 100644 index c61a2ce4397..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/WeightsModel.dot +++ /dev/null @@ -1,122 +0,0 @@ -strict digraph { -"0 Input_1" [id=0, type=Parameter]; -"1 Input_1/fq_output_0" [id=1, type=FakeQuantize]; -"2 Conv" [id=2, type=Convolution]; -"3 Conv/fq_output_0" [id=3, type=FakeQuantize]; -"4 Conv_backprop" [id=4, type=ConvolutionBackpropData]; -"5 Conv_backprop/fq_output_0" [id=5, type=FakeQuantize]; -"6 MatMul_1" [id=6, type=MatMul]; -"7 MatMul_1/fq_output_0" [id=7, type=FakeQuantize]; -"8 MatMul" [id=8, type=MatMul]; -"9 MatMul_0" [id=9, type=MatMul]; -"10 Add_15" [id=10, type=Add]; -"11 MatMul_0/fq_output_0" [id=11, type=FakeQuantize]; -"12 Result" [id=12, type=Result]; -"13 Constant_2959" [id=13, type=Constant]; -"14 Constant_2958" [id=14, type=Constant]; -"15 Constant_2957" [id=15, type=Constant]; -"16 Constant_2956" [id=16, type=Constant]; -"17 MatMul_1/fq_weights_1" [id=17, type=FakeQuantize]; -"18 Constant_2964" [id=18, type=Constant]; -"19 Constant_2963" [id=19, type=Constant]; -"20 Constant_2962" [id=20, type=Constant]; -"21 Constant_2961" [id=21, type=Constant]; -"22 weights_1" [id=22, type=Constant]; -"23 Constant_2949" [id=23, type=Constant]; -"24 Constant_2948" [id=24, type=Constant]; -"25 Constant_2947" [id=25, type=Constant]; -"26 Constant_2946" [id=26, type=Constant]; -"27 Constant_5" [id=27, type=Constant]; -"28 Conv_backprop/fq_weights_1" [id=28, type=FakeQuantize]; -"29 Constant_2954" [id=29, type=Constant]; -"30 Constant_2953" [id=30, type=Constant]; -"31 Constant_2952" [id=31, type=Constant]; -"32 Constant_2951" [id=32, type=Constant]; -"33 Constant_4" [id=33, type=Constant]; -"34 Constant_2939" [id=34, type=Constant]; -"35 Constant_2938" [id=35, type=Constant]; -"36 Constant_2937" [id=36, type=Constant]; -"37 Constant_2936" [id=37, type=Constant]; -"38 Conv/fq_weights_1" [id=38, type=FakeQuantize]; -"39 Constant_2944" [id=39, type=Constant]; -"40 Constant_2943" [id=40, type=Constant]; -"41 Constant_2942" [id=41, type=Constant]; -"42 Constant_2941" [id=42, type=Constant]; -"43 Constant_2" [id=43, type=Constant]; -"44 Constant_2934" [id=44, type=Constant]; -"45 Constant_2933" [id=45, type=Constant]; -"46 Constant_2932" [id=46, type=Constant]; -"47 Constant_2931" [id=47, type=Constant]; -"48 Constant_2969" [id=48, type=Constant]; -"49 Constant_2968" [id=49, type=Constant]; -"50 Constant_2967" [id=50, type=Constant]; -"51 Constant_2966" [id=51, type=Constant]; -"52 MatMul_0/fq_weights_0" [id=52, type=FakeQuantize]; -"53 Constant_2974" [id=53, type=Constant]; -"54 Constant_2973" [id=54, type=Constant]; -"55 Constant_2972" [id=55, type=Constant]; -"56 Constant_2971" [id=56, type=Constant]; -"57 weights_0" [id=57, type=Constant]; -"58 MatMul_const" [id=58, type=MatMul]; -"0 Input_1" -> "1 Input_1/fq_output_0" [label="[1, 3, 5, 5]", style=solid]; -"1 Input_1/fq_output_0" -> "2 Conv" [label="[1, 3, 5, 5]", style=solid]; -"2 Conv" -> "3 Conv/fq_output_0" [label="[1, 3, 5, 5]", style=solid]; -"3 Conv/fq_output_0" -> "4 Conv_backprop" [label="[1, 3, 5, 5]", style=solid]; -"4 Conv_backprop" -> "5 Conv_backprop/fq_output_0" [label="[1, 3, 1, 1]", style=solid]; -"5 Conv_backprop/fq_output_0" -> "6 MatMul_1" [label="[1, 3, 1, 1]", style=solid]; -"6 MatMul_1" -> "7 MatMul_1/fq_output_0" [label="[1, 3, 1, 4]", style=solid]; -"7 MatMul_1/fq_output_0" -> "8 MatMul" [label="[1, 3, 1, 4]", style=solid]; -"7 MatMul_1/fq_output_0" -> "9 MatMul_0" [label="[1, 3, 1, 4]", style=solid]; -"8 MatMul" -> "10 Add_15" [label="[1, 3, 1, 1]", style=solid]; -"9 MatMul_0" -> "11 MatMul_0/fq_output_0" [label="[1, 3, 1, 4]", style=solid]; -"10 Add_15" -> "12 Result" [label="[1, 3, 4, 1]", style=solid]; -"11 MatMul_0/fq_output_0" -> "8 MatMul" [label="[1, 3, 1, 4]", style=solid]; -"13 Constant_2959" -> "7 MatMul_1/fq_output_0" [label="[]", style=solid]; -"14 Constant_2958" -> "7 MatMul_1/fq_output_0" [label="[]", style=solid]; -"15 Constant_2957" -> "7 MatMul_1/fq_output_0" [label="[]", style=solid]; -"16 Constant_2956" -> "7 MatMul_1/fq_output_0" [label="[]", style=solid]; -"17 MatMul_1/fq_weights_1" -> "6 MatMul_1" [label="[1, 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Constant_41450" [id=446, type=Constant]; -"447 Reshape_1251" [id=447, type=Constant]; -"448 Constant_41448" [id=448, type=Constant]; -"449 Constant_41447" [id=449, type=Constant]; -"450 Constant_41446" [id=450, type=Constant]; -"451 Constant_41445" [id=451, type=Constant]; -"452 Reshape_1236" [id=452, type=Constant]; -"453 /features/features.12/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [id=453, type=FakeQuantize]; -"454 Constant_41443" [id=454, type=Constant]; -"455 Constant_41442" [id=455, type=Constant]; -"456 Constant_41441" [id=456, type=Constant]; -"457 Constant_41440" [id=457, type=Constant]; -"458 onnx^^Conv_637" [id=458, label="458 onnx::Conv_637", type=Constant]; -"459 Constant_41438" [id=459, type=Constant]; -"460 Constant_41437" [id=460, type=Constant]; -"461 Constant_41436" [id=461, type=Constant]; -"462 Constant_41435" [id=462, type=Constant]; -"463 Reshape_1221" [id=463, type=Constant]; -"464 /features/features.11/conv/conv.2/Conv/WithoutBiases/fq_weights_1" [id=464, type=FakeQuantize]; -"465 Constant_41433" [id=465, type=Constant]; -"466 Constant_41432" [id=466, type=Constant]; -"467 Constant_41431" [id=467, type=Constant]; -"468 Constant_41430" [id=468, type=Constant]; -"469 onnx^^Conv_634" [id=469, label="469 onnx::Conv_634", type=Constant]; -"470 Constant_41428" [id=470, type=Constant]; -"471 Constant_41427" [id=471, type=Constant]; -"472 Constant_41426" [id=472, type=Constant]; -"473 Constant_41425" [id=473, type=Constant]; -"474 Reshape_1202" [id=474, type=Constant]; -"475 /features/features.11/conv/conv.1/conv.1.0/Conv/WithoutBiases/fq_weights_1" [id=475, type=FakeQuantize]; -"476 Constant_41423" [id=476, type=Constant]; -"477 Constant_41422" [id=477, type=Constant]; -"478 Constant_41421" [id=478, type=Constant]; -"479 Constant_41420" [id=479, type=Constant]; -"480 Reshape_1150" [id=480, type=Constant]; -"481 Constant_41418" [id=481, type=Constant]; -"482 Constant_41417" [id=482, type=Constant]; -"483 Constant_41416" [id=483, type=Constant]; -"484 Constant_41415" [id=484, type=Constant]; -"485 Reshape_1135" [id=485, type=Constant]; -"486 /features/features.11/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [id=486, type=FakeQuantize]; -"487 Constant_41413" [id=487, type=Constant]; -"488 Constant_41412" [id=488, type=Constant]; -"489 Constant_41411" [id=489, type=Constant]; -"490 Constant_41410" [id=490, type=Constant]; -"491 onnx^^Conv_628" [id=491, label="491 onnx::Conv_628", type=Constant]; -"492 Constant_41408" [id=492, type=Constant]; -"493 Constant_41407" [id=493, type=Constant]; -"494 Constant_41406" [id=494, type=Constant]; -"495 Constant_41405" [id=495, type=Constant]; -"496 Constant_41403" [id=496, type=Constant]; -"497 Constant_41402" [id=497, type=Constant]; -"498 Constant_41401" [id=498, type=Constant]; -"499 Constant_41400" [id=499, type=Constant]; -"500 Reshape_1119" [id=500, type=Constant]; -"501 /features/features.10/conv/conv.2/Conv/WithoutBiases/fq_weights_1" [id=501, type=FakeQuantize]; -"502 Constant_41398" [id=502, type=Constant]; -"503 Constant_41397" [id=503, type=Constant]; -"504 Constant_41396" [id=504, type=Constant]; -"505 Constant_41395" [id=505, type=Constant]; -"506 onnx^^Conv_625" [id=506, label="506 onnx::Conv_625", type=Constant]; -"507 Constant_41393" [id=507, type=Constant]; -"508 Constant_41392" [id=508, type=Constant]; -"509 Constant_41391" [id=509, type=Constant]; -"510 Constant_41390" [id=510, type=Constant]; -"511 Reshape_1100" [id=511, type=Constant]; -"512 /features/features.10/conv/conv.1/conv.1.0/Conv/WithoutBiases/fq_weights_1" [id=512, type=FakeQuantize]; -"513 Constant_41388" [id=513, type=Constant]; -"514 Constant_41387" [id=514, type=Constant]; -"515 Constant_41386" [id=515, type=Constant]; -"516 Constant_41385" [id=516, type=Constant]; -"517 Reshape_1048" [id=517, type=Constant]; -"518 Constant_41383" [id=518, type=Constant]; -"519 Constant_41382" [id=519, type=Constant]; -"520 Constant_41381" [id=520, type=Constant]; -"521 Constant_41380" [id=521, type=Constant]; -"522 Reshape_1033" [id=522, type=Constant]; -"523 /features/features.10/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [id=523, type=FakeQuantize]; -"524 Constant_41378" [id=524, type=Constant]; -"525 Constant_41377" [id=525, type=Constant]; -"526 Constant_41376" [id=526, type=Constant]; -"527 Constant_41375" [id=527, type=Constant]; -"528 onnx^^Conv_619" [id=528, label="528 onnx::Conv_619", type=Constant]; -"529 Constant_41373" [id=529, type=Constant]; -"530 Constant_41372" [id=530, type=Constant]; -"531 Constant_41371" [id=531, type=Constant]; -"532 Constant_41370" [id=532, type=Constant]; -"533 Constant_41368" [id=533, type=Constant]; -"534 Constant_41367" [id=534, type=Constant]; -"535 Constant_41366" [id=535, type=Constant]; -"536 Constant_41365" [id=536, type=Constant]; -"537 Reshape_1017" [id=537, type=Constant]; -"538 /features/features.9/conv/conv.2/Conv/WithoutBiases/fq_weights_1" [id=538, type=FakeQuantize]; -"539 Constant_41363" [id=539, type=Constant]; -"540 Constant_41362" [id=540, type=Constant]; -"541 Constant_41361" [id=541, type=Constant]; -"542 Constant_41360" [id=542, type=Constant]; -"543 onnx^^Conv_616" [id=543, label="543 onnx::Conv_616", type=Constant]; -"544 Constant_41358" [id=544, type=Constant]; -"545 Constant_41357" [id=545, type=Constant]; -"546 Constant_41356" [id=546, type=Constant]; -"547 Constant_41355" [id=547, type=Constant]; -"548 Reshape_998" [id=548, type=Constant]; -"549 /features/features.9/conv/conv.1/conv.1.0/Conv/WithoutBiases/fq_weights_1" [id=549, type=FakeQuantize]; -"550 Constant_41353" [id=550, type=Constant]; -"551 Constant_41352" [id=551, type=Constant]; -"552 Constant_41351" [id=552, type=Constant]; -"553 Constant_41350" [id=553, type=Constant]; -"554 Reshape_946" [id=554, type=Constant]; -"555 Constant_41348" [id=555, type=Constant]; -"556 Constant_41347" [id=556, type=Constant]; -"557 Constant_41346" [id=557, type=Constant]; -"558 Constant_41345" [id=558, type=Constant]; -"559 Reshape_931" [id=559, type=Constant]; -"560 /features/features.9/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [id=560, type=FakeQuantize]; -"561 Constant_41343" [id=561, type=Constant]; -"562 Constant_41342" [id=562, type=Constant]; -"563 Constant_41341" [id=563, type=Constant]; -"564 Constant_41340" [id=564, type=Constant]; -"565 onnx^^Conv_610" [id=565, label="565 onnx::Conv_610", type=Constant]; -"566 Constant_41338" [id=566, type=Constant]; -"567 Constant_41337" [id=567, type=Constant]; -"568 Constant_41336" [id=568, type=Constant]; -"569 Constant_41335" [id=569, type=Constant]; -"570 Constant_41333" [id=570, type=Constant]; -"571 Constant_41332" [id=571, type=Constant]; -"572 Constant_41331" [id=572, type=Constant]; -"573 Constant_41330" [id=573, type=Constant]; -"574 Reshape_915" [id=574, type=Constant]; -"575 /features/features.8/conv/conv.2/Conv/WithoutBiases/fq_weights_1" [id=575, type=FakeQuantize]; -"576 Constant_41328" [id=576, type=Constant]; -"577 Constant_41327" [id=577, type=Constant]; -"578 Constant_41326" [id=578, type=Constant]; -"579 Constant_41325" [id=579, type=Constant]; -"580 onnx^^Conv_607" [id=580, label="580 onnx::Conv_607", type=Constant]; -"581 Constant_41323" [id=581, type=Constant]; -"582 Constant_41322" [id=582, type=Constant]; -"583 Constant_41321" [id=583, type=Constant]; -"584 Constant_41320" [id=584, type=Constant]; -"585 Reshape_896" [id=585, type=Constant]; -"586 /features/features.8/conv/conv.1/conv.1.0/Conv/WithoutBiases/fq_weights_1" [id=586, type=FakeQuantize]; -"587 Constant_41318" [id=587, type=Constant]; -"588 Constant_41317" [id=588, type=Constant]; -"589 Constant_41316" [id=589, type=Constant]; -"590 Constant_41315" [id=590, type=Constant]; -"591 Reshape_844" [id=591, type=Constant]; -"592 Constant_41313" [id=592, type=Constant]; -"593 Constant_41312" [id=593, type=Constant]; -"594 Constant_41311" [id=594, type=Constant]; -"595 Constant_41310" [id=595, type=Constant]; -"596 Reshape_829" [id=596, type=Constant]; -"597 /features/features.8/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [id=597, type=FakeQuantize]; -"598 Constant_41308" [id=598, type=Constant]; -"599 Constant_41307" [id=599, type=Constant]; -"600 Constant_41306" [id=600, type=Constant]; -"601 Constant_41305" [id=601, type=Constant]; -"602 onnx^^Conv_601" [id=602, label="602 onnx::Conv_601", type=Constant]; -"603 Constant_41303" [id=603, type=Constant]; -"604 Constant_41302" [id=604, type=Constant]; -"605 Constant_41301" [id=605, type=Constant]; -"606 Constant_41300" [id=606, type=Constant]; -"607 Reshape_814" [id=607, type=Constant]; -"608 /features/features.7/conv/conv.2/Conv/WithoutBiases/fq_weights_1" [id=608, type=FakeQuantize]; -"609 Constant_41298" [id=609, type=Constant]; -"610 Constant_41297" [id=610, type=Constant]; -"611 Constant_41296" [id=611, type=Constant]; -"612 Constant_41295" [id=612, type=Constant]; -"613 onnx^^Conv_598" [id=613, label="613 onnx::Conv_598", type=Constant]; -"614 Constant_41293" [id=614, type=Constant]; -"615 Constant_41292" [id=615, type=Constant]; -"616 Constant_41291" [id=616, type=Constant]; -"617 Constant_41290" [id=617, type=Constant]; -"618 Reshape_795" [id=618, type=Constant]; -"619 /features/features.7/conv/conv.1/conv.1.0/Conv/WithoutBiases/fq_weights_1" [id=619, type=FakeQuantize]; -"620 Constant_41288" [id=620, type=Constant]; -"621 Constant_41287" [id=621, type=Constant]; -"622 Constant_41286" [id=622, type=Constant]; -"623 Constant_41285" [id=623, type=Constant]; -"624 Reshape_743" [id=624, type=Constant]; -"625 Constant_41283" [id=625, type=Constant]; -"626 Constant_41282" [id=626, type=Constant]; -"627 Constant_41281" [id=627, type=Constant]; -"628 Constant_41280" [id=628, type=Constant]; -"629 Reshape_728" [id=629, type=Constant]; -"630 /features/features.7/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [id=630, type=FakeQuantize]; -"631 Constant_41278" [id=631, type=Constant]; -"632 Constant_41277" [id=632, type=Constant]; -"633 Constant_41276" [id=633, type=Constant]; -"634 Constant_41275" [id=634, type=Constant]; -"635 onnx^^Conv_592" [id=635, label="635 onnx::Conv_592", type=Constant]; -"636 Constant_41273" [id=636, type=Constant]; -"637 Constant_41272" [id=637, type=Constant]; -"638 Constant_41271" [id=638, type=Constant]; -"639 Constant_41270" [id=639, type=Constant]; -"640 Constant_41268" [id=640, type=Constant]; -"641 Constant_41267" [id=641, type=Constant]; -"642 Constant_41266" [id=642, type=Constant]; -"643 Constant_41265" [id=643, type=Constant]; -"644 Reshape_712" [id=644, type=Constant]; -"645 /features/features.6/conv/conv.2/Conv/WithoutBiases/fq_weights_1" [id=645, type=FakeQuantize]; -"646 Constant_41263" [id=646, type=Constant]; -"647 Constant_41262" [id=647, type=Constant]; -"648 Constant_41261" [id=648, type=Constant]; -"649 Constant_41260" [id=649, type=Constant]; -"650 onnx^^Conv_589" [id=650, label="650 onnx::Conv_589", type=Constant]; -"651 Constant_41258" [id=651, type=Constant]; -"652 Constant_41257" [id=652, type=Constant]; -"653 Constant_41256" [id=653, type=Constant]; -"654 Constant_41255" [id=654, type=Constant]; -"655 Reshape_693" [id=655, type=Constant]; -"656 /features/features.6/conv/conv.1/conv.1.0/Conv/WithoutBiases/fq_weights_1" [id=656, type=FakeQuantize]; -"657 Constant_41253" [id=657, type=Constant]; -"658 Constant_41252" [id=658, type=Constant]; -"659 Constant_41251" [id=659, type=Constant]; -"660 Constant_41250" [id=660, type=Constant]; -"661 Reshape_641" [id=661, type=Constant]; -"662 Constant_41248" [id=662, type=Constant]; -"663 Constant_41247" [id=663, type=Constant]; -"664 Constant_41246" [id=664, type=Constant]; -"665 Constant_41245" [id=665, type=Constant]; -"666 Reshape_626" [id=666, type=Constant]; -"667 /features/features.6/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [id=667, type=FakeQuantize]; -"668 Constant_41243" [id=668, type=Constant]; -"669 Constant_41242" [id=669, type=Constant]; -"670 Constant_41241" [id=670, type=Constant]; -"671 Constant_41240" [id=671, type=Constant]; -"672 onnx^^Conv_583" [id=672, label="672 onnx::Conv_583", type=Constant]; -"673 Constant_41238" [id=673, type=Constant]; -"674 Constant_41237" [id=674, type=Constant]; -"675 Constant_41236" [id=675, type=Constant]; -"676 Constant_41235" [id=676, type=Constant]; -"677 Constant_41233" [id=677, type=Constant]; -"678 Constant_41232" [id=678, type=Constant]; -"679 Constant_41231" [id=679, type=Constant]; -"680 Constant_41230" [id=680, type=Constant]; -"681 Reshape_610" [id=681, type=Constant]; -"682 /features/features.5/conv/conv.2/Conv/WithoutBiases/fq_weights_1" [id=682, type=FakeQuantize]; -"683 Constant_41228" [id=683, type=Constant]; -"684 Constant_41227" [id=684, type=Constant]; -"685 Constant_41226" [id=685, type=Constant]; -"686 Constant_41225" [id=686, type=Constant]; -"687 onnx^^Conv_580" [id=687, label="687 onnx::Conv_580", type=Constant]; -"688 Constant_41223" [id=688, type=Constant]; -"689 Constant_41222" [id=689, type=Constant]; -"690 Constant_41221" [id=690, type=Constant]; -"691 Constant_41220" [id=691, type=Constant]; -"692 Reshape_591" [id=692, type=Constant]; -"693 /features/features.5/conv/conv.1/conv.1.0/Conv/WithoutBiases/fq_weights_1" [id=693, type=FakeQuantize]; -"694 Constant_41218" [id=694, type=Constant]; -"695 Constant_41217" [id=695, type=Constant]; -"696 Constant_41216" [id=696, type=Constant]; -"697 Constant_41215" [id=697, type=Constant]; -"698 Reshape_539" [id=698, type=Constant]; -"699 Constant_41213" [id=699, type=Constant]; -"700 Constant_41212" [id=700, type=Constant]; -"701 Constant_41211" [id=701, type=Constant]; -"702 Constant_41210" [id=702, type=Constant]; -"703 Reshape_524" [id=703, type=Constant]; -"704 /features/features.5/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [id=704, type=FakeQuantize]; -"705 Constant_41208" [id=705, type=Constant]; -"706 Constant_41207" [id=706, type=Constant]; -"707 Constant_41206" [id=707, type=Constant]; -"708 Constant_41205" [id=708, type=Constant]; -"709 onnx^^Conv_574" [id=709, label="709 onnx::Conv_574", type=Constant]; -"710 Constant_41203" [id=710, type=Constant]; -"711 Constant_41202" [id=711, type=Constant]; -"712 Constant_41201" [id=712, type=Constant]; -"713 Constant_41200" [id=713, type=Constant]; -"714 Reshape_509" [id=714, type=Constant]; -"715 /features/features.4/conv/conv.2/Conv/WithoutBiases/fq_weights_1" [id=715, type=FakeQuantize]; -"716 Constant_41198" [id=716, type=Constant]; -"717 Constant_41197" [id=717, type=Constant]; -"718 Constant_41196" [id=718, type=Constant]; -"719 Constant_41195" [id=719, type=Constant]; -"720 onnx^^Conv_571" [id=720, label="720 onnx::Conv_571", type=Constant]; -"721 Constant_41193" [id=721, type=Constant]; -"722 Constant_41192" [id=722, type=Constant]; -"723 Constant_41191" [id=723, type=Constant]; -"724 Constant_41190" [id=724, type=Constant]; -"725 Reshape_490" [id=725, type=Constant]; -"726 /features/features.4/conv/conv.1/conv.1.0/Conv/WithoutBiases/fq_weights_1" [id=726, type=FakeQuantize]; -"727 Constant_41188" [id=727, type=Constant]; -"728 Constant_41187" [id=728, type=Constant]; -"729 Constant_41186" [id=729, type=Constant]; -"730 Constant_41185" [id=730, type=Constant]; -"731 Reshape_438" [id=731, type=Constant]; -"732 Constant_41183" [id=732, type=Constant]; -"733 Constant_41182" [id=733, type=Constant]; -"734 Constant_41181" [id=734, type=Constant]; -"735 Constant_41180" [id=735, type=Constant]; -"736 Reshape_423" [id=736, type=Constant]; -"737 /features/features.4/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [id=737, type=FakeQuantize]; -"738 Constant_41178" [id=738, type=Constant]; -"739 Constant_41177" [id=739, type=Constant]; -"740 Constant_41176" [id=740, type=Constant]; -"741 Constant_41175" [id=741, type=Constant]; -"742 onnx^^Conv_565" [id=742, label="742 onnx::Conv_565", type=Constant]; -"743 Constant_41173" [id=743, type=Constant]; -"744 Constant_41172" [id=744, type=Constant]; -"745 Constant_41171" [id=745, type=Constant]; -"746 Constant_41170" [id=746, type=Constant]; -"747 Constant_41168" [id=747, type=Constant]; -"748 Constant_41167" [id=748, type=Constant]; -"749 Constant_41166" [id=749, type=Constant]; -"750 Constant_41165" [id=750, type=Constant]; -"751 Reshape_407" [id=751, type=Constant]; -"752 /features/features.3/conv/conv.2/Conv/WithoutBiases/fq_weights_1" [id=752, type=FakeQuantize]; -"753 Constant_41163" [id=753, type=Constant]; -"754 Constant_41162" [id=754, type=Constant]; -"755 Constant_41161" [id=755, type=Constant]; -"756 Constant_41160" [id=756, type=Constant]; -"757 onnx^^Conv_562" [id=757, label="757 onnx::Conv_562", type=Constant]; -"758 Constant_41158" [id=758, type=Constant]; -"759 Constant_41157" [id=759, type=Constant]; -"760 Constant_41156" [id=760, type=Constant]; -"761 Constant_41155" [id=761, type=Constant]; -"762 Reshape_388" [id=762, type=Constant]; -"763 /features/features.3/conv/conv.1/conv.1.0/Conv/WithoutBiases/fq_weights_1" [id=763, type=FakeQuantize]; -"764 Constant_41153" [id=764, type=Constant]; -"765 Constant_41152" [id=765, type=Constant]; -"766 Constant_41151" [id=766, type=Constant]; -"767 Constant_41150" [id=767, type=Constant]; -"768 Reshape_336" [id=768, type=Constant]; -"769 Constant_41148" [id=769, type=Constant]; -"770 Constant_41147" [id=770, type=Constant]; -"771 Constant_41146" [id=771, type=Constant]; -"772 Constant_41145" [id=772, type=Constant]; -"773 Reshape_321" [id=773, type=Constant]; -"774 /features/features.3/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [id=774, type=FakeQuantize]; -"775 Constant_41143" [id=775, type=Constant]; -"776 Constant_41142" [id=776, type=Constant]; -"777 Constant_41141" [id=777, type=Constant]; -"778 Constant_41140" [id=778, type=Constant]; -"779 onnx^^Conv_556" [id=779, label="779 onnx::Conv_556", type=Constant]; -"780 Constant_41138" [id=780, type=Constant]; -"781 Constant_41137" [id=781, type=Constant]; -"782 Constant_41136" [id=782, type=Constant]; -"783 Constant_41135" [id=783, type=Constant]; -"784 Reshape_306" [id=784, type=Constant]; -"785 /features/features.2/conv/conv.2/Conv/WithoutBiases/fq_weights_1" [id=785, type=FakeQuantize]; -"786 Constant_41133" [id=786, type=Constant]; -"787 Constant_41132" [id=787, type=Constant]; -"788 Constant_41131" [id=788, type=Constant]; -"789 Constant_41130" [id=789, type=Constant]; -"790 onnx^^Conv_553" [id=790, label="790 onnx::Conv_553", type=Constant]; -"791 Constant_41128" [id=791, type=Constant]; -"792 Constant_41127" [id=792, type=Constant]; -"793 Constant_41126" [id=793, type=Constant]; -"794 Constant_41125" [id=794, type=Constant]; -"795 Reshape_287" [id=795, type=Constant]; -"796 /features/features.2/conv/conv.1/conv.1.0/Conv/WithoutBiases/fq_weights_1" [id=796, type=FakeQuantize]; -"797 Constant_41123" [id=797, type=Constant]; -"798 Constant_41122" [id=798, type=Constant]; -"799 Constant_41121" 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1]", style=solid]; -"743 Constant_41173" -> "28 /features/features.3/Add/fq_output_0" [label="[]", style=solid]; -"744 Constant_41172" -> "28 /features/features.3/Add/fq_output_0" [label="[]", style=solid]; -"745 Constant_41171" -> "28 /features/features.3/Add/fq_output_0" [label="[]", style=solid]; -"746 Constant_41170" -> "28 /features/features.3/Add/fq_output_0" [label="[]", style=solid]; -"747 Constant_41168" -> "47 /features/features.3/conv/conv.2/Conv/fq_output_0" [label="[]", style=solid]; -"748 Constant_41167" -> "47 /features/features.3/conv/conv.2/Conv/fq_output_0" [label="[]", style=solid]; -"749 Constant_41166" -> "47 /features/features.3/conv/conv.2/Conv/fq_output_0" [label="[]", style=solid]; -"750 Constant_41165" -> "47 /features/features.3/conv/conv.2/Conv/fq_output_0" [label="[]", style=solid]; -"751 Reshape_407" -> "45 /features/features.3/conv/conv.2/Conv" [label="[1, 24, 1, 1]", style=solid]; -"752 /features/features.3/conv/conv.2/Conv/WithoutBiases/fq_weights_1" -> "43 /features/features.3/conv/conv.2/Conv/WithoutBiases" [label="[24, 144, 1, 1]", style=solid]; -"753 Constant_41163" -> "752 /features/features.3/conv/conv.2/Conv/WithoutBiases/fq_weights_1" [label="[24, 1, 1, 1]", style=solid]; -"754 Constant_41162" -> "752 /features/features.3/conv/conv.2/Conv/WithoutBiases/fq_weights_1" [label="[24, 1, 1, 1]", style=solid]; -"755 Constant_41161" -> "752 /features/features.3/conv/conv.2/Conv/WithoutBiases/fq_weights_1" [label="[24, 1, 1, 1]", style=solid]; -"756 Constant_41160" -> "752 /features/features.3/conv/conv.2/Conv/WithoutBiases/fq_weights_1" [label="[24, 1, 1, 1]", style=solid]; -"757 onnx^^Conv_562" -> "752 /features/features.3/conv/conv.2/Conv/WithoutBiases/fq_weights_1" [label="[24, 144, 1, 1]", style=solid]; -"758 Constant_41158" -> "41 /features/features.3/conv/conv.1/conv.1.2/Clip/fq_output_0" [label="[]", style=solid]; -"759 Constant_41157" -> "41 /features/features.3/conv/conv.1/conv.1.2/Clip/fq_output_0" [label="[]", style=solid]; 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-> "763 /features/features.3/conv/conv.1/conv.1.0/Conv/WithoutBiases/fq_weights_1" [label="[144, 1, 1, 1, 1]", style=solid]; -"768 Reshape_336" -> "763 /features/features.3/conv/conv.1/conv.1.0/Conv/WithoutBiases/fq_weights_1" [label="[144, 1, 1, 3, 3]", style=solid]; -"769 Constant_41148" -> "33 /features/features.3/conv/conv.0/conv.0.2/Clip/fq_output_0" [label="[1, 144, 1, 1]", style=solid]; -"770 Constant_41147" -> "33 /features/features.3/conv/conv.0/conv.0.2/Clip/fq_output_0" [label="[1, 144, 1, 1]", style=solid]; -"771 Constant_41146" -> "33 /features/features.3/conv/conv.0/conv.0.2/Clip/fq_output_0" [label="[1, 144, 1, 1]", style=solid]; -"772 Constant_41145" -> "33 /features/features.3/conv/conv.0/conv.0.2/Clip/fq_output_0" [label="[1, 144, 1, 1]", style=solid]; -"773 Reshape_321" -> "29 /features/features.3/conv/conv.0/conv.0.0/Conv" [label="[1, 144, 1, 1]", style=solid]; -"774 /features/features.3/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" -> "27 /features/features.3/conv/conv.0/conv.0.0/Conv/WithoutBiases" [label="[144, 24, 1, 1]", style=solid]; -"775 Constant_41143" -> "774 /features/features.3/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [label="[144, 1, 1, 1]", style=solid]; -"776 Constant_41142" -> "774 /features/features.3/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [label="[144, 1, 1, 1]", style=solid]; -"777 Constant_41141" -> "774 /features/features.3/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [label="[144, 1, 1, 1]", style=solid]; -"778 Constant_41140" -> "774 /features/features.3/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [label="[144, 1, 1, 1]", style=solid]; -"779 onnx^^Conv_556" -> "774 /features/features.3/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [label="[144, 24, 1, 1]", style=solid]; -"780 Constant_41138" -> "25 /features/features.2/conv/conv.2/Conv/fq_output_0" [label="[]", style=solid]; -"781 Constant_41137" -> "25 /features/features.2/conv/conv.2/Conv/fq_output_0" [label="[]", style=solid]; -"782 Constant_41136" -> "25 /features/features.2/conv/conv.2/Conv/fq_output_0" [label="[]", style=solid]; -"783 Constant_41135" -> "25 /features/features.2/conv/conv.2/Conv/fq_output_0" [label="[]", style=solid]; -"784 Reshape_306" -> "24 /features/features.2/conv/conv.2/Conv" [label="[1, 24, 1, 1]", style=solid]; -"785 /features/features.2/conv/conv.2/Conv/WithoutBiases/fq_weights_1" -> "23 /features/features.2/conv/conv.2/Conv/WithoutBiases" [label="[24, 96, 1, 1]", style=solid]; -"786 Constant_41133" -> "785 /features/features.2/conv/conv.2/Conv/WithoutBiases/fq_weights_1" [label="[24, 1, 1, 1]", style=solid]; -"787 Constant_41132" -> "785 /features/features.2/conv/conv.2/Conv/WithoutBiases/fq_weights_1" [label="[24, 1, 1, 1]", style=solid]; -"788 Constant_41131" -> "785 /features/features.2/conv/conv.2/Conv/WithoutBiases/fq_weights_1" [label="[24, 1, 1, 1]", style=solid]; -"789 Constant_41130" -> "785 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style=solid]; -"797 Constant_41123" -> "796 /features/features.2/conv/conv.1/conv.1.0/Conv/WithoutBiases/fq_weights_1" [label="[96, 1, 1, 1, 1]", style=solid]; -"798 Constant_41122" -> "796 /features/features.2/conv/conv.1/conv.1.0/Conv/WithoutBiases/fq_weights_1" [label="[96, 1, 1, 1, 1]", style=solid]; -"799 Constant_41121" -> "796 /features/features.2/conv/conv.1/conv.1.0/Conv/WithoutBiases/fq_weights_1" [label="[96, 1, 1, 1, 1]", style=solid]; -"800 Constant_41120" -> "796 /features/features.2/conv/conv.1/conv.1.0/Conv/WithoutBiases/fq_weights_1" [label="[96, 1, 1, 1, 1]", style=solid]; -"801 Reshape_235" -> "796 /features/features.2/conv/conv.1/conv.1.0/Conv/WithoutBiases/fq_weights_1" [label="[96, 1, 1, 3, 3]", style=solid]; -"802 Constant_41118" -> "18 /features/features.2/conv/conv.0/conv.0.2/Clip/fq_output_0" [label="[1, 96, 1, 1]", style=solid]; -"803 Constant_41117" -> "18 /features/features.2/conv/conv.0/conv.0.2/Clip/fq_output_0" [label="[1, 96, 1, 1]", style=solid]; -"804 Constant_41116" -> "18 /features/features.2/conv/conv.0/conv.0.2/Clip/fq_output_0" [label="[1, 96, 1, 1]", style=solid]; -"805 Constant_41115" -> "18 /features/features.2/conv/conv.0/conv.0.2/Clip/fq_output_0" [label="[1, 96, 1, 1]", style=solid]; -"806 Reshape_220" -> "16 /features/features.2/conv/conv.0/conv.0.0/Conv" [label="[1, 96, 1, 1]", style=solid]; -"807 /features/features.2/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" -> "15 /features/features.2/conv/conv.0/conv.0.0/Conv/WithoutBiases" [label="[96, 16, 1, 1]", style=solid]; -"808 Constant_41113" -> "807 /features/features.2/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; -"809 Constant_41112" -> "807 /features/features.2/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; -"810 Constant_41111" -> "807 /features/features.2/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; -"811 Constant_41110" -> "807 /features/features.2/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; -"812 onnx^^Conv_547" -> "807 /features/features.2/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [label="[96, 16, 1, 1]", style=solid]; -"813 Constant_41108" -> "14 /features/features.1/conv/conv.1/Conv/fq_output_0" [label="[]", style=solid]; -"814 Constant_41107" -> "14 /features/features.1/conv/conv.1/Conv/fq_output_0" [label="[]", style=solid]; -"815 Constant_41106" -> "14 /features/features.1/conv/conv.1/Conv/fq_output_0" [label="[]", style=solid]; -"816 Constant_41105" -> "14 /features/features.1/conv/conv.1/Conv/fq_output_0" [label="[]", style=solid]; -"817 Reshape_205" -> "13 /features/features.1/conv/conv.1/Conv" [label="[1, 16, 1, 1]", style=solid]; -"818 /features/features.1/conv/conv.1/Conv/WithoutBiases/fq_weights_1" -> "12 /features/features.1/conv/conv.1/Conv/WithoutBiases" [label="[16, 32, 1, 1]", style=solid]; -"819 Constant_41103" -> "818 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Constant_41095" -> "11 /features/features.1/conv/conv.0/conv.0.2/Clip/fq_output_0" [label="[]", style=solid]; -"828 Reshape_186" -> "9 /features/features.1/conv/conv.0/conv.0.0/Conv" [label="[1, 32, 1, 1]", style=solid]; -"829 /features/features.1/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" -> "8 /features/features.1/conv/conv.0/conv.0.0/Conv/WithoutBiases" [label="[32, 1, 1, 3, 3]", style=solid]; -"830 Constant_41093" -> "829 /features/features.1/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [label="[32, 1, 1, 1, 1]", style=solid]; -"831 Constant_41092" -> "829 /features/features.1/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [label="[32, 1, 1, 1, 1]", style=solid]; -"832 Constant_41091" -> "829 /features/features.1/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [label="[32, 1, 1, 1, 1]", style=solid]; -"833 Constant_41090" -> "829 /features/features.1/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [label="[32, 1, 1, 1, 1]", style=solid]; -"834 Reshape_134" -> "829 /features/features.1/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [label="[32, 1, 1, 3, 3]", style=solid]; -"835 Constant_41088" -> "7 /features/features.0/features.0.2/Clip/fq_output_0" [label="[1, 32, 1, 1]", style=solid]; -"836 Constant_41087" -> "7 /features/features.0/features.0.2/Clip/fq_output_0" [label="[1, 32, 1, 1]", style=solid]; -"837 Constant_41086" -> "7 /features/features.0/features.0.2/Clip/fq_output_0" [label="[1, 32, 1, 1]", style=solid]; -"838 Constant_41085" -> "7 /features/features.0/features.0.2/Clip/fq_output_0" [label="[1, 32, 1, 1]", style=solid]; -"839 Reshape_119" -> "5 /features/features.0/features.0.0/Conv" [label="[1, 32, 1, 1]", style=solid]; -"840 /features/features.0/features.0.0/Conv/WithoutBiases/fq_weights_1" -> "4 /features/features.0/features.0.0/Conv/WithoutBiases" [label="[32, 3, 3, 3]", style=solid]; -"841 Constant_41083" -> "840 /features/features.0/features.0.0/Conv/WithoutBiases/fq_weights_1" [label="[32, 1, 1, 1]", style=solid]; -"842 Constant_41082" -> "840 /features/features.0/features.0.0/Conv/WithoutBiases/fq_weights_1" [label="[32, 1, 1, 1]", style=solid]; -"843 Constant_41081" -> "840 /features/features.0/features.0.0/Conv/WithoutBiases/fq_weights_1" [label="[32, 1, 1, 1]", style=solid]; -"844 Constant_41080" -> "840 /features/features.0/features.0.0/Conv/WithoutBiases/fq_weights_1" [label="[32, 1, 1, 1]", style=solid]; -"845 Gather_5168" -> "840 /features/features.0/features.0.0/Conv/WithoutBiases/fq_weights_1" [label="[32, 3, 3, 3]", style=solid]; -"846 Constant_41078" -> "3 Divide_1885/fq_output_0" [label="[]", style=solid]; -"847 Constant_41077" -> "3 Divide_1885/fq_output_0" [label="[]", style=solid]; -"848 Constant_41076" -> "3 Divide_1885/fq_output_0" [label="[]", style=solid]; -"849 Constant_41075" -> "3 Divide_1885/fq_output_0" [label="[]", style=solid]; -"850 Gather_5165" -> "2 Divide_1885" [label="[1, 3, 1, 1]", style=solid]; -"851 Gather_5162" -> "1 Multiply_5095" [label="[1, 3, 1, 1]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/mobilenet-v3-small-1.0-224-tf_performance.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/mobilenet-v3-small-1.0-224-tf_performance.dot deleted file mode 100644 index 46e74566032..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/mobilenet-v3-small-1.0-224-tf_performance.dot +++ /dev/null @@ -1,1598 +0,0 @@ -strict digraph { -"0 input_1" [id=0, type=Parameter]; -"1 Transpose_7780" [id=1, type=Transpose]; -"2 Transpose_7774" [id=2, type=Multiply]; -"3 Transpose_710" [id=3, type=Add]; -"4 Transpose_710/fq_output_0" [id=4, type=FakeQuantize]; -"5 Multiply_9167" [id=5, type=Convolution]; -"6 Transpose_5170" [id=6, type=Add]; -"7 Transpose_5188" [id=7, type=HSwish]; -"8 Transpose_5188/fq_output_0" [id=8, type=FakeQuantize]; -"9 Multiply_9181" [id=9, type=GroupConvolution]; -"10 Transpose_5239" [id=10, type=Add]; -"11 Transpose_5241" [id=11, type=Relu]; -"12 Transpose_5241/fq_output_0" [id=12, type=FakeQuantize]; -"13 Transpose_5245" [id=13, type=ReduceMean]; -"14 Transpose_5277" [id=14, type=Multiply]; -"15 Convolution_801" [id=15, type=Convolution]; -"16 Transpose_5277/fq_output_0" [id=16, type=FakeQuantize]; -"17 Transpose_5251" [id=17, type=Add]; -"18 Multiply_9195" [id=18, type=Convolution]; -"19 Transpose_5253" [id=19, type=Relu]; -"20 Transpose_5301" [id=20, type=Add]; -"21 Convolution_810" [id=21, type=Convolution]; -"22 Transpose_5301/fq_output_0" [id=22, type=FakeQuantize]; -"23 Transpose_5259" [id=23, type=Add]; -"24 Multiply_9209" [id=24, type=Convolution]; -"25 Transpose_5273" [id=25, type=HSigmoid]; -"26 Transpose_5325" [id=26, type=Add]; -"27 Transpose_5273/fq_output_0" [id=27, type=FakeQuantize]; -"28 Transpose_5327" [id=28, type=Relu]; -"29 Transpose_5327/fq_output_0" [id=29, type=FakeQuantize]; -"30 Multiply_9223" [id=30, type=GroupConvolution]; -"31 Transpose_5378" [id=31, type=Add]; -"32 Transpose_5380" [id=32, type=Relu]; -"33 Transpose_5380/fq_output_0" [id=33, type=FakeQuantize]; -"34 Multiply_9237" [id=34, type=Convolution]; -"35 Transpose_5404" [id=35, type=Add]; -"36 Transpose_5404/fq_output_0" [id=36, type=FakeQuantize]; -"37 Multiply_9251" [id=37, type=Convolution]; -"38 Transpose_5484" [id=38, type=Add]; -"39 Transpose_5428" [id=39, type=Add]; -"40 Transpose_5484/fq_output_0" [id=40, type=FakeQuantize]; -"41 Transpose_5430" [id=41, type=Relu]; -"42 Multiply_9293" [id=42, type=Convolution]; -"43 Transpose_5430/fq_output_0" [id=43, type=FakeQuantize]; -"44 Transpose_5508" [id=44, type=Add]; -"45 Multiply_9265" [id=45, type=GroupConvolution]; -"46 Transpose_5526" [id=46, type=HSwish]; -"47 Transpose_5454" [id=47, type=Add]; -"48 Transpose_5526/fq_output_0" [id=48, type=FakeQuantize]; -"49 Transpose_5456" [id=49, type=Relu]; -"50 Multiply_9307" [id=50, type=GroupConvolution]; -"51 Transpose_5456/fq_output_0" [id=51, type=FakeQuantize]; -"52 Transpose_5577" [id=52, type=Add]; -"53 Multiply_9279" [id=53, type=Convolution]; -"54 Transpose_5595" [id=54, type=HSwish]; -"55 Transpose_5480" [id=55, type=Add]; -"56 Transpose_5595/fq_output_0" [id=56, type=FakeQuantize]; -"57 Transpose_5480/fq_output_0" [id=57, type=FakeQuantize]; -"58 Transpose_5599" [id=58, type=ReduceMean]; -"59 Transpose_5631" [id=59, type=Multiply]; -"60 Convolution_1132" [id=60, type=Convolution]; -"61 Transpose_5631/fq_output_0" [id=61, type=FakeQuantize]; -"62 Transpose_5605" [id=62, type=Add]; -"63 Multiply_9321" [id=63, type=Convolution]; -"64 Transpose_5607" [id=64, type=Relu]; -"65 Transpose_5655" [id=65, type=Add]; -"66 Convolution_1141" [id=66, type=Convolution]; -"67 Transpose_5655/fq_output_0" [id=67, type=FakeQuantize]; -"68 Transpose_5613" [id=68, type=Add]; -"69 Multiply_9335" [id=69, type=Convolution]; -"70 Transpose_5803" [id=70, type=Add]; -"71 Transpose_5627" [id=71, type=HSigmoid]; -"72 Transpose_5679" [id=72, type=Add]; -"73 Transpose_5803/fq_output_0" [id=73, type=FakeQuantize]; -"74 Transpose_5627/fq_output_0" [id=74, type=FakeQuantize]; -"75 Transpose_5697" [id=75, type=HSwish]; -"76 Multiply_9377" [id=76, type=Convolution]; -"77 Transpose_5951" [id=77, type=Add]; -"78 Transpose_5697/fq_output_0" [id=78, type=FakeQuantize]; -"79 Transpose_5827" [id=79, type=Add]; -"80 Transpose_5951/fq_output_0" [id=80, type=FakeQuantize]; -"81 Multiply_9349" [id=81, type=GroupConvolution]; -"82 Transpose_5845" [id=82, type=HSwish]; -"83 Multiply_9419" [id=83, type=Convolution]; -"84 Transpose_5721" [id=84, type=Add]; -"85 Transpose_5845/fq_output_0" [id=85, type=FakeQuantize]; -"86 Transpose_5975" [id=86, type=Add]; -"87 Transpose_5739" [id=87, type=HSwish]; -"88 Multiply_9391" [id=88, type=GroupConvolution]; -"89 Transpose_5993" [id=89, type=HSwish]; -"90 Transpose_5739/fq_output_0" [id=90, type=FakeQuantize]; -"91 Transpose_5869" [id=91, type=Add]; -"92 Transpose_5993/fq_output_0" [id=92, type=FakeQuantize]; -"93 Transpose_5743" [id=93, type=ReduceMean]; -"94 Transpose_5775" [id=94, type=Multiply]; -"95 Transpose_5887" [id=95, type=HSwish]; -"96 Multiply_9433" [id=96, type=GroupConvolution]; -"97 Convolution_1242" [id=97, type=Convolution]; -"98 Transpose_5775/fq_output_0" [id=98, type=FakeQuantize]; -"99 Transpose_5887/fq_output_0" [id=99, type=FakeQuantize]; -"100 Transpose_6017" [id=100, type=Add]; -"101 Transpose_5749" [id=101, type=Add]; -"102 Multiply_9363" [id=102, type=Convolution]; -"103 Transpose_5891" [id=103, type=ReduceMean]; -"104 Transpose_5923" [id=104, type=Multiply]; -"105 Transpose_6035" [id=105, type=HSwish]; -"106 Transpose_5751" [id=106, type=Relu]; -"107 Transpose_5799" [id=107, type=Add]; -"108 Convolution_1353" [id=108, type=Convolution]; -"109 Transpose_5923/fq_output_0" [id=109, type=FakeQuantize]; -"110 Transpose_6035/fq_output_0" [id=110, type=FakeQuantize]; -"111 Convolution_1251" [id=111, type=Convolution]; -"112 Transpose_5799/fq_output_0" [id=112, type=FakeQuantize]; -"113 Transpose_5897" [id=113, type=Add]; -"114 Multiply_9405" [id=114, type=Convolution]; -"115 Transpose_6039" [id=115, type=ReduceMean]; -"116 Transpose_6071" [id=116, type=Multiply]; -"117 Transpose_5757" [id=117, type=Add]; -"118 Transpose_5899" [id=118, type=Relu]; -"119 Transpose_5947" [id=119, type=Add]; -"120 Convolution_1464" [id=120, type=Convolution]; -"121 Transpose_6071/fq_output_0" [id=121, type=FakeQuantize]; -"122 Transpose_5771" [id=122, type=HSigmoid]; -"123 Convolution_1362" [id=123, type=Convolution]; -"124 Transpose_5947/fq_output_0" [id=124, type=FakeQuantize]; -"125 Transpose_6045" [id=125, type=Add]; -"126 Multiply_9447" [id=126, type=Convolution]; -"127 Transpose_5771/fq_output_0" [id=127, type=FakeQuantize]; -"128 Transpose_5905" [id=128, type=Add]; -"129 Transpose_6047" [id=129, type=Relu]; -"130 Transpose_6095" [id=130, type=Add]; -"131 Transpose_5919" [id=131, type=HSigmoid]; -"132 Convolution_1473" [id=132, type=Convolution]; -"133 Transpose_6095/fq_output_0" [id=133, type=FakeQuantize]; -"134 Transpose_5919/fq_output_0" [id=134, type=FakeQuantize]; -"135 Transpose_6053" [id=135, type=Add]; -"136 Multiply_9461" [id=136, type=Convolution]; -"137 Transpose_6243" [id=137, type=Add]; -"138 Transpose_6067" [id=138, type=HSigmoid]; -"139 Transpose_6119" [id=139, type=Add]; -"140 Transpose_6243/fq_output_0" [id=140, type=FakeQuantize]; -"141 Transpose_6067/fq_output_0" [id=141, type=FakeQuantize]; -"142 Transpose_6137" [id=142, type=HSwish]; -"143 Multiply_9503" [id=143, type=Convolution]; -"144 Transpose_6137/fq_output_0" [id=144, type=FakeQuantize]; -"145 Transpose_6267" [id=145, type=Add]; -"146 Multiply_9475" [id=146, type=GroupConvolution]; -"147 Transpose_6285" [id=147, type=HSwish]; -"148 Transpose_6161" [id=148, type=Add]; -"149 Transpose_6285/fq_output_0" [id=149, type=FakeQuantize]; -"150 Transpose_6179" [id=150, type=HSwish]; -"151 Multiply_9517" [id=151, type=GroupConvolution]; -"152 Transpose_6179/fq_output_0" [id=152, type=FakeQuantize]; -"153 Transpose_6336" [id=153, type=Add]; -"154 Transpose_6183" [id=154, type=ReduceMean]; -"155 Transpose_6215" [id=155, type=Multiply]; -"156 Transpose_6354" [id=156, type=HSwish]; -"157 Convolution_1574" [id=157, type=Convolution]; -"158 Transpose_6215/fq_output_0" [id=158, type=FakeQuantize]; -"159 Transpose_6354/fq_output_0" [id=159, type=FakeQuantize]; -"160 Transpose_6189" [id=160, type=Add]; -"161 Multiply_9489" [id=161, type=Convolution]; -"162 Transpose_6358" [id=162, type=ReduceMean]; -"163 Transpose_6390" [id=163, type=Multiply]; -"164 Transpose_6191" [id=164, type=Relu]; -"165 Transpose_6239" [id=165, type=Add]; -"166 Convolution_1713" [id=166, type=Convolution]; -"167 Transpose_6390/fq_output_0" [id=167, type=FakeQuantize]; -"168 Convolution_1583" [id=168, type=Convolution]; -"169 Transpose_6239/fq_output_0" [id=169, type=FakeQuantize]; -"170 Transpose_6364" [id=170, type=Add]; -"171 Multiply_9531" [id=171, type=Convolution]; -"172 Transpose_6197" [id=172, type=Add]; -"173 Transpose_6366" [id=173, type=Relu]; -"174 Transpose_6414" [id=174, type=Add]; -"175 Transpose_6211" [id=175, type=HSigmoid]; -"176 Convolution_1722" [id=176, type=Convolution]; -"177 Transpose_6414/fq_output_0" [id=177, type=FakeQuantize]; -"178 Transpose_6211/fq_output_0" [id=178, type=FakeQuantize]; -"179 Transpose_6372" [id=179, type=Add]; -"180 Multiply_9545" [id=180, type=Convolution]; -"181 Transpose_6562" [id=181, type=Add]; -"182 Transpose_6386" [id=182, type=HSigmoid]; -"183 Transpose_6438" [id=183, type=Add]; -"184 Transpose_6562/fq_output_0" [id=184, type=FakeQuantize]; -"185 Transpose_6386/fq_output_0" [id=185, type=FakeQuantize]; -"186 Transpose_6456" [id=186, type=HSwish]; -"187 Multiply_9587" [id=187, type=Convolution]; -"188 Transpose_6710" [id=188, type=Add]; -"189 Transpose_6456/fq_output_0" [id=189, type=FakeQuantize]; -"190 Transpose_6586" [id=190, type=Add]; -"191 Transpose_6710/fq_output_0" [id=191, type=FakeQuantize]; -"192 Multiply_9559" [id=192, type=GroupConvolution]; -"193 Transpose_6604" [id=193, type=HSwish]; -"194 Multiply_9629" [id=194, type=Convolution]; -"195 Transpose_6480" [id=195, type=Add]; -"196 Transpose_6604/fq_output_0" [id=196, type=FakeQuantize]; -"197 Transpose_6734" [id=197, type=Add]; -"198 Transpose_6498" [id=198, type=HSwish]; -"199 Multiply_9601" [id=199, type=GroupConvolution]; -"200 Transpose_6752" [id=200, type=HSwish]; -"201 Transpose_6498/fq_output_0" [id=201, type=FakeQuantize]; -"202 Transpose_6628" [id=202, type=Add]; -"203 Transpose_6752/fq_output_0" [id=203, type=FakeQuantize]; -"204 Transpose_6502" [id=204, type=ReduceMean]; -"205 Transpose_6534" [id=205, type=Multiply]; -"206 Transpose_6646" [id=206, type=HSwish]; -"207 Transpose_6756" [id=207, type=ReduceMean]; -"208 Convolution_1823" [id=208, type=Convolution]; -"209 Transpose_6534/fq_output_0" [id=209, type=FakeQuantize]; -"210 Transpose_6646/fq_output_0" [id=210, type=FakeQuantize]; -"211 Transpose_6756/fq_output_0" [id=211, type=FakeQuantize]; -"212 Transpose_6508" [id=212, type=Add]; -"213 Multiply_9573" [id=213, type=Convolution]; -"214 Transpose_6650" [id=214, type=ReduceMean]; -"215 Transpose_6682" [id=215, type=Multiply]; -"216 Convolution_2013" [id=216, type=Convolution]; -"217 Transpose_6510" [id=217, type=Relu]; -"218 Transpose_6558" [id=218, type=Add]; -"219 Convolution_1934" [id=219, type=Convolution]; -"220 Transpose_6682/fq_output_0" [id=220, type=FakeQuantize]; -"221 Transpose_6762" [id=221, type=Add]; -"222 Convolution_1832" [id=222, type=Convolution]; -"223 Transpose_6558/fq_output_0" [id=223, type=FakeQuantize]; -"224 Transpose_6656" [id=224, type=Add]; -"225 Multiply_9615" [id=225, type=Convolution]; -"226 Transpose_6780" [id=226, type=HSwish]; -"227 Transpose_6516" [id=227, type=Add]; -"228 Transpose_6658" [id=228, type=Relu]; -"229 Transpose_6706" [id=229, type=Add]; -"230 Transpose_6780/fq_output_0" [id=230, type=FakeQuantize]; -"231 Transpose_6530" [id=231, type=HSigmoid]; -"232 Convolution_1943" [id=232, type=Convolution]; -"233 Transpose_6706/fq_output_0" [id=233, type=FakeQuantize]; -"234 Convolution_2025" [id=234, type=Convolution]; -"235 Transpose_6530/fq_output_0" [id=235, type=FakeQuantize]; -"236 Transpose_6664" [id=236, type=Add]; -"237 Transpose_6786" [id=237, type=Add]; -"238 Transpose_6678" [id=238, type=HSigmoid]; -"239 MobilenetV3small/Logits/BiasAdd" [id=239, type=Reshape]; -"240 Transpose_6678/fq_output_0" [id=240, type=FakeQuantize]; -"241 MobilenetV3small/flatten/Reshape" [id=241, type=Reshape]; -"242 MobilenetV3small/Predictions/Softmax" [id=242, type=Softmax]; -"243 Predictions" [id=243, type=Result]; -"244 MobilenetV3small/flatten/Const" [id=244, type=Constant]; -"245 Constant_8887" [id=245, type=Constant]; -"246 Transpose_6784" [id=246, type=Constant]; -"247 Convolution_2025/fq_weights_1" [id=247, type=FakeQuantize]; -"248 Constant_11502" [id=248, type=Constant]; -"249 Constant_11501" [id=249, type=Constant]; -"250 Constant_11500" [id=250, type=Constant]; -"251 Constant_11499" [id=251, type=Constant]; -"252 Transpose_2024" [id=252, type=Constant]; -"253 Constant_11497" [id=253, type=Constant]; -"254 Constant_11496" [id=254, type=Constant]; -"255 Constant_11495" [id=255, type=Constant]; -"256 Constant_11494" [id=256, type=Constant]; -"257 Transpose_6760" [id=257, type=Constant]; -"258 Convolution_2013/fq_weights_1" [id=258, type=FakeQuantize]; -"259 Constant_11492" [id=259, type=Constant]; -"260 Constant_11491" [id=260, type=Constant]; -"261 Constant_11490" [id=261, type=Constant]; -"262 Constant_11489" [id=262, type=Constant]; -"263 Transpose_2012" [id=263, type=Constant]; -"264 Constant_11487" [id=264, type=Constant]; -"265 Constant_11486" [id=265, type=Constant]; -"266 Constant_11485" [id=266, type=Constant]; -"267 Constant_11484" [id=267, type=Constant]; -"268 Constant_6754" [id=268, type=Constant]; -"269 Constant_11482" [id=269, type=Constant]; -"270 Constant_11481" [id=270, type=Constant]; -"271 Constant_11480" [id=271, type=Constant]; -"272 Constant_11479" [id=272, type=Constant]; -"273 Constant_9637" [id=273, type=Constant]; -"274 Multiply_9629/fq_weights_1" [id=274, type=FakeQuantize]; -"275 Constant_11477" [id=275, type=Constant]; -"276 Constant_11476" [id=276, type=Constant]; -"277 Constant_11475" [id=277, type=Constant]; -"278 Constant_11474" [id=278, type=Constant]; -"279 Multiply_9830" [id=279, type=Constant]; -"280 Constant_11472" [id=280, type=Constant]; -"281 Constant_11471" [id=281, type=Constant]; -"282 Constant_11470" [id=282, type=Constant]; -"283 Constant_11469" [id=283, type=Constant]; -"284 Constant_11467" [id=284, type=Constant]; -"285 Constant_11466" [id=285, type=Constant]; -"286 Constant_11465" [id=286, type=Constant]; -"287 Constant_11464" [id=287, type=Constant]; -"288 Constant_9623" [id=288, type=Constant]; -"289 Multiply_9615/fq_weights_1" [id=289, type=FakeQuantize]; -"290 Constant_11462" [id=290, type=Constant]; -"291 Constant_11461" [id=291, type=Constant]; -"292 Constant_11460" [id=292, type=Constant]; -"293 Constant_11459" [id=293, type=Constant]; -"294 Multiply_9824" [id=294, type=Constant]; -"295 Constant_11457" [id=295, type=Constant]; -"296 Constant_11456" [id=296, type=Constant]; -"297 Constant_11455" [id=297, type=Constant]; -"298 Constant_11454" [id=298, type=Constant]; -"299 Constant_11452" [id=299, type=Constant]; -"300 Constant_11451" [id=300, type=Constant]; -"301 Constant_11450" [id=301, type=Constant]; -"302 Constant_11449" [id=302, type=Constant]; -"303 Transpose_6662" [id=303, type=Constant]; -"304 Transpose_1942" [id=304, type=Constant]; -"305 Transpose_6654" [id=305, type=Constant]; -"306 Transpose_1933" [id=306, type=Constant]; -"307 Constant_6648" [id=307, type=Constant]; -"308 Constant_11447" [id=308, type=Constant]; -"309 Constant_11446" [id=309, type=Constant]; -"310 Constant_11445" [id=310, type=Constant]; -"311 Constant_11444" [id=311, type=Constant]; -"312 Constant_9609" [id=312, type=Constant]; -"313 Multiply_9601/fq_weights_1" [id=313, type=FakeQuantize]; -"314 Constant_11442" [id=314, type=Constant]; -"315 Constant_11441" [id=315, type=Constant]; -"316 Constant_11440" [id=316, type=Constant]; -"317 Constant_11439" [id=317, type=Constant]; -"318 Multiply_9819" [id=318, type=Constant]; -"319 Constant_11437" [id=319, type=Constant]; -"320 Constant_11436" [id=320, type=Constant]; -"321 Constant_11435" [id=321, type=Constant]; -"322 Constant_11434" [id=322, type=Constant]; -"323 Constant_9595" [id=323, type=Constant]; -"324 Multiply_9587/fq_weights_1" [id=324, type=FakeQuantize]; -"325 Constant_11432" [id=325, type=Constant]; -"326 Constant_11431" [id=326, type=Constant]; -"327 Constant_11430" [id=327, type=Constant]; -"328 Constant_11429" [id=328, type=Constant]; -"329 Multiply_9813" [id=329, type=Constant]; -"330 Constant_11427" [id=330, type=Constant]; -"331 Constant_11426" [id=331, type=Constant]; -"332 Constant_11425" [id=332, type=Constant]; -"333 Constant_11424" [id=333, type=Constant]; -"334 Constant_11422" [id=334, type=Constant]; -"335 Constant_11421" [id=335, type=Constant]; -"336 Constant_11420" [id=336, type=Constant]; -"337 Constant_11419" [id=337, type=Constant]; -"338 Constant_9581" [id=338, type=Constant]; -"339 Multiply_9573/fq_weights_1" [id=339, type=FakeQuantize]; -"340 Constant_11417" [id=340, type=Constant]; -"341 Constant_11416" [id=341, type=Constant]; -"342 Constant_11415" [id=342, type=Constant]; -"343 Constant_11414" [id=343, type=Constant]; -"344 Multiply_9807" [id=344, type=Constant]; -"345 Constant_11412" [id=345, type=Constant]; -"346 Constant_11411" [id=346, type=Constant]; -"347 Constant_11410" [id=347, type=Constant]; -"348 Constant_11409" [id=348, type=Constant]; -"349 Constant_11407" [id=349, type=Constant]; -"350 Constant_11406" [id=350, type=Constant]; -"351 Constant_11405" [id=351, type=Constant]; -"352 Constant_11404" [id=352, type=Constant]; -"353 Transpose_6514" [id=353, type=Constant]; -"354 Transpose_1831" [id=354, type=Constant]; -"355 Transpose_6506" [id=355, type=Constant]; -"356 Transpose_1822" [id=356, type=Constant]; -"357 Constant_6500" [id=357, type=Constant]; -"358 Constant_11402" [id=358, type=Constant]; -"359 Constant_11401" [id=359, type=Constant]; -"360 Constant_11400" [id=360, type=Constant]; -"361 Constant_11399" [id=361, type=Constant]; -"362 Constant_9567" [id=362, type=Constant]; -"363 Multiply_9559/fq_weights_1" [id=363, type=FakeQuantize]; -"364 Constant_11397" [id=364, type=Constant]; -"365 Constant_11396" [id=365, type=Constant]; -"366 Constant_11395" [id=366, type=Constant]; -"367 Constant_11394" [id=367, type=Constant]; -"368 Multiply_9802" [id=368, type=Constant]; -"369 Constant_11392" [id=369, type=Constant]; -"370 Constant_11391" [id=370, type=Constant]; -"371 Constant_11390" [id=371, type=Constant]; -"372 Constant_11389" [id=372, type=Constant]; -"373 Constant_9553" [id=373, type=Constant]; -"374 Multiply_9545/fq_weights_1" [id=374, type=FakeQuantize]; -"375 Constant_11387" [id=375, type=Constant]; -"376 Constant_11386" [id=376, type=Constant]; -"377 Constant_11385" [id=377, type=Constant]; -"378 Constant_11384" [id=378, type=Constant]; -"379 Multiply_9796" [id=379, type=Constant]; -"380 Constant_11382" [id=380, type=Constant]; -"381 Constant_11381" [id=381, type=Constant]; -"382 Constant_11380" [id=382, type=Constant]; -"383 Constant_11379" [id=383, type=Constant]; -"384 Constant_9539" [id=384, type=Constant]; -"385 Multiply_9531/fq_weights_1" [id=385, type=FakeQuantize]; -"386 Constant_11377" [id=386, type=Constant]; -"387 Constant_11376" [id=387, type=Constant]; -"388 Constant_11375" [id=388, type=Constant]; -"389 Constant_11374" [id=389, type=Constant]; -"390 Multiply_9790" [id=390, type=Constant]; -"391 Constant_11372" [id=391, type=Constant]; -"392 Constant_11371" [id=392, type=Constant]; -"393 Constant_11370" [id=393, type=Constant]; -"394 Constant_11369" [id=394, type=Constant]; -"395 Constant_11367" [id=395, type=Constant]; -"396 Constant_11366" [id=396, type=Constant]; -"397 Constant_11365" [id=397, type=Constant]; -"398 Constant_11364" [id=398, type=Constant]; -"399 Transpose_6370" [id=399, type=Constant]; -"400 Transpose_1721" [id=400, type=Constant]; -"401 Transpose_6362" [id=401, type=Constant]; -"402 Transpose_1712" [id=402, type=Constant]; -"403 Constant_6356" [id=403, type=Constant]; -"404 Constant_11362" [id=404, type=Constant]; -"405 Constant_11361" [id=405, type=Constant]; -"406 Constant_11360" [id=406, type=Constant]; -"407 Constant_11359" [id=407, type=Constant]; -"408 Constant_9525" [id=408, type=Constant]; -"409 Multiply_9517/fq_weights_1" [id=409, type=FakeQuantize]; -"410 Constant_11357" [id=410, type=Constant]; -"411 Constant_11356" [id=411, type=Constant]; -"412 Constant_11355" [id=412, type=Constant]; -"413 Constant_11354" [id=413, type=Constant]; -"414 Multiply_9785" [id=414, type=Constant]; -"415 Constant_11352" [id=415, type=Constant]; -"416 Constant_11351" [id=416, type=Constant]; -"417 Constant_11350" [id=417, type=Constant]; -"418 Constant_11349" [id=418, type=Constant]; -"419 Constant_9511" [id=419, type=Constant]; -"420 Multiply_9503/fq_weights_1" [id=420, type=FakeQuantize]; -"421 Constant_11347" [id=421, type=Constant]; -"422 Constant_11346" [id=422, type=Constant]; -"423 Constant_11345" [id=423, type=Constant]; -"424 Constant_11344" [id=424, type=Constant]; -"425 Multiply_9779" [id=425, type=Constant]; -"426 Constant_11342" [id=426, type=Constant]; -"427 Constant_11341" [id=427, type=Constant]; -"428 Constant_11340" [id=428, type=Constant]; -"429 Constant_11339" [id=429, type=Constant]; -"430 Constant_11337" [id=430, type=Constant]; -"431 Constant_11336" [id=431, type=Constant]; -"432 Constant_11335" [id=432, type=Constant]; -"433 Constant_11334" [id=433, type=Constant]; -"434 Constant_9497" [id=434, type=Constant]; -"435 Multiply_9489/fq_weights_1" [id=435, type=FakeQuantize]; -"436 Constant_11332" [id=436, type=Constant]; -"437 Constant_11331" [id=437, type=Constant]; -"438 Constant_11330" [id=438, type=Constant]; -"439 Constant_11329" [id=439, type=Constant]; -"440 Multiply_9773" [id=440, type=Constant]; -"441 Constant_11327" [id=441, type=Constant]; -"442 Constant_11326" [id=442, type=Constant]; -"443 Constant_11325" [id=443, type=Constant]; -"444 Constant_11324" [id=444, type=Constant]; -"445 Constant_11322" [id=445, type=Constant]; -"446 Constant_11321" [id=446, type=Constant]; -"447 Constant_11320" [id=447, type=Constant]; -"448 Constant_11319" [id=448, type=Constant]; -"449 Transpose_6195" [id=449, type=Constant]; -"450 Transpose_1582" [id=450, type=Constant]; -"451 Transpose_6187" [id=451, type=Constant]; -"452 Transpose_1573" [id=452, type=Constant]; -"453 Constant_6181" [id=453, type=Constant]; -"454 Constant_11317" [id=454, type=Constant]; -"455 Constant_11316" [id=455, type=Constant]; -"456 Constant_11315" [id=456, type=Constant]; -"457 Constant_11314" [id=457, type=Constant]; -"458 Constant_9483" [id=458, type=Constant]; -"459 Multiply_9475/fq_weights_1" [id=459, type=FakeQuantize]; -"460 Constant_11312" [id=460, type=Constant]; -"461 Constant_11311" [id=461, type=Constant]; -"462 Constant_11310" [id=462, type=Constant]; -"463 Constant_11309" [id=463, type=Constant]; -"464 Multiply_9768" [id=464, type=Constant]; -"465 Constant_11307" [id=465, type=Constant]; -"466 Constant_11306" [id=466, type=Constant]; -"467 Constant_11305" [id=467, type=Constant]; -"468 Constant_11304" [id=468, type=Constant]; -"469 Constant_9469" [id=469, type=Constant]; -"470 Multiply_9461/fq_weights_1" [id=470, type=FakeQuantize]; -"471 Constant_11302" [id=471, type=Constant]; -"472 Constant_11301" [id=472, type=Constant]; -"473 Constant_11300" [id=473, type=Constant]; -"474 Constant_11299" [id=474, type=Constant]; -"475 Multiply_9762" [id=475, type=Constant]; -"476 Constant_11297" [id=476, type=Constant]; -"477 Constant_11296" [id=477, type=Constant]; -"478 Constant_11295" [id=478, type=Constant]; -"479 Constant_11294" [id=479, type=Constant]; -"480 Constant_9455" [id=480, type=Constant]; -"481 Multiply_9447/fq_weights_1" [id=481, type=FakeQuantize]; -"482 Constant_11292" [id=482, type=Constant]; -"483 Constant_11291" [id=483, type=Constant]; -"484 Constant_11290" [id=484, type=Constant]; -"485 Constant_11289" [id=485, type=Constant]; -"486 Multiply_9756" [id=486, type=Constant]; -"487 Constant_11287" [id=487, type=Constant]; -"488 Constant_11286" [id=488, type=Constant]; -"489 Constant_11285" [id=489, type=Constant]; -"490 Constant_11284" [id=490, type=Constant]; -"491 Constant_11282" [id=491, type=Constant]; -"492 Constant_11281" [id=492, type=Constant]; -"493 Constant_11280" [id=493, type=Constant]; -"494 Constant_11279" [id=494, type=Constant]; -"495 Transpose_6051" [id=495, type=Constant]; -"496 Transpose_1472" [id=496, type=Constant]; -"497 Transpose_6043" [id=497, type=Constant]; -"498 Transpose_1463" [id=498, type=Constant]; -"499 Constant_6037" [id=499, type=Constant]; -"500 Constant_11277" [id=500, type=Constant]; -"501 Constant_11276" [id=501, type=Constant]; -"502 Constant_11275" [id=502, type=Constant]; -"503 Constant_11274" [id=503, type=Constant]; -"504 Constant_9441" [id=504, type=Constant]; -"505 Multiply_9433/fq_weights_1" [id=505, type=FakeQuantize]; -"506 Constant_11272" [id=506, type=Constant]; -"507 Constant_11271" [id=507, type=Constant]; -"508 Constant_11270" [id=508, type=Constant]; -"509 Constant_11269" [id=509, type=Constant]; -"510 Multiply_9751" [id=510, type=Constant]; -"511 Constant_11267" [id=511, type=Constant]; -"512 Constant_11266" [id=512, type=Constant]; -"513 Constant_11265" [id=513, type=Constant]; -"514 Constant_11264" [id=514, type=Constant]; -"515 Constant_9427" [id=515, type=Constant]; -"516 Multiply_9419/fq_weights_1" [id=516, type=FakeQuantize]; -"517 Constant_11262" [id=517, type=Constant]; -"518 Constant_11261" [id=518, type=Constant]; -"519 Constant_11260" [id=519, type=Constant]; -"520 Constant_11259" [id=520, type=Constant]; -"521 Multiply_9745" [id=521, type=Constant]; -"522 Constant_11257" [id=522, type=Constant]; -"523 Constant_11256" [id=523, type=Constant]; -"524 Constant_11255" [id=524, type=Constant]; -"525 Constant_11254" [id=525, type=Constant]; -"526 Constant_11252" [id=526, type=Constant]; -"527 Constant_11251" [id=527, type=Constant]; -"528 Constant_11250" [id=528, type=Constant]; -"529 Constant_11249" [id=529, type=Constant]; -"530 Constant_9413" [id=530, type=Constant]; -"531 Multiply_9405/fq_weights_1" [id=531, type=FakeQuantize]; -"532 Constant_11247" [id=532, type=Constant]; -"533 Constant_11246" [id=533, type=Constant]; -"534 Constant_11245" [id=534, type=Constant]; -"535 Constant_11244" [id=535, type=Constant]; -"536 Multiply_9739" [id=536, type=Constant]; -"537 Constant_11242" [id=537, type=Constant]; -"538 Constant_11241" [id=538, type=Constant]; -"539 Constant_11240" [id=539, type=Constant]; -"540 Constant_11239" [id=540, type=Constant]; -"541 Constant_11237" [id=541, type=Constant]; -"542 Constant_11236" [id=542, type=Constant]; -"543 Constant_11235" [id=543, type=Constant]; -"544 Constant_11234" [id=544, type=Constant]; -"545 Transpose_5903" [id=545, type=Constant]; -"546 Transpose_1361" [id=546, type=Constant]; -"547 Transpose_5895" [id=547, type=Constant]; -"548 Transpose_1352" [id=548, type=Constant]; -"549 Constant_5889" [id=549, type=Constant]; -"550 Constant_11232" [id=550, type=Constant]; -"551 Constant_11231" [id=551, type=Constant]; -"552 Constant_11230" [id=552, type=Constant]; -"553 Constant_11229" [id=553, type=Constant]; -"554 Constant_9399" [id=554, type=Constant]; -"555 Multiply_9391/fq_weights_1" [id=555, type=FakeQuantize]; -"556 Constant_11227" [id=556, type=Constant]; -"557 Constant_11226" [id=557, type=Constant]; -"558 Constant_11225" [id=558, type=Constant]; -"559 Constant_11224" [id=559, type=Constant]; -"560 Multiply_9734" [id=560, type=Constant]; -"561 Constant_11222" [id=561, type=Constant]; -"562 Constant_11221" [id=562, type=Constant]; -"563 Constant_11220" [id=563, type=Constant]; -"564 Constant_11219" [id=564, type=Constant]; -"565 Constant_9385" [id=565, type=Constant]; -"566 Multiply_9377/fq_weights_1" [id=566, type=FakeQuantize]; -"567 Constant_11217" [id=567, type=Constant]; -"568 Constant_11216" [id=568, type=Constant]; -"569 Constant_11215" [id=569, type=Constant]; -"570 Constant_11214" [id=570, type=Constant]; -"571 Multiply_9728" [id=571, type=Constant]; -"572 Constant_11212" [id=572, type=Constant]; -"573 Constant_11211" [id=573, type=Constant]; -"574 Constant_11210" [id=574, type=Constant]; -"575 Constant_11209" [id=575, type=Constant]; -"576 Constant_11207" [id=576, type=Constant]; -"577 Constant_11206" [id=577, type=Constant]; -"578 Constant_11205" [id=578, type=Constant]; -"579 Constant_11204" [id=579, type=Constant]; -"580 Constant_9371" [id=580, type=Constant]; -"581 Multiply_9363/fq_weights_1" [id=581, type=FakeQuantize]; -"582 Constant_11202" [id=582, type=Constant]; -"583 Constant_11201" [id=583, type=Constant]; -"584 Constant_11200" [id=584, type=Constant]; -"585 Constant_11199" [id=585, type=Constant]; -"586 Multiply_9722" [id=586, type=Constant]; -"587 Constant_11197" [id=587, type=Constant]; -"588 Constant_11196" [id=588, type=Constant]; -"589 Constant_11195" [id=589, type=Constant]; -"590 Constant_11194" [id=590, type=Constant]; -"591 Constant_11192" [id=591, type=Constant]; -"592 Constant_11191" [id=592, type=Constant]; -"593 Constant_11190" [id=593, type=Constant]; -"594 Constant_11189" [id=594, type=Constant]; -"595 Transpose_5755" [id=595, type=Constant]; -"596 Transpose_1250" [id=596, type=Constant]; -"597 Transpose_5747" [id=597, type=Constant]; -"598 Transpose_1241" [id=598, type=Constant]; -"599 Constant_5741" [id=599, type=Constant]; -"600 Constant_11187" [id=600, type=Constant]; -"601 Constant_11186" [id=601, type=Constant]; -"602 Constant_11185" [id=602, type=Constant]; -"603 Constant_11184" [id=603, type=Constant]; -"604 Constant_9357" [id=604, type=Constant]; -"605 Multiply_9349/fq_weights_1" [id=605, type=FakeQuantize]; -"606 Constant_11182" [id=606, type=Constant]; -"607 Constant_11181" [id=607, type=Constant]; -"608 Constant_11180" [id=608, type=Constant]; -"609 Constant_11179" [id=609, type=Constant]; -"610 Multiply_9717" [id=610, type=Constant]; -"611 Constant_11177" [id=611, type=Constant]; -"612 Constant_11176" [id=612, type=Constant]; -"613 Constant_11175" [id=613, type=Constant]; -"614 Constant_11174" [id=614, type=Constant]; -"615 Constant_9343" [id=615, type=Constant]; -"616 Multiply_9335/fq_weights_1" [id=616, type=FakeQuantize]; -"617 Constant_11172" [id=617, type=Constant]; -"618 Constant_11171" [id=618, type=Constant]; -"619 Constant_11170" [id=619, type=Constant]; -"620 Constant_11169" [id=620, type=Constant]; -"621 Multiply_9711" [id=621, type=Constant]; -"622 Constant_11167" [id=622, type=Constant]; -"623 Constant_11166" [id=623, type=Constant]; -"624 Constant_11165" [id=624, type=Constant]; -"625 Constant_11164" [id=625, type=Constant]; -"626 Constant_9329" [id=626, type=Constant]; -"627 Multiply_9321/fq_weights_1" [id=627, type=FakeQuantize]; -"628 Constant_11162" [id=628, type=Constant]; -"629 Constant_11161" [id=629, type=Constant]; -"630 Constant_11160" [id=630, type=Constant]; -"631 Constant_11159" [id=631, type=Constant]; -"632 Multiply_9705" [id=632, type=Constant]; -"633 Constant_11157" [id=633, type=Constant]; -"634 Constant_11156" [id=634, type=Constant]; -"635 Constant_11155" [id=635, type=Constant]; -"636 Constant_11154" [id=636, type=Constant]; -"637 Constant_11152" [id=637, type=Constant]; -"638 Constant_11151" [id=638, type=Constant]; -"639 Constant_11150" [id=639, type=Constant]; -"640 Constant_11149" [id=640, type=Constant]; -"641 Transpose_5611" [id=641, type=Constant]; -"642 Transpose_1140" [id=642, type=Constant]; -"643 Transpose_5603" [id=643, type=Constant]; -"644 Transpose_1131" [id=644, type=Constant]; -"645 Constant_5597" [id=645, type=Constant]; -"646 Constant_11147" [id=646, type=Constant]; -"647 Constant_11146" [id=647, type=Constant]; -"648 Constant_11145" [id=648, type=Constant]; -"649 Constant_11144" [id=649, type=Constant]; -"650 Constant_9315" [id=650, type=Constant]; -"651 Multiply_9307/fq_weights_1" [id=651, type=FakeQuantize]; -"652 Constant_11142" [id=652, type=Constant]; -"653 Constant_11141" [id=653, type=Constant]; -"654 Constant_11140" [id=654, type=Constant]; -"655 Constant_11139" [id=655, type=Constant]; -"656 Multiply_9700" [id=656, type=Constant]; -"657 Constant_11137" [id=657, type=Constant]; -"658 Constant_11136" [id=658, type=Constant]; -"659 Constant_11135" [id=659, type=Constant]; -"660 Constant_11134" [id=660, type=Constant]; -"661 Constant_9301" [id=661, type=Constant]; -"662 Multiply_9293/fq_weights_1" [id=662, type=FakeQuantize]; -"663 Constant_11132" [id=663, type=Constant]; -"664 Constant_11131" [id=664, type=Constant]; -"665 Constant_11130" [id=665, type=Constant]; -"666 Constant_11129" [id=666, type=Constant]; -"667 Multiply_9694" [id=667, type=Constant]; -"668 Constant_11127" [id=668, type=Constant]; -"669 Constant_11126" [id=669, type=Constant]; -"670 Constant_11125" [id=670, type=Constant]; -"671 Constant_11124" [id=671, type=Constant]; -"672 Constant_11122" [id=672, type=Constant]; -"673 Constant_11121" [id=673, type=Constant]; -"674 Constant_11120" [id=674, type=Constant]; -"675 Constant_11119" [id=675, type=Constant]; -"676 Constant_9287" [id=676, type=Constant]; -"677 Multiply_9279/fq_weights_1" [id=677, type=FakeQuantize]; -"678 Constant_11117" [id=678, type=Constant]; -"679 Constant_11116" [id=679, type=Constant]; -"680 Constant_11115" [id=680, type=Constant]; -"681 Constant_11114" [id=681, type=Constant]; -"682 Multiply_9688" [id=682, type=Constant]; -"683 Constant_11112" [id=683, type=Constant]; -"684 Constant_11111" [id=684, type=Constant]; -"685 Constant_11110" [id=685, type=Constant]; -"686 Constant_11109" [id=686, type=Constant]; -"687 Constant_9273" [id=687, type=Constant]; -"688 Multiply_9265/fq_weights_1" [id=688, type=FakeQuantize]; -"689 Constant_11107" [id=689, type=Constant]; -"690 Constant_11106" [id=690, type=Constant]; -"691 Constant_11105" [id=691, type=Constant]; -"692 Constant_11104" [id=692, type=Constant]; -"693 Multiply_9683" [id=693, type=Constant]; -"694 Constant_11102" [id=694, type=Constant]; -"695 Constant_11101" [id=695, type=Constant]; -"696 Constant_11100" [id=696, type=Constant]; -"697 Constant_11099" [id=697, type=Constant]; -"698 Constant_9259" [id=698, type=Constant]; -"699 Multiply_9251/fq_weights_1" [id=699, type=FakeQuantize]; -"700 Constant_11097" [id=700, type=Constant]; -"701 Constant_11096" [id=701, type=Constant]; -"702 Constant_11095" [id=702, type=Constant]; -"703 Constant_11094" [id=703, type=Constant]; -"704 Multiply_9677" [id=704, type=Constant]; -"705 Constant_11092" [id=705, type=Constant]; -"706 Constant_11091" [id=706, type=Constant]; -"707 Constant_11090" [id=707, type=Constant]; -"708 Constant_11089" [id=708, type=Constant]; -"709 Constant_9245" [id=709, type=Constant]; -"710 Multiply_9237/fq_weights_1" [id=710, type=FakeQuantize]; -"711 Constant_11087" [id=711, type=Constant]; -"712 Constant_11086" [id=712, type=Constant]; -"713 Constant_11085" [id=713, type=Constant]; -"714 Constant_11084" [id=714, type=Constant]; -"715 Multiply_9671" [id=715, type=Constant]; -"716 Constant_11082" [id=716, type=Constant]; -"717 Constant_11081" [id=717, type=Constant]; -"718 Constant_11080" [id=718, type=Constant]; -"719 Constant_11079" [id=719, type=Constant]; -"720 Constant_9231" [id=720, type=Constant]; -"721 Multiply_9223/fq_weights_1" [id=721, type=FakeQuantize]; -"722 Constant_11077" [id=722, type=Constant]; -"723 Constant_11076" [id=723, type=Constant]; -"724 Constant_11075" [id=724, type=Constant]; -"725 Constant_11074" [id=725, type=Constant]; -"726 Multiply_9666" [id=726, type=Constant]; -"727 Constant_11072" [id=727, type=Constant]; -"728 Constant_11071" [id=728, type=Constant]; -"729 Constant_11070" [id=729, type=Constant]; -"730 Constant_11069" [id=730, type=Constant]; -"731 Constant_9217" [id=731, type=Constant]; -"732 Multiply_9209/fq_weights_1" [id=732, type=FakeQuantize]; -"733 Constant_11067" [id=733, type=Constant]; -"734 Constant_11066" [id=734, type=Constant]; -"735 Constant_11065" [id=735, type=Constant]; -"736 Constant_11064" [id=736, type=Constant]; -"737 Multiply_9660" [id=737, type=Constant]; -"738 Constant_11062" [id=738, type=Constant]; -"739 Constant_11061" [id=739, type=Constant]; -"740 Constant_11060" [id=740, type=Constant]; -"741 Constant_11059" [id=741, type=Constant]; -"742 Constant_9203" [id=742, type=Constant]; -"743 Multiply_9195/fq_weights_1" [id=743, type=FakeQuantize]; -"744 Constant_11057" [id=744, type=Constant]; -"745 Constant_11056" [id=745, type=Constant]; -"746 Constant_11055" [id=746, type=Constant]; -"747 Constant_11054" [id=747, type=Constant]; -"748 Multiply_9654" [id=748, type=Constant]; -"749 Constant_11052" [id=749, type=Constant]; -"750 Constant_11051" [id=750, type=Constant]; -"751 Constant_11050" [id=751, type=Constant]; -"752 Constant_11049" [id=752, type=Constant]; -"753 Constant_11047" [id=753, type=Constant]; -"754 Constant_11046" [id=754, type=Constant]; -"755 Constant_11045" [id=755, type=Constant]; -"756 Constant_11044" [id=756, type=Constant]; -"757 Transpose_5257" [id=757, type=Constant]; -"758 Transpose_809" [id=758, type=Constant]; -"759 Transpose_5249" [id=759, type=Constant]; -"760 Transpose_800" [id=760, type=Constant]; -"761 Constant_5243" [id=761, type=Constant]; -"762 Constant_11042" [id=762, type=Constant]; -"763 Constant_11041" [id=763, type=Constant]; -"764 Constant_11040" [id=764, type=Constant]; -"765 Constant_11039" [id=765, type=Constant]; -"766 Constant_9189" [id=766, type=Constant]; -"767 Multiply_9181/fq_weights_1" [id=767, type=FakeQuantize]; -"768 Constant_11037" [id=768, type=Constant]; -"769 Constant_11036" [id=769, type=Constant]; -"770 Constant_11035" [id=770, type=Constant]; -"771 Constant_11034" [id=771, type=Constant]; -"772 Multiply_9649" [id=772, type=Constant]; -"773 Constant_11032" [id=773, type=Constant]; -"774 Constant_11031" [id=774, type=Constant]; -"775 Constant_11030" [id=775, type=Constant]; -"776 Constant_11029" [id=776, type=Constant]; -"777 Constant_9175" [id=777, type=Constant]; -"778 Multiply_9167/fq_weights_1" [id=778, type=FakeQuantize]; -"779 Constant_11027" [id=779, type=Constant]; -"780 Constant_11026" [id=780, type=Constant]; -"781 Constant_11025" [id=781, type=Constant]; -"782 Constant_11024" [id=782, type=Constant]; -"783 Gather_10068" [id=783, type=Constant]; -"784 Constant_11022" [id=784, type=Constant]; -"785 Constant_11021" [id=785, type=Constant]; -"786 Constant_11020" [id=786, type=Constant]; -"787 Constant_11019" [id=787, type=Constant]; -"788 Unsqueeze_7776" [id=788, type=Constant]; -"789 Unsqueeze_7782" [id=789, type=Constant]; -"790 Constant_7779" [id=790, type=Constant]; -"0 input_1" -> "1 Transpose_7780" [label="[1, 224, 224, 3]", style=solid]; -"1 Transpose_7780" -> "2 Transpose_7774" [label="[1, 3, 224, 224]", style=solid]; -"2 Transpose_7774" -> "3 Transpose_710" [label="[1, 3, 224, 224]", style=solid]; -"3 Transpose_710" -> "4 Transpose_710/fq_output_0" [label="[1, 3, 224, 224]", style=solid]; -"4 Transpose_710/fq_output_0" -> "5 Multiply_9167" [label="[1, 3, 224, 224]", style=solid]; -"5 Multiply_9167" -> "6 Transpose_5170" [label="[1, 16, 112, 112]", style=solid]; -"6 Transpose_5170" -> "7 Transpose_5188" [label="[1, 16, 112, 112]", style=solid]; -"7 Transpose_5188" -> "8 Transpose_5188/fq_output_0" [label="[1, 16, 112, 112]", style=solid]; -"8 Transpose_5188/fq_output_0" -> "9 Multiply_9181" [label="[1, 16, 112, 112]", style=solid]; -"9 Multiply_9181" -> "10 Transpose_5239" [label="[1, 16, 56, 56]", style=solid]; -"10 Transpose_5239" -> "11 Transpose_5241" [label="[1, 16, 56, 56]", style=solid]; -"11 Transpose_5241" -> "12 Transpose_5241/fq_output_0" [label="[1, 16, 56, 56]", style=solid]; -"12 Transpose_5241/fq_output_0" -> "13 Transpose_5245" [label="[1, 16, 56, 56]", style=solid]; -"12 Transpose_5241/fq_output_0" -> "14 Transpose_5277" [label="[1, 16, 56, 56]", style=solid]; -"13 Transpose_5245" -> "15 Convolution_801" [label="[1, 16, 1, 1]", style=solid]; -"14 Transpose_5277" -> "16 Transpose_5277/fq_output_0" [label="[1, 16, 56, 56]", style=solid]; -"15 Convolution_801" -> "17 Transpose_5251" [label="[1, 8, 1, 1]", style=solid]; -"16 Transpose_5277/fq_output_0" -> "18 Multiply_9195" [label="[1, 16, 56, 56]", style=solid]; -"17 Transpose_5251" -> "19 Transpose_5253" [label="[1, 8, 1, 1]", style=solid]; -"18 Multiply_9195" -> "20 Transpose_5301" [label="[1, 16, 56, 56]", style=solid]; -"19 Transpose_5253" -> "21 Convolution_810" [label="[1, 8, 1, 1]", style=solid]; -"20 Transpose_5301" -> "22 Transpose_5301/fq_output_0" [label="[1, 16, 56, 56]", style=solid]; -"21 Convolution_810" -> "23 Transpose_5259" [label="[1, 16, 1, 1]", style=solid]; -"22 Transpose_5301/fq_output_0" -> "24 Multiply_9209" [label="[1, 16, 56, 56]", style=solid]; -"23 Transpose_5259" -> "25 Transpose_5273" [label="[1, 16, 1, 1]", style=solid]; -"24 Multiply_9209" -> "26 Transpose_5325" [label="[1, 72, 56, 56]", style=solid]; -"25 Transpose_5273" -> "27 Transpose_5273/fq_output_0" [label="[1, 16, 1, 1]", style=solid]; -"26 Transpose_5325" -> "28 Transpose_5327" [label="[1, 72, 56, 56]", style=solid]; -"27 Transpose_5273/fq_output_0" -> "14 Transpose_5277" [label="[1, 16, 1, 1]", style=solid]; -"28 Transpose_5327" -> "29 Transpose_5327/fq_output_0" [label="[1, 72, 56, 56]", style=solid]; -"29 Transpose_5327/fq_output_0" -> "30 Multiply_9223" [label="[1, 72, 56, 56]", style=solid]; -"30 Multiply_9223" -> "31 Transpose_5378" [label="[1, 72, 28, 28]", style=solid]; -"31 Transpose_5378" -> "32 Transpose_5380" [label="[1, 72, 28, 28]", style=solid]; -"32 Transpose_5380" -> "33 Transpose_5380/fq_output_0" [label="[1, 72, 28, 28]", style=solid]; -"33 Transpose_5380/fq_output_0" -> "34 Multiply_9237" [label="[1, 72, 28, 28]", style=solid]; -"34 Multiply_9237" -> "35 Transpose_5404" [label="[1, 24, 28, 28]", style=solid]; -"35 Transpose_5404" -> "36 Transpose_5404/fq_output_0" [label="[1, 24, 28, 28]", style=solid]; -"36 Transpose_5404/fq_output_0" -> "37 Multiply_9251" [label="[1, 24, 28, 28]", style=solid]; -"36 Transpose_5404/fq_output_0" -> "38 Transpose_5484" [label="[1, 24, 28, 28]", style=solid]; -"37 Multiply_9251" -> "39 Transpose_5428" [label="[1, 88, 28, 28]", style=solid]; -"38 Transpose_5484" -> "40 Transpose_5484/fq_output_0" [label="[1, 24, 28, 28]", style=solid]; -"39 Transpose_5428" -> "41 Transpose_5430" [label="[1, 88, 28, 28]", style=solid]; -"40 Transpose_5484/fq_output_0" -> "42 Multiply_9293" [label="[1, 24, 28, 28]", style=solid]; -"41 Transpose_5430" -> "43 Transpose_5430/fq_output_0" [label="[1, 88, 28, 28]", style=solid]; -"42 Multiply_9293" -> "44 Transpose_5508" [label="[1, 96, 28, 28]", style=solid]; -"43 Transpose_5430/fq_output_0" -> "45 Multiply_9265" [label="[1, 88, 28, 28]", style=solid]; -"44 Transpose_5508" -> "46 Transpose_5526" [label="[1, 96, 28, 28]", style=solid]; -"45 Multiply_9265" -> "47 Transpose_5454" [label="[1, 88, 28, 28]", style=solid]; -"46 Transpose_5526" -> "48 Transpose_5526/fq_output_0" [label="[1, 96, 28, 28]", style=solid]; -"47 Transpose_5454" -> "49 Transpose_5456" [label="[1, 88, 28, 28]", style=solid]; -"48 Transpose_5526/fq_output_0" -> "50 Multiply_9307" [label="[1, 96, 28, 28]", style=solid]; -"49 Transpose_5456" -> "51 Transpose_5456/fq_output_0" [label="[1, 88, 28, 28]", style=solid]; -"50 Multiply_9307" -> "52 Transpose_5577" [label="[1, 96, 14, 14]", style=solid]; -"51 Transpose_5456/fq_output_0" -> "53 Multiply_9279" [label="[1, 88, 28, 28]", style=solid]; -"52 Transpose_5577" -> "54 Transpose_5595" [label="[1, 96, 14, 14]", style=solid]; -"53 Multiply_9279" -> "55 Transpose_5480" [label="[1, 24, 28, 28]", style=solid]; -"54 Transpose_5595" -> "56 Transpose_5595/fq_output_0" [label="[1, 96, 14, 14]", style=solid]; -"55 Transpose_5480" -> "57 Transpose_5480/fq_output_0" [label="[1, 24, 28, 28]", style=solid]; -"56 Transpose_5595/fq_output_0" -> "58 Transpose_5599" [label="[1, 96, 14, 14]", style=solid]; -"56 Transpose_5595/fq_output_0" -> "59 Transpose_5631" [label="[1, 96, 14, 14]", style=solid]; -"57 Transpose_5480/fq_output_0" -> "38 Transpose_5484" [label="[1, 24, 28, 28]", style=solid]; -"58 Transpose_5599" -> "60 Convolution_1132" [label="[1, 96, 1, 1]", style=solid]; -"59 Transpose_5631" -> "61 Transpose_5631/fq_output_0" [label="[1, 96, 14, 14]", style=solid]; -"60 Convolution_1132" -> "62 Transpose_5605" [label="[1, 24, 1, 1]", style=solid]; -"61 Transpose_5631/fq_output_0" -> "63 Multiply_9321" [label="[1, 96, 14, 14]", style=solid]; -"62 Transpose_5605" -> "64 Transpose_5607" [label="[1, 24, 1, 1]", style=solid]; -"63 Multiply_9321" -> "65 Transpose_5655" [label="[1, 40, 14, 14]", style=solid]; -"64 Transpose_5607" -> "66 Convolution_1141" [label="[1, 24, 1, 1]", style=solid]; -"65 Transpose_5655" -> "67 Transpose_5655/fq_output_0" [label="[1, 40, 14, 14]", style=solid]; -"66 Convolution_1141" -> "68 Transpose_5613" [label="[1, 96, 1, 1]", style=solid]; -"67 Transpose_5655/fq_output_0" -> "69 Multiply_9335" [label="[1, 40, 14, 14]", style=solid]; -"67 Transpose_5655/fq_output_0" -> "70 Transpose_5803" [label="[1, 40, 14, 14]", style=solid]; -"68 Transpose_5613" -> "71 Transpose_5627" [label="[1, 96, 1, 1]", style=solid]; -"69 Multiply_9335" -> "72 Transpose_5679" [label="[1, 240, 14, 14]", style=solid]; -"70 Transpose_5803" -> "73 Transpose_5803/fq_output_0" [label="[1, 40, 14, 14]", style=solid]; -"71 Transpose_5627" -> "74 Transpose_5627/fq_output_0" [label="[1, 96, 1, 1]", style=solid]; -"72 Transpose_5679" -> "75 Transpose_5697" [label="[1, 240, 14, 14]", style=solid]; -"73 Transpose_5803/fq_output_0" -> "76 Multiply_9377" [label="[1, 40, 14, 14]", style=solid]; -"73 Transpose_5803/fq_output_0" -> "77 Transpose_5951" [label="[1, 40, 14, 14]", style=solid]; -"74 Transpose_5627/fq_output_0" -> "59 Transpose_5631" [label="[1, 96, 1, 1]", style=solid]; -"75 Transpose_5697" -> "78 Transpose_5697/fq_output_0" [label="[1, 240, 14, 14]", style=solid]; -"76 Multiply_9377" -> "79 Transpose_5827" [label="[1, 240, 14, 14]", style=solid]; -"77 Transpose_5951" -> "80 Transpose_5951/fq_output_0" [label="[1, 40, 14, 14]", style=solid]; -"78 Transpose_5697/fq_output_0" -> "81 Multiply_9349" [label="[1, 240, 14, 14]", style=solid]; -"79 Transpose_5827" -> "82 Transpose_5845" [label="[1, 240, 14, 14]", style=solid]; -"80 Transpose_5951/fq_output_0" -> "83 Multiply_9419" [label="[1, 40, 14, 14]", style=solid]; -"81 Multiply_9349" -> "84 Transpose_5721" [label="[1, 240, 14, 14]", style=solid]; -"82 Transpose_5845" -> "85 Transpose_5845/fq_output_0" [label="[1, 240, 14, 14]", style=solid]; -"83 Multiply_9419" -> "86 Transpose_5975" [label="[1, 120, 14, 14]", style=solid]; -"84 Transpose_5721" -> "87 Transpose_5739" [label="[1, 240, 14, 14]", style=solid]; -"85 Transpose_5845/fq_output_0" -> "88 Multiply_9391" [label="[1, 240, 14, 14]", style=solid]; -"86 Transpose_5975" -> "89 Transpose_5993" [label="[1, 120, 14, 14]", style=solid]; -"87 Transpose_5739" -> "90 Transpose_5739/fq_output_0" [label="[1, 240, 14, 14]", style=solid]; -"88 Multiply_9391" -> "91 Transpose_5869" [label="[1, 240, 14, 14]", style=solid]; -"89 Transpose_5993" -> "92 Transpose_5993/fq_output_0" [label="[1, 120, 14, 14]", style=solid]; -"90 Transpose_5739/fq_output_0" -> "93 Transpose_5743" [label="[1, 240, 14, 14]", style=solid]; -"90 Transpose_5739/fq_output_0" -> "94 Transpose_5775" [label="[1, 240, 14, 14]", style=solid]; -"91 Transpose_5869" -> "95 Transpose_5887" [label="[1, 240, 14, 14]", style=solid]; -"92 Transpose_5993/fq_output_0" -> "96 Multiply_9433" [label="[1, 120, 14, 14]", style=solid]; -"93 Transpose_5743" -> "97 Convolution_1242" [label="[1, 240, 1, 1]", style=solid]; -"94 Transpose_5775" -> "98 Transpose_5775/fq_output_0" [label="[1, 240, 14, 14]", style=solid]; -"95 Transpose_5887" -> "99 Transpose_5887/fq_output_0" [label="[1, 240, 14, 14]", style=solid]; -"96 Multiply_9433" -> "100 Transpose_6017" [label="[1, 120, 14, 14]", style=solid]; -"97 Convolution_1242" -> "101 Transpose_5749" [label="[1, 64, 1, 1]", style=solid]; -"98 Transpose_5775/fq_output_0" -> "102 Multiply_9363" [label="[1, 240, 14, 14]", style=solid]; -"99 Transpose_5887/fq_output_0" -> "103 Transpose_5891" [label="[1, 240, 14, 14]", style=solid]; -"99 Transpose_5887/fq_output_0" -> "104 Transpose_5923" [label="[1, 240, 14, 14]", style=solid]; -"100 Transpose_6017" -> "105 Transpose_6035" [label="[1, 120, 14, 14]", style=solid]; -"101 Transpose_5749" -> "106 Transpose_5751" [label="[1, 64, 1, 1]", style=solid]; -"102 Multiply_9363" -> "107 Transpose_5799" [label="[1, 40, 14, 14]", style=solid]; -"103 Transpose_5891" -> "108 Convolution_1353" [label="[1, 240, 1, 1]", style=solid]; -"104 Transpose_5923" -> "109 Transpose_5923/fq_output_0" [label="[1, 240, 14, 14]", style=solid]; -"105 Transpose_6035" -> "110 Transpose_6035/fq_output_0" [label="[1, 120, 14, 14]", style=solid]; -"106 Transpose_5751" -> "111 Convolution_1251" [label="[1, 64, 1, 1]", style=solid]; -"107 Transpose_5799" -> "112 Transpose_5799/fq_output_0" [label="[1, 40, 14, 14]", style=solid]; -"108 Convolution_1353" -> "113 Transpose_5897" [label="[1, 64, 1, 1]", style=solid]; -"109 Transpose_5923/fq_output_0" -> "114 Multiply_9405" [label="[1, 240, 14, 14]", style=solid]; -"110 Transpose_6035/fq_output_0" -> "115 Transpose_6039" [label="[1, 120, 14, 14]", style=solid]; -"110 Transpose_6035/fq_output_0" -> "116 Transpose_6071" [label="[1, 120, 14, 14]", style=solid]; -"111 Convolution_1251" -> "117 Transpose_5757" [label="[1, 240, 1, 1]", style=solid]; -"112 Transpose_5799/fq_output_0" -> "70 Transpose_5803" [label="[1, 40, 14, 14]", style=solid]; -"113 Transpose_5897" -> "118 Transpose_5899" [label="[1, 64, 1, 1]", style=solid]; -"114 Multiply_9405" -> "119 Transpose_5947" [label="[1, 40, 14, 14]", style=solid]; -"115 Transpose_6039" -> "120 Convolution_1464" [label="[1, 120, 1, 1]", style=solid]; -"116 Transpose_6071" -> "121 Transpose_6071/fq_output_0" [label="[1, 120, 14, 14]", style=solid]; -"117 Transpose_5757" -> "122 Transpose_5771" [label="[1, 240, 1, 1]", style=solid]; -"118 Transpose_5899" -> "123 Convolution_1362" [label="[1, 64, 1, 1]", style=solid]; -"119 Transpose_5947" -> "124 Transpose_5947/fq_output_0" [label="[1, 40, 14, 14]", style=solid]; -"120 Convolution_1464" -> "125 Transpose_6045" [label="[1, 32, 1, 1]", style=solid]; -"121 Transpose_6071/fq_output_0" -> "126 Multiply_9447" [label="[1, 120, 14, 14]", style=solid]; -"122 Transpose_5771" -> "127 Transpose_5771/fq_output_0" [label="[1, 240, 1, 1]", style=solid]; -"123 Convolution_1362" -> "128 Transpose_5905" [label="[1, 240, 1, 1]", style=solid]; -"124 Transpose_5947/fq_output_0" -> "77 Transpose_5951" [label="[1, 40, 14, 14]", style=solid]; -"125 Transpose_6045" -> "129 Transpose_6047" [label="[1, 32, 1, 1]", style=solid]; -"126 Multiply_9447" -> "130 Transpose_6095" [label="[1, 48, 14, 14]", style=solid]; -"127 Transpose_5771/fq_output_0" -> "94 Transpose_5775" [label="[1, 240, 1, 1]", style=solid]; -"128 Transpose_5905" -> "131 Transpose_5919" [label="[1, 240, 1, 1]", style=solid]; -"129 Transpose_6047" -> "132 Convolution_1473" [label="[1, 32, 1, 1]", style=solid]; -"130 Transpose_6095" -> "133 Transpose_6095/fq_output_0" [label="[1, 48, 14, 14]", style=solid]; -"131 Transpose_5919" -> "134 Transpose_5919/fq_output_0" [label="[1, 240, 1, 1]", style=solid]; -"132 Convolution_1473" -> "135 Transpose_6053" [label="[1, 120, 1, 1]", style=solid]; -"133 Transpose_6095/fq_output_0" -> "136 Multiply_9461" [label="[1, 48, 14, 14]", style=solid]; -"133 Transpose_6095/fq_output_0" -> "137 Transpose_6243" [label="[1, 48, 14, 14]", style=solid]; -"134 Transpose_5919/fq_output_0" -> "104 Transpose_5923" [label="[1, 240, 1, 1]", style=solid]; -"135 Transpose_6053" -> "138 Transpose_6067" [label="[1, 120, 1, 1]", style=solid]; -"136 Multiply_9461" -> "139 Transpose_6119" [label="[1, 144, 14, 14]", style=solid]; -"137 Transpose_6243" -> "140 Transpose_6243/fq_output_0" [label="[1, 48, 14, 14]", style=solid]; -"138 Transpose_6067" -> "141 Transpose_6067/fq_output_0" [label="[1, 120, 1, 1]", style=solid]; -"139 Transpose_6119" -> "142 Transpose_6137" [label="[1, 144, 14, 14]", style=solid]; -"140 Transpose_6243/fq_output_0" -> "143 Multiply_9503" [label="[1, 48, 14, 14]", style=solid]; -"141 Transpose_6067/fq_output_0" -> "116 Transpose_6071" [label="[1, 120, 1, 1]", style=solid]; -"142 Transpose_6137" -> "144 Transpose_6137/fq_output_0" [label="[1, 144, 14, 14]", style=solid]; -"143 Multiply_9503" -> "145 Transpose_6267" [label="[1, 288, 14, 14]", style=solid]; -"144 Transpose_6137/fq_output_0" -> "146 Multiply_9475" [label="[1, 144, 14, 14]", style=solid]; -"145 Transpose_6267" -> "147 Transpose_6285" [label="[1, 288, 14, 14]", style=solid]; -"146 Multiply_9475" -> "148 Transpose_6161" [label="[1, 144, 14, 14]", style=solid]; -"147 Transpose_6285" -> "149 Transpose_6285/fq_output_0" [label="[1, 288, 14, 14]", style=solid]; -"148 Transpose_6161" -> "150 Transpose_6179" [label="[1, 144, 14, 14]", style=solid]; -"149 Transpose_6285/fq_output_0" -> "151 Multiply_9517" [label="[1, 288, 14, 14]", style=solid]; -"150 Transpose_6179" -> "152 Transpose_6179/fq_output_0" [label="[1, 144, 14, 14]", style=solid]; -"151 Multiply_9517" -> "153 Transpose_6336" [label="[1, 288, 7, 7]", style=solid]; -"152 Transpose_6179/fq_output_0" -> "154 Transpose_6183" [label="[1, 144, 14, 14]", style=solid]; -"152 Transpose_6179/fq_output_0" -> "155 Transpose_6215" [label="[1, 144, 14, 14]", style=solid]; -"153 Transpose_6336" -> "156 Transpose_6354" [label="[1, 288, 7, 7]", style=solid]; -"154 Transpose_6183" -> "157 Convolution_1574" [label="[1, 144, 1, 1]", style=solid]; -"155 Transpose_6215" -> "158 Transpose_6215/fq_output_0" [label="[1, 144, 14, 14]", style=solid]; -"156 Transpose_6354" -> "159 Transpose_6354/fq_output_0" [label="[1, 288, 7, 7]", style=solid]; -"157 Convolution_1574" -> "160 Transpose_6189" [label="[1, 40, 1, 1]", style=solid]; -"158 Transpose_6215/fq_output_0" -> "161 Multiply_9489" [label="[1, 144, 14, 14]", style=solid]; -"159 Transpose_6354/fq_output_0" -> "162 Transpose_6358" [label="[1, 288, 7, 7]", style=solid]; -"159 Transpose_6354/fq_output_0" -> "163 Transpose_6390" [label="[1, 288, 7, 7]", style=solid]; -"160 Transpose_6189" -> "164 Transpose_6191" [label="[1, 40, 1, 1]", style=solid]; -"161 Multiply_9489" -> "165 Transpose_6239" [label="[1, 48, 14, 14]", style=solid]; -"162 Transpose_6358" -> "166 Convolution_1713" [label="[1, 288, 1, 1]", style=solid]; -"163 Transpose_6390" -> "167 Transpose_6390/fq_output_0" [label="[1, 288, 7, 7]", style=solid]; -"164 Transpose_6191" -> "168 Convolution_1583" [label="[1, 40, 1, 1]", style=solid]; -"165 Transpose_6239" -> "169 Transpose_6239/fq_output_0" [label="[1, 48, 14, 14]", style=solid]; -"166 Convolution_1713" -> "170 Transpose_6364" [label="[1, 72, 1, 1]", style=solid]; -"167 Transpose_6390/fq_output_0" -> "171 Multiply_9531" [label="[1, 288, 7, 7]", style=solid]; -"168 Convolution_1583" -> "172 Transpose_6197" [label="[1, 144, 1, 1]", style=solid]; -"169 Transpose_6239/fq_output_0" -> "137 Transpose_6243" [label="[1, 48, 14, 14]", style=solid]; -"170 Transpose_6364" -> "173 Transpose_6366" [label="[1, 72, 1, 1]", style=solid]; -"171 Multiply_9531" -> "174 Transpose_6414" [label="[1, 96, 7, 7]", style=solid]; -"172 Transpose_6197" -> "175 Transpose_6211" [label="[1, 144, 1, 1]", style=solid]; -"173 Transpose_6366" -> "176 Convolution_1722" [label="[1, 72, 1, 1]", style=solid]; -"174 Transpose_6414" -> "177 Transpose_6414/fq_output_0" [label="[1, 96, 7, 7]", style=solid]; -"175 Transpose_6211" -> "178 Transpose_6211/fq_output_0" [label="[1, 144, 1, 1]", style=solid]; -"176 Convolution_1722" -> "179 Transpose_6372" [label="[1, 288, 1, 1]", style=solid]; -"177 Transpose_6414/fq_output_0" -> "180 Multiply_9545" [label="[1, 96, 7, 7]", style=solid]; -"177 Transpose_6414/fq_output_0" -> "181 Transpose_6562" [label="[1, 96, 7, 7]", style=solid]; -"178 Transpose_6211/fq_output_0" -> "155 Transpose_6215" [label="[1, 144, 1, 1]", style=solid]; -"179 Transpose_6372" -> "182 Transpose_6386" [label="[1, 288, 1, 1]", style=solid]; -"180 Multiply_9545" -> "183 Transpose_6438" [label="[1, 576, 7, 7]", style=solid]; -"181 Transpose_6562" -> "184 Transpose_6562/fq_output_0" [label="[1, 96, 7, 7]", style=solid]; -"182 Transpose_6386" -> "185 Transpose_6386/fq_output_0" [label="[1, 288, 1, 1]", style=solid]; -"183 Transpose_6438" -> "186 Transpose_6456" [label="[1, 576, 7, 7]", style=solid]; -"184 Transpose_6562/fq_output_0" -> "187 Multiply_9587" [label="[1, 96, 7, 7]", style=solid]; -"184 Transpose_6562/fq_output_0" -> "188 Transpose_6710" [label="[1, 96, 7, 7]", style=solid]; -"185 Transpose_6386/fq_output_0" -> "163 Transpose_6390" [label="[1, 288, 1, 1]", style=solid]; -"186 Transpose_6456" -> "189 Transpose_6456/fq_output_0" [label="[1, 576, 7, 7]", style=solid]; -"187 Multiply_9587" -> "190 Transpose_6586" [label="[1, 576, 7, 7]", style=solid]; -"188 Transpose_6710" -> "191 Transpose_6710/fq_output_0" [label="[1, 96, 7, 7]", style=solid]; -"189 Transpose_6456/fq_output_0" -> "192 Multiply_9559" [label="[1, 576, 7, 7]", style=solid]; -"190 Transpose_6586" -> "193 Transpose_6604" [label="[1, 576, 7, 7]", style=solid]; -"191 Transpose_6710/fq_output_0" -> "194 Multiply_9629" [label="[1, 96, 7, 7]", style=solid]; -"192 Multiply_9559" -> "195 Transpose_6480" [label="[1, 576, 7, 7]", style=solid]; -"193 Transpose_6604" -> "196 Transpose_6604/fq_output_0" [label="[1, 576, 7, 7]", style=solid]; -"194 Multiply_9629" -> "197 Transpose_6734" [label="[1, 576, 7, 7]", style=solid]; -"195 Transpose_6480" -> "198 Transpose_6498" [label="[1, 576, 7, 7]", style=solid]; -"196 Transpose_6604/fq_output_0" -> "199 Multiply_9601" [label="[1, 576, 7, 7]", style=solid]; -"197 Transpose_6734" -> "200 Transpose_6752" [label="[1, 576, 7, 7]", style=solid]; -"198 Transpose_6498" -> "201 Transpose_6498/fq_output_0" [label="[1, 576, 7, 7]", style=solid]; -"199 Multiply_9601" -> "202 Transpose_6628" [label="[1, 576, 7, 7]", style=solid]; -"200 Transpose_6752" -> "203 Transpose_6752/fq_output_0" [label="[1, 576, 7, 7]", style=solid]; -"201 Transpose_6498/fq_output_0" -> "204 Transpose_6502" [label="[1, 576, 7, 7]", style=solid]; -"201 Transpose_6498/fq_output_0" -> "205 Transpose_6534" [label="[1, 576, 7, 7]", style=solid]; -"202 Transpose_6628" -> "206 Transpose_6646" [label="[1, 576, 7, 7]", style=solid]; -"203 Transpose_6752/fq_output_0" -> "207 Transpose_6756" [label="[1, 576, 7, 7]", style=solid]; -"204 Transpose_6502" -> "208 Convolution_1823" [label="[1, 576, 1, 1]", style=solid]; -"205 Transpose_6534" -> "209 Transpose_6534/fq_output_0" [label="[1, 576, 7, 7]", style=solid]; -"206 Transpose_6646" -> "210 Transpose_6646/fq_output_0" [label="[1, 576, 7, 7]", style=solid]; -"207 Transpose_6756" -> "211 Transpose_6756/fq_output_0" [label="[1, 576, 1, 1]", style=solid]; -"208 Convolution_1823" -> "212 Transpose_6508" [label="[1, 144, 1, 1]", style=solid]; -"209 Transpose_6534/fq_output_0" -> "213 Multiply_9573" [label="[1, 576, 7, 7]", style=solid]; -"210 Transpose_6646/fq_output_0" -> "214 Transpose_6650" [label="[1, 576, 7, 7]", style=solid]; -"210 Transpose_6646/fq_output_0" -> "215 Transpose_6682" [label="[1, 576, 7, 7]", style=solid]; -"211 Transpose_6756/fq_output_0" -> "216 Convolution_2013" [label="[1, 576, 1, 1]", style=solid]; -"212 Transpose_6508" -> "217 Transpose_6510" [label="[1, 144, 1, 1]", style=solid]; -"213 Multiply_9573" -> "218 Transpose_6558" [label="[1, 96, 7, 7]", style=solid]; -"214 Transpose_6650" -> "219 Convolution_1934" [label="[1, 576, 1, 1]", style=solid]; -"215 Transpose_6682" -> "220 Transpose_6682/fq_output_0" [label="[1, 576, 7, 7]", style=solid]; -"216 Convolution_2013" -> "221 Transpose_6762" [label="[1, 1024, 1, 1]", style=solid]; -"217 Transpose_6510" -> "222 Convolution_1832" [label="[1, 144, 1, 1]", style=solid]; -"218 Transpose_6558" -> "223 Transpose_6558/fq_output_0" [label="[1, 96, 7, 7]", style=solid]; -"219 Convolution_1934" -> "224 Transpose_6656" [label="[1, 144, 1, 1]", style=solid]; -"220 Transpose_6682/fq_output_0" -> "225 Multiply_9615" [label="[1, 576, 7, 7]", style=solid]; -"221 Transpose_6762" -> "226 Transpose_6780" [label="[1, 1024, 1, 1]", style=solid]; -"222 Convolution_1832" -> "227 Transpose_6516" [label="[1, 576, 1, 1]", style=solid]; -"223 Transpose_6558/fq_output_0" -> "181 Transpose_6562" [label="[1, 96, 7, 7]", style=solid]; -"224 Transpose_6656" -> "228 Transpose_6658" [label="[1, 144, 1, 1]", style=solid]; -"225 Multiply_9615" -> "229 Transpose_6706" [label="[1, 96, 7, 7]", style=solid]; -"226 Transpose_6780" -> "230 Transpose_6780/fq_output_0" [label="[1, 1024, 1, 1]", style=solid]; -"227 Transpose_6516" -> "231 Transpose_6530" [label="[1, 576, 1, 1]", style=solid]; -"228 Transpose_6658" -> "232 Convolution_1943" [label="[1, 144, 1, 1]", style=solid]; -"229 Transpose_6706" -> "233 Transpose_6706/fq_output_0" [label="[1, 96, 7, 7]", style=solid]; -"230 Transpose_6780/fq_output_0" -> "234 Convolution_2025" [label="[1, 1024, 1, 1]", style=solid]; -"231 Transpose_6530" -> "235 Transpose_6530/fq_output_0" [label="[1, 576, 1, 1]", style=solid]; -"232 Convolution_1943" -> "236 Transpose_6664" [label="[1, 576, 1, 1]", style=solid]; -"233 Transpose_6706/fq_output_0" -> "188 Transpose_6710" [label="[1, 96, 7, 7]", style=solid]; -"234 Convolution_2025" -> "237 Transpose_6786" [label="[1, 1000, 1, 1]", style=solid]; -"235 Transpose_6530/fq_output_0" -> "205 Transpose_6534" [label="[1, 576, 1, 1]", style=solid]; -"236 Transpose_6664" -> "238 Transpose_6678" [label="[1, 576, 1, 1]", style=solid]; -"237 Transpose_6786" -> "239 MobilenetV3small/Logits/BiasAdd" [label="[1, 1000, 1, 1]", style=solid]; -"238 Transpose_6678" -> "240 Transpose_6678/fq_output_0" [label="[1, 576, 1, 1]", style=solid]; -"239 MobilenetV3small/Logits/BiasAdd" -> "241 MobilenetV3small/flatten/Reshape" [label="[1, 1, 1, 1000]", style=solid]; -"240 Transpose_6678/fq_output_0" -> "215 Transpose_6682" [label="[1, 576, 1, 1]", style=solid]; -"241 MobilenetV3small/flatten/Reshape" -> "242 MobilenetV3small/Predictions/Softmax" [label="[1, 1000]", style=solid]; -"242 MobilenetV3small/Predictions/Softmax" -> "243 Predictions" [label="[1, 1000]", style=solid]; -"244 MobilenetV3small/flatten/Const" -> "241 MobilenetV3small/flatten/Reshape" [label="[2]", style=dashed]; -"245 Constant_8887" -> "239 MobilenetV3small/Logits/BiasAdd" [label="[4]", style=dashed]; -"246 Transpose_6784" -> "237 Transpose_6786" [label="[1, 1000, 1, 1]", style=solid]; -"247 Convolution_2025/fq_weights_1" -> "234 Convolution_2025" [label="[1000, 1024, 1, 1]", style=solid]; -"248 Constant_11502" -> "247 Convolution_2025/fq_weights_1" [label="[1000, 1, 1, 1]", style=solid]; -"249 Constant_11501" -> "247 Convolution_2025/fq_weights_1" [label="[1000, 1, 1, 1]", style=solid]; -"250 Constant_11500" -> "247 Convolution_2025/fq_weights_1" [label="[1000, 1, 1, 1]", style=solid]; -"251 Constant_11499" -> "247 Convolution_2025/fq_weights_1" [label="[1000, 1, 1, 1]", style=solid]; -"252 Transpose_2024" -> "247 Convolution_2025/fq_weights_1" [label="[1000, 1024, 1, 1]", style=solid]; -"253 Constant_11497" -> "230 Transpose_6780/fq_output_0" [label="[]", style=solid]; -"254 Constant_11496" -> "230 Transpose_6780/fq_output_0" [label="[]", style=solid]; -"255 Constant_11495" -> "230 Transpose_6780/fq_output_0" [label="[]", style=solid]; -"256 Constant_11494" -> "230 Transpose_6780/fq_output_0" [label="[]", style=solid]; -"257 Transpose_6760" -> "221 Transpose_6762" [label="[1, 1024, 1, 1]", style=solid]; -"258 Convolution_2013/fq_weights_1" -> "216 Convolution_2013" [label="[1024, 576, 1, 1]", style=solid]; -"259 Constant_11492" -> "258 Convolution_2013/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"260 Constant_11491" -> "258 Convolution_2013/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"261 Constant_11490" -> "258 Convolution_2013/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"262 Constant_11489" -> "258 Convolution_2013/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"263 Transpose_2012" -> "258 Convolution_2013/fq_weights_1" [label="[1024, 576, 1, 1]", style=solid]; -"264 Constant_11487" -> "211 Transpose_6756/fq_output_0" [label="[]", style=solid]; -"265 Constant_11486" -> "211 Transpose_6756/fq_output_0" [label="[]", style=solid]; -"266 Constant_11485" -> "211 Transpose_6756/fq_output_0" [label="[]", style=solid]; -"267 Constant_11484" -> "211 Transpose_6756/fq_output_0" [label="[]", style=solid]; -"268 Constant_6754" -> "207 Transpose_6756" [label="[2]", style=dashed]; -"269 Constant_11482" -> "203 Transpose_6752/fq_output_0" [label="[]", style=solid]; -"270 Constant_11481" -> "203 Transpose_6752/fq_output_0" [label="[]", style=solid]; -"271 Constant_11480" -> "203 Transpose_6752/fq_output_0" [label="[]", style=solid]; -"272 Constant_11479" -> "203 Transpose_6752/fq_output_0" [label="[]", style=solid]; -"273 Constant_9637" -> "197 Transpose_6734" [label="[1, 576, 1, 1]", style=solid]; -"274 Multiply_9629/fq_weights_1" -> "194 Multiply_9629" [label="[576, 96, 1, 1]", style=solid]; -"275 Constant_11477" -> "274 Multiply_9629/fq_weights_1" [label="[576, 1, 1, 1]", style=solid]; -"276 Constant_11476" -> "274 Multiply_9629/fq_weights_1" [label="[576, 1, 1, 1]", style=solid]; -"277 Constant_11475" -> "274 Multiply_9629/fq_weights_1" [label="[576, 1, 1, 1]", style=solid]; -"278 Constant_11474" -> "274 Multiply_9629/fq_weights_1" [label="[576, 1, 1, 1]", style=solid]; -"279 Multiply_9830" -> "274 Multiply_9629/fq_weights_1" [label="[576, 96, 1, 1]", style=solid]; -"280 Constant_11472" -> "191 Transpose_6710/fq_output_0" [label="[]", style=solid]; -"281 Constant_11471" -> "191 Transpose_6710/fq_output_0" [label="[]", style=solid]; -"282 Constant_11470" -> "191 Transpose_6710/fq_output_0" [label="[]", style=solid]; -"283 Constant_11469" -> "191 Transpose_6710/fq_output_0" [label="[]", style=solid]; -"284 Constant_11467" -> "233 Transpose_6706/fq_output_0" [label="[]", style=solid]; -"285 Constant_11466" -> "233 Transpose_6706/fq_output_0" [label="[]", style=solid]; -"286 Constant_11465" -> "233 Transpose_6706/fq_output_0" [label="[]", style=solid]; -"287 Constant_11464" -> "233 Transpose_6706/fq_output_0" [label="[]", style=solid]; -"288 Constant_9623" -> "229 Transpose_6706" [label="[1, 96, 1, 1]", style=solid]; -"289 Multiply_9615/fq_weights_1" -> "225 Multiply_9615" [label="[96, 576, 1, 1]", style=solid]; -"290 Constant_11462" -> "289 Multiply_9615/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; -"291 Constant_11461" -> "289 Multiply_9615/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; -"292 Constant_11460" -> "289 Multiply_9615/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; -"293 Constant_11459" -> "289 Multiply_9615/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; -"294 Multiply_9824" -> "289 Multiply_9615/fq_weights_1" [label="[96, 576, 1, 1]", style=solid]; -"295 Constant_11457" -> "220 Transpose_6682/fq_output_0" [label="[]", style=solid]; -"296 Constant_11456" -> "220 Transpose_6682/fq_output_0" [label="[]", style=solid]; -"297 Constant_11455" -> "220 Transpose_6682/fq_output_0" [label="[]", style=solid]; -"298 Constant_11454" -> "220 Transpose_6682/fq_output_0" [label="[]", style=solid]; -"299 Constant_11452" -> "240 Transpose_6678/fq_output_0" [label="[]", style=solid]; -"300 Constant_11451" -> "240 Transpose_6678/fq_output_0" [label="[]", style=solid]; -"301 Constant_11450" -> "240 Transpose_6678/fq_output_0" [label="[]", style=solid]; -"302 Constant_11449" -> "240 Transpose_6678/fq_output_0" [label="[]", style=solid]; -"303 Transpose_6662" -> "236 Transpose_6664" [label="[1, 576, 1, 1]", style=solid]; -"304 Transpose_1942" -> "232 Convolution_1943" [label="[576, 144, 1, 1]", style=solid]; -"305 Transpose_6654" -> "224 Transpose_6656" [label="[1, 144, 1, 1]", style=solid]; -"306 Transpose_1933" -> "219 Convolution_1934" [label="[144, 576, 1, 1]", style=solid]; -"307 Constant_6648" -> "214 Transpose_6650" [label="[2]", style=dashed]; -"308 Constant_11447" -> "210 Transpose_6646/fq_output_0" [label="[]", style=solid]; -"309 Constant_11446" -> "210 Transpose_6646/fq_output_0" [label="[]", style=solid]; -"310 Constant_11445" -> "210 Transpose_6646/fq_output_0" [label="[]", style=solid]; -"311 Constant_11444" -> "210 Transpose_6646/fq_output_0" [label="[]", style=solid]; -"312 Constant_9609" -> "202 Transpose_6628" [label="[1, 576, 1, 1]", style=solid]; -"313 Multiply_9601/fq_weights_1" -> "199 Multiply_9601" [label="[576, 1, 1, 5, 5]", style=solid]; -"314 Constant_11442" -> "313 Multiply_9601/fq_weights_1" [label="[576, 1, 1, 1, 1]", style=solid]; -"315 Constant_11441" -> "313 Multiply_9601/fq_weights_1" [label="[576, 1, 1, 1, 1]", style=solid]; -"316 Constant_11440" -> "313 Multiply_9601/fq_weights_1" [label="[576, 1, 1, 1, 1]", style=solid]; -"317 Constant_11439" -> "313 Multiply_9601/fq_weights_1" [label="[576, 1, 1, 1, 1]", style=solid]; -"318 Multiply_9819" -> "313 Multiply_9601/fq_weights_1" [label="[576, 1, 1, 5, 5]", style=solid]; -"319 Constant_11437" -> "196 Transpose_6604/fq_output_0" [label="[1, 576, 1, 1]", style=solid]; -"320 Constant_11436" -> "196 Transpose_6604/fq_output_0" [label="[1, 576, 1, 1]", style=solid]; -"321 Constant_11435" -> "196 Transpose_6604/fq_output_0" [label="[1, 576, 1, 1]", style=solid]; -"322 Constant_11434" -> "196 Transpose_6604/fq_output_0" [label="[1, 576, 1, 1]", style=solid]; -"323 Constant_9595" -> "190 Transpose_6586" [label="[1, 576, 1, 1]", style=solid]; -"324 Multiply_9587/fq_weights_1" -> "187 Multiply_9587" [label="[576, 96, 1, 1]", style=solid]; -"325 Constant_11432" -> "324 Multiply_9587/fq_weights_1" [label="[576, 1, 1, 1]", style=solid]; -"326 Constant_11431" -> "324 Multiply_9587/fq_weights_1" [label="[576, 1, 1, 1]", style=solid]; -"327 Constant_11430" -> "324 Multiply_9587/fq_weights_1" [label="[576, 1, 1, 1]", style=solid]; -"328 Constant_11429" -> "324 Multiply_9587/fq_weights_1" [label="[576, 1, 1, 1]", style=solid]; -"329 Multiply_9813" -> "324 Multiply_9587/fq_weights_1" [label="[576, 96, 1, 1]", style=solid]; -"330 Constant_11427" -> "184 Transpose_6562/fq_output_0" [label="[]", style=solid]; -"331 Constant_11426" -> "184 Transpose_6562/fq_output_0" [label="[]", style=solid]; -"332 Constant_11425" -> "184 Transpose_6562/fq_output_0" [label="[]", style=solid]; -"333 Constant_11424" -> "184 Transpose_6562/fq_output_0" [label="[]", style=solid]; -"334 Constant_11422" -> "223 Transpose_6558/fq_output_0" [label="[]", style=solid]; -"335 Constant_11421" -> "223 Transpose_6558/fq_output_0" [label="[]", style=solid]; -"336 Constant_11420" -> "223 Transpose_6558/fq_output_0" [label="[]", style=solid]; -"337 Constant_11419" -> "223 Transpose_6558/fq_output_0" [label="[]", style=solid]; -"338 Constant_9581" -> "218 Transpose_6558" [label="[1, 96, 1, 1]", style=solid]; -"339 Multiply_9573/fq_weights_1" -> "213 Multiply_9573" [label="[96, 576, 1, 1]", style=solid]; -"340 Constant_11417" -> "339 Multiply_9573/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; -"341 Constant_11416" -> "339 Multiply_9573/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; -"342 Constant_11415" -> "339 Multiply_9573/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; -"343 Constant_11414" -> "339 Multiply_9573/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; -"344 Multiply_9807" -> "339 Multiply_9573/fq_weights_1" [label="[96, 576, 1, 1]", style=solid]; -"345 Constant_11412" -> "209 Transpose_6534/fq_output_0" [label="[]", style=solid]; -"346 Constant_11411" -> "209 Transpose_6534/fq_output_0" [label="[]", style=solid]; -"347 Constant_11410" -> "209 Transpose_6534/fq_output_0" [label="[]", style=solid]; -"348 Constant_11409" -> "209 Transpose_6534/fq_output_0" [label="[]", style=solid]; -"349 Constant_11407" -> "235 Transpose_6530/fq_output_0" [label="[]", style=solid]; -"350 Constant_11406" -> "235 Transpose_6530/fq_output_0" [label="[]", style=solid]; -"351 Constant_11405" -> "235 Transpose_6530/fq_output_0" [label="[]", style=solid]; -"352 Constant_11404" -> "235 Transpose_6530/fq_output_0" [label="[]", style=solid]; -"353 Transpose_6514" -> "227 Transpose_6516" [label="[1, 576, 1, 1]", style=solid]; -"354 Transpose_1831" -> "222 Convolution_1832" [label="[576, 144, 1, 1]", style=solid]; -"355 Transpose_6506" -> "212 Transpose_6508" [label="[1, 144, 1, 1]", style=solid]; -"356 Transpose_1822" -> "208 Convolution_1823" [label="[144, 576, 1, 1]", style=solid]; -"357 Constant_6500" -> "204 Transpose_6502" [label="[2]", style=dashed]; -"358 Constant_11402" -> "201 Transpose_6498/fq_output_0" [label="[]", style=solid]; -"359 Constant_11401" -> "201 Transpose_6498/fq_output_0" [label="[]", style=solid]; -"360 Constant_11400" -> "201 Transpose_6498/fq_output_0" [label="[]", style=solid]; -"361 Constant_11399" -> "201 Transpose_6498/fq_output_0" [label="[]", style=solid]; -"362 Constant_9567" -> "195 Transpose_6480" [label="[1, 576, 1, 1]", style=solid]; -"363 Multiply_9559/fq_weights_1" -> "192 Multiply_9559" [label="[576, 1, 1, 5, 5]", style=solid]; -"364 Constant_11397" -> "363 Multiply_9559/fq_weights_1" [label="[576, 1, 1, 1, 1]", style=solid]; -"365 Constant_11396" -> "363 Multiply_9559/fq_weights_1" [label="[576, 1, 1, 1, 1]", style=solid]; -"366 Constant_11395" -> "363 Multiply_9559/fq_weights_1" [label="[576, 1, 1, 1, 1]", style=solid]; -"367 Constant_11394" -> "363 Multiply_9559/fq_weights_1" [label="[576, 1, 1, 1, 1]", style=solid]; -"368 Multiply_9802" -> "363 Multiply_9559/fq_weights_1" [label="[576, 1, 1, 5, 5]", style=solid]; -"369 Constant_11392" -> "189 Transpose_6456/fq_output_0" [label="[1, 576, 1, 1]", style=solid]; -"370 Constant_11391" -> "189 Transpose_6456/fq_output_0" [label="[1, 576, 1, 1]", style=solid]; -"371 Constant_11390" -> "189 Transpose_6456/fq_output_0" [label="[1, 576, 1, 1]", style=solid]; -"372 Constant_11389" -> "189 Transpose_6456/fq_output_0" [label="[1, 576, 1, 1]", style=solid]; -"373 Constant_9553" -> "183 Transpose_6438" [label="[1, 576, 1, 1]", style=solid]; -"374 Multiply_9545/fq_weights_1" -> "180 Multiply_9545" [label="[576, 96, 1, 1]", style=solid]; -"375 Constant_11387" -> "374 Multiply_9545/fq_weights_1" [label="[576, 1, 1, 1]", style=solid]; -"376 Constant_11386" -> "374 Multiply_9545/fq_weights_1" [label="[576, 1, 1, 1]", style=solid]; -"377 Constant_11385" -> "374 Multiply_9545/fq_weights_1" [label="[576, 1, 1, 1]", style=solid]; -"378 Constant_11384" -> "374 Multiply_9545/fq_weights_1" [label="[576, 1, 1, 1]", style=solid]; -"379 Multiply_9796" -> "374 Multiply_9545/fq_weights_1" [label="[576, 96, 1, 1]", style=solid]; -"380 Constant_11382" -> "177 Transpose_6414/fq_output_0" [label="[]", style=solid]; -"381 Constant_11381" -> "177 Transpose_6414/fq_output_0" [label="[]", style=solid]; -"382 Constant_11380" -> "177 Transpose_6414/fq_output_0" [label="[]", style=solid]; -"383 Constant_11379" -> "177 Transpose_6414/fq_output_0" [label="[]", style=solid]; -"384 Constant_9539" -> "174 Transpose_6414" [label="[1, 96, 1, 1]", style=solid]; -"385 Multiply_9531/fq_weights_1" -> "171 Multiply_9531" [label="[96, 288, 1, 1]", style=solid]; -"386 Constant_11377" -> "385 Multiply_9531/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; -"387 Constant_11376" -> "385 Multiply_9531/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; -"388 Constant_11375" -> "385 Multiply_9531/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; -"389 Constant_11374" -> "385 Multiply_9531/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; -"390 Multiply_9790" -> "385 Multiply_9531/fq_weights_1" [label="[96, 288, 1, 1]", style=solid]; -"391 Constant_11372" -> "167 Transpose_6390/fq_output_0" [label="[]", style=solid]; -"392 Constant_11371" -> "167 Transpose_6390/fq_output_0" [label="[]", style=solid]; -"393 Constant_11370" -> "167 Transpose_6390/fq_output_0" [label="[]", style=solid]; -"394 Constant_11369" -> "167 Transpose_6390/fq_output_0" [label="[]", style=solid]; -"395 Constant_11367" -> "185 Transpose_6386/fq_output_0" [label="[]", style=solid]; -"396 Constant_11366" -> "185 Transpose_6386/fq_output_0" [label="[]", style=solid]; -"397 Constant_11365" -> "185 Transpose_6386/fq_output_0" [label="[]", style=solid]; -"398 Constant_11364" -> "185 Transpose_6386/fq_output_0" [label="[]", style=solid]; -"399 Transpose_6370" -> "179 Transpose_6372" [label="[1, 288, 1, 1]", style=solid]; -"400 Transpose_1721" -> "176 Convolution_1722" [label="[288, 72, 1, 1]", style=solid]; -"401 Transpose_6362" -> "170 Transpose_6364" [label="[1, 72, 1, 1]", style=solid]; -"402 Transpose_1712" -> "166 Convolution_1713" [label="[72, 288, 1, 1]", style=solid]; -"403 Constant_6356" -> "162 Transpose_6358" [label="[2]", style=dashed]; -"404 Constant_11362" -> "159 Transpose_6354/fq_output_0" [label="[]", style=solid]; -"405 Constant_11361" -> "159 Transpose_6354/fq_output_0" [label="[]", style=solid]; -"406 Constant_11360" -> "159 Transpose_6354/fq_output_0" [label="[]", style=solid]; -"407 Constant_11359" -> "159 Transpose_6354/fq_output_0" [label="[]", style=solid]; -"408 Constant_9525" -> "153 Transpose_6336" [label="[1, 288, 1, 1]", style=solid]; -"409 Multiply_9517/fq_weights_1" -> "151 Multiply_9517" [label="[288, 1, 1, 5, 5]", style=solid]; -"410 Constant_11357" -> "409 Multiply_9517/fq_weights_1" [label="[288, 1, 1, 1, 1]", style=solid]; -"411 Constant_11356" -> "409 Multiply_9517/fq_weights_1" [label="[288, 1, 1, 1, 1]", style=solid]; -"412 Constant_11355" -> "409 Multiply_9517/fq_weights_1" [label="[288, 1, 1, 1, 1]", style=solid]; -"413 Constant_11354" -> "409 Multiply_9517/fq_weights_1" [label="[288, 1, 1, 1, 1]", style=solid]; -"414 Multiply_9785" -> "409 Multiply_9517/fq_weights_1" [label="[288, 1, 1, 5, 5]", style=solid]; -"415 Constant_11352" -> "149 Transpose_6285/fq_output_0" [label="[1, 288, 1, 1]", style=solid]; -"416 Constant_11351" -> "149 Transpose_6285/fq_output_0" [label="[1, 288, 1, 1]", style=solid]; -"417 Constant_11350" -> "149 Transpose_6285/fq_output_0" [label="[1, 288, 1, 1]", style=solid]; -"418 Constant_11349" -> "149 Transpose_6285/fq_output_0" [label="[1, 288, 1, 1]", style=solid]; -"419 Constant_9511" -> "145 Transpose_6267" [label="[1, 288, 1, 1]", style=solid]; -"420 Multiply_9503/fq_weights_1" -> "143 Multiply_9503" [label="[288, 48, 1, 1]", style=solid]; -"421 Constant_11347" -> "420 Multiply_9503/fq_weights_1" [label="[288, 1, 1, 1]", style=solid]; -"422 Constant_11346" -> "420 Multiply_9503/fq_weights_1" [label="[288, 1, 1, 1]", style=solid]; -"423 Constant_11345" -> "420 Multiply_9503/fq_weights_1" [label="[288, 1, 1, 1]", style=solid]; -"424 Constant_11344" -> "420 Multiply_9503/fq_weights_1" [label="[288, 1, 1, 1]", style=solid]; -"425 Multiply_9779" -> "420 Multiply_9503/fq_weights_1" [label="[288, 48, 1, 1]", style=solid]; -"426 Constant_11342" -> "140 Transpose_6243/fq_output_0" [label="[]", style=solid]; -"427 Constant_11341" -> "140 Transpose_6243/fq_output_0" [label="[]", style=solid]; -"428 Constant_11340" -> "140 Transpose_6243/fq_output_0" [label="[]", style=solid]; -"429 Constant_11339" -> "140 Transpose_6243/fq_output_0" [label="[]", style=solid]; -"430 Constant_11337" -> "169 Transpose_6239/fq_output_0" [label="[]", style=solid]; -"431 Constant_11336" -> "169 Transpose_6239/fq_output_0" [label="[]", style=solid]; -"432 Constant_11335" -> "169 Transpose_6239/fq_output_0" [label="[]", style=solid]; -"433 Constant_11334" -> "169 Transpose_6239/fq_output_0" [label="[]", style=solid]; -"434 Constant_9497" -> "165 Transpose_6239" [label="[1, 48, 1, 1]", style=solid]; -"435 Multiply_9489/fq_weights_1" -> "161 Multiply_9489" [label="[48, 144, 1, 1]", style=solid]; -"436 Constant_11332" -> "435 Multiply_9489/fq_weights_1" [label="[48, 1, 1, 1]", style=solid]; -"437 Constant_11331" -> "435 Multiply_9489/fq_weights_1" [label="[48, 1, 1, 1]", style=solid]; -"438 Constant_11330" -> "435 Multiply_9489/fq_weights_1" [label="[48, 1, 1, 1]", style=solid]; -"439 Constant_11329" -> "435 Multiply_9489/fq_weights_1" [label="[48, 1, 1, 1]", style=solid]; -"440 Multiply_9773" -> "435 Multiply_9489/fq_weights_1" [label="[48, 144, 1, 1]", style=solid]; -"441 Constant_11327" -> "158 Transpose_6215/fq_output_0" [label="[]", style=solid]; -"442 Constant_11326" -> "158 Transpose_6215/fq_output_0" [label="[]", style=solid]; -"443 Constant_11325" -> "158 Transpose_6215/fq_output_0" [label="[]", style=solid]; -"444 Constant_11324" -> "158 Transpose_6215/fq_output_0" [label="[]", style=solid]; -"445 Constant_11322" -> "178 Transpose_6211/fq_output_0" [label="[]", style=solid]; -"446 Constant_11321" -> "178 Transpose_6211/fq_output_0" [label="[]", style=solid]; -"447 Constant_11320" -> "178 Transpose_6211/fq_output_0" [label="[]", style=solid]; -"448 Constant_11319" -> "178 Transpose_6211/fq_output_0" [label="[]", style=solid]; -"449 Transpose_6195" -> "172 Transpose_6197" [label="[1, 144, 1, 1]", style=solid]; -"450 Transpose_1582" -> "168 Convolution_1583" [label="[144, 40, 1, 1]", style=solid]; -"451 Transpose_6187" -> "160 Transpose_6189" [label="[1, 40, 1, 1]", style=solid]; -"452 Transpose_1573" -> "157 Convolution_1574" [label="[40, 144, 1, 1]", style=solid]; -"453 Constant_6181" -> "154 Transpose_6183" [label="[2]", style=dashed]; -"454 Constant_11317" -> "152 Transpose_6179/fq_output_0" [label="[]", style=solid]; -"455 Constant_11316" -> "152 Transpose_6179/fq_output_0" [label="[]", style=solid]; -"456 Constant_11315" -> "152 Transpose_6179/fq_output_0" [label="[]", style=solid]; -"457 Constant_11314" -> "152 Transpose_6179/fq_output_0" [label="[]", style=solid]; -"458 Constant_9483" -> "148 Transpose_6161" [label="[1, 144, 1, 1]", style=solid]; -"459 Multiply_9475/fq_weights_1" -> "146 Multiply_9475" [label="[144, 1, 1, 5, 5]", style=solid]; -"460 Constant_11312" -> "459 Multiply_9475/fq_weights_1" [label="[144, 1, 1, 1, 1]", style=solid]; -"461 Constant_11311" -> "459 Multiply_9475/fq_weights_1" [label="[144, 1, 1, 1, 1]", style=solid]; -"462 Constant_11310" -> "459 Multiply_9475/fq_weights_1" [label="[144, 1, 1, 1, 1]", style=solid]; -"463 Constant_11309" -> "459 Multiply_9475/fq_weights_1" [label="[144, 1, 1, 1, 1]", style=solid]; -"464 Multiply_9768" -> "459 Multiply_9475/fq_weights_1" [label="[144, 1, 1, 5, 5]", style=solid]; -"465 Constant_11307" -> "144 Transpose_6137/fq_output_0" [label="[1, 144, 1, 1]", style=solid]; -"466 Constant_11306" -> "144 Transpose_6137/fq_output_0" [label="[1, 144, 1, 1]", style=solid]; -"467 Constant_11305" -> "144 Transpose_6137/fq_output_0" [label="[1, 144, 1, 1]", style=solid]; -"468 Constant_11304" -> "144 Transpose_6137/fq_output_0" [label="[1, 144, 1, 1]", style=solid]; -"469 Constant_9469" -> "139 Transpose_6119" [label="[1, 144, 1, 1]", style=solid]; -"470 Multiply_9461/fq_weights_1" -> "136 Multiply_9461" [label="[144, 48, 1, 1]", style=solid]; -"471 Constant_11302" -> "470 Multiply_9461/fq_weights_1" [label="[144, 1, 1, 1]", style=solid]; -"472 Constant_11301" -> "470 Multiply_9461/fq_weights_1" [label="[144, 1, 1, 1]", style=solid]; -"473 Constant_11300" -> "470 Multiply_9461/fq_weights_1" [label="[144, 1, 1, 1]", style=solid]; -"474 Constant_11299" -> "470 Multiply_9461/fq_weights_1" [label="[144, 1, 1, 1]", style=solid]; -"475 Multiply_9762" -> "470 Multiply_9461/fq_weights_1" [label="[144, 48, 1, 1]", style=solid]; -"476 Constant_11297" -> "133 Transpose_6095/fq_output_0" [label="[]", style=solid]; -"477 Constant_11296" -> "133 Transpose_6095/fq_output_0" [label="[]", style=solid]; -"478 Constant_11295" -> "133 Transpose_6095/fq_output_0" [label="[]", style=solid]; -"479 Constant_11294" -> "133 Transpose_6095/fq_output_0" [label="[]", style=solid]; -"480 Constant_9455" -> "130 Transpose_6095" [label="[1, 48, 1, 1]", style=solid]; -"481 Multiply_9447/fq_weights_1" -> "126 Multiply_9447" [label="[48, 120, 1, 1]", style=solid]; -"482 Constant_11292" -> "481 Multiply_9447/fq_weights_1" [label="[48, 1, 1, 1]", style=solid]; -"483 Constant_11291" -> "481 Multiply_9447/fq_weights_1" [label="[48, 1, 1, 1]", style=solid]; -"484 Constant_11290" -> "481 Multiply_9447/fq_weights_1" [label="[48, 1, 1, 1]", style=solid]; -"485 Constant_11289" -> "481 Multiply_9447/fq_weights_1" [label="[48, 1, 1, 1]", style=solid]; -"486 Multiply_9756" -> "481 Multiply_9447/fq_weights_1" [label="[48, 120, 1, 1]", style=solid]; -"487 Constant_11287" -> "121 Transpose_6071/fq_output_0" [label="[]", style=solid]; -"488 Constant_11286" -> "121 Transpose_6071/fq_output_0" [label="[]", style=solid]; -"489 Constant_11285" -> "121 Transpose_6071/fq_output_0" [label="[]", style=solid]; -"490 Constant_11284" -> "121 Transpose_6071/fq_output_0" [label="[]", style=solid]; -"491 Constant_11282" -> "141 Transpose_6067/fq_output_0" [label="[]", style=solid]; -"492 Constant_11281" -> "141 Transpose_6067/fq_output_0" [label="[]", style=solid]; -"493 Constant_11280" -> "141 Transpose_6067/fq_output_0" [label="[]", style=solid]; -"494 Constant_11279" -> "141 Transpose_6067/fq_output_0" [label="[]", style=solid]; -"495 Transpose_6051" -> "135 Transpose_6053" [label="[1, 120, 1, 1]", style=solid]; -"496 Transpose_1472" -> "132 Convolution_1473" [label="[120, 32, 1, 1]", style=solid]; -"497 Transpose_6043" -> "125 Transpose_6045" [label="[1, 32, 1, 1]", style=solid]; -"498 Transpose_1463" -> "120 Convolution_1464" [label="[32, 120, 1, 1]", style=solid]; -"499 Constant_6037" -> "115 Transpose_6039" [label="[2]", style=dashed]; -"500 Constant_11277" -> "110 Transpose_6035/fq_output_0" [label="[]", style=solid]; -"501 Constant_11276" -> "110 Transpose_6035/fq_output_0" [label="[]", style=solid]; -"502 Constant_11275" -> "110 Transpose_6035/fq_output_0" [label="[]", style=solid]; -"503 Constant_11274" -> "110 Transpose_6035/fq_output_0" [label="[]", style=solid]; -"504 Constant_9441" -> "100 Transpose_6017" [label="[1, 120, 1, 1]", style=solid]; -"505 Multiply_9433/fq_weights_1" -> "96 Multiply_9433" [label="[120, 1, 1, 5, 5]", style=solid]; -"506 Constant_11272" -> "505 Multiply_9433/fq_weights_1" [label="[120, 1, 1, 1, 1]", style=solid]; -"507 Constant_11271" -> "505 Multiply_9433/fq_weights_1" [label="[120, 1, 1, 1, 1]", style=solid]; -"508 Constant_11270" -> "505 Multiply_9433/fq_weights_1" [label="[120, 1, 1, 1, 1]", style=solid]; -"509 Constant_11269" -> "505 Multiply_9433/fq_weights_1" [label="[120, 1, 1, 1, 1]", style=solid]; -"510 Multiply_9751" -> "505 Multiply_9433/fq_weights_1" [label="[120, 1, 1, 5, 5]", style=solid]; -"511 Constant_11267" -> "92 Transpose_5993/fq_output_0" [label="[1, 120, 1, 1]", style=solid]; -"512 Constant_11266" -> "92 Transpose_5993/fq_output_0" [label="[1, 120, 1, 1]", style=solid]; -"513 Constant_11265" -> "92 Transpose_5993/fq_output_0" [label="[1, 120, 1, 1]", style=solid]; -"514 Constant_11264" -> "92 Transpose_5993/fq_output_0" [label="[1, 120, 1, 1]", style=solid]; -"515 Constant_9427" -> "86 Transpose_5975" [label="[1, 120, 1, 1]", style=solid]; -"516 Multiply_9419/fq_weights_1" -> "83 Multiply_9419" [label="[120, 40, 1, 1]", style=solid]; -"517 Constant_11262" -> "516 Multiply_9419/fq_weights_1" [label="[120, 1, 1, 1]", style=solid]; -"518 Constant_11261" -> "516 Multiply_9419/fq_weights_1" [label="[120, 1, 1, 1]", style=solid]; -"519 Constant_11260" -> "516 Multiply_9419/fq_weights_1" [label="[120, 1, 1, 1]", style=solid]; -"520 Constant_11259" -> "516 Multiply_9419/fq_weights_1" [label="[120, 1, 1, 1]", style=solid]; -"521 Multiply_9745" -> "516 Multiply_9419/fq_weights_1" [label="[120, 40, 1, 1]", style=solid]; -"522 Constant_11257" -> "80 Transpose_5951/fq_output_0" [label="[]", style=solid]; -"523 Constant_11256" -> "80 Transpose_5951/fq_output_0" [label="[]", style=solid]; -"524 Constant_11255" -> "80 Transpose_5951/fq_output_0" [label="[]", style=solid]; -"525 Constant_11254" -> "80 Transpose_5951/fq_output_0" [label="[]", style=solid]; -"526 Constant_11252" -> "124 Transpose_5947/fq_output_0" [label="[]", style=solid]; -"527 Constant_11251" -> "124 Transpose_5947/fq_output_0" [label="[]", style=solid]; -"528 Constant_11250" -> "124 Transpose_5947/fq_output_0" [label="[]", style=solid]; -"529 Constant_11249" -> "124 Transpose_5947/fq_output_0" [label="[]", style=solid]; -"530 Constant_9413" -> "119 Transpose_5947" [label="[1, 40, 1, 1]", style=solid]; -"531 Multiply_9405/fq_weights_1" -> "114 Multiply_9405" [label="[40, 240, 1, 1]", style=solid]; -"532 Constant_11247" -> "531 Multiply_9405/fq_weights_1" [label="[40, 1, 1, 1]", style=solid]; -"533 Constant_11246" -> "531 Multiply_9405/fq_weights_1" [label="[40, 1, 1, 1]", style=solid]; -"534 Constant_11245" -> "531 Multiply_9405/fq_weights_1" [label="[40, 1, 1, 1]", style=solid]; -"535 Constant_11244" -> "531 Multiply_9405/fq_weights_1" [label="[40, 1, 1, 1]", style=solid]; -"536 Multiply_9739" -> "531 Multiply_9405/fq_weights_1" [label="[40, 240, 1, 1]", style=solid]; -"537 Constant_11242" -> "109 Transpose_5923/fq_output_0" [label="[]", style=solid]; -"538 Constant_11241" -> "109 Transpose_5923/fq_output_0" [label="[]", style=solid]; -"539 Constant_11240" -> "109 Transpose_5923/fq_output_0" [label="[]", style=solid]; -"540 Constant_11239" -> "109 Transpose_5923/fq_output_0" [label="[]", style=solid]; -"541 Constant_11237" -> "134 Transpose_5919/fq_output_0" [label="[]", style=solid]; -"542 Constant_11236" -> "134 Transpose_5919/fq_output_0" [label="[]", style=solid]; -"543 Constant_11235" -> "134 Transpose_5919/fq_output_0" [label="[]", style=solid]; -"544 Constant_11234" -> "134 Transpose_5919/fq_output_0" [label="[]", style=solid]; -"545 Transpose_5903" -> "128 Transpose_5905" [label="[1, 240, 1, 1]", style=solid]; -"546 Transpose_1361" -> "123 Convolution_1362" [label="[240, 64, 1, 1]", style=solid]; -"547 Transpose_5895" -> "113 Transpose_5897" [label="[1, 64, 1, 1]", style=solid]; -"548 Transpose_1352" -> "108 Convolution_1353" [label="[64, 240, 1, 1]", style=solid]; -"549 Constant_5889" -> "103 Transpose_5891" [label="[2]", style=dashed]; -"550 Constant_11232" -> "99 Transpose_5887/fq_output_0" [label="[]", style=solid]; -"551 Constant_11231" -> "99 Transpose_5887/fq_output_0" [label="[]", style=solid]; -"552 Constant_11230" -> "99 Transpose_5887/fq_output_0" [label="[]", style=solid]; -"553 Constant_11229" -> "99 Transpose_5887/fq_output_0" [label="[]", style=solid]; -"554 Constant_9399" -> "91 Transpose_5869" [label="[1, 240, 1, 1]", style=solid]; -"555 Multiply_9391/fq_weights_1" -> "88 Multiply_9391" [label="[240, 1, 1, 5, 5]", style=solid]; -"556 Constant_11227" -> "555 Multiply_9391/fq_weights_1" [label="[240, 1, 1, 1, 1]", style=solid]; -"557 Constant_11226" -> "555 Multiply_9391/fq_weights_1" [label="[240, 1, 1, 1, 1]", style=solid]; -"558 Constant_11225" -> "555 Multiply_9391/fq_weights_1" [label="[240, 1, 1, 1, 1]", style=solid]; -"559 Constant_11224" -> "555 Multiply_9391/fq_weights_1" [label="[240, 1, 1, 1, 1]", style=solid]; -"560 Multiply_9734" -> "555 Multiply_9391/fq_weights_1" [label="[240, 1, 1, 5, 5]", style=solid]; -"561 Constant_11222" -> "85 Transpose_5845/fq_output_0" [label="[1, 240, 1, 1]", style=solid]; -"562 Constant_11221" -> "85 Transpose_5845/fq_output_0" [label="[1, 240, 1, 1]", style=solid]; -"563 Constant_11220" -> "85 Transpose_5845/fq_output_0" [label="[1, 240, 1, 1]", style=solid]; -"564 Constant_11219" -> "85 Transpose_5845/fq_output_0" [label="[1, 240, 1, 1]", style=solid]; -"565 Constant_9385" -> "79 Transpose_5827" [label="[1, 240, 1, 1]", style=solid]; -"566 Multiply_9377/fq_weights_1" -> "76 Multiply_9377" [label="[240, 40, 1, 1]", style=solid]; -"567 Constant_11217" -> "566 Multiply_9377/fq_weights_1" [label="[240, 1, 1, 1]", style=solid]; -"568 Constant_11216" -> "566 Multiply_9377/fq_weights_1" [label="[240, 1, 1, 1]", style=solid]; -"569 Constant_11215" -> "566 Multiply_9377/fq_weights_1" [label="[240, 1, 1, 1]", style=solid]; -"570 Constant_11214" -> "566 Multiply_9377/fq_weights_1" [label="[240, 1, 1, 1]", style=solid]; -"571 Multiply_9728" -> "566 Multiply_9377/fq_weights_1" [label="[240, 40, 1, 1]", style=solid]; -"572 Constant_11212" -> "73 Transpose_5803/fq_output_0" [label="[]", style=solid]; -"573 Constant_11211" -> "73 Transpose_5803/fq_output_0" [label="[]", style=solid]; -"574 Constant_11210" -> "73 Transpose_5803/fq_output_0" [label="[]", style=solid]; -"575 Constant_11209" -> "73 Transpose_5803/fq_output_0" [label="[]", style=solid]; -"576 Constant_11207" -> "112 Transpose_5799/fq_output_0" [label="[]", style=solid]; -"577 Constant_11206" -> "112 Transpose_5799/fq_output_0" [label="[]", style=solid]; -"578 Constant_11205" -> "112 Transpose_5799/fq_output_0" [label="[]", style=solid]; -"579 Constant_11204" -> "112 Transpose_5799/fq_output_0" [label="[]", style=solid]; -"580 Constant_9371" -> "107 Transpose_5799" [label="[1, 40, 1, 1]", style=solid]; -"581 Multiply_9363/fq_weights_1" -> "102 Multiply_9363" [label="[40, 240, 1, 1]", style=solid]; -"582 Constant_11202" -> "581 Multiply_9363/fq_weights_1" [label="[40, 1, 1, 1]", style=solid]; -"583 Constant_11201" -> "581 Multiply_9363/fq_weights_1" [label="[40, 1, 1, 1]", style=solid]; -"584 Constant_11200" -> "581 Multiply_9363/fq_weights_1" [label="[40, 1, 1, 1]", style=solid]; -"585 Constant_11199" -> "581 Multiply_9363/fq_weights_1" [label="[40, 1, 1, 1]", style=solid]; -"586 Multiply_9722" -> "581 Multiply_9363/fq_weights_1" [label="[40, 240, 1, 1]", style=solid]; -"587 Constant_11197" -> "98 Transpose_5775/fq_output_0" [label="[]", style=solid]; -"588 Constant_11196" -> "98 Transpose_5775/fq_output_0" [label="[]", style=solid]; -"589 Constant_11195" -> "98 Transpose_5775/fq_output_0" [label="[]", style=solid]; -"590 Constant_11194" -> "98 Transpose_5775/fq_output_0" [label="[]", style=solid]; -"591 Constant_11192" -> "127 Transpose_5771/fq_output_0" [label="[]", style=solid]; -"592 Constant_11191" -> "127 Transpose_5771/fq_output_0" [label="[]", style=solid]; -"593 Constant_11190" -> "127 Transpose_5771/fq_output_0" [label="[]", style=solid]; -"594 Constant_11189" -> "127 Transpose_5771/fq_output_0" [label="[]", style=solid]; -"595 Transpose_5755" -> "117 Transpose_5757" [label="[1, 240, 1, 1]", style=solid]; -"596 Transpose_1250" -> "111 Convolution_1251" [label="[240, 64, 1, 1]", style=solid]; -"597 Transpose_5747" -> "101 Transpose_5749" [label="[1, 64, 1, 1]", style=solid]; -"598 Transpose_1241" -> "97 Convolution_1242" [label="[64, 240, 1, 1]", style=solid]; -"599 Constant_5741" -> "93 Transpose_5743" [label="[2]", style=dashed]; -"600 Constant_11187" -> "90 Transpose_5739/fq_output_0" [label="[]", style=solid]; -"601 Constant_11186" -> "90 Transpose_5739/fq_output_0" [label="[]", style=solid]; -"602 Constant_11185" -> "90 Transpose_5739/fq_output_0" [label="[]", style=solid]; -"603 Constant_11184" -> "90 Transpose_5739/fq_output_0" [label="[]", style=solid]; -"604 Constant_9357" -> "84 Transpose_5721" [label="[1, 240, 1, 1]", style=solid]; -"605 Multiply_9349/fq_weights_1" -> "81 Multiply_9349" [label="[240, 1, 1, 5, 5]", style=solid]; -"606 Constant_11182" -> "605 Multiply_9349/fq_weights_1" [label="[240, 1, 1, 1, 1]", style=solid]; -"607 Constant_11181" -> "605 Multiply_9349/fq_weights_1" [label="[240, 1, 1, 1, 1]", style=solid]; -"608 Constant_11180" -> "605 Multiply_9349/fq_weights_1" [label="[240, 1, 1, 1, 1]", style=solid]; -"609 Constant_11179" -> "605 Multiply_9349/fq_weights_1" [label="[240, 1, 1, 1, 1]", style=solid]; -"610 Multiply_9717" -> "605 Multiply_9349/fq_weights_1" [label="[240, 1, 1, 5, 5]", style=solid]; -"611 Constant_11177" -> "78 Transpose_5697/fq_output_0" [label="[1, 240, 1, 1]", style=solid]; -"612 Constant_11176" -> "78 Transpose_5697/fq_output_0" [label="[1, 240, 1, 1]", style=solid]; -"613 Constant_11175" -> "78 Transpose_5697/fq_output_0" [label="[1, 240, 1, 1]", style=solid]; -"614 Constant_11174" -> "78 Transpose_5697/fq_output_0" [label="[1, 240, 1, 1]", style=solid]; -"615 Constant_9343" -> "72 Transpose_5679" [label="[1, 240, 1, 1]", style=solid]; -"616 Multiply_9335/fq_weights_1" -> "69 Multiply_9335" [label="[240, 40, 1, 1]", style=solid]; -"617 Constant_11172" -> "616 Multiply_9335/fq_weights_1" [label="[240, 1, 1, 1]", style=solid]; -"618 Constant_11171" -> "616 Multiply_9335/fq_weights_1" [label="[240, 1, 1, 1]", style=solid]; -"619 Constant_11170" -> "616 Multiply_9335/fq_weights_1" [label="[240, 1, 1, 1]", style=solid]; -"620 Constant_11169" -> "616 Multiply_9335/fq_weights_1" [label="[240, 1, 1, 1]", style=solid]; -"621 Multiply_9711" -> "616 Multiply_9335/fq_weights_1" [label="[240, 40, 1, 1]", style=solid]; -"622 Constant_11167" -> "67 Transpose_5655/fq_output_0" [label="[]", style=solid]; -"623 Constant_11166" -> "67 Transpose_5655/fq_output_0" [label="[]", style=solid]; -"624 Constant_11165" -> "67 Transpose_5655/fq_output_0" [label="[]", style=solid]; -"625 Constant_11164" -> "67 Transpose_5655/fq_output_0" [label="[]", style=solid]; -"626 Constant_9329" -> "65 Transpose_5655" [label="[1, 40, 1, 1]", style=solid]; -"627 Multiply_9321/fq_weights_1" -> "63 Multiply_9321" [label="[40, 96, 1, 1]", style=solid]; -"628 Constant_11162" -> "627 Multiply_9321/fq_weights_1" [label="[40, 1, 1, 1]", style=solid]; -"629 Constant_11161" -> "627 Multiply_9321/fq_weights_1" [label="[40, 1, 1, 1]", style=solid]; -"630 Constant_11160" -> "627 Multiply_9321/fq_weights_1" [label="[40, 1, 1, 1]", style=solid]; -"631 Constant_11159" -> "627 Multiply_9321/fq_weights_1" [label="[40, 1, 1, 1]", style=solid]; -"632 Multiply_9705" -> "627 Multiply_9321/fq_weights_1" [label="[40, 96, 1, 1]", style=solid]; -"633 Constant_11157" -> "61 Transpose_5631/fq_output_0" [label="[]", style=solid]; -"634 Constant_11156" -> "61 Transpose_5631/fq_output_0" [label="[]", style=solid]; -"635 Constant_11155" -> "61 Transpose_5631/fq_output_0" [label="[]", style=solid]; -"636 Constant_11154" -> "61 Transpose_5631/fq_output_0" [label="[]", style=solid]; -"637 Constant_11152" -> "74 Transpose_5627/fq_output_0" [label="[]", style=solid]; -"638 Constant_11151" -> "74 Transpose_5627/fq_output_0" [label="[]", style=solid]; -"639 Constant_11150" -> "74 Transpose_5627/fq_output_0" [label="[]", style=solid]; -"640 Constant_11149" -> "74 Transpose_5627/fq_output_0" [label="[]", style=solid]; -"641 Transpose_5611" -> "68 Transpose_5613" [label="[1, 96, 1, 1]", style=solid]; -"642 Transpose_1140" -> "66 Convolution_1141" [label="[96, 24, 1, 1]", style=solid]; -"643 Transpose_5603" -> "62 Transpose_5605" [label="[1, 24, 1, 1]", style=solid]; -"644 Transpose_1131" -> "60 Convolution_1132" [label="[24, 96, 1, 1]", style=solid]; -"645 Constant_5597" -> "58 Transpose_5599" [label="[2]", style=dashed]; -"646 Constant_11147" -> "56 Transpose_5595/fq_output_0" [label="[]", style=solid]; -"647 Constant_11146" -> "56 Transpose_5595/fq_output_0" [label="[]", style=solid]; -"648 Constant_11145" -> "56 Transpose_5595/fq_output_0" [label="[]", style=solid]; -"649 Constant_11144" -> "56 Transpose_5595/fq_output_0" [label="[]", style=solid]; -"650 Constant_9315" -> "52 Transpose_5577" [label="[1, 96, 1, 1]", style=solid]; -"651 Multiply_9307/fq_weights_1" -> "50 Multiply_9307" [label="[96, 1, 1, 5, 5]", style=solid]; -"652 Constant_11142" -> "651 Multiply_9307/fq_weights_1" [label="[96, 1, 1, 1, 1]", style=solid]; -"653 Constant_11141" -> "651 Multiply_9307/fq_weights_1" [label="[96, 1, 1, 1, 1]", style=solid]; -"654 Constant_11140" -> "651 Multiply_9307/fq_weights_1" [label="[96, 1, 1, 1, 1]", style=solid]; -"655 Constant_11139" -> "651 Multiply_9307/fq_weights_1" [label="[96, 1, 1, 1, 1]", style=solid]; -"656 Multiply_9700" -> "651 Multiply_9307/fq_weights_1" [label="[96, 1, 1, 5, 5]", style=solid]; -"657 Constant_11137" -> "48 Transpose_5526/fq_output_0" [label="[1, 96, 1, 1]", style=solid]; -"658 Constant_11136" -> "48 Transpose_5526/fq_output_0" [label="[1, 96, 1, 1]", style=solid]; -"659 Constant_11135" -> "48 Transpose_5526/fq_output_0" [label="[1, 96, 1, 1]", style=solid]; -"660 Constant_11134" -> "48 Transpose_5526/fq_output_0" [label="[1, 96, 1, 1]", style=solid]; -"661 Constant_9301" -> "44 Transpose_5508" [label="[1, 96, 1, 1]", style=solid]; -"662 Multiply_9293/fq_weights_1" -> "42 Multiply_9293" [label="[96, 24, 1, 1]", style=solid]; -"663 Constant_11132" -> "662 Multiply_9293/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; -"664 Constant_11131" -> "662 Multiply_9293/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; -"665 Constant_11130" -> "662 Multiply_9293/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; -"666 Constant_11129" -> "662 Multiply_9293/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; -"667 Multiply_9694" -> "662 Multiply_9293/fq_weights_1" [label="[96, 24, 1, 1]", style=solid]; -"668 Constant_11127" -> "40 Transpose_5484/fq_output_0" [label="[]", style=solid]; -"669 Constant_11126" -> "40 Transpose_5484/fq_output_0" [label="[]", style=solid]; -"670 Constant_11125" -> "40 Transpose_5484/fq_output_0" [label="[]", style=solid]; -"671 Constant_11124" -> "40 Transpose_5484/fq_output_0" [label="[]", style=solid]; -"672 Constant_11122" -> "57 Transpose_5480/fq_output_0" [label="[]", style=solid]; -"673 Constant_11121" -> "57 Transpose_5480/fq_output_0" [label="[]", style=solid]; -"674 Constant_11120" -> "57 Transpose_5480/fq_output_0" [label="[]", style=solid]; -"675 Constant_11119" -> "57 Transpose_5480/fq_output_0" [label="[]", style=solid]; -"676 Constant_9287" -> "55 Transpose_5480" [label="[1, 24, 1, 1]", style=solid]; -"677 Multiply_9279/fq_weights_1" -> "53 Multiply_9279" [label="[24, 88, 1, 1]", style=solid]; -"678 Constant_11117" -> "677 Multiply_9279/fq_weights_1" [label="[24, 1, 1, 1]", style=solid]; -"679 Constant_11116" -> "677 Multiply_9279/fq_weights_1" [label="[24, 1, 1, 1]", style=solid]; -"680 Constant_11115" -> "677 Multiply_9279/fq_weights_1" [label="[24, 1, 1, 1]", style=solid]; -"681 Constant_11114" -> "677 Multiply_9279/fq_weights_1" [label="[24, 1, 1, 1]", style=solid]; -"682 Multiply_9688" -> "677 Multiply_9279/fq_weights_1" [label="[24, 88, 1, 1]", style=solid]; -"683 Constant_11112" -> "51 Transpose_5456/fq_output_0" [label="[]", style=solid]; -"684 Constant_11111" -> "51 Transpose_5456/fq_output_0" [label="[]", style=solid]; -"685 Constant_11110" -> "51 Transpose_5456/fq_output_0" [label="[]", style=solid]; -"686 Constant_11109" -> "51 Transpose_5456/fq_output_0" [label="[]", style=solid]; -"687 Constant_9273" -> "47 Transpose_5454" [label="[1, 88, 1, 1]", style=solid]; -"688 Multiply_9265/fq_weights_1" -> "45 Multiply_9265" [label="[88, 1, 1, 3, 3]", style=solid]; -"689 Constant_11107" -> "688 Multiply_9265/fq_weights_1" [label="[88, 1, 1, 1, 1]", style=solid]; -"690 Constant_11106" -> "688 Multiply_9265/fq_weights_1" [label="[88, 1, 1, 1, 1]", style=solid]; -"691 Constant_11105" -> "688 Multiply_9265/fq_weights_1" [label="[88, 1, 1, 1, 1]", style=solid]; -"692 Constant_11104" -> "688 Multiply_9265/fq_weights_1" [label="[88, 1, 1, 1, 1]", style=solid]; -"693 Multiply_9683" -> "688 Multiply_9265/fq_weights_1" [label="[88, 1, 1, 3, 3]", style=solid]; -"694 Constant_11102" -> "43 Transpose_5430/fq_output_0" [label="[1, 88, 1, 1]", style=solid]; -"695 Constant_11101" -> "43 Transpose_5430/fq_output_0" [label="[1, 88, 1, 1]", style=solid]; -"696 Constant_11100" -> "43 Transpose_5430/fq_output_0" [label="[1, 88, 1, 1]", style=solid]; -"697 Constant_11099" -> "43 Transpose_5430/fq_output_0" [label="[1, 88, 1, 1]", style=solid]; -"698 Constant_9259" -> "39 Transpose_5428" [label="[1, 88, 1, 1]", style=solid]; -"699 Multiply_9251/fq_weights_1" -> "37 Multiply_9251" [label="[88, 24, 1, 1]", style=solid]; -"700 Constant_11097" -> "699 Multiply_9251/fq_weights_1" [label="[88, 1, 1, 1]", style=solid]; -"701 Constant_11096" -> "699 Multiply_9251/fq_weights_1" [label="[88, 1, 1, 1]", style=solid]; -"702 Constant_11095" -> "699 Multiply_9251/fq_weights_1" [label="[88, 1, 1, 1]", style=solid]; -"703 Constant_11094" -> "699 Multiply_9251/fq_weights_1" [label="[88, 1, 1, 1]", style=solid]; -"704 Multiply_9677" -> "699 Multiply_9251/fq_weights_1" [label="[88, 24, 1, 1]", style=solid]; -"705 Constant_11092" -> "36 Transpose_5404/fq_output_0" [label="[]", style=solid]; -"706 Constant_11091" -> "36 Transpose_5404/fq_output_0" [label="[]", style=solid]; -"707 Constant_11090" -> "36 Transpose_5404/fq_output_0" [label="[]", style=solid]; -"708 Constant_11089" -> "36 Transpose_5404/fq_output_0" [label="[]", style=solid]; -"709 Constant_9245" -> "35 Transpose_5404" [label="[1, 24, 1, 1]", style=solid]; -"710 Multiply_9237/fq_weights_1" -> "34 Multiply_9237" [label="[24, 72, 1, 1]", style=solid]; -"711 Constant_11087" -> "710 Multiply_9237/fq_weights_1" [label="[24, 1, 1, 1]", style=solid]; -"712 Constant_11086" -> "710 Multiply_9237/fq_weights_1" [label="[24, 1, 1, 1]", style=solid]; -"713 Constant_11085" -> "710 Multiply_9237/fq_weights_1" [label="[24, 1, 1, 1]", style=solid]; -"714 Constant_11084" -> "710 Multiply_9237/fq_weights_1" [label="[24, 1, 1, 1]", style=solid]; -"715 Multiply_9671" -> "710 Multiply_9237/fq_weights_1" [label="[24, 72, 1, 1]", style=solid]; -"716 Constant_11082" -> "33 Transpose_5380/fq_output_0" [label="[]", style=solid]; -"717 Constant_11081" -> "33 Transpose_5380/fq_output_0" [label="[]", style=solid]; -"718 Constant_11080" -> "33 Transpose_5380/fq_output_0" [label="[]", style=solid]; -"719 Constant_11079" -> "33 Transpose_5380/fq_output_0" [label="[]", style=solid]; -"720 Constant_9231" -> "31 Transpose_5378" [label="[1, 72, 1, 1]", style=solid]; -"721 Multiply_9223/fq_weights_1" -> "30 Multiply_9223" [label="[72, 1, 1, 3, 3]", style=solid]; -"722 Constant_11077" -> "721 Multiply_9223/fq_weights_1" [label="[72, 1, 1, 1, 1]", style=solid]; -"723 Constant_11076" -> "721 Multiply_9223/fq_weights_1" [label="[72, 1, 1, 1, 1]", style=solid]; -"724 Constant_11075" -> "721 Multiply_9223/fq_weights_1" [label="[72, 1, 1, 1, 1]", style=solid]; -"725 Constant_11074" -> "721 Multiply_9223/fq_weights_1" [label="[72, 1, 1, 1, 1]", style=solid]; -"726 Multiply_9666" -> "721 Multiply_9223/fq_weights_1" [label="[72, 1, 1, 3, 3]", style=solid]; -"727 Constant_11072" -> "29 Transpose_5327/fq_output_0" [label="[1, 72, 1, 1]", style=solid]; -"728 Constant_11071" -> "29 Transpose_5327/fq_output_0" [label="[1, 72, 1, 1]", style=solid]; -"729 Constant_11070" -> "29 Transpose_5327/fq_output_0" [label="[1, 72, 1, 1]", style=solid]; -"730 Constant_11069" -> "29 Transpose_5327/fq_output_0" [label="[1, 72, 1, 1]", style=solid]; -"731 Constant_9217" -> "26 Transpose_5325" [label="[1, 72, 1, 1]", style=solid]; -"732 Multiply_9209/fq_weights_1" -> "24 Multiply_9209" [label="[72, 16, 1, 1]", style=solid]; -"733 Constant_11067" -> "732 Multiply_9209/fq_weights_1" [label="[72, 1, 1, 1]", style=solid]; -"734 Constant_11066" -> "732 Multiply_9209/fq_weights_1" [label="[72, 1, 1, 1]", style=solid]; -"735 Constant_11065" -> "732 Multiply_9209/fq_weights_1" [label="[72, 1, 1, 1]", style=solid]; -"736 Constant_11064" -> "732 Multiply_9209/fq_weights_1" [label="[72, 1, 1, 1]", style=solid]; -"737 Multiply_9660" -> "732 Multiply_9209/fq_weights_1" [label="[72, 16, 1, 1]", style=solid]; -"738 Constant_11062" -> "22 Transpose_5301/fq_output_0" [label="[]", style=solid]; -"739 Constant_11061" -> "22 Transpose_5301/fq_output_0" [label="[]", style=solid]; -"740 Constant_11060" -> "22 Transpose_5301/fq_output_0" [label="[]", style=solid]; -"741 Constant_11059" -> "22 Transpose_5301/fq_output_0" [label="[]", style=solid]; -"742 Constant_9203" -> "20 Transpose_5301" [label="[1, 16, 1, 1]", style=solid]; -"743 Multiply_9195/fq_weights_1" -> "18 Multiply_9195" [label="[16, 16, 1, 1]", style=solid]; -"744 Constant_11057" -> "743 Multiply_9195/fq_weights_1" [label="[16, 1, 1, 1]", style=solid]; -"745 Constant_11056" -> "743 Multiply_9195/fq_weights_1" [label="[16, 1, 1, 1]", style=solid]; -"746 Constant_11055" -> "743 Multiply_9195/fq_weights_1" [label="[16, 1, 1, 1]", style=solid]; -"747 Constant_11054" -> "743 Multiply_9195/fq_weights_1" [label="[16, 1, 1, 1]", style=solid]; -"748 Multiply_9654" -> "743 Multiply_9195/fq_weights_1" [label="[16, 16, 1, 1]", style=solid]; -"749 Constant_11052" -> "16 Transpose_5277/fq_output_0" [label="[]", style=solid]; -"750 Constant_11051" -> "16 Transpose_5277/fq_output_0" [label="[]", style=solid]; -"751 Constant_11050" -> "16 Transpose_5277/fq_output_0" [label="[]", style=solid]; -"752 Constant_11049" -> "16 Transpose_5277/fq_output_0" [label="[]", style=solid]; -"753 Constant_11047" -> "27 Transpose_5273/fq_output_0" [label="[]", style=solid]; -"754 Constant_11046" -> "27 Transpose_5273/fq_output_0" [label="[]", style=solid]; -"755 Constant_11045" -> "27 Transpose_5273/fq_output_0" [label="[]", style=solid]; -"756 Constant_11044" -> "27 Transpose_5273/fq_output_0" [label="[]", style=solid]; -"757 Transpose_5257" -> "23 Transpose_5259" [label="[1, 16, 1, 1]", style=solid]; -"758 Transpose_809" -> "21 Convolution_810" [label="[16, 8, 1, 1]", style=solid]; -"759 Transpose_5249" -> "17 Transpose_5251" [label="[1, 8, 1, 1]", style=solid]; -"760 Transpose_800" -> "15 Convolution_801" [label="[8, 16, 1, 1]", style=solid]; -"761 Constant_5243" -> "13 Transpose_5245" [label="[2]", style=dashed]; -"762 Constant_11042" -> "12 Transpose_5241/fq_output_0" [label="[]", style=solid]; -"763 Constant_11041" -> "12 Transpose_5241/fq_output_0" [label="[]", style=solid]; -"764 Constant_11040" -> "12 Transpose_5241/fq_output_0" [label="[]", style=solid]; -"765 Constant_11039" -> "12 Transpose_5241/fq_output_0" [label="[]", style=solid]; -"766 Constant_9189" -> "10 Transpose_5239" [label="[1, 16, 1, 1]", style=solid]; -"767 Multiply_9181/fq_weights_1" -> "9 Multiply_9181" [label="[16, 1, 1, 3, 3]", style=solid]; -"768 Constant_11037" -> "767 Multiply_9181/fq_weights_1" [label="[16, 1, 1, 1, 1]", style=solid]; -"769 Constant_11036" -> "767 Multiply_9181/fq_weights_1" [label="[16, 1, 1, 1, 1]", style=solid]; -"770 Constant_11035" -> "767 Multiply_9181/fq_weights_1" [label="[16, 1, 1, 1, 1]", style=solid]; -"771 Constant_11034" -> "767 Multiply_9181/fq_weights_1" [label="[16, 1, 1, 1, 1]", style=solid]; -"772 Multiply_9649" -> "767 Multiply_9181/fq_weights_1" [label="[16, 1, 1, 3, 3]", style=solid]; -"773 Constant_11032" -> "8 Transpose_5188/fq_output_0" [label="[1, 16, 1, 1]", style=solid]; -"774 Constant_11031" -> "8 Transpose_5188/fq_output_0" [label="[1, 16, 1, 1]", style=solid]; -"775 Constant_11030" -> "8 Transpose_5188/fq_output_0" [label="[1, 16, 1, 1]", style=solid]; -"776 Constant_11029" -> "8 Transpose_5188/fq_output_0" [label="[1, 16, 1, 1]", style=solid]; -"777 Constant_9175" -> "6 Transpose_5170" [label="[1, 16, 1, 1]", style=solid]; -"778 Multiply_9167/fq_weights_1" -> "5 Multiply_9167" [label="[16, 3, 3, 3]", style=solid]; -"779 Constant_11027" -> "778 Multiply_9167/fq_weights_1" [label="[16, 1, 1, 1]", style=solid]; -"780 Constant_11026" -> "778 Multiply_9167/fq_weights_1" [label="[16, 1, 1, 1]", style=solid]; -"781 Constant_11025" -> "778 Multiply_9167/fq_weights_1" [label="[16, 1, 1, 1]", style=solid]; -"782 Constant_11024" -> "778 Multiply_9167/fq_weights_1" [label="[16, 1, 1, 1]", style=solid]; -"783 Gather_10068" -> "778 Multiply_9167/fq_weights_1" [label="[16, 3, 3, 3]", style=solid]; -"784 Constant_11022" -> "4 Transpose_710/fq_output_0" [label="[]", style=solid]; -"785 Constant_11021" -> "4 Transpose_710/fq_output_0" [label="[]", style=solid]; -"786 Constant_11020" -> "4 Transpose_710/fq_output_0" [label="[]", style=solid]; -"787 Constant_11019" -> "4 Transpose_710/fq_output_0" [label="[]", style=solid]; -"788 Unsqueeze_7776" -> "3 Transpose_710" [label="[1, 1, 1, 1]", style=solid]; -"789 Unsqueeze_7782" -> "2 Transpose_7774" [label="[1, 1, 1, 1]", style=solid]; -"790 Constant_7779" -> "1 Transpose_7780" [label="[4]", style=dashed]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/resnet-18-pytorch_performance.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/resnet-18-pytorch_performance.dot deleted file mode 100644 index 480119c4db2..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/resnet-18-pytorch_performance.dot +++ /dev/null @@ -1,759 +0,0 @@ -strict digraph { -"0 data" [id=0, type=Parameter]; -"1 Multiply_1715" [id=1, type=Multiply]; -"2 Divide_401" [id=2, type=Add]; -"3 Divide_401/fq_output_0" [id=3, type=FakeQuantize]; -"4 /conv1/Conv/WithoutBiases" [id=4, type=Convolution]; -"5 /conv1/Conv" [id=5, type=Add]; -"6 /relu/Relu" [id=6, type=Relu]; -"7 /relu/Relu/fq_output_0" [id=7, type=FakeQuantize]; -"8 /maxpool/MaxPool" [id=8, type=MaxPool]; -"9 /layer1/layer1.0/Add" [id=9, type=Add]; -"10 /layer1/layer1.0/conv1/Conv/WithoutBiases" [id=10, type=Convolution]; -"11 /layer1/layer1.0/relu_1/Relu" [id=11, type=Relu]; -"12 /layer1/layer1.0/conv1/Conv" [id=12, type=Add]; -"13 /layer1/layer1.0/relu_1/Relu/fq_output_0" [id=13, type=FakeQuantize]; -"14 /layer1/layer1.0/relu/Relu" [id=14, type=Relu]; -"15 /layer1/layer1.1/Add" [id=15, type=Add]; -"16 /layer1/layer1.1/conv1/Conv/WithoutBiases" [id=16, type=Convolution]; -"17 /layer1/layer1.0/relu/Relu/fq_output_0" [id=17, type=FakeQuantize]; -"18 /layer1/layer1.1/relu_1/Relu" [id=18, type=Relu]; -"19 /layer1/layer1.1/conv1/Conv" [id=19, type=Add]; -"20 /layer1/layer1.0/conv2/Conv/WithoutBiases" [id=20, type=Convolution]; -"21 /layer1/layer1.1/relu_1/Relu/fq_output_0" [id=21, type=FakeQuantize]; -"22 /layer1/layer1.1/relu/Relu" [id=22, type=Relu]; -"23 /layer1/layer1.0/conv2/Conv" [id=23, type=Add]; -"24 /layer2/layer2.0/conv1/Conv/WithoutBiases" [id=24, type=Convolution]; -"25 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases" [id=25, type=Convolution]; -"26 /layer1/layer1.1/relu/Relu/fq_output_0" [id=26, type=FakeQuantize]; -"27 /layer1/layer1.0/conv2/Conv/fq_output_0" [id=27, type=FakeQuantize]; -"28 /layer2/layer2.0/conv1/Conv" [id=28, type=Add]; -"29 /layer2/layer2.0/downsample/downsample.0/Conv" [id=29, type=Add]; -"30 /layer1/layer1.1/conv2/Conv/WithoutBiases" [id=30, type=Convolution]; -"31 /layer2/layer2.0/relu/Relu" [id=31, type=Relu]; -"32 /layer2/layer2.0/downsample/downsample.0/Conv/fq_output_0" [id=32, type=FakeQuantize]; -"33 /layer1/layer1.1/conv2/Conv" [id=33, type=Add]; -"34 /layer2/layer2.0/relu/Relu/fq_output_0" [id=34, type=FakeQuantize]; -"35 /layer2/layer2.0/Add" [id=35, type=Add]; -"36 /layer1/layer1.1/conv2/Conv/fq_output_0" [id=36, type=FakeQuantize]; -"37 /layer2/layer2.0/conv2/Conv/WithoutBiases" [id=37, type=Convolution]; -"38 /layer2/layer2.0/relu_1/Relu" [id=38, type=Relu]; -"39 /layer2/layer2.0/conv2/Conv" [id=39, type=Add]; -"40 /layer2/layer2.0/relu_1/Relu/fq_output_0" [id=40, type=FakeQuantize]; -"41 /layer2/layer2.0/conv2/Conv/fq_output_0" [id=41, type=FakeQuantize]; -"42 /layer2/layer2.1/Add" [id=42, type=Add]; -"43 /layer2/layer2.1/conv1/Conv/WithoutBiases" [id=43, type=Convolution]; -"44 /layer2/layer2.1/relu_1/Relu" [id=44, type=Relu]; -"45 /layer2/layer2.1/conv1/Conv" [id=45, type=Add]; -"46 /layer2/layer2.1/relu_1/Relu/fq_output_0" [id=46, type=FakeQuantize]; -"47 /layer2/layer2.1/relu/Relu" [id=47, type=Relu]; -"48 /layer3/layer3.0/conv1/Conv/WithoutBiases" [id=48, type=Convolution]; -"49 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases" [id=49, type=Convolution]; -"50 /layer2/layer2.1/relu/Relu/fq_output_0" [id=50, type=FakeQuantize]; -"51 /layer3/layer3.0/conv1/Conv" [id=51, type=Add]; -"52 /layer3/layer3.0/downsample/downsample.0/Conv" [id=52, type=Add]; -"53 /layer2/layer2.1/conv2/Conv/WithoutBiases" [id=53, type=Convolution]; -"54 /layer3/layer3.0/relu/Relu" [id=54, type=Relu]; -"55 /layer3/layer3.0/downsample/downsample.0/Conv/fq_output_0" [id=55, type=FakeQuantize]; -"56 /layer2/layer2.1/conv2/Conv" [id=56, type=Add]; -"57 /layer3/layer3.0/relu/Relu/fq_output_0" [id=57, type=FakeQuantize]; -"58 /layer3/layer3.0/Add" [id=58, type=Add]; -"59 /layer2/layer2.1/conv2/Conv/fq_output_0" [id=59, type=FakeQuantize]; -"60 /layer3/layer3.0/conv2/Conv/WithoutBiases" [id=60, type=Convolution]; -"61 /layer3/layer3.0/relu_1/Relu" [id=61, type=Relu]; -"62 /layer3/layer3.0/conv2/Conv" [id=62, type=Add]; -"63 /layer3/layer3.0/relu_1/Relu/fq_output_0" [id=63, type=FakeQuantize]; -"64 /layer3/layer3.0/conv2/Conv/fq_output_0" [id=64, type=FakeQuantize]; -"65 /layer3/layer3.1/Add" [id=65, type=Add]; -"66 /layer3/layer3.1/conv1/Conv/WithoutBiases" [id=66, type=Convolution]; -"67 /layer3/layer3.1/relu_1/Relu" [id=67, type=Relu]; -"68 /layer3/layer3.1/conv1/Conv" [id=68, type=Add]; -"69 /layer3/layer3.1/relu_1/Relu/fq_output_0" [id=69, type=FakeQuantize]; -"70 /layer3/layer3.1/relu/Relu" [id=70, type=Relu]; -"71 /layer4/layer4.0/conv1/Conv/WithoutBiases" [id=71, type=Convolution]; -"72 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases" [id=72, type=Convolution]; -"73 /layer3/layer3.1/relu/Relu/fq_output_0" [id=73, type=FakeQuantize]; -"74 /layer4/layer4.0/conv1/Conv" [id=74, type=Add]; -"75 /layer4/layer4.0/downsample/downsample.0/Conv" [id=75, type=Add]; -"76 /layer3/layer3.1/conv2/Conv/WithoutBiases" [id=76, type=Convolution]; -"77 /layer4/layer4.0/relu/Relu" [id=77, type=Relu]; -"78 /layer4/layer4.0/downsample/downsample.0/Conv/fq_output_0" [id=78, type=FakeQuantize]; -"79 /layer3/layer3.1/conv2/Conv" [id=79, type=Add]; -"80 /layer4/layer4.0/relu/Relu/fq_output_0" [id=80, type=FakeQuantize]; -"81 /layer4/layer4.0/Add" [id=81, type=Add]; -"82 /layer3/layer3.1/conv2/Conv/fq_output_0" [id=82, type=FakeQuantize]; -"83 /layer4/layer4.0/conv2/Conv/WithoutBiases" [id=83, type=Convolution]; -"84 /layer4/layer4.0/relu_1/Relu" [id=84, type=Relu]; -"85 /layer4/layer4.0/conv2/Conv" [id=85, type=Add]; -"86 /layer4/layer4.0/relu_1/Relu/fq_output_0" [id=86, type=FakeQuantize]; -"87 /layer4/layer4.0/conv2/Conv/fq_output_0" [id=87, type=FakeQuantize]; -"88 /layer4/layer4.1/Add" [id=88, type=Add]; -"89 /layer4/layer4.1/conv1/Conv/WithoutBiases" [id=89, type=Convolution]; -"90 /layer4/layer4.1/relu_1/Relu" [id=90, type=Relu]; -"91 /layer4/layer4.1/conv1/Conv" [id=91, type=Add]; -"92 /layer4/layer4.1/relu_1/Relu/fq_output_0" [id=92, type=FakeQuantize]; -"93 /layer4/layer4.1/relu/Relu" [id=93, type=Relu]; -"94 /avgpool/GlobalAveragePool" [id=94, type=ReduceMean]; -"95 /layer4/layer4.1/relu/Relu/fq_output_0" [id=95, type=FakeQuantize]; -"96 /avgpool/GlobalAveragePool/fq_output_0" [id=96, type=FakeQuantize]; -"97 /layer4/layer4.1/conv2/Conv/WithoutBiases" [id=97, type=Convolution]; -"98 /Flatten" [id=98, type=Reshape]; -"99 /layer4/layer4.1/conv2/Conv" [id=99, type=Add]; -"100 /fc/Gemm/WithoutBiases" [id=100, type=MatMul]; -"101 /layer4/layer4.1/conv2/Conv/fq_output_0" [id=101, type=FakeQuantize]; -"102 prob" [id=102, type=Add]; -"103 prob/sink_port_0" [id=103, type=Result]; -"104 Constant_1789" [id=104, type=Constant]; -"105 /fc/Gemm/WithoutBiases/fq_weights_1" [id=105, type=FakeQuantize]; -"106 Constant_48641" [id=106, type=Constant]; -"107 Constant_48640" [id=107, type=Constant]; -"108 Constant_48639" [id=108, type=Constant]; -"109 Constant_48638" [id=109, type=Constant]; -"110 fc.weight" [id=110, type=Constant]; -"111 Constant_380" [id=111, type=Constant]; -"112 Constant_48636" [id=112, type=Constant]; -"113 Constant_48635" [id=113, type=Constant]; -"114 Constant_48634" [id=114, type=Constant]; -"115 Constant_48633" [id=115, type=Constant]; -"116 Range_376" [id=116, type=Constant]; -"117 Constant_48631" [id=117, type=Constant]; -"118 Constant_48630" [id=118, type=Constant]; -"119 Constant_48629" [id=119, type=Constant]; -"120 Constant_48628" [id=120, type=Constant]; -"121 Constant_48606" [id=121, type=Constant]; -"122 Constant_48605" [id=122, type=Constant]; -"123 Constant_48604" [id=123, type=Constant]; -"124 Constant_48603" [id=124, type=Constant]; -"125 Constant_48581" [id=125, type=Constant]; -"126 Constant_48580" [id=126, type=Constant]; -"127 Constant_48579" [id=127, type=Constant]; -"128 Constant_48578" [id=128, type=Constant]; -"129 Reshape_331" [id=129, type=Constant]; -"130 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [id=130, type=FakeQuantize]; -"131 Constant_48576" [id=131, type=Constant]; -"132 Constant_48575" [id=132, type=Constant]; -"133 Constant_48574" [id=133, type=Constant]; -"134 Constant_48573" [id=134, type=Constant]; -"135 onnx^^Conv_244" [id=135, label="135 onnx::Conv_244", type=Constant]; -"136 Constant_48571" [id=136, type=Constant]; -"137 Constant_48570" [id=137, type=Constant]; -"138 Constant_48569" [id=138, type=Constant]; -"139 Constant_48568" [id=139, type=Constant]; -"140 Constant_48546" [id=140, type=Constant]; -"141 Constant_48545" [id=141, type=Constant]; -"142 Constant_48544" [id=142, type=Constant]; -"143 Constant_48543" [id=143, type=Constant]; -"144 Constant_48521" [id=144, type=Constant]; -"145 Constant_48520" [id=145, type=Constant]; -"146 Constant_48519" [id=146, type=Constant]; -"147 Constant_48518" [id=147, type=Constant]; -"148 Reshape_250" [id=148, type=Constant]; -"149 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [id=149, type=FakeQuantize]; -"150 Constant_48516" [id=150, type=Constant]; -"151 Constant_48515" [id=151, type=Constant]; -"152 Constant_48514" [id=152, type=Constant]; -"153 Constant_48513" [id=153, type=Constant]; -"154 onnx^^Conv_229" [id=154, label="154 onnx::Conv_229", type=Constant]; -"155 Constant_48511" [id=155, type=Constant]; -"156 Constant_48510" [id=156, type=Constant]; -"157 Constant_48509" [id=157, type=Constant]; -"158 Constant_48508" [id=158, type=Constant]; -"159 Constant_48486" [id=159, type=Constant]; -"160 Constant_48485" [id=160, type=Constant]; -"161 Constant_48484" [id=161, type=Constant]; -"162 Constant_48483" [id=162, type=Constant]; -"163 Constant_48461" [id=163, type=Constant]; -"164 Constant_48460" [id=164, type=Constant]; -"165 Constant_48459" [id=165, type=Constant]; -"166 Constant_48458" [id=166, type=Constant]; -"167 Reshape_169" [id=167, type=Constant]; -"168 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [id=168, type=FakeQuantize]; -"169 Constant_48456" [id=169, type=Constant]; -"170 Constant_48455" [id=170, type=Constant]; -"171 Constant_48454" [id=171, type=Constant]; -"172 Constant_48453" [id=172, type=Constant]; -"173 onnx^^Conv_214" [id=173, label="173 onnx::Conv_214", type=Constant]; -"174 Constant_48451" [id=174, type=Constant]; -"175 Constant_48450" [id=175, type=Constant]; -"176 Constant_48449" [id=176, type=Constant]; -"177 Constant_48448" [id=177, type=Constant]; -"178 Constant_48426" [id=178, type=Constant]; -"179 Constant_48425" [id=179, type=Constant]; -"180 Constant_48424" [id=180, type=Constant]; -"181 Constant_48423" [id=181, type=Constant]; -"182 Constant_48401" [id=182, type=Constant]; -"183 Constant_48400" [id=183, type=Constant]; -"184 Constant_48399" [id=184, type=Constant]; -"185 Constant_48398" [id=185, type=Constant]; -"186 Reshape_55" [id=186, type=Constant]; -"187 /conv1/Conv/WithoutBiases/fq_weights_1" [id=187, type=FakeQuantize]; -"188 Constant_48396" [id=188, type=Constant]; -"189 Constant_48395" [id=189, type=Constant]; -"190 Constant_48394" [id=190, type=Constant]; -"191 Constant_48393" [id=191, type=Constant]; -"192 Gather_1788" [id=192, type=Constant]; -"193 Constant_48391" [id=193, type=Constant]; -"194 Constant_48390" [id=194, type=Constant]; -"195 Constant_48389" [id=195, type=Constant]; -"196 Constant_48388" [id=196, type=Constant]; -"197 Gather_1785" [id=197, type=Constant]; -"198 Gather_1782" [id=198, type=Constant]; -"199 Constant_48421" [id=199, type=Constant]; -"200 Constant_48420" [id=200, type=Constant]; -"201 Constant_48419" [id=201, type=Constant]; -"202 Constant_48418" [id=202, type=Constant]; -"203 Reshape_88" [id=203, type=Constant]; -"204 /layer1/layer1.0/conv2/Conv/WithoutBiases/fq_weights_1" [id=204, type=FakeQuantize]; -"205 Constant_48416" [id=205, type=Constant]; -"206 Constant_48415" [id=206, type=Constant]; -"207 Constant_48414" [id=207, type=Constant]; -"208 Constant_48413" [id=208, type=Constant]; -"209 onnx^^Conv_199" [id=209, label="209 onnx::Conv_199", type=Constant]; -"210 Constant_48411" [id=210, type=Constant]; -"211 Constant_48410" [id=211, type=Constant]; -"212 Constant_48409" [id=212, type=Constant]; -"213 Constant_48408" [id=213, type=Constant]; -"214 Reshape_72" [id=214, type=Constant]; -"215 /layer1/layer1.0/conv1/Conv/WithoutBiases/fq_weights_1" [id=215, type=FakeQuantize]; -"216 Constant_48406" [id=216, type=Constant]; -"217 Constant_48405" [id=217, type=Constant]; -"218 Constant_48404" [id=218, type=Constant]; -"219 Constant_48403" [id=219, type=Constant]; -"220 onnx^^Conv_196" [id=220, label="220 onnx::Conv_196", type=Constant]; -"221 Constant_48446" [id=221, type=Constant]; -"222 Constant_48445" [id=222, type=Constant]; -"223 Constant_48444" [id=223, type=Constant]; -"224 Constant_48443" [id=224, type=Constant]; -"225 Reshape_121" [id=225, type=Constant]; -"226 /layer1/layer1.1/conv2/Conv/WithoutBiases/fq_weights_1" [id=226, type=FakeQuantize]; -"227 Constant_48441" [id=227, type=Constant]; -"228 Constant_48440" [id=228, type=Constant]; -"229 Constant_48439" [id=229, type=Constant]; -"230 Constant_48438" [id=230, type=Constant]; -"231 onnx^^Conv_205" [id=231, label="231 onnx::Conv_205", type=Constant]; -"232 Constant_48436" [id=232, type=Constant]; -"233 Constant_48435" [id=233, type=Constant]; -"234 Constant_48434" [id=234, type=Constant]; -"235 Constant_48433" [id=235, type=Constant]; -"236 Reshape_105" [id=236, type=Constant]; -"237 /layer1/layer1.1/conv1/Conv/WithoutBiases/fq_weights_1" [id=237, type=FakeQuantize]; -"238 Constant_48431" [id=238, type=Constant]; -"239 Constant_48430" [id=239, type=Constant]; -"240 Constant_48429" [id=240, type=Constant]; -"241 Constant_48428" [id=241, type=Constant]; -"242 onnx^^Conv_202" [id=242, label="242 onnx::Conv_202", type=Constant]; -"243 Constant_48481" [id=243, type=Constant]; -"244 Constant_48480" [id=244, type=Constant]; -"245 Constant_48479" [id=245, type=Constant]; -"246 Constant_48478" [id=246, type=Constant]; -"247 Reshape_154" [id=247, type=Constant]; -"248 /layer2/layer2.0/conv2/Conv/WithoutBiases/fq_weights_1" [id=248, type=FakeQuantize]; -"249 Constant_48476" [id=249, type=Constant]; -"250 Constant_48475" [id=250, type=Constant]; -"251 Constant_48474" [id=251, type=Constant]; -"252 Constant_48473" [id=252, type=Constant]; -"253 onnx^^Conv_211" [id=253, label="253 onnx::Conv_211", type=Constant]; -"254 Constant_48471" [id=254, type=Constant]; -"255 Constant_48470" [id=255, type=Constant]; -"256 Constant_48469" [id=256, type=Constant]; -"257 Constant_48468" [id=257, type=Constant]; -"258 Reshape_138" [id=258, type=Constant]; -"259 /layer2/layer2.0/conv1/Conv/WithoutBiases/fq_weights_1" [id=259, type=FakeQuantize]; -"260 Constant_48466" [id=260, type=Constant]; -"261 Constant_48465" [id=261, type=Constant]; -"262 Constant_48464" [id=262, type=Constant]; -"263 Constant_48463" [id=263, type=Constant]; -"264 onnx^^Conv_208" [id=264, label="264 onnx::Conv_208", type=Constant]; -"265 Constant_48506" [id=265, type=Constant]; -"266 Constant_48505" [id=266, type=Constant]; -"267 Constant_48504" [id=267, type=Constant]; -"268 Constant_48503" [id=268, type=Constant]; -"269 Reshape_202" [id=269, type=Constant]; -"270 /layer2/layer2.1/conv2/Conv/WithoutBiases/fq_weights_1" [id=270, type=FakeQuantize]; -"271 Constant_48501" [id=271, type=Constant]; -"272 Constant_48500" [id=272, type=Constant]; -"273 Constant_48499" [id=273, type=Constant]; -"274 Constant_48498" [id=274, type=Constant]; -"275 onnx^^Conv_220" [id=275, label="275 onnx::Conv_220", type=Constant]; -"276 Constant_48496" [id=276, type=Constant]; -"277 Constant_48495" [id=277, type=Constant]; -"278 Constant_48494" [id=278, type=Constant]; -"279 Constant_48493" [id=279, type=Constant]; -"280 Reshape_186" [id=280, type=Constant]; -"281 /layer2/layer2.1/conv1/Conv/WithoutBiases/fq_weights_1" [id=281, type=FakeQuantize]; -"282 Constant_48491" [id=282, type=Constant]; -"283 Constant_48490" [id=283, type=Constant]; -"284 Constant_48489" [id=284, type=Constant]; -"285 Constant_48488" [id=285, type=Constant]; -"286 onnx^^Conv_217" [id=286, label="286 onnx::Conv_217", type=Constant]; -"287 Constant_48541" [id=287, type=Constant]; -"288 Constant_48540" [id=288, type=Constant]; -"289 Constant_48539" [id=289, type=Constant]; -"290 Constant_48538" [id=290, type=Constant]; -"291 Reshape_235" [id=291, type=Constant]; -"292 /layer3/layer3.0/conv2/Conv/WithoutBiases/fq_weights_1" [id=292, type=FakeQuantize]; -"293 Constant_48536" [id=293, type=Constant]; -"294 Constant_48535" [id=294, type=Constant]; -"295 Constant_48534" [id=295, type=Constant]; -"296 Constant_48533" [id=296, type=Constant]; -"297 onnx^^Conv_226" [id=297, label="297 onnx::Conv_226", type=Constant]; -"298 Constant_48531" [id=298, type=Constant]; -"299 Constant_48530" [id=299, type=Constant]; -"300 Constant_48529" [id=300, type=Constant]; -"301 Constant_48528" [id=301, type=Constant]; -"302 Reshape_219" [id=302, type=Constant]; -"303 /layer3/layer3.0/conv1/Conv/WithoutBiases/fq_weights_1" [id=303, type=FakeQuantize]; -"304 Constant_48526" [id=304, type=Constant]; -"305 Constant_48525" [id=305, type=Constant]; -"306 Constant_48524" [id=306, type=Constant]; -"307 Constant_48523" [id=307, type=Constant]; -"308 onnx^^Conv_223" [id=308, label="308 onnx::Conv_223", type=Constant]; -"309 Constant_48566" [id=309, type=Constant]; -"310 Constant_48565" [id=310, type=Constant]; -"311 Constant_48564" [id=311, type=Constant]; -"312 Constant_48563" [id=312, type=Constant]; -"313 Reshape_283" [id=313, type=Constant]; -"314 /layer3/layer3.1/conv2/Conv/WithoutBiases/fq_weights_1" [id=314, type=FakeQuantize]; -"315 Constant_48561" [id=315, type=Constant]; -"316 Constant_48560" [id=316, type=Constant]; -"317 Constant_48559" [id=317, type=Constant]; -"318 Constant_48558" [id=318, type=Constant]; -"319 onnx^^Conv_235" [id=319, label="319 onnx::Conv_235", type=Constant]; -"320 Constant_48556" [id=320, type=Constant]; -"321 Constant_48555" [id=321, type=Constant]; -"322 Constant_48554" [id=322, type=Constant]; -"323 Constant_48553" [id=323, type=Constant]; -"324 Reshape_267" [id=324, type=Constant]; -"325 /layer3/layer3.1/conv1/Conv/WithoutBiases/fq_weights_1" [id=325, type=FakeQuantize]; -"326 Constant_48551" [id=326, type=Constant]; -"327 Constant_48550" [id=327, type=Constant]; -"328 Constant_48549" [id=328, type=Constant]; -"329 Constant_48548" [id=329, type=Constant]; -"330 onnx^^Conv_232" [id=330, label="330 onnx::Conv_232", type=Constant]; -"331 Constant_48601" [id=331, type=Constant]; -"332 Constant_48600" [id=332, type=Constant]; -"333 Constant_48599" [id=333, type=Constant]; -"334 Constant_48598" [id=334, type=Constant]; -"335 Reshape_316" [id=335, type=Constant]; -"336 /layer4/layer4.0/conv2/Conv/WithoutBiases/fq_weights_1" [id=336, type=FakeQuantize]; -"337 Constant_48596" [id=337, type=Constant]; -"338 Constant_48595" [id=338, type=Constant]; -"339 Constant_48594" [id=339, type=Constant]; -"340 Constant_48593" [id=340, type=Constant]; -"341 onnx^^Conv_241" [id=341, label="341 onnx::Conv_241", type=Constant]; -"342 Constant_48591" [id=342, type=Constant]; -"343 Constant_48590" [id=343, type=Constant]; -"344 Constant_48589" [id=344, type=Constant]; -"345 Constant_48588" [id=345, type=Constant]; -"346 Reshape_300" [id=346, type=Constant]; -"347 /layer4/layer4.0/conv1/Conv/WithoutBiases/fq_weights_1" [id=347, type=FakeQuantize]; -"348 Constant_48586" [id=348, type=Constant]; -"349 Constant_48585" [id=349, type=Constant]; -"350 Constant_48584" [id=350, type=Constant]; -"351 Constant_48583" [id=351, type=Constant]; -"352 onnx^^Conv_238" [id=352, label="352 onnx::Conv_238", type=Constant]; -"353 Constant_48626" [id=353, type=Constant]; -"354 Constant_48625" [id=354, type=Constant]; -"355 Constant_48624" [id=355, type=Constant]; -"356 Constant_48623" [id=356, type=Constant]; -"357 Reshape_364" [id=357, type=Constant]; -"358 /layer4/layer4.1/conv2/Conv/WithoutBiases/fq_weights_1" [id=358, type=FakeQuantize]; -"359 Constant_48621" [id=359, type=Constant]; -"360 Constant_48620" [id=360, type=Constant]; -"361 Constant_48619" [id=361, type=Constant]; -"362 Constant_48618" [id=362, type=Constant]; -"363 onnx^^Conv_250" [id=363, label="363 onnx::Conv_250", type=Constant]; -"364 Constant_48616" [id=364, type=Constant]; -"365 Constant_48615" [id=365, type=Constant]; -"366 Constant_48614" [id=366, type=Constant]; -"367 Constant_48613" [id=367, type=Constant]; -"368 Reshape_348" [id=368, type=Constant]; -"369 /layer4/layer4.1/conv1/Conv/WithoutBiases/fq_weights_1" [id=369, type=FakeQuantize]; -"370 Constant_48611" [id=370, type=Constant]; -"371 Constant_48610" [id=371, type=Constant]; -"372 Constant_48609" [id=372, type=Constant]; -"373 Constant_48608" [id=373, type=Constant]; -"374 onnx^^Conv_247" [id=374, label="374 onnx::Conv_247", type=Constant]; -"0 data" -> "1 Multiply_1715" [label="[1, 3, 224, 224]", style=solid]; -"1 Multiply_1715" -> "2 Divide_401" [label="[1, 3, 224, 224]", style=solid]; -"2 Divide_401" -> "3 Divide_401/fq_output_0" [label="[1, 3, 224, 224]", style=solid]; -"3 Divide_401/fq_output_0" -> "4 /conv1/Conv/WithoutBiases" [label="[1, 3, 224, 224]", style=solid]; -"4 /conv1/Conv/WithoutBiases" -> "5 /conv1/Conv" [label="[1, 64, 112, 112]", style=solid]; -"5 /conv1/Conv" -> "6 /relu/Relu" [label="[1, 64, 112, 112]", style=solid]; -"6 /relu/Relu" -> "7 /relu/Relu/fq_output_0" [label="[1, 64, 112, 112]", style=solid]; -"7 /relu/Relu/fq_output_0" -> "8 /maxpool/MaxPool" [label="[1, 64, 112, 112]", style=solid]; -"8 /maxpool/MaxPool" -> "9 /layer1/layer1.0/Add" [label="[1, 64, 56, 56]", style=solid]; -"8 /maxpool/MaxPool" -> "10 /layer1/layer1.0/conv1/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; -"9 /layer1/layer1.0/Add" -> "11 /layer1/layer1.0/relu_1/Relu" [label="[1, 64, 56, 56]", style=solid]; -"10 /layer1/layer1.0/conv1/Conv/WithoutBiases" -> "12 /layer1/layer1.0/conv1/Conv" [label="[1, 64, 56, 56]", style=solid]; -"11 /layer1/layer1.0/relu_1/Relu" -> "13 /layer1/layer1.0/relu_1/Relu/fq_output_0" [label="[1, 64, 56, 56]", style=solid]; -"12 /layer1/layer1.0/conv1/Conv" -> "14 /layer1/layer1.0/relu/Relu" [label="[1, 64, 56, 56]", style=solid]; -"13 /layer1/layer1.0/relu_1/Relu/fq_output_0" -> "15 /layer1/layer1.1/Add" [label="[1, 64, 56, 56]", style=solid]; -"13 /layer1/layer1.0/relu_1/Relu/fq_output_0" -> "16 /layer1/layer1.1/conv1/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; -"14 /layer1/layer1.0/relu/Relu" -> "17 /layer1/layer1.0/relu/Relu/fq_output_0" [label="[1, 64, 56, 56]", style=solid]; -"15 /layer1/layer1.1/Add" -> "18 /layer1/layer1.1/relu_1/Relu" [label="[1, 64, 56, 56]", style=solid]; -"16 /layer1/layer1.1/conv1/Conv/WithoutBiases" -> "19 /layer1/layer1.1/conv1/Conv" [label="[1, 64, 56, 56]", style=solid]; -"17 /layer1/layer1.0/relu/Relu/fq_output_0" -> "20 /layer1/layer1.0/conv2/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; -"18 /layer1/layer1.1/relu_1/Relu" -> "21 /layer1/layer1.1/relu_1/Relu/fq_output_0" [label="[1, 64, 56, 56]", style=solid]; -"19 /layer1/layer1.1/conv1/Conv" -> "22 /layer1/layer1.1/relu/Relu" [label="[1, 64, 56, 56]", style=solid]; -"20 /layer1/layer1.0/conv2/Conv/WithoutBiases" -> "23 /layer1/layer1.0/conv2/Conv" [label="[1, 64, 56, 56]", style=solid]; -"21 /layer1/layer1.1/relu_1/Relu/fq_output_0" -> "24 /layer2/layer2.0/conv1/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; -"21 /layer1/layer1.1/relu_1/Relu/fq_output_0" -> "25 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; -"22 /layer1/layer1.1/relu/Relu" -> "26 /layer1/layer1.1/relu/Relu/fq_output_0" [label="[1, 64, 56, 56]", style=solid]; -"23 /layer1/layer1.0/conv2/Conv" -> "27 /layer1/layer1.0/conv2/Conv/fq_output_0" [label="[1, 64, 56, 56]", style=solid]; -"24 /layer2/layer2.0/conv1/Conv/WithoutBiases" -> "28 /layer2/layer2.0/conv1/Conv" [label="[1, 128, 28, 28]", style=solid]; -"25 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases" -> "29 /layer2/layer2.0/downsample/downsample.0/Conv" [label="[1, 128, 28, 28]", style=solid]; -"26 /layer1/layer1.1/relu/Relu/fq_output_0" -> "30 /layer1/layer1.1/conv2/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; -"27 /layer1/layer1.0/conv2/Conv/fq_output_0" -> "9 /layer1/layer1.0/Add" [label="[1, 64, 56, 56]", style=solid]; -"28 /layer2/layer2.0/conv1/Conv" -> "31 /layer2/layer2.0/relu/Relu" [label="[1, 128, 28, 28]", style=solid]; -"29 /layer2/layer2.0/downsample/downsample.0/Conv" -> "32 /layer2/layer2.0/downsample/downsample.0/Conv/fq_output_0" [label="[1, 128, 28, 28]", style=solid]; -"30 /layer1/layer1.1/conv2/Conv/WithoutBiases" -> "33 /layer1/layer1.1/conv2/Conv" [label="[1, 64, 56, 56]", style=solid]; -"31 /layer2/layer2.0/relu/Relu" -> "34 /layer2/layer2.0/relu/Relu/fq_output_0" [label="[1, 128, 28, 28]", style=solid]; -"32 /layer2/layer2.0/downsample/downsample.0/Conv/fq_output_0" -> "35 /layer2/layer2.0/Add" [label="[1, 128, 28, 28]", style=solid]; -"33 /layer1/layer1.1/conv2/Conv" -> "36 /layer1/layer1.1/conv2/Conv/fq_output_0" [label="[1, 64, 56, 56]", style=solid]; -"34 /layer2/layer2.0/relu/Relu/fq_output_0" -> "37 /layer2/layer2.0/conv2/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; -"35 /layer2/layer2.0/Add" -> "38 /layer2/layer2.0/relu_1/Relu" [label="[1, 128, 28, 28]", style=solid]; -"36 /layer1/layer1.1/conv2/Conv/fq_output_0" -> "15 /layer1/layer1.1/Add" [label="[1, 64, 56, 56]", style=solid]; -"37 /layer2/layer2.0/conv2/Conv/WithoutBiases" -> "39 /layer2/layer2.0/conv2/Conv" [label="[1, 128, 28, 28]", style=solid]; -"38 /layer2/layer2.0/relu_1/Relu" -> "40 /layer2/layer2.0/relu_1/Relu/fq_output_0" [label="[1, 128, 28, 28]", style=solid]; -"39 /layer2/layer2.0/conv2/Conv" -> "41 /layer2/layer2.0/conv2/Conv/fq_output_0" [label="[1, 128, 28, 28]", style=solid]; -"40 /layer2/layer2.0/relu_1/Relu/fq_output_0" -> "42 /layer2/layer2.1/Add" [label="[1, 128, 28, 28]", style=solid]; -"40 /layer2/layer2.0/relu_1/Relu/fq_output_0" -> "43 /layer2/layer2.1/conv1/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; -"41 /layer2/layer2.0/conv2/Conv/fq_output_0" -> "35 /layer2/layer2.0/Add" [label="[1, 128, 28, 28]", style=solid]; -"42 /layer2/layer2.1/Add" -> "44 /layer2/layer2.1/relu_1/Relu" [label="[1, 128, 28, 28]", style=solid]; -"43 /layer2/layer2.1/conv1/Conv/WithoutBiases" -> "45 /layer2/layer2.1/conv1/Conv" [label="[1, 128, 28, 28]", style=solid]; -"44 /layer2/layer2.1/relu_1/Relu" -> "46 /layer2/layer2.1/relu_1/Relu/fq_output_0" [label="[1, 128, 28, 28]", style=solid]; -"45 /layer2/layer2.1/conv1/Conv" -> "47 /layer2/layer2.1/relu/Relu" [label="[1, 128, 28, 28]", style=solid]; -"46 /layer2/layer2.1/relu_1/Relu/fq_output_0" -> "48 /layer3/layer3.0/conv1/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; -"46 /layer2/layer2.1/relu_1/Relu/fq_output_0" -> "49 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; -"47 /layer2/layer2.1/relu/Relu" -> "50 /layer2/layer2.1/relu/Relu/fq_output_0" [label="[1, 128, 28, 28]", style=solid]; -"48 /layer3/layer3.0/conv1/Conv/WithoutBiases" -> "51 /layer3/layer3.0/conv1/Conv" [label="[1, 256, 14, 14]", style=solid]; -"49 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases" -> "52 /layer3/layer3.0/downsample/downsample.0/Conv" [label="[1, 256, 14, 14]", style=solid]; -"50 /layer2/layer2.1/relu/Relu/fq_output_0" -> "53 /layer2/layer2.1/conv2/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; -"51 /layer3/layer3.0/conv1/Conv" -> "54 /layer3/layer3.0/relu/Relu" [label="[1, 256, 14, 14]", style=solid]; -"52 /layer3/layer3.0/downsample/downsample.0/Conv" -> "55 /layer3/layer3.0/downsample/downsample.0/Conv/fq_output_0" [label="[1, 256, 14, 14]", style=solid]; -"53 /layer2/layer2.1/conv2/Conv/WithoutBiases" -> "56 /layer2/layer2.1/conv2/Conv" [label="[1, 128, 28, 28]", style=solid]; -"54 /layer3/layer3.0/relu/Relu" -> "57 /layer3/layer3.0/relu/Relu/fq_output_0" [label="[1, 256, 14, 14]", style=solid]; -"55 /layer3/layer3.0/downsample/downsample.0/Conv/fq_output_0" -> "58 /layer3/layer3.0/Add" [label="[1, 256, 14, 14]", style=solid]; -"56 /layer2/layer2.1/conv2/Conv" -> "59 /layer2/layer2.1/conv2/Conv/fq_output_0" [label="[1, 128, 28, 28]", style=solid]; -"57 /layer3/layer3.0/relu/Relu/fq_output_0" -> "60 /layer3/layer3.0/conv2/Conv/WithoutBiases" [label="[1, 256, 14, 14]", style=solid]; -"58 /layer3/layer3.0/Add" -> "61 /layer3/layer3.0/relu_1/Relu" [label="[1, 256, 14, 14]", style=solid]; -"59 /layer2/layer2.1/conv2/Conv/fq_output_0" -> "42 /layer2/layer2.1/Add" [label="[1, 128, 28, 28]", style=solid]; -"60 /layer3/layer3.0/conv2/Conv/WithoutBiases" -> "62 /layer3/layer3.0/conv2/Conv" [label="[1, 256, 14, 14]", style=solid]; -"61 /layer3/layer3.0/relu_1/Relu" -> "63 /layer3/layer3.0/relu_1/Relu/fq_output_0" [label="[1, 256, 14, 14]", style=solid]; -"62 /layer3/layer3.0/conv2/Conv" -> "64 /layer3/layer3.0/conv2/Conv/fq_output_0" [label="[1, 256, 14, 14]", style=solid]; -"63 /layer3/layer3.0/relu_1/Relu/fq_output_0" -> "65 /layer3/layer3.1/Add" [label="[1, 256, 14, 14]", style=solid]; -"63 /layer3/layer3.0/relu_1/Relu/fq_output_0" -> "66 /layer3/layer3.1/conv1/Conv/WithoutBiases" [label="[1, 256, 14, 14]", style=solid]; -"64 /layer3/layer3.0/conv2/Conv/fq_output_0" -> "58 /layer3/layer3.0/Add" [label="[1, 256, 14, 14]", style=solid]; -"65 /layer3/layer3.1/Add" -> "67 /layer3/layer3.1/relu_1/Relu" [label="[1, 256, 14, 14]", style=solid]; -"66 /layer3/layer3.1/conv1/Conv/WithoutBiases" -> "68 /layer3/layer3.1/conv1/Conv" [label="[1, 256, 14, 14]", style=solid]; -"67 /layer3/layer3.1/relu_1/Relu" -> "69 /layer3/layer3.1/relu_1/Relu/fq_output_0" [label="[1, 256, 14, 14]", style=solid]; -"68 /layer3/layer3.1/conv1/Conv" -> "70 /layer3/layer3.1/relu/Relu" [label="[1, 256, 14, 14]", style=solid]; -"69 /layer3/layer3.1/relu_1/Relu/fq_output_0" -> "71 /layer4/layer4.0/conv1/Conv/WithoutBiases" [label="[1, 256, 14, 14]", style=solid]; -"69 /layer3/layer3.1/relu_1/Relu/fq_output_0" -> "72 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases" [label="[1, 256, 14, 14]", style=solid]; -"70 /layer3/layer3.1/relu/Relu" -> "73 /layer3/layer3.1/relu/Relu/fq_output_0" [label="[1, 256, 14, 14]", style=solid]; -"71 /layer4/layer4.0/conv1/Conv/WithoutBiases" -> "74 /layer4/layer4.0/conv1/Conv" [label="[1, 512, 7, 7]", style=solid]; -"72 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases" -> "75 /layer4/layer4.0/downsample/downsample.0/Conv" [label="[1, 512, 7, 7]", style=solid]; -"73 /layer3/layer3.1/relu/Relu/fq_output_0" -> "76 /layer3/layer3.1/conv2/Conv/WithoutBiases" [label="[1, 256, 14, 14]", style=solid]; -"74 /layer4/layer4.0/conv1/Conv" -> "77 /layer4/layer4.0/relu/Relu" [label="[1, 512, 7, 7]", style=solid]; -"75 /layer4/layer4.0/downsample/downsample.0/Conv" -> "78 /layer4/layer4.0/downsample/downsample.0/Conv/fq_output_0" [label="[1, 512, 7, 7]", style=solid]; -"76 /layer3/layer3.1/conv2/Conv/WithoutBiases" -> "79 /layer3/layer3.1/conv2/Conv" [label="[1, 256, 14, 14]", style=solid]; -"77 /layer4/layer4.0/relu/Relu" -> "80 /layer4/layer4.0/relu/Relu/fq_output_0" [label="[1, 512, 7, 7]", style=solid]; -"78 /layer4/layer4.0/downsample/downsample.0/Conv/fq_output_0" -> "81 /layer4/layer4.0/Add" [label="[1, 512, 7, 7]", style=solid]; -"79 /layer3/layer3.1/conv2/Conv" -> "82 /layer3/layer3.1/conv2/Conv/fq_output_0" [label="[1, 256, 14, 14]", style=solid]; -"80 /layer4/layer4.0/relu/Relu/fq_output_0" -> "83 /layer4/layer4.0/conv2/Conv/WithoutBiases" [label="[1, 512, 7, 7]", style=solid]; -"81 /layer4/layer4.0/Add" -> "84 /layer4/layer4.0/relu_1/Relu" [label="[1, 512, 7, 7]", style=solid]; -"82 /layer3/layer3.1/conv2/Conv/fq_output_0" -> "65 /layer3/layer3.1/Add" [label="[1, 256, 14, 14]", style=solid]; -"83 /layer4/layer4.0/conv2/Conv/WithoutBiases" -> "85 /layer4/layer4.0/conv2/Conv" [label="[1, 512, 7, 7]", style=solid]; -"84 /layer4/layer4.0/relu_1/Relu" -> "86 /layer4/layer4.0/relu_1/Relu/fq_output_0" [label="[1, 512, 7, 7]", style=solid]; -"85 /layer4/layer4.0/conv2/Conv" -> "87 /layer4/layer4.0/conv2/Conv/fq_output_0" [label="[1, 512, 7, 7]", style=solid]; -"86 /layer4/layer4.0/relu_1/Relu/fq_output_0" -> "88 /layer4/layer4.1/Add" [label="[1, 512, 7, 7]", style=solid]; -"86 /layer4/layer4.0/relu_1/Relu/fq_output_0" -> "89 /layer4/layer4.1/conv1/Conv/WithoutBiases" [label="[1, 512, 7, 7]", style=solid]; -"87 /layer4/layer4.0/conv2/Conv/fq_output_0" -> "81 /layer4/layer4.0/Add" [label="[1, 512, 7, 7]", style=solid]; -"88 /layer4/layer4.1/Add" -> "90 /layer4/layer4.1/relu_1/Relu" [label="[1, 512, 7, 7]", style=solid]; -"89 /layer4/layer4.1/conv1/Conv/WithoutBiases" -> "91 /layer4/layer4.1/conv1/Conv" [label="[1, 512, 7, 7]", style=solid]; -"90 /layer4/layer4.1/relu_1/Relu" -> "92 /layer4/layer4.1/relu_1/Relu/fq_output_0" [label="[1, 512, 7, 7]", style=solid]; -"91 /layer4/layer4.1/conv1/Conv" -> "93 /layer4/layer4.1/relu/Relu" [label="[1, 512, 7, 7]", style=solid]; -"92 /layer4/layer4.1/relu_1/Relu/fq_output_0" -> "94 /avgpool/GlobalAveragePool" [label="[1, 512, 7, 7]", style=solid]; -"93 /layer4/layer4.1/relu/Relu" -> "95 /layer4/layer4.1/relu/Relu/fq_output_0" [label="[1, 512, 7, 7]", style=solid]; -"94 /avgpool/GlobalAveragePool" -> "96 /avgpool/GlobalAveragePool/fq_output_0" [label="[1, 512, 1, 1]", style=solid]; -"95 /layer4/layer4.1/relu/Relu/fq_output_0" -> "97 /layer4/layer4.1/conv2/Conv/WithoutBiases" [label="[1, 512, 7, 7]", style=solid]; -"96 /avgpool/GlobalAveragePool/fq_output_0" -> "98 /Flatten" [label="[1, 512, 1, 1]", style=solid]; -"97 /layer4/layer4.1/conv2/Conv/WithoutBiases" -> "99 /layer4/layer4.1/conv2/Conv" [label="[1, 512, 7, 7]", style=solid]; -"98 /Flatten" -> "100 /fc/Gemm/WithoutBiases" [label="[1, 512]", style=solid]; -"99 /layer4/layer4.1/conv2/Conv" -> "101 /layer4/layer4.1/conv2/Conv/fq_output_0" [label="[1, 512, 7, 7]", style=solid]; -"100 /fc/Gemm/WithoutBiases" -> "102 prob" [label="[1, 1000]", style=solid]; -"101 /layer4/layer4.1/conv2/Conv/fq_output_0" -> "88 /layer4/layer4.1/Add" [label="[1, 512, 7, 7]", style=solid]; -"102 prob" -> "103 prob/sink_port_0" [label="[1, 1000]", style=solid]; -"104 Constant_1789" -> "102 prob" [label="[1, 1000]", style=solid]; -"105 /fc/Gemm/WithoutBiases/fq_weights_1" -> "100 /fc/Gemm/WithoutBiases" [label="[1000, 512]", style=solid]; -"106 Constant_48641" -> "105 /fc/Gemm/WithoutBiases/fq_weights_1" [label="[1000, 1]", style=solid]; -"107 Constant_48640" -> "105 /fc/Gemm/WithoutBiases/fq_weights_1" [label="[1000, 1]", style=solid]; -"108 Constant_48639" -> "105 /fc/Gemm/WithoutBiases/fq_weights_1" [label="[1000, 1]", style=solid]; -"109 Constant_48638" -> "105 /fc/Gemm/WithoutBiases/fq_weights_1" [label="[1000, 1]", style=solid]; -"110 fc.weight" -> "105 /fc/Gemm/WithoutBiases/fq_weights_1" [label="[1000, 512]", style=solid]; -"111 Constant_380" -> "98 /Flatten" [label="[2]", style=dashed]; -"112 Constant_48636" -> "96 /avgpool/GlobalAveragePool/fq_output_0" [label="[]", style=solid]; -"113 Constant_48635" -> "96 /avgpool/GlobalAveragePool/fq_output_0" [label="[]", style=solid]; -"114 Constant_48634" -> "96 /avgpool/GlobalAveragePool/fq_output_0" [label="[]", style=solid]; -"115 Constant_48633" -> "96 /avgpool/GlobalAveragePool/fq_output_0" [label="[]", style=solid]; -"116 Range_376" -> "94 /avgpool/GlobalAveragePool" [label="[2]", style=dashed]; -"117 Constant_48631" -> "92 /layer4/layer4.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"118 Constant_48630" -> "92 /layer4/layer4.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"119 Constant_48629" -> "92 /layer4/layer4.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"120 Constant_48628" -> "92 /layer4/layer4.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"121 Constant_48606" -> "86 /layer4/layer4.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"122 Constant_48605" -> "86 /layer4/layer4.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"123 Constant_48604" -> "86 /layer4/layer4.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"124 Constant_48603" -> "86 /layer4/layer4.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"125 Constant_48581" -> "78 /layer4/layer4.0/downsample/downsample.0/Conv/fq_output_0" [label="[]", style=solid]; -"126 Constant_48580" -> "78 /layer4/layer4.0/downsample/downsample.0/Conv/fq_output_0" [label="[]", style=solid]; -"127 Constant_48579" -> "78 /layer4/layer4.0/downsample/downsample.0/Conv/fq_output_0" [label="[]", style=solid]; -"128 Constant_48578" -> "78 /layer4/layer4.0/downsample/downsample.0/Conv/fq_output_0" [label="[]", style=solid]; -"129 Reshape_331" -> "75 /layer4/layer4.0/downsample/downsample.0/Conv" [label="[1, 512, 1, 1]", style=solid]; -"130 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" -> "72 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases" [label="[512, 256, 1, 1]", style=solid]; -"131 Constant_48576" -> "130 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"132 Constant_48575" -> "130 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"133 Constant_48574" -> "130 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"134 Constant_48573" -> "130 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"135 onnx^^Conv_244" -> "130 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[512, 256, 1, 1]", style=solid]; -"136 Constant_48571" -> "69 /layer3/layer3.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"137 Constant_48570" -> "69 /layer3/layer3.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"138 Constant_48569" -> "69 /layer3/layer3.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"139 Constant_48568" -> "69 /layer3/layer3.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"140 Constant_48546" -> "63 /layer3/layer3.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"141 Constant_48545" -> "63 /layer3/layer3.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"142 Constant_48544" -> "63 /layer3/layer3.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"143 Constant_48543" -> "63 /layer3/layer3.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"144 Constant_48521" -> "55 /layer3/layer3.0/downsample/downsample.0/Conv/fq_output_0" [label="[]", style=solid]; -"145 Constant_48520" -> "55 /layer3/layer3.0/downsample/downsample.0/Conv/fq_output_0" [label="[]", style=solid]; -"146 Constant_48519" -> "55 /layer3/layer3.0/downsample/downsample.0/Conv/fq_output_0" [label="[]", style=solid]; -"147 Constant_48518" -> "55 /layer3/layer3.0/downsample/downsample.0/Conv/fq_output_0" [label="[]", style=solid]; -"148 Reshape_250" -> "52 /layer3/layer3.0/downsample/downsample.0/Conv" [label="[1, 256, 1, 1]", style=solid]; -"149 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" -> "49 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases" [label="[256, 128, 1, 1]", style=solid]; -"150 Constant_48516" -> "149 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"151 Constant_48515" -> "149 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"152 Constant_48514" -> "149 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"153 Constant_48513" -> "149 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"154 onnx^^Conv_229" -> "149 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[256, 128, 1, 1]", style=solid]; -"155 Constant_48511" -> "46 /layer2/layer2.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"156 Constant_48510" -> "46 /layer2/layer2.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"157 Constant_48509" -> "46 /layer2/layer2.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"158 Constant_48508" -> "46 /layer2/layer2.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"159 Constant_48486" -> "40 /layer2/layer2.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"160 Constant_48485" -> "40 /layer2/layer2.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"161 Constant_48484" -> "40 /layer2/layer2.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"162 Constant_48483" -> "40 /layer2/layer2.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"163 Constant_48461" -> "32 /layer2/layer2.0/downsample/downsample.0/Conv/fq_output_0" [label="[]", style=solid]; -"164 Constant_48460" -> "32 /layer2/layer2.0/downsample/downsample.0/Conv/fq_output_0" [label="[]", style=solid]; -"165 Constant_48459" -> "32 /layer2/layer2.0/downsample/downsample.0/Conv/fq_output_0" [label="[]", style=solid]; -"166 Constant_48458" -> "32 /layer2/layer2.0/downsample/downsample.0/Conv/fq_output_0" [label="[]", style=solid]; -"167 Reshape_169" -> "29 /layer2/layer2.0/downsample/downsample.0/Conv" [label="[1, 128, 1, 1]", style=solid]; -"168 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" -> "25 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases" [label="[128, 64, 1, 1]", style=solid]; -"169 Constant_48456" -> "168 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"170 Constant_48455" -> "168 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"171 Constant_48454" -> "168 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"172 Constant_48453" -> "168 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"173 onnx^^Conv_214" -> "168 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[128, 64, 1, 1]", style=solid]; -"174 Constant_48451" -> "21 /layer1/layer1.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"175 Constant_48450" -> "21 /layer1/layer1.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"176 Constant_48449" -> "21 /layer1/layer1.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"177 Constant_48448" -> "21 /layer1/layer1.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"178 Constant_48426" -> "13 /layer1/layer1.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"179 Constant_48425" -> "13 /layer1/layer1.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"180 Constant_48424" -> "13 /layer1/layer1.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"181 Constant_48423" -> "13 /layer1/layer1.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"182 Constant_48401" -> "7 /relu/Relu/fq_output_0" [label="[]", style=solid]; -"183 Constant_48400" -> "7 /relu/Relu/fq_output_0" [label="[]", style=solid]; -"184 Constant_48399" -> "7 /relu/Relu/fq_output_0" [label="[]", style=solid]; -"185 Constant_48398" -> "7 /relu/Relu/fq_output_0" [label="[]", style=solid]; -"186 Reshape_55" -> "5 /conv1/Conv" [label="[1, 64, 1, 1]", style=solid]; -"187 /conv1/Conv/WithoutBiases/fq_weights_1" -> "4 /conv1/Conv/WithoutBiases" [label="[64, 3, 7, 7]", style=solid]; -"188 Constant_48396" -> "187 /conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"189 Constant_48395" -> "187 /conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"190 Constant_48394" -> "187 /conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"191 Constant_48393" -> "187 /conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"192 Gather_1788" -> "187 /conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 3, 7, 7]", style=solid]; -"193 Constant_48391" -> "3 Divide_401/fq_output_0" [label="[]", style=solid]; -"194 Constant_48390" -> "3 Divide_401/fq_output_0" [label="[]", style=solid]; -"195 Constant_48389" -> "3 Divide_401/fq_output_0" [label="[]", style=solid]; -"196 Constant_48388" -> "3 Divide_401/fq_output_0" [label="[]", style=solid]; -"197 Gather_1785" -> "2 Divide_401" [label="[1, 3, 1, 1]", style=solid]; -"198 Gather_1782" -> "1 Multiply_1715" [label="[1, 3, 1, 1]", style=solid]; -"199 Constant_48421" -> "27 /layer1/layer1.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"200 Constant_48420" -> "27 /layer1/layer1.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"201 Constant_48419" -> "27 /layer1/layer1.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"202 Constant_48418" -> "27 /layer1/layer1.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"203 Reshape_88" -> "23 /layer1/layer1.0/conv2/Conv" [label="[1, 64, 1, 1]", style=solid]; -"204 /layer1/layer1.0/conv2/Conv/WithoutBiases/fq_weights_1" -> "20 /layer1/layer1.0/conv2/Conv/WithoutBiases" [label="[64, 64, 3, 3]", style=solid]; -"205 Constant_48416" -> "204 /layer1/layer1.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"206 Constant_48415" -> "204 /layer1/layer1.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"207 Constant_48414" -> "204 /layer1/layer1.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"208 Constant_48413" -> "204 /layer1/layer1.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"209 onnx^^Conv_199" -> "204 /layer1/layer1.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 64, 3, 3]", style=solid]; -"210 Constant_48411" -> "17 /layer1/layer1.0/relu/Relu/fq_output_0" [label="[]", style=solid]; -"211 Constant_48410" -> "17 /layer1/layer1.0/relu/Relu/fq_output_0" [label="[]", style=solid]; -"212 Constant_48409" -> "17 /layer1/layer1.0/relu/Relu/fq_output_0" [label="[]", style=solid]; -"213 Constant_48408" -> "17 /layer1/layer1.0/relu/Relu/fq_output_0" [label="[]", style=solid]; -"214 Reshape_72" -> "12 /layer1/layer1.0/conv1/Conv" [label="[1, 64, 1, 1]", style=solid]; -"215 /layer1/layer1.0/conv1/Conv/WithoutBiases/fq_weights_1" -> "10 /layer1/layer1.0/conv1/Conv/WithoutBiases" [label="[64, 64, 3, 3]", style=solid]; -"216 Constant_48406" -> "215 /layer1/layer1.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"217 Constant_48405" -> "215 /layer1/layer1.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"218 Constant_48404" -> "215 /layer1/layer1.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"219 Constant_48403" -> "215 /layer1/layer1.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"220 onnx^^Conv_196" -> "215 /layer1/layer1.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 64, 3, 3]", style=solid]; -"221 Constant_48446" -> "36 /layer1/layer1.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"222 Constant_48445" -> "36 /layer1/layer1.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"223 Constant_48444" -> "36 /layer1/layer1.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"224 Constant_48443" -> "36 /layer1/layer1.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"225 Reshape_121" -> "33 /layer1/layer1.1/conv2/Conv" [label="[1, 64, 1, 1]", style=solid]; -"226 /layer1/layer1.1/conv2/Conv/WithoutBiases/fq_weights_1" -> "30 /layer1/layer1.1/conv2/Conv/WithoutBiases" [label="[64, 64, 3, 3]", style=solid]; -"227 Constant_48441" -> "226 /layer1/layer1.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"228 Constant_48440" -> "226 /layer1/layer1.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"229 Constant_48439" -> "226 /layer1/layer1.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"230 Constant_48438" -> "226 /layer1/layer1.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"231 onnx^^Conv_205" -> "226 /layer1/layer1.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 64, 3, 3]", style=solid]; -"232 Constant_48436" -> "26 /layer1/layer1.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"233 Constant_48435" -> "26 /layer1/layer1.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"234 Constant_48434" -> "26 /layer1/layer1.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"235 Constant_48433" -> "26 /layer1/layer1.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"236 Reshape_105" -> "19 /layer1/layer1.1/conv1/Conv" [label="[1, 64, 1, 1]", style=solid]; -"237 /layer1/layer1.1/conv1/Conv/WithoutBiases/fq_weights_1" -> "16 /layer1/layer1.1/conv1/Conv/WithoutBiases" [label="[64, 64, 3, 3]", style=solid]; -"238 Constant_48431" -> "237 /layer1/layer1.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"239 Constant_48430" -> "237 /layer1/layer1.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"240 Constant_48429" -> "237 /layer1/layer1.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"241 Constant_48428" -> "237 /layer1/layer1.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"242 onnx^^Conv_202" -> "237 /layer1/layer1.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 64, 3, 3]", style=solid]; -"243 Constant_48481" -> "41 /layer2/layer2.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"244 Constant_48480" -> "41 /layer2/layer2.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"245 Constant_48479" -> "41 /layer2/layer2.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"246 Constant_48478" -> "41 /layer2/layer2.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"247 Reshape_154" -> "39 /layer2/layer2.0/conv2/Conv" [label="[1, 128, 1, 1]", style=solid]; -"248 /layer2/layer2.0/conv2/Conv/WithoutBiases/fq_weights_1" -> "37 /layer2/layer2.0/conv2/Conv/WithoutBiases" [label="[128, 128, 3, 3]", style=solid]; -"249 Constant_48476" -> "248 /layer2/layer2.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"250 Constant_48475" -> "248 /layer2/layer2.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"251 Constant_48474" -> "248 /layer2/layer2.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"252 Constant_48473" -> "248 /layer2/layer2.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"253 onnx^^Conv_211" -> "248 /layer2/layer2.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 128, 3, 3]", style=solid]; -"254 Constant_48471" -> "34 /layer2/layer2.0/relu/Relu/fq_output_0" [label="[]", style=solid]; -"255 Constant_48470" -> "34 /layer2/layer2.0/relu/Relu/fq_output_0" [label="[]", style=solid]; -"256 Constant_48469" -> "34 /layer2/layer2.0/relu/Relu/fq_output_0" [label="[]", style=solid]; -"257 Constant_48468" -> "34 /layer2/layer2.0/relu/Relu/fq_output_0" [label="[]", style=solid]; -"258 Reshape_138" -> "28 /layer2/layer2.0/conv1/Conv" [label="[1, 128, 1, 1]", style=solid]; -"259 /layer2/layer2.0/conv1/Conv/WithoutBiases/fq_weights_1" -> "24 /layer2/layer2.0/conv1/Conv/WithoutBiases" [label="[128, 64, 3, 3]", style=solid]; -"260 Constant_48466" -> "259 /layer2/layer2.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"261 Constant_48465" -> "259 /layer2/layer2.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"262 Constant_48464" -> "259 /layer2/layer2.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"263 Constant_48463" -> "259 /layer2/layer2.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"264 onnx^^Conv_208" -> "259 /layer2/layer2.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 64, 3, 3]", style=solid]; -"265 Constant_48506" -> "59 /layer2/layer2.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"266 Constant_48505" -> "59 /layer2/layer2.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"267 Constant_48504" -> "59 /layer2/layer2.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"268 Constant_48503" -> "59 /layer2/layer2.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"269 Reshape_202" -> "56 /layer2/layer2.1/conv2/Conv" [label="[1, 128, 1, 1]", style=solid]; -"270 /layer2/layer2.1/conv2/Conv/WithoutBiases/fq_weights_1" -> "53 /layer2/layer2.1/conv2/Conv/WithoutBiases" [label="[128, 128, 3, 3]", style=solid]; -"271 Constant_48501" -> "270 /layer2/layer2.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"272 Constant_48500" -> "270 /layer2/layer2.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"273 Constant_48499" -> "270 /layer2/layer2.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"274 Constant_48498" -> "270 /layer2/layer2.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"275 onnx^^Conv_220" -> "270 /layer2/layer2.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 128, 3, 3]", style=solid]; -"276 Constant_48496" -> "50 /layer2/layer2.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"277 Constant_48495" -> "50 /layer2/layer2.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"278 Constant_48494" -> "50 /layer2/layer2.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"279 Constant_48493" -> "50 /layer2/layer2.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"280 Reshape_186" -> "45 /layer2/layer2.1/conv1/Conv" [label="[1, 128, 1, 1]", style=solid]; -"281 /layer2/layer2.1/conv1/Conv/WithoutBiases/fq_weights_1" -> "43 /layer2/layer2.1/conv1/Conv/WithoutBiases" [label="[128, 128, 3, 3]", style=solid]; -"282 Constant_48491" -> "281 /layer2/layer2.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"283 Constant_48490" -> "281 /layer2/layer2.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"284 Constant_48489" -> "281 /layer2/layer2.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"285 Constant_48488" -> "281 /layer2/layer2.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"286 onnx^^Conv_217" -> "281 /layer2/layer2.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 128, 3, 3]", style=solid]; -"287 Constant_48541" -> "64 /layer3/layer3.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"288 Constant_48540" -> "64 /layer3/layer3.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"289 Constant_48539" -> "64 /layer3/layer3.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"290 Constant_48538" -> "64 /layer3/layer3.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"291 Reshape_235" -> "62 /layer3/layer3.0/conv2/Conv" [label="[1, 256, 1, 1]", style=solid]; -"292 /layer3/layer3.0/conv2/Conv/WithoutBiases/fq_weights_1" -> "60 /layer3/layer3.0/conv2/Conv/WithoutBiases" [label="[256, 256, 3, 3]", style=solid]; -"293 Constant_48536" -> "292 /layer3/layer3.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"294 Constant_48535" -> "292 /layer3/layer3.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"295 Constant_48534" -> "292 /layer3/layer3.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"296 Constant_48533" -> "292 /layer3/layer3.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"297 onnx^^Conv_226" -> "292 /layer3/layer3.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 256, 3, 3]", style=solid]; -"298 Constant_48531" -> "57 /layer3/layer3.0/relu/Relu/fq_output_0" [label="[]", style=solid]; -"299 Constant_48530" -> "57 /layer3/layer3.0/relu/Relu/fq_output_0" [label="[]", style=solid]; -"300 Constant_48529" -> "57 /layer3/layer3.0/relu/Relu/fq_output_0" [label="[]", style=solid]; -"301 Constant_48528" -> "57 /layer3/layer3.0/relu/Relu/fq_output_0" [label="[]", style=solid]; -"302 Reshape_219" -> "51 /layer3/layer3.0/conv1/Conv" [label="[1, 256, 1, 1]", style=solid]; -"303 /layer3/layer3.0/conv1/Conv/WithoutBiases/fq_weights_1" -> "48 /layer3/layer3.0/conv1/Conv/WithoutBiases" [label="[256, 128, 3, 3]", style=solid]; -"304 Constant_48526" -> "303 /layer3/layer3.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"305 Constant_48525" -> "303 /layer3/layer3.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"306 Constant_48524" -> "303 /layer3/layer3.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"307 Constant_48523" -> "303 /layer3/layer3.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"308 onnx^^Conv_223" -> "303 /layer3/layer3.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 128, 3, 3]", style=solid]; -"309 Constant_48566" -> "82 /layer3/layer3.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"310 Constant_48565" -> "82 /layer3/layer3.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"311 Constant_48564" -> "82 /layer3/layer3.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"312 Constant_48563" -> "82 /layer3/layer3.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"313 Reshape_283" -> "79 /layer3/layer3.1/conv2/Conv" [label="[1, 256, 1, 1]", style=solid]; -"314 /layer3/layer3.1/conv2/Conv/WithoutBiases/fq_weights_1" -> "76 /layer3/layer3.1/conv2/Conv/WithoutBiases" [label="[256, 256, 3, 3]", style=solid]; -"315 Constant_48561" -> "314 /layer3/layer3.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"316 Constant_48560" -> "314 /layer3/layer3.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"317 Constant_48559" -> "314 /layer3/layer3.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"318 Constant_48558" -> "314 /layer3/layer3.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"319 onnx^^Conv_235" -> "314 /layer3/layer3.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 256, 3, 3]", style=solid]; -"320 Constant_48556" -> "73 /layer3/layer3.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"321 Constant_48555" -> "73 /layer3/layer3.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"322 Constant_48554" -> "73 /layer3/layer3.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"323 Constant_48553" -> "73 /layer3/layer3.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"324 Reshape_267" -> "68 /layer3/layer3.1/conv1/Conv" [label="[1, 256, 1, 1]", style=solid]; -"325 /layer3/layer3.1/conv1/Conv/WithoutBiases/fq_weights_1" -> "66 /layer3/layer3.1/conv1/Conv/WithoutBiases" [label="[256, 256, 3, 3]", style=solid]; -"326 Constant_48551" -> "325 /layer3/layer3.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"327 Constant_48550" -> "325 /layer3/layer3.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"328 Constant_48549" -> "325 /layer3/layer3.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"329 Constant_48548" -> "325 /layer3/layer3.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"330 onnx^^Conv_232" -> "325 /layer3/layer3.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 256, 3, 3]", style=solid]; -"331 Constant_48601" -> "87 /layer4/layer4.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"332 Constant_48600" -> "87 /layer4/layer4.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"333 Constant_48599" -> "87 /layer4/layer4.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"334 Constant_48598" -> "87 /layer4/layer4.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"335 Reshape_316" -> "85 /layer4/layer4.0/conv2/Conv" [label="[1, 512, 1, 1]", style=solid]; -"336 /layer4/layer4.0/conv2/Conv/WithoutBiases/fq_weights_1" -> "83 /layer4/layer4.0/conv2/Conv/WithoutBiases" [label="[512, 512, 3, 3]", style=solid]; -"337 Constant_48596" -> "336 /layer4/layer4.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"338 Constant_48595" -> "336 /layer4/layer4.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"339 Constant_48594" -> "336 /layer4/layer4.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"340 Constant_48593" -> "336 /layer4/layer4.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"341 onnx^^Conv_241" -> "336 /layer4/layer4.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 512, 3, 3]", style=solid]; -"342 Constant_48591" -> "80 /layer4/layer4.0/relu/Relu/fq_output_0" [label="[]", style=solid]; -"343 Constant_48590" -> "80 /layer4/layer4.0/relu/Relu/fq_output_0" [label="[]", style=solid]; -"344 Constant_48589" -> "80 /layer4/layer4.0/relu/Relu/fq_output_0" [label="[]", style=solid]; -"345 Constant_48588" -> "80 /layer4/layer4.0/relu/Relu/fq_output_0" [label="[]", style=solid]; -"346 Reshape_300" -> "74 /layer4/layer4.0/conv1/Conv" [label="[1, 512, 1, 1]", style=solid]; -"347 /layer4/layer4.0/conv1/Conv/WithoutBiases/fq_weights_1" -> "71 /layer4/layer4.0/conv1/Conv/WithoutBiases" [label="[512, 256, 3, 3]", style=solid]; -"348 Constant_48586" -> "347 /layer4/layer4.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"349 Constant_48585" -> "347 /layer4/layer4.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"350 Constant_48584" -> "347 /layer4/layer4.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"351 Constant_48583" -> "347 /layer4/layer4.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"352 onnx^^Conv_238" -> "347 /layer4/layer4.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 256, 3, 3]", style=solid]; -"353 Constant_48626" -> "101 /layer4/layer4.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"354 Constant_48625" -> "101 /layer4/layer4.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"355 Constant_48624" -> "101 /layer4/layer4.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"356 Constant_48623" -> "101 /layer4/layer4.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; -"357 Reshape_364" -> "99 /layer4/layer4.1/conv2/Conv" [label="[1, 512, 1, 1]", style=solid]; -"358 /layer4/layer4.1/conv2/Conv/WithoutBiases/fq_weights_1" -> "97 /layer4/layer4.1/conv2/Conv/WithoutBiases" [label="[512, 512, 3, 3]", style=solid]; -"359 Constant_48621" -> "358 /layer4/layer4.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"360 Constant_48620" -> "358 /layer4/layer4.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"361 Constant_48619" -> "358 /layer4/layer4.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"362 Constant_48618" -> "358 /layer4/layer4.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"363 onnx^^Conv_250" -> "358 /layer4/layer4.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 512, 3, 3]", style=solid]; -"364 Constant_48616" -> "95 /layer4/layer4.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"365 Constant_48615" -> "95 /layer4/layer4.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"366 Constant_48614" -> "95 /layer4/layer4.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"367 Constant_48613" -> "95 /layer4/layer4.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"368 Reshape_348" -> "91 /layer4/layer4.1/conv1/Conv" [label="[1, 512, 1, 1]", style=solid]; -"369 /layer4/layer4.1/conv1/Conv/WithoutBiases/fq_weights_1" -> "89 /layer4/layer4.1/conv1/Conv/WithoutBiases" [label="[512, 512, 3, 3]", style=solid]; -"370 Constant_48611" -> "369 /layer4/layer4.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"371 Constant_48610" -> "369 /layer4/layer4.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"372 Constant_48609" -> "369 /layer4/layer4.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"373 Constant_48608" -> "369 /layer4/layer4.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"374 onnx^^Conv_247" -> "369 /layer4/layer4.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 512, 3, 3]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/resnet-50-pytorch_performance_CPU_SPR.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/resnet-50-pytorch_performance_CPU_SPR.dot deleted file mode 100644 index e318d57f89b..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/resnet-50-pytorch_performance_CPU_SPR.dot +++ /dev/null @@ -1,1691 +0,0 @@ -strict digraph { -"0 data" [id=0, type=Parameter]; -"1 Multiply_2745" [id=1, type=Multiply]; -"2 Divide_1002" [id=2, type=Add]; -"3 Divide_1002/fq_output_0" [id=3, type=FakeQuantize]; -"4 /conv1/Conv/WithoutBiases" [id=4, type=Convolution]; -"5 /conv1/Conv" [id=5, type=Add]; -"6 /relu/Relu" [id=6, type=Relu]; -"7 /relu/Relu/fq_output_0" [id=7, type=FakeQuantize]; -"8 /maxpool/MaxPool" [id=8, type=MaxPool]; -"9 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type=Convolution]; -"193 /layer4/layer4.0/relu_2/Relu/fq_output_0" [id=193, type=FakeQuantize]; -"194 /layer3/layer3.5/relu_1/Relu/fq_output_0" [id=194, type=FakeQuantize]; -"195 /layer4/layer4.0/conv2/Conv" [id=195, type=Add]; -"196 /layer4/layer4.1/Add" [id=196, type=Add]; -"197 /layer4/layer4.1/conv1/Conv/WithoutBiases" [id=197, type=Convolution]; -"198 /layer3/layer3.5/conv3/Conv/WithoutBiases" [id=198, type=Convolution]; -"199 /layer4/layer4.0/relu_1/Relu" [id=199, type=Relu]; -"200 /layer4/layer4.1/relu_2/Relu" [id=200, type=Relu]; -"201 /layer4/layer4.1/conv1/Conv" [id=201, type=Add]; -"202 /layer3/layer3.5/conv3/Conv" [id=202, type=Add]; -"203 /layer4/layer4.0/relu_1/Relu/fq_output_0" [id=203, type=FakeQuantize]; -"204 /layer4/layer4.1/relu_2/Relu/fq_output_0" [id=204, type=FakeQuantize]; -"205 /layer4/layer4.1/relu/Relu" [id=205, type=Relu]; -"206 /layer4/layer4.0/conv3/Conv/WithoutBiases" [id=206, type=Convolution]; -"207 /layer4/layer4.2/Add" [id=207, type=Add]; -"208 /layer4/layer4.2/conv1/Conv/WithoutBiases" [id=208, type=Convolution]; -"209 /layer4/layer4.1/relu/Relu/fq_output_0" [id=209, type=FakeQuantize]; -"210 /layer4/layer4.0/conv3/Conv" [id=210, type=Add]; -"211 /layer4/layer4.2/relu_2/Relu" [id=211, type=Relu]; -"212 /layer4/layer4.2/conv1/Conv" [id=212, type=Add]; -"213 /layer4/layer4.1/conv2/Conv/WithoutBiases" [id=213, type=Convolution]; -"214 /layer4/layer4.0/conv3/Conv/fq_output_0" [id=214, type=FakeQuantize]; -"215 /layer4/layer4.2/relu_2/Relu/fq_output_0" [id=215, type=FakeQuantize]; -"216 /layer4/layer4.2/relu/Relu" [id=216, type=Relu]; -"217 /layer4/layer4.1/conv2/Conv" [id=217, type=Add]; -"218 /avgpool/GlobalAveragePool" [id=218, type=ReduceMean]; -"219 /layer4/layer4.2/relu/Relu/fq_output_0" [id=219, type=FakeQuantize]; -"220 /layer4/layer4.1/relu_1/Relu" [id=220, type=Relu]; -"221 /avgpool/GlobalAveragePool/fq_output_0" [id=221, type=FakeQuantize]; -"222 /layer4/layer4.2/conv2/Conv/WithoutBiases" [id=222, type=Convolution]; -"223 /layer4/layer4.1/relu_1/Relu/fq_output_0" [id=223, type=FakeQuantize]; -"224 /Flatten" [id=224, type=Reshape]; -"225 /layer4/layer4.2/conv2/Conv" [id=225, type=Add]; -"226 /layer4/layer4.1/conv3/Conv/WithoutBiases" [id=226, type=Convolution]; -"227 /fc/Gemm/WithoutBiases" [id=227, type=MatMul]; -"228 /layer4/layer4.2/relu_1/Relu" [id=228, type=Relu]; -"229 /layer4/layer4.1/conv3/Conv" [id=229, type=Add]; -"230 prob" [id=230, type=Add]; -"231 /layer4/layer4.2/relu_1/Relu/fq_output_0" [id=231, type=FakeQuantize]; -"232 prob/sink_port_0" [id=232, type=Result]; -"233 /layer4/layer4.2/conv3/Conv/WithoutBiases" [id=233, type=Convolution]; -"234 /layer4/layer4.2/conv3/Conv" [id=234, type=Add]; -"235 Constant_2819" [id=235, type=Constant]; -"236 /fc/Gemm/WithoutBiases/fq_weights_1" [id=236, type=FakeQuantize]; -"237 Constant_62386" [id=237, type=Constant]; -"238 Constant_62385" [id=238, type=Constant]; -"239 Constant_62384" [id=239, type=Constant]; -"240 Constant_62383" [id=240, type=Constant]; -"241 fc.weight" [id=241, type=Constant]; -"242 Constant_981" [id=242, type=Constant]; -"243 Constant_62381" [id=243, type=Constant]; -"244 Constant_62380" [id=244, type=Constant]; -"245 Constant_62379" [id=245, type=Constant]; -"246 Constant_62378" [id=246, type=Constant]; -"247 Range_977" [id=247, type=Constant]; -"248 Constant_62376" [id=248, type=Constant]; -"249 Constant_62375" [id=249, type=Constant]; -"250 Constant_62374" [id=250, type=Constant]; -"251 Constant_62373" [id=251, type=Constant]; -"252 Constant_62341" [id=252, type=Constant]; -"253 Constant_62340" [id=253, type=Constant]; -"254 Constant_62339" [id=254, type=Constant]; -"255 Constant_62338" [id=255, type=Constant]; -"256 Constant_62306" [id=256, type=Constant]; -"257 Constant_62305" [id=257, type=Constant]; -"258 Constant_62304" [id=258, type=Constant]; -"259 Constant_62303" [id=259, type=Constant]; -"260 Reshape_867" [id=260, type=Constant]; -"261 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [id=261, type=FakeQuantize]; -"262 Constant_62266" [id=262, type=Constant]; -"263 Constant_62265" [id=263, type=Constant]; -"264 Constant_62264" [id=264, type=Constant]; -"265 Constant_62263" [id=265, type=Constant]; -"266 onnx^^Conv_635" [id=266, label="266 onnx::Conv_635", type=Constant]; -"267 Constant_62261" [id=267, type=Constant]; -"268 Constant_62260" [id=268, type=Constant]; -"269 Constant_62259" [id=269, type=Constant]; -"270 Constant_62258" [id=270, type=Constant]; -"271 Constant_62226" [id=271, type=Constant]; -"272 Constant_62225" [id=272, type=Constant]; -"273 Constant_62224" [id=273, type=Constant]; -"274 Constant_62223" [id=274, type=Constant]; -"275 Constant_62191" [id=275, type=Constant]; -"276 Constant_62190" [id=276, type=Constant]; -"277 Constant_62189" [id=277, type=Constant]; -"278 Constant_62188" [id=278, type=Constant]; -"279 Constant_62156" [id=279, type=Constant]; -"280 Constant_62155" [id=280, type=Constant]; -"281 Constant_62154" [id=281, type=Constant]; -"282 Constant_62153" [id=282, type=Constant]; -"283 Constant_62121" [id=283, type=Constant]; -"284 Constant_62120" [id=284, type=Constant]; -"285 Constant_62119" [id=285, type=Constant]; -"286 Constant_62118" [id=286, type=Constant]; -"287 Constant_62086" [id=287, type=Constant]; -"288 Constant_62085" [id=288, type=Constant]; -"289 Constant_62084" [id=289, type=Constant]; -"290 Constant_62083" [id=290, type=Constant]; -"291 Reshape_558" [id=291, type=Constant]; -"292 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [id=292, type=FakeQuantize]; -"293 Constant_62046" [id=293, type=Constant]; -"294 Constant_62045" [id=294, type=Constant]; -"295 Constant_62044" [id=295, type=Constant]; -"296 Constant_62043" [id=296, type=Constant]; -"297 onnx^^Conv_578" [id=297, label="297 onnx::Conv_578", type=Constant]; -"298 Constant_62041" [id=298, type=Constant]; -"299 Constant_62040" [id=299, type=Constant]; -"300 Constant_62039" [id=300, type=Constant]; -"301 Constant_62038" [id=301, type=Constant]; -"302 Constant_62006" [id=302, type=Constant]; -"303 Constant_62005" [id=303, type=Constant]; -"304 Constant_62004" [id=304, type=Constant]; -"305 Constant_62003" [id=305, type=Constant]; -"306 Constant_61971" [id=306, type=Constant]; -"307 Constant_61970" [id=307, type=Constant]; -"308 Constant_61969" [id=308, type=Constant]; -"309 Constant_61968" [id=309, type=Constant]; -"310 Constant_61936" [id=310, type=Constant]; -"311 Constant_61935" [id=311, type=Constant]; -"312 Constant_61934" [id=312, type=Constant]; -"313 Constant_61933" [id=313, type=Constant]; -"314 Reshape_347" [id=314, type=Constant]; -"315 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [id=315, type=FakeQuantize]; -"316 Constant_61896" [id=316, type=Constant]; -"317 Constant_61895" [id=317, type=Constant]; -"318 Constant_61894" [id=318, type=Constant]; -"319 Constant_61893" [id=319, type=Constant]; -"320 onnx^^Conv_539" [id=320, label="320 onnx::Conv_539", type=Constant]; -"321 Constant_61891" [id=321, type=Constant]; -"322 Constant_61890" [id=322, type=Constant]; -"323 Constant_61889" [id=323, type=Constant]; -"324 Constant_61888" [id=324, type=Constant]; -"325 Constant_61856" [id=325, type=Constant]; -"326 Constant_61855" [id=326, type=Constant]; -"327 Constant_61854" [id=327, type=Constant]; -"328 Constant_61853" [id=328, type=Constant]; -"329 Constant_61821" [id=329, type=Constant]; -"330 Constant_61820" [id=330, type=Constant]; -"331 Constant_61819" [id=331, type=Constant]; -"332 Constant_61818" [id=332, type=Constant]; -"333 Reshape_185" [id=333, type=Constant]; -"334 /layer1/layer1.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [id=334, type=FakeQuantize]; -"335 Constant_61781" [id=335, type=Constant]; -"336 Constant_61780" [id=336, type=Constant]; -"337 Constant_61779" [id=337, type=Constant]; -"338 Constant_61778" [id=338, type=Constant]; -"339 onnx^^Conv_509" [id=339, label="339 onnx::Conv_509", type=Constant]; -"340 Constant_61776" [id=340, type=Constant]; -"341 Constant_61775" [id=341, type=Constant]; -"342 Constant_61774" [id=342, type=Constant]; -"343 Constant_61773" [id=343, type=Constant]; -"344 Reshape_121" [id=344, type=Constant]; -"345 /conv1/Conv/WithoutBiases/fq_weights_1" [id=345, type=FakeQuantize]; -"346 Constant_61771" [id=346, type=Constant]; -"347 Constant_61770" [id=347, type=Constant]; -"348 Constant_61769" [id=348, type=Constant]; -"349 Constant_61768" [id=349, type=Constant]; -"350 Gather_2818" [id=350, type=Constant]; -"351 Constant_61766" [id=351, type=Constant]; -"352 Constant_61765" [id=352, type=Constant]; -"353 Constant_61764" [id=353, type=Constant]; -"354 Constant_61763" [id=354, type=Constant]; -"355 Gather_2815" [id=355, type=Constant]; -"356 Gather_2812" [id=356, type=Constant]; -"357 Constant_61816" [id=357, type=Constant]; -"358 Constant_61815" [id=358, type=Constant]; -"359 Constant_61814" [id=359, type=Constant]; -"360 Constant_61813" [id=360, type=Constant]; -"361 Reshape_170" [id=361, type=Constant]; -"362 /layer1/layer1.0/conv3/Conv/WithoutBiases/fq_weights_1" [id=362, type=FakeQuantize]; -"363 Constant_61811" [id=363, type=Constant]; -"364 Constant_61810" [id=364, type=Constant]; -"365 Constant_61809" [id=365, type=Constant]; -"366 Constant_61808" [id=366, type=Constant]; -"367 onnx^^Conv_506" [id=367, label="367 onnx::Conv_506", type=Constant]; -"368 Constant_61806" [id=368, type=Constant]; -"369 Constant_61805" [id=369, type=Constant]; -"370 Constant_61804" [id=370, type=Constant]; -"371 Constant_61803" [id=371, type=Constant]; -"372 Reshape_154" [id=372, type=Constant]; -"373 /layer1/layer1.0/conv2/Conv/WithoutBiases/fq_weights_1" [id=373, type=FakeQuantize]; -"374 Constant_61801" [id=374, type=Constant]; -"375 Constant_61800" [id=375, type=Constant]; -"376 Constant_61799" [id=376, type=Constant]; -"377 Constant_61798" [id=377, type=Constant]; -"378 onnx^^Conv_503" [id=378, label="378 onnx::Conv_503", type=Constant]; -"379 Constant_61796" [id=379, type=Constant]; -"380 Constant_61795" [id=380, type=Constant]; -"381 Constant_61794" [id=381, type=Constant]; -"382 Constant_61793" [id=382, type=Constant]; -"383 Reshape_138" [id=383, type=Constant]; -"384 /layer1/layer1.0/conv1/Conv/WithoutBiases/fq_weights_1" [id=384, type=FakeQuantize]; -"385 Constant_61791" [id=385, type=Constant]; -"386 Constant_61790" [id=386, type=Constant]; -"387 Constant_61789" [id=387, type=Constant]; -"388 Constant_61788" [id=388, type=Constant]; -"389 onnx^^Conv_500" [id=389, label="389 onnx::Conv_500", type=Constant]; -"390 Reshape_234" [id=390, type=Constant]; -"391 /layer1/layer1.1/conv3/Conv/WithoutBiases/fq_weights_1" [id=391, type=FakeQuantize]; -"392 Constant_61846" [id=392, type=Constant]; -"393 Constant_61845" [id=393, type=Constant]; -"394 Constant_61844" [id=394, type=Constant]; -"395 Constant_61843" [id=395, type=Constant]; -"396 onnx^^Conv_518" [id=396, label="396 onnx::Conv_518", type=Constant]; -"397 Constant_61841" [id=397, type=Constant]; -"398 Constant_61840" [id=398, type=Constant]; -"399 Constant_61839" [id=399, type=Constant]; -"400 Constant_61838" [id=400, type=Constant]; -"401 Reshape_218" [id=401, type=Constant]; -"402 /layer1/layer1.1/conv2/Conv/WithoutBiases/fq_weights_1" [id=402, type=FakeQuantize]; -"403 Constant_61836" [id=403, type=Constant]; -"404 Constant_61835" [id=404, type=Constant]; -"405 Constant_61834" [id=405, type=Constant]; -"406 Constant_61833" [id=406, type=Constant]; -"407 onnx^^Conv_515" [id=407, label="407 onnx::Conv_515", type=Constant]; -"408 Constant_61831" [id=408, type=Constant]; -"409 Constant_61830" [id=409, type=Constant]; -"410 Constant_61829" [id=410, type=Constant]; -"411 Constant_61828" [id=411, type=Constant]; -"412 Reshape_202" [id=412, type=Constant]; -"413 /layer1/layer1.1/conv1/Conv/WithoutBiases/fq_weights_1" [id=413, type=FakeQuantize]; -"414 Constant_61826" [id=414, type=Constant]; -"415 Constant_61825" [id=415, type=Constant]; -"416 Constant_61824" [id=416, type=Constant]; -"417 Constant_61823" [id=417, type=Constant]; -"418 onnx^^Conv_512" [id=418, label="418 onnx::Conv_512", type=Constant]; -"419 Reshape_283" [id=419, type=Constant]; -"420 /layer1/layer1.2/conv3/Conv/WithoutBiases/fq_weights_1" [id=420, type=FakeQuantize]; -"421 Constant_61881" [id=421, type=Constant]; -"422 Constant_61880" [id=422, type=Constant]; -"423 Constant_61879" [id=423, type=Constant]; -"424 Constant_61878" [id=424, type=Constant]; -"425 onnx^^Conv_527" [id=425, label="425 onnx::Conv_527", type=Constant]; -"426 Constant_61876" [id=426, type=Constant]; -"427 Constant_61875" [id=427, type=Constant]; -"428 Constant_61874" [id=428, type=Constant]; -"429 Constant_61873" [id=429, type=Constant]; -"430 Reshape_267" [id=430, type=Constant]; -"431 /layer1/layer1.2/conv2/Conv/WithoutBiases/fq_weights_1" [id=431, type=FakeQuantize]; -"432 Constant_61871" [id=432, type=Constant]; -"433 Constant_61870" [id=433, type=Constant]; -"434 Constant_61869" [id=434, type=Constant]; -"435 Constant_61868" [id=435, type=Constant]; -"436 onnx^^Conv_524" [id=436, label="436 onnx::Conv_524", type=Constant]; -"437 Constant_61866" [id=437, type=Constant]; -"438 Constant_61865" [id=438, type=Constant]; -"439 Constant_61864" [id=439, type=Constant]; -"440 Constant_61863" [id=440, type=Constant]; -"441 Reshape_251" [id=441, type=Constant]; -"442 /layer1/layer1.2/conv1/Conv/WithoutBiases/fq_weights_1" [id=442, type=FakeQuantize]; -"443 Constant_61861" [id=443, type=Constant]; -"444 Constant_61860" [id=444, type=Constant]; -"445 Constant_61859" [id=445, type=Constant]; -"446 Constant_61858" [id=446, type=Constant]; -"447 onnx^^Conv_521" [id=447, label="447 onnx::Conv_521", type=Constant]; -"448 Constant_61931" [id=448, type=Constant]; -"449 Constant_61930" [id=449, type=Constant]; -"450 Constant_61929" [id=450, type=Constant]; -"451 Constant_61928" [id=451, type=Constant]; -"452 Reshape_332" [id=452, type=Constant]; -"453 /layer2/layer2.0/conv3/Conv/WithoutBiases/fq_weights_1" [id=453, type=FakeQuantize]; -"454 Constant_61926" [id=454, type=Constant]; -"455 Constant_61925" [id=455, type=Constant]; -"456 Constant_61924" [id=456, type=Constant]; -"457 Constant_61923" [id=457, type=Constant]; -"458 onnx^^Conv_536" [id=458, label="458 onnx::Conv_536", type=Constant]; -"459 Constant_61921" [id=459, type=Constant]; -"460 Constant_61920" [id=460, type=Constant]; -"461 Constant_61919" [id=461, type=Constant]; -"462 Constant_61918" [id=462, type=Constant]; -"463 Reshape_316" [id=463, type=Constant]; -"464 /layer2/layer2.0/conv2/Conv/WithoutBiases/fq_weights_1" [id=464, type=FakeQuantize]; -"465 Constant_61916" [id=465, type=Constant]; -"466 Constant_61915" [id=466, type=Constant]; -"467 Constant_61914" [id=467, type=Constant]; -"468 Constant_61913" [id=468, type=Constant]; -"469 onnx^^Conv_533" [id=469, label="469 onnx::Conv_533", type=Constant]; -"470 Constant_61911" [id=470, type=Constant]; -"471 Constant_61910" [id=471, type=Constant]; -"472 Constant_61909" [id=472, type=Constant]; -"473 Constant_61908" [id=473, type=Constant]; -"474 Reshape_300" [id=474, type=Constant]; -"475 /layer2/layer2.0/conv1/Conv/WithoutBiases/fq_weights_1" [id=475, type=FakeQuantize]; -"476 Constant_61906" [id=476, type=Constant]; -"477 Constant_61905" [id=477, type=Constant]; -"478 Constant_61904" [id=478, type=Constant]; -"479 Constant_61903" [id=479, type=Constant]; -"480 onnx^^Conv_530" [id=480, label="480 onnx::Conv_530", type=Constant]; -"481 Reshape_396" [id=481, type=Constant]; -"482 /layer2/layer2.1/conv3/Conv/WithoutBiases/fq_weights_1" [id=482, type=FakeQuantize]; -"483 Constant_61961" [id=483, type=Constant]; -"484 Constant_61960" [id=484, type=Constant]; -"485 Constant_61959" [id=485, type=Constant]; -"486 Constant_61958" [id=486, type=Constant]; -"487 onnx^^Conv_548" [id=487, label="487 onnx::Conv_548", type=Constant]; -"488 Constant_61956" [id=488, type=Constant]; -"489 Constant_61955" [id=489, type=Constant]; -"490 Constant_61954" [id=490, type=Constant]; -"491 Constant_61953" [id=491, type=Constant]; -"492 Reshape_380" [id=492, type=Constant]; -"493 /layer2/layer2.1/conv2/Conv/WithoutBiases/fq_weights_1" [id=493, type=FakeQuantize]; -"494 Constant_61951" [id=494, type=Constant]; -"495 Constant_61950" [id=495, type=Constant]; -"496 Constant_61949" [id=496, type=Constant]; -"497 Constant_61948" [id=497, type=Constant]; -"498 onnx^^Conv_545" [id=498, label="498 onnx::Conv_545", type=Constant]; -"499 Constant_61946" [id=499, type=Constant]; -"500 Constant_61945" [id=500, type=Constant]; -"501 Constant_61944" [id=501, type=Constant]; -"502 Constant_61943" [id=502, type=Constant]; -"503 Reshape_364" [id=503, type=Constant]; -"504 /layer2/layer2.1/conv1/Conv/WithoutBiases/fq_weights_1" [id=504, type=FakeQuantize]; -"505 Constant_61941" [id=505, type=Constant]; -"506 Constant_61940" [id=506, type=Constant]; -"507 Constant_61939" [id=507, type=Constant]; -"508 Constant_61938" [id=508, type=Constant]; -"509 onnx^^Conv_542" [id=509, label="509 onnx::Conv_542", type=Constant]; -"510 Reshape_445" [id=510, type=Constant]; -"511 /layer2/layer2.2/conv3/Conv/WithoutBiases/fq_weights_1" [id=511, type=FakeQuantize]; -"512 Constant_61996" [id=512, type=Constant]; -"513 Constant_61995" [id=513, type=Constant]; -"514 Constant_61994" [id=514, type=Constant]; -"515 Constant_61993" [id=515, type=Constant]; -"516 onnx^^Conv_557" [id=516, label="516 onnx::Conv_557", type=Constant]; -"517 Constant_61991" [id=517, type=Constant]; -"518 Constant_61990" [id=518, type=Constant]; -"519 Constant_61989" [id=519, type=Constant]; -"520 Constant_61988" [id=520, type=Constant]; -"521 Reshape_429" [id=521, type=Constant]; -"522 /layer2/layer2.2/conv2/Conv/WithoutBiases/fq_weights_1" [id=522, type=FakeQuantize]; -"523 Constant_61986" [id=523, type=Constant]; -"524 Constant_61985" [id=524, type=Constant]; -"525 Constant_61984" [id=525, type=Constant]; -"526 Constant_61983" [id=526, type=Constant]; -"527 onnx^^Conv_554" [id=527, label="527 onnx::Conv_554", type=Constant]; -"528 Constant_61981" [id=528, type=Constant]; -"529 Constant_61980" [id=529, type=Constant]; -"530 Constant_61979" [id=530, type=Constant]; -"531 Constant_61978" [id=531, type=Constant]; -"532 Reshape_413" [id=532, type=Constant]; -"533 /layer2/layer2.2/conv1/Conv/WithoutBiases/fq_weights_1" [id=533, type=FakeQuantize]; -"534 Constant_61976" [id=534, type=Constant]; -"535 Constant_61975" [id=535, type=Constant]; -"536 Constant_61974" [id=536, type=Constant]; -"537 Constant_61973" [id=537, type=Constant]; -"538 onnx^^Conv_551" [id=538, label="538 onnx::Conv_551", type=Constant]; -"539 Reshape_494" [id=539, type=Constant]; -"540 /layer2/layer2.3/conv3/Conv/WithoutBiases/fq_weights_1" [id=540, type=FakeQuantize]; -"541 Constant_62031" [id=541, type=Constant]; -"542 Constant_62030" [id=542, type=Constant]; -"543 Constant_62029" [id=543, type=Constant]; -"544 Constant_62028" [id=544, type=Constant]; -"545 onnx^^Conv_566" [id=545, label="545 onnx::Conv_566", type=Constant]; -"546 Constant_62026" [id=546, type=Constant]; -"547 Constant_62025" [id=547, type=Constant]; -"548 Constant_62024" [id=548, type=Constant]; -"549 Constant_62023" [id=549, type=Constant]; -"550 Reshape_478" [id=550, type=Constant]; -"551 /layer2/layer2.3/conv2/Conv/WithoutBiases/fq_weights_1" [id=551, type=FakeQuantize]; -"552 Constant_62021" [id=552, type=Constant]; -"553 Constant_62020" [id=553, type=Constant]; -"554 Constant_62019" [id=554, type=Constant]; -"555 Constant_62018" [id=555, type=Constant]; -"556 onnx^^Conv_563" [id=556, label="556 onnx::Conv_563", type=Constant]; -"557 Constant_62016" [id=557, type=Constant]; -"558 Constant_62015" [id=558, type=Constant]; -"559 Constant_62014" [id=559, type=Constant]; -"560 Constant_62013" [id=560, type=Constant]; -"561 Reshape_462" [id=561, type=Constant]; -"562 /layer2/layer2.3/conv1/Conv/WithoutBiases/fq_weights_1" [id=562, type=FakeQuantize]; -"563 Constant_62011" [id=563, type=Constant]; -"564 Constant_62010" [id=564, type=Constant]; -"565 Constant_62009" [id=565, type=Constant]; -"566 Constant_62008" [id=566, type=Constant]; -"567 onnx^^Conv_560" [id=567, label="567 onnx::Conv_560", type=Constant]; -"568 Constant_62081" [id=568, type=Constant]; -"569 Constant_62080" [id=569, type=Constant]; -"570 Constant_62079" [id=570, type=Constant]; -"571 Constant_62078" [id=571, type=Constant]; -"572 Reshape_543" [id=572, type=Constant]; -"573 /layer3/layer3.0/conv3/Conv/WithoutBiases/fq_weights_1" [id=573, type=FakeQuantize]; -"574 Constant_62076" [id=574, type=Constant]; -"575 Constant_62075" [id=575, type=Constant]; -"576 Constant_62074" [id=576, type=Constant]; -"577 Constant_62073" [id=577, type=Constant]; -"578 onnx^^Conv_575" [id=578, label="578 onnx::Conv_575", type=Constant]; -"579 Constant_62071" [id=579, type=Constant]; -"580 Constant_62070" [id=580, type=Constant]; -"581 Constant_62069" [id=581, type=Constant]; -"582 Constant_62068" [id=582, type=Constant]; -"583 Reshape_527" [id=583, type=Constant]; -"584 /layer3/layer3.0/conv2/Conv/WithoutBiases/fq_weights_1" [id=584, type=FakeQuantize]; -"585 Constant_62066" [id=585, type=Constant]; -"586 Constant_62065" [id=586, type=Constant]; -"587 Constant_62064" [id=587, type=Constant]; -"588 Constant_62063" [id=588, type=Constant]; -"589 onnx^^Conv_572" [id=589, label="589 onnx::Conv_572", type=Constant]; -"590 Constant_62061" [id=590, type=Constant]; -"591 Constant_62060" [id=591, type=Constant]; -"592 Constant_62059" [id=592, type=Constant]; -"593 Constant_62058" [id=593, type=Constant]; -"594 Reshape_511" [id=594, type=Constant]; -"595 /layer3/layer3.0/conv1/Conv/WithoutBiases/fq_weights_1" [id=595, type=FakeQuantize]; -"596 Constant_62056" [id=596, type=Constant]; -"597 Constant_62055" [id=597, type=Constant]; -"598 Constant_62054" [id=598, type=Constant]; -"599 Constant_62053" [id=599, type=Constant]; -"600 onnx^^Conv_569" [id=600, label="600 onnx::Conv_569", type=Constant]; -"601 Reshape_607" [id=601, type=Constant]; -"602 /layer3/layer3.1/conv3/Conv/WithoutBiases/fq_weights_1" [id=602, type=FakeQuantize]; -"603 Constant_62111" [id=603, type=Constant]; -"604 Constant_62110" [id=604, type=Constant]; -"605 Constant_62109" [id=605, type=Constant]; -"606 Constant_62108" [id=606, type=Constant]; -"607 onnx^^Conv_587" [id=607, label="607 onnx::Conv_587", type=Constant]; -"608 Constant_62106" [id=608, type=Constant]; -"609 Constant_62105" [id=609, type=Constant]; -"610 Constant_62104" [id=610, type=Constant]; -"611 Constant_62103" [id=611, type=Constant]; -"612 Reshape_591" [id=612, type=Constant]; -"613 /layer3/layer3.1/conv2/Conv/WithoutBiases/fq_weights_1" [id=613, type=FakeQuantize]; -"614 Constant_62101" [id=614, type=Constant]; -"615 Constant_62100" [id=615, type=Constant]; -"616 Constant_62099" [id=616, type=Constant]; -"617 Constant_62098" [id=617, type=Constant]; -"618 onnx^^Conv_584" [id=618, label="618 onnx::Conv_584", type=Constant]; -"619 Constant_62096" [id=619, type=Constant]; -"620 Constant_62095" [id=620, type=Constant]; -"621 Constant_62094" [id=621, type=Constant]; -"622 Constant_62093" [id=622, type=Constant]; -"623 Reshape_575" [id=623, type=Constant]; -"624 /layer3/layer3.1/conv1/Conv/WithoutBiases/fq_weights_1" [id=624, type=FakeQuantize]; -"625 Constant_62091" [id=625, type=Constant]; -"626 Constant_62090" [id=626, type=Constant]; -"627 Constant_62089" [id=627, type=Constant]; -"628 Constant_62088" [id=628, type=Constant]; -"629 onnx^^Conv_581" [id=629, label="629 onnx::Conv_581", type=Constant]; -"630 Reshape_656" [id=630, type=Constant]; -"631 /layer3/layer3.2/conv3/Conv/WithoutBiases/fq_weights_1" [id=631, type=FakeQuantize]; -"632 Constant_62146" [id=632, type=Constant]; -"633 Constant_62145" [id=633, type=Constant]; -"634 Constant_62144" [id=634, type=Constant]; -"635 Constant_62143" [id=635, type=Constant]; -"636 onnx^^Conv_596" [id=636, label="636 onnx::Conv_596", type=Constant]; -"637 Constant_62141" [id=637, type=Constant]; -"638 Constant_62140" [id=638, type=Constant]; -"639 Constant_62139" [id=639, type=Constant]; -"640 Constant_62138" [id=640, type=Constant]; -"641 Reshape_640" [id=641, type=Constant]; -"642 /layer3/layer3.2/conv2/Conv/WithoutBiases/fq_weights_1" [id=642, type=FakeQuantize]; -"643 Constant_62136" [id=643, type=Constant]; -"644 Constant_62135" [id=644, type=Constant]; -"645 Constant_62134" [id=645, type=Constant]; -"646 Constant_62133" [id=646, type=Constant]; -"647 onnx^^Conv_593" [id=647, label="647 onnx::Conv_593", type=Constant]; -"648 Constant_62131" [id=648, type=Constant]; -"649 Constant_62130" [id=649, type=Constant]; -"650 Constant_62129" [id=650, type=Constant]; -"651 Constant_62128" [id=651, type=Constant]; -"652 Reshape_624" [id=652, type=Constant]; -"653 /layer3/layer3.2/conv1/Conv/WithoutBiases/fq_weights_1" [id=653, type=FakeQuantize]; -"654 Constant_62126" [id=654, type=Constant]; -"655 Constant_62125" [id=655, type=Constant]; -"656 Constant_62124" [id=656, type=Constant]; -"657 Constant_62123" [id=657, type=Constant]; -"658 onnx^^Conv_590" [id=658, label="658 onnx::Conv_590", type=Constant]; -"659 Reshape_705" [id=659, type=Constant]; -"660 /layer3/layer3.3/conv3/Conv/WithoutBiases/fq_weights_1" [id=660, type=FakeQuantize]; -"661 Constant_62181" [id=661, type=Constant]; -"662 Constant_62180" [id=662, type=Constant]; -"663 Constant_62179" [id=663, type=Constant]; -"664 Constant_62178" [id=664, type=Constant]; -"665 onnx^^Conv_605" [id=665, label="665 onnx::Conv_605", type=Constant]; -"666 Constant_62176" [id=666, type=Constant]; -"667 Constant_62175" [id=667, type=Constant]; -"668 Constant_62174" [id=668, type=Constant]; -"669 Constant_62173" [id=669, type=Constant]; -"670 Reshape_689" [id=670, type=Constant]; -"671 /layer3/layer3.3/conv2/Conv/WithoutBiases/fq_weights_1" [id=671, type=FakeQuantize]; -"672 Constant_62171" [id=672, type=Constant]; -"673 Constant_62170" [id=673, type=Constant]; -"674 Constant_62169" [id=674, type=Constant]; -"675 Constant_62168" [id=675, type=Constant]; -"676 onnx^^Conv_602" [id=676, label="676 onnx::Conv_602", type=Constant]; -"677 Constant_62166" [id=677, type=Constant]; -"678 Constant_62165" [id=678, type=Constant]; -"679 Constant_62164" [id=679, type=Constant]; -"680 Constant_62163" [id=680, type=Constant]; -"681 Reshape_673" [id=681, type=Constant]; -"682 /layer3/layer3.3/conv1/Conv/WithoutBiases/fq_weights_1" [id=682, type=FakeQuantize]; -"683 Constant_62161" [id=683, type=Constant]; -"684 Constant_62160" [id=684, type=Constant]; -"685 Constant_62159" [id=685, type=Constant]; -"686 Constant_62158" [id=686, type=Constant]; -"687 onnx^^Conv_599" [id=687, label="687 onnx::Conv_599", type=Constant]; -"688 Reshape_754" [id=688, type=Constant]; -"689 /layer3/layer3.4/conv3/Conv/WithoutBiases/fq_weights_1" [id=689, type=FakeQuantize]; -"690 Constant_62216" [id=690, type=Constant]; -"691 Constant_62215" [id=691, type=Constant]; -"692 Constant_62214" [id=692, type=Constant]; -"693 Constant_62213" [id=693, type=Constant]; -"694 onnx^^Conv_614" [id=694, label="694 onnx::Conv_614", type=Constant]; -"695 Constant_62211" [id=695, type=Constant]; -"696 Constant_62210" [id=696, type=Constant]; -"697 Constant_62209" [id=697, type=Constant]; -"698 Constant_62208" [id=698, type=Constant]; -"699 Reshape_738" [id=699, type=Constant]; -"700 /layer3/layer3.4/conv2/Conv/WithoutBiases/fq_weights_1" [id=700, type=FakeQuantize]; -"701 Constant_62206" [id=701, type=Constant]; -"702 Constant_62205" [id=702, type=Constant]; -"703 Constant_62204" [id=703, type=Constant]; -"704 Constant_62203" [id=704, type=Constant]; -"705 onnx^^Conv_611" [id=705, label="705 onnx::Conv_611", type=Constant]; -"706 Constant_62201" [id=706, type=Constant]; -"707 Constant_62200" [id=707, type=Constant]; -"708 Constant_62199" [id=708, type=Constant]; -"709 Constant_62198" [id=709, type=Constant]; -"710 Reshape_722" [id=710, type=Constant]; -"711 /layer3/layer3.4/conv1/Conv/WithoutBiases/fq_weights_1" [id=711, type=FakeQuantize]; -"712 Constant_62196" [id=712, type=Constant]; -"713 Constant_62195" [id=713, type=Constant]; -"714 Constant_62194" [id=714, type=Constant]; -"715 Constant_62193" [id=715, type=Constant]; -"716 onnx^^Conv_608" [id=716, label="716 onnx::Conv_608", type=Constant]; -"717 Reshape_803" [id=717, type=Constant]; -"718 /layer3/layer3.5/conv3/Conv/WithoutBiases/fq_weights_1" [id=718, type=FakeQuantize]; -"719 Constant_62251" [id=719, type=Constant]; -"720 Constant_62250" [id=720, type=Constant]; -"721 Constant_62249" [id=721, type=Constant]; -"722 Constant_62248" [id=722, type=Constant]; -"723 onnx^^Conv_623" [id=723, label="723 onnx::Conv_623", type=Constant]; -"724 Constant_62246" [id=724, type=Constant]; -"725 Constant_62245" [id=725, type=Constant]; -"726 Constant_62244" [id=726, type=Constant]; -"727 Constant_62243" [id=727, type=Constant]; -"728 Reshape_787" [id=728, type=Constant]; -"729 /layer3/layer3.5/conv2/Conv/WithoutBiases/fq_weights_1" [id=729, type=FakeQuantize]; -"730 Constant_62241" [id=730, type=Constant]; -"731 Constant_62240" [id=731, type=Constant]; -"732 Constant_62239" [id=732, type=Constant]; -"733 Constant_62238" [id=733, type=Constant]; -"734 onnx^^Conv_620" [id=734, label="734 onnx::Conv_620", type=Constant]; -"735 Constant_62236" [id=735, type=Constant]; -"736 Constant_62235" [id=736, type=Constant]; -"737 Constant_62234" [id=737, type=Constant]; -"738 Constant_62233" [id=738, type=Constant]; -"739 Reshape_771" [id=739, type=Constant]; -"740 /layer3/layer3.5/conv1/Conv/WithoutBiases/fq_weights_1" [id=740, type=FakeQuantize]; -"741 Constant_62231" [id=741, type=Constant]; -"742 Constant_62230" [id=742, type=Constant]; -"743 Constant_62229" [id=743, type=Constant]; -"744 Constant_62228" [id=744, type=Constant]; -"745 onnx^^Conv_617" [id=745, label="745 onnx::Conv_617", type=Constant]; -"746 Constant_62301" [id=746, type=Constant]; -"747 Constant_62300" [id=747, type=Constant]; -"748 Constant_62299" [id=748, type=Constant]; -"749 Constant_62298" [id=749, type=Constant]; -"750 Reshape_852" [id=750, type=Constant]; -"751 /layer4/layer4.0/conv3/Conv/WithoutBiases/fq_weights_1" [id=751, type=FakeQuantize]; -"752 Constant_62296" [id=752, type=Constant]; -"753 Constant_62295" [id=753, type=Constant]; -"754 Constant_62294" [id=754, type=Constant]; -"755 Constant_62293" [id=755, type=Constant]; -"756 onnx^^Conv_632" [id=756, label="756 onnx::Conv_632", type=Constant]; -"757 Constant_62291" [id=757, type=Constant]; -"758 Constant_62290" [id=758, type=Constant]; -"759 Constant_62289" [id=759, type=Constant]; -"760 Constant_62288" [id=760, type=Constant]; -"761 Reshape_836" [id=761, type=Constant]; -"762 /layer4/layer4.0/conv2/Conv/WithoutBiases/fq_weights_1" [id=762, type=FakeQuantize]; -"763 Constant_62286" [id=763, type=Constant]; -"764 Constant_62285" [id=764, type=Constant]; -"765 Constant_62284" [id=765, type=Constant]; -"766 Constant_62283" [id=766, type=Constant]; -"767 onnx^^Conv_629" [id=767, label="767 onnx::Conv_629", type=Constant]; -"768 Constant_62281" [id=768, type=Constant]; -"769 Constant_62280" [id=769, type=Constant]; -"770 Constant_62279" [id=770, type=Constant]; -"771 Constant_62278" [id=771, type=Constant]; -"772 Reshape_820" [id=772, type=Constant]; -"773 /layer4/layer4.0/conv1/Conv/WithoutBiases/fq_weights_1" [id=773, type=FakeQuantize]; -"774 Constant_62276" [id=774, type=Constant]; -"775 Constant_62275" [id=775, type=Constant]; -"776 Constant_62274" [id=776, type=Constant]; -"777 Constant_62273" [id=777, type=Constant]; -"778 onnx^^Conv_626" [id=778, label="778 onnx::Conv_626", type=Constant]; -"779 Reshape_916" [id=779, type=Constant]; -"780 /layer4/layer4.1/conv3/Conv/WithoutBiases/fq_weights_1" [id=780, type=FakeQuantize]; -"781 Constant_62331" [id=781, type=Constant]; -"782 Constant_62330" [id=782, type=Constant]; -"783 Constant_62329" [id=783, type=Constant]; -"784 Constant_62328" [id=784, type=Constant]; -"785 onnx^^Conv_644" [id=785, label="785 onnx::Conv_644", type=Constant]; -"786 Constant_62326" [id=786, type=Constant]; -"787 Constant_62325" [id=787, type=Constant]; -"788 Constant_62324" [id=788, type=Constant]; -"789 Constant_62323" [id=789, type=Constant]; -"790 Reshape_900" [id=790, type=Constant]; -"791 /layer4/layer4.1/conv2/Conv/WithoutBiases/fq_weights_1" [id=791, type=FakeQuantize]; -"792 Constant_62321" [id=792, type=Constant]; -"793 Constant_62320" [id=793, type=Constant]; -"794 Constant_62319" [id=794, type=Constant]; -"795 Constant_62318" [id=795, type=Constant]; -"796 onnx^^Conv_641" [id=796, label="796 onnx::Conv_641", type=Constant]; -"797 Constant_62316" [id=797, type=Constant]; -"798 Constant_62315" [id=798, type=Constant]; -"799 Constant_62314" [id=799, type=Constant]; -"800 Constant_62313" [id=800, type=Constant]; -"801 Reshape_884" [id=801, type=Constant]; -"802 /layer4/layer4.1/conv1/Conv/WithoutBiases/fq_weights_1" [id=802, type=FakeQuantize]; -"803 Constant_62311" [id=803, type=Constant]; -"804 Constant_62310" [id=804, type=Constant]; -"805 Constant_62309" [id=805, type=Constant]; -"806 Constant_62308" [id=806, type=Constant]; -"807 onnx^^Conv_638" [id=807, label="807 onnx::Conv_638", type=Constant]; -"808 Reshape_965" [id=808, type=Constant]; -"809 /layer4/layer4.2/conv3/Conv/WithoutBiases/fq_weights_1" [id=809, type=FakeQuantize]; -"810 Constant_62366" [id=810, type=Constant]; -"811 Constant_62365" [id=811, type=Constant]; -"812 Constant_62364" [id=812, type=Constant]; -"813 Constant_62363" [id=813, type=Constant]; -"814 onnx^^Conv_653" [id=814, label="814 onnx::Conv_653", type=Constant]; -"815 Constant_62361" [id=815, type=Constant]; -"816 Constant_62360" [id=816, type=Constant]; -"817 Constant_62359" [id=817, type=Constant]; -"818 Constant_62358" [id=818, type=Constant]; -"819 Reshape_949" [id=819, type=Constant]; -"820 /layer4/layer4.2/conv2/Conv/WithoutBiases/fq_weights_1" [id=820, type=FakeQuantize]; -"821 Constant_62356" [id=821, type=Constant]; -"822 Constant_62355" [id=822, type=Constant]; -"823 Constant_62354" [id=823, type=Constant]; -"824 Constant_62353" [id=824, type=Constant]; -"825 onnx^^Conv_650" [id=825, label="825 onnx::Conv_650", type=Constant]; -"826 Constant_62351" [id=826, type=Constant]; -"827 Constant_62350" [id=827, type=Constant]; -"828 Constant_62349" [id=828, type=Constant]; -"829 Constant_62348" [id=829, type=Constant]; -"830 Reshape_933" [id=830, type=Constant]; -"831 /layer4/layer4.2/conv1/Conv/WithoutBiases/fq_weights_1" [id=831, type=FakeQuantize]; -"832 Constant_62346" [id=832, type=Constant]; -"833 Constant_62345" [id=833, type=Constant]; -"834 Constant_62344" [id=834, type=Constant]; -"835 Constant_62343" [id=835, type=Constant]; -"836 onnx^^Conv_647" [id=836, label="836 onnx::Conv_647", type=Constant]; -"0 data" -> "1 Multiply_2745" [label="[1, 3, 224, 224]", style=solid]; -"1 Multiply_2745" -> "2 Divide_1002" [label="[1, 3, 224, 224]", style=solid]; -"2 Divide_1002" -> "3 Divide_1002/fq_output_0" [label="[1, 3, 224, 224]", style=solid]; -"3 Divide_1002/fq_output_0" -> "4 /conv1/Conv/WithoutBiases" [label="[1, 3, 224, 224]", style=solid]; -"4 /conv1/Conv/WithoutBiases" -> "5 /conv1/Conv" [label="[1, 64, 112, 112]", style=solid]; -"5 /conv1/Conv" -> "6 /relu/Relu" [label="[1, 64, 112, 112]", style=solid]; -"6 /relu/Relu" -> "7 /relu/Relu/fq_output_0" [label="[1, 64, 112, 112]", style=solid]; -"7 /relu/Relu/fq_output_0" -> "8 /maxpool/MaxPool" [label="[1, 64, 112, 112]", style=solid]; -"8 /maxpool/MaxPool" -> "9 /layer1/layer1.0/conv1/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; -"8 /maxpool/MaxPool" -> "10 /layer1/layer1.0/downsample/downsample.0/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; -"9 /layer1/layer1.0/conv1/Conv/WithoutBiases" -> "11 /layer1/layer1.0/conv1/Conv" [label="[1, 64, 56, 56]", style=solid]; -"10 /layer1/layer1.0/downsample/downsample.0/Conv/WithoutBiases" -> "12 /layer1/layer1.0/downsample/downsample.0/Conv" [label="[1, 256, 56, 56]", style=solid]; -"11 /layer1/layer1.0/conv1/Conv" -> "13 /layer1/layer1.0/relu/Relu" [label="[1, 64, 56, 56]", style=solid]; -"12 /layer1/layer1.0/downsample/downsample.0/Conv" -> "14 /layer1/layer1.0/Add" [label="[1, 256, 56, 56]", style=solid]; -"13 /layer1/layer1.0/relu/Relu" -> "15 /layer1/layer1.0/relu/Relu/fq_output_0" [label="[1, 64, 56, 56]", style=solid]; -"14 /layer1/layer1.0/Add" -> "16 /layer1/layer1.0/relu_2/Relu" [label="[1, 256, 56, 56]", style=solid]; -"15 /layer1/layer1.0/relu/Relu/fq_output_0" -> "17 /layer1/layer1.0/conv2/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; -"16 /layer1/layer1.0/relu_2/Relu" -> "18 /layer1/layer1.0/relu_2/Relu/fq_output_0" [label="[1, 256, 56, 56]", style=solid]; -"17 /layer1/layer1.0/conv2/Conv/WithoutBiases" -> "19 /layer1/layer1.0/conv2/Conv" [label="[1, 64, 56, 56]", style=solid]; -"18 /layer1/layer1.0/relu_2/Relu/fq_output_0" -> "20 /layer1/layer1.1/Add" [label="[1, 256, 56, 56]", style=solid]; -"18 /layer1/layer1.0/relu_2/Relu/fq_output_0" -> "21 /layer1/layer1.1/conv1/Conv/WithoutBiases" [label="[1, 256, 56, 56]", style=solid]; -"19 /layer1/layer1.0/conv2/Conv" -> "22 /layer1/layer1.0/relu_1/Relu" [label="[1, 64, 56, 56]", style=solid]; -"20 /layer1/layer1.1/Add" -> "23 /layer1/layer1.1/relu_2/Relu" [label="[1, 256, 56, 56]", style=solid]; -"21 /layer1/layer1.1/conv1/Conv/WithoutBiases" -> "24 /layer1/layer1.1/conv1/Conv" [label="[1, 64, 56, 56]", style=solid]; -"22 /layer1/layer1.0/relu_1/Relu" -> "25 /layer1/layer1.0/relu_1/Relu/fq_output_0" [label="[1, 64, 56, 56]", style=solid]; -"23 /layer1/layer1.1/relu_2/Relu" -> "26 /layer1/layer1.1/relu_2/Relu/fq_output_0" [label="[1, 256, 56, 56]", style=solid]; -"24 /layer1/layer1.1/conv1/Conv" -> "27 /layer1/layer1.1/relu/Relu" [label="[1, 64, 56, 56]", style=solid]; -"25 /layer1/layer1.0/relu_1/Relu/fq_output_0" -> "28 /layer1/layer1.0/conv3/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; -"26 /layer1/layer1.1/relu_2/Relu/fq_output_0" -> "29 /layer1/layer1.2/Add" [label="[1, 256, 56, 56]", style=solid]; -"26 /layer1/layer1.1/relu_2/Relu/fq_output_0" -> "30 /layer1/layer1.2/conv1/Conv/WithoutBiases" [label="[1, 256, 56, 56]", style=solid]; -"27 /layer1/layer1.1/relu/Relu" -> "31 /layer1/layer1.1/relu/Relu/fq_output_0" [label="[1, 64, 56, 56]", style=solid]; -"28 /layer1/layer1.0/conv3/Conv/WithoutBiases" -> "32 /layer1/layer1.0/conv3/Conv" [label="[1, 256, 56, 56]", style=solid]; -"29 /layer1/layer1.2/Add" -> "33 /layer1/layer1.2/relu_2/Relu" [label="[1, 256, 56, 56]", style=solid]; -"30 /layer1/layer1.2/conv1/Conv/WithoutBiases" -> "34 /layer1/layer1.2/conv1/Conv" [label="[1, 64, 56, 56]", style=solid]; -"31 /layer1/layer1.1/relu/Relu/fq_output_0" -> "35 /layer1/layer1.1/conv2/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; -"32 /layer1/layer1.0/conv3/Conv" -> "36 /layer1/layer1.0/conv3/Conv/fq_output_0" [label="[1, 256, 56, 56]", style=solid]; -"33 /layer1/layer1.2/relu_2/Relu" -> "37 /layer1/layer1.2/relu_2/Relu/fq_output_0" [label="[1, 256, 56, 56]", style=solid]; -"34 /layer1/layer1.2/conv1/Conv" -> "38 /layer1/layer1.2/relu/Relu" [label="[1, 64, 56, 56]", style=solid]; -"35 /layer1/layer1.1/conv2/Conv/WithoutBiases" -> "39 /layer1/layer1.1/conv2/Conv" [label="[1, 64, 56, 56]", style=solid]; -"36 /layer1/layer1.0/conv3/Conv/fq_output_0" -> "14 /layer1/layer1.0/Add" [label="[1, 256, 56, 56]", style=solid]; -"37 /layer1/layer1.2/relu_2/Relu/fq_output_0" -> "40 /layer2/layer2.0/conv1/Conv/WithoutBiases" [label="[1, 256, 56, 56]", style=solid]; -"37 /layer1/layer1.2/relu_2/Relu/fq_output_0" -> "41 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases" [label="[1, 256, 56, 56]", style=solid]; -"38 /layer1/layer1.2/relu/Relu" -> "42 /layer1/layer1.2/relu/Relu/fq_output_0" [label="[1, 64, 56, 56]", style=solid]; -"39 /layer1/layer1.1/conv2/Conv" -> "43 /layer1/layer1.1/relu_1/Relu" [label="[1, 64, 56, 56]", style=solid]; -"40 /layer2/layer2.0/conv1/Conv/WithoutBiases" -> "44 /layer2/layer2.0/conv1/Conv" [label="[1, 128, 56, 56]", style=solid]; -"41 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases" -> "45 /layer2/layer2.0/downsample/downsample.0/Conv" [label="[1, 512, 28, 28]", style=solid]; -"42 /layer1/layer1.2/relu/Relu/fq_output_0" -> "46 /layer1/layer1.2/conv2/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; -"43 /layer1/layer1.1/relu_1/Relu" -> "47 /layer1/layer1.1/relu_1/Relu/fq_output_0" [label="[1, 64, 56, 56]", style=solid]; -"44 /layer2/layer2.0/conv1/Conv" -> "48 /layer2/layer2.0/relu/Relu" [label="[1, 128, 56, 56]", style=solid]; -"45 /layer2/layer2.0/downsample/downsample.0/Conv" -> "49 /layer2/layer2.0/Add" [label="[1, 512, 28, 28]", style=solid]; -"46 /layer1/layer1.2/conv2/Conv/WithoutBiases" -> "50 /layer1/layer1.2/conv2/Conv" [label="[1, 64, 56, 56]", style=solid]; -"47 /layer1/layer1.1/relu_1/Relu/fq_output_0" -> "51 /layer1/layer1.1/conv3/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; -"48 /layer2/layer2.0/relu/Relu" -> "52 /layer2/layer2.0/relu/Relu/fq_output_0" [label="[1, 128, 56, 56]", style=solid]; -"49 /layer2/layer2.0/Add" -> "53 /layer2/layer2.0/relu_2/Relu" [label="[1, 512, 28, 28]", style=solid]; -"50 /layer1/layer1.2/conv2/Conv" -> "54 /layer1/layer1.2/relu_1/Relu" [label="[1, 64, 56, 56]", style=solid]; -"51 /layer1/layer1.1/conv3/Conv/WithoutBiases" -> "55 /layer1/layer1.1/conv3/Conv" [label="[1, 256, 56, 56]", style=solid]; -"52 /layer2/layer2.0/relu/Relu/fq_output_0" -> "56 /layer2/layer2.0/conv2/Conv/WithoutBiases" [label="[1, 128, 56, 56]", style=solid]; -"53 /layer2/layer2.0/relu_2/Relu" -> "57 /layer2/layer2.0/relu_2/Relu/fq_output_0" [label="[1, 512, 28, 28]", style=solid]; -"54 /layer1/layer1.2/relu_1/Relu" -> "58 /layer1/layer1.2/relu_1/Relu/fq_output_0" [label="[1, 64, 56, 56]", style=solid]; -"55 /layer1/layer1.1/conv3/Conv" -> "20 /layer1/layer1.1/Add" [label="[1, 256, 56, 56]", style=solid]; -"56 /layer2/layer2.0/conv2/Conv/WithoutBiases" -> "59 /layer2/layer2.0/conv2/Conv" [label="[1, 128, 28, 28]", style=solid]; -"57 /layer2/layer2.0/relu_2/Relu/fq_output_0" -> "60 /layer2/layer2.1/Add" [label="[1, 512, 28, 28]", style=solid]; -"57 /layer2/layer2.0/relu_2/Relu/fq_output_0" -> "61 /layer2/layer2.1/conv1/Conv/WithoutBiases" [label="[1, 512, 28, 28]", style=solid]; -"58 /layer1/layer1.2/relu_1/Relu/fq_output_0" -> "62 /layer1/layer1.2/conv3/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; -"59 /layer2/layer2.0/conv2/Conv" -> "63 /layer2/layer2.0/relu_1/Relu" [label="[1, 128, 28, 28]", style=solid]; -"60 /layer2/layer2.1/Add" -> "64 /layer2/layer2.1/relu_2/Relu" [label="[1, 512, 28, 28]", style=solid]; -"61 /layer2/layer2.1/conv1/Conv/WithoutBiases" -> "65 /layer2/layer2.1/conv1/Conv" [label="[1, 128, 28, 28]", style=solid]; -"62 /layer1/layer1.2/conv3/Conv/WithoutBiases" -> "66 /layer1/layer1.2/conv3/Conv" [label="[1, 256, 56, 56]", style=solid]; -"63 /layer2/layer2.0/relu_1/Relu" -> "67 /layer2/layer2.0/relu_1/Relu/fq_output_0" [label="[1, 128, 28, 28]", style=solid]; -"64 /layer2/layer2.1/relu_2/Relu" -> "68 /layer2/layer2.1/relu_2/Relu/fq_output_0" [label="[1, 512, 28, 28]", style=solid]; -"65 /layer2/layer2.1/conv1/Conv" -> "69 /layer2/layer2.1/relu/Relu" [label="[1, 128, 28, 28]", style=solid]; -"66 /layer1/layer1.2/conv3/Conv" -> "29 /layer1/layer1.2/Add" [label="[1, 256, 56, 56]", style=solid]; -"67 /layer2/layer2.0/relu_1/Relu/fq_output_0" -> "70 /layer2/layer2.0/conv3/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; -"68 /layer2/layer2.1/relu_2/Relu/fq_output_0" -> "71 /layer2/layer2.2/Add" [label="[1, 512, 28, 28]", style=solid]; -"68 /layer2/layer2.1/relu_2/Relu/fq_output_0" -> "72 /layer2/layer2.2/conv1/Conv/WithoutBiases" [label="[1, 512, 28, 28]", style=solid]; -"69 /layer2/layer2.1/relu/Relu" -> "73 /layer2/layer2.1/relu/Relu/fq_output_0" [label="[1, 128, 28, 28]", style=solid]; -"70 /layer2/layer2.0/conv3/Conv/WithoutBiases" -> "74 /layer2/layer2.0/conv3/Conv" [label="[1, 512, 28, 28]", style=solid]; -"71 /layer2/layer2.2/Add" -> "75 /layer2/layer2.2/relu_2/Relu" [label="[1, 512, 28, 28]", style=solid]; -"72 /layer2/layer2.2/conv1/Conv/WithoutBiases" -> "76 /layer2/layer2.2/conv1/Conv" [label="[1, 128, 28, 28]", style=solid]; -"73 /layer2/layer2.1/relu/Relu/fq_output_0" -> "77 /layer2/layer2.1/conv2/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; -"74 /layer2/layer2.0/conv3/Conv" -> "78 /layer2/layer2.0/conv3/Conv/fq_output_0" [label="[1, 512, 28, 28]", style=solid]; -"75 /layer2/layer2.2/relu_2/Relu" -> "79 /layer2/layer2.2/relu_2/Relu/fq_output_0" [label="[1, 512, 28, 28]", style=solid]; -"76 /layer2/layer2.2/conv1/Conv" -> "80 /layer2/layer2.2/relu/Relu" [label="[1, 128, 28, 28]", style=solid]; -"77 /layer2/layer2.1/conv2/Conv/WithoutBiases" -> "81 /layer2/layer2.1/conv2/Conv" [label="[1, 128, 28, 28]", style=solid]; -"78 /layer2/layer2.0/conv3/Conv/fq_output_0" -> "49 /layer2/layer2.0/Add" [label="[1, 512, 28, 28]", style=solid]; -"79 /layer2/layer2.2/relu_2/Relu/fq_output_0" -> "82 /layer2/layer2.3/Add" [label="[1, 512, 28, 28]", style=solid]; -"79 /layer2/layer2.2/relu_2/Relu/fq_output_0" -> "83 /layer2/layer2.3/conv1/Conv/WithoutBiases" [label="[1, 512, 28, 28]", style=solid]; -"80 /layer2/layer2.2/relu/Relu" -> "84 /layer2/layer2.2/relu/Relu/fq_output_0" [label="[1, 128, 28, 28]", style=solid]; -"81 /layer2/layer2.1/conv2/Conv" -> "85 /layer2/layer2.1/relu_1/Relu" [label="[1, 128, 28, 28]", style=solid]; -"82 /layer2/layer2.3/Add" -> "86 /layer2/layer2.3/relu_2/Relu" [label="[1, 512, 28, 28]", style=solid]; -"83 /layer2/layer2.3/conv1/Conv/WithoutBiases" -> "87 /layer2/layer2.3/conv1/Conv" [label="[1, 128, 28, 28]", style=solid]; -"84 /layer2/layer2.2/relu/Relu/fq_output_0" -> "88 /layer2/layer2.2/conv2/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; -"85 /layer2/layer2.1/relu_1/Relu" -> "89 /layer2/layer2.1/relu_1/Relu/fq_output_0" [label="[1, 128, 28, 28]", style=solid]; -"86 /layer2/layer2.3/relu_2/Relu" -> "90 /layer2/layer2.3/relu_2/Relu/fq_output_0" [label="[1, 512, 28, 28]", style=solid]; -"87 /layer2/layer2.3/conv1/Conv" -> "91 /layer2/layer2.3/relu/Relu" [label="[1, 128, 28, 28]", style=solid]; -"88 /layer2/layer2.2/conv2/Conv/WithoutBiases" -> "92 /layer2/layer2.2/conv2/Conv" [label="[1, 128, 28, 28]", style=solid]; -"89 /layer2/layer2.1/relu_1/Relu/fq_output_0" -> "93 /layer2/layer2.1/conv3/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; -"90 /layer2/layer2.3/relu_2/Relu/fq_output_0" -> "94 /layer3/layer3.0/conv1/Conv/WithoutBiases" [label="[1, 512, 28, 28]", style=solid]; -"90 /layer2/layer2.3/relu_2/Relu/fq_output_0" -> "95 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases" [label="[1, 512, 28, 28]", style=solid]; -"91 /layer2/layer2.3/relu/Relu" -> "96 /layer2/layer2.3/relu/Relu/fq_output_0" [label="[1, 128, 28, 28]", style=solid]; -"92 /layer2/layer2.2/conv2/Conv" -> "97 /layer2/layer2.2/relu_1/Relu" [label="[1, 128, 28, 28]", style=solid]; -"93 /layer2/layer2.1/conv3/Conv/WithoutBiases" -> "98 /layer2/layer2.1/conv3/Conv" [label="[1, 512, 28, 28]", style=solid]; -"94 /layer3/layer3.0/conv1/Conv/WithoutBiases" -> "99 /layer3/layer3.0/conv1/Conv" [label="[1, 256, 28, 28]", style=solid]; -"95 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases" -> "100 /layer3/layer3.0/downsample/downsample.0/Conv" [label="[1, 1024, 14, 14]", style=solid]; -"96 /layer2/layer2.3/relu/Relu/fq_output_0" -> "101 /layer2/layer2.3/conv2/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; -"97 /layer2/layer2.2/relu_1/Relu" -> "102 /layer2/layer2.2/relu_1/Relu/fq_output_0" [label="[1, 128, 28, 28]", style=solid]; -"98 /layer2/layer2.1/conv3/Conv" -> "60 /layer2/layer2.1/Add" [label="[1, 512, 28, 28]", style=solid]; -"99 /layer3/layer3.0/conv1/Conv" -> "103 /layer3/layer3.0/relu/Relu" [label="[1, 256, 28, 28]", style=solid]; -"100 /layer3/layer3.0/downsample/downsample.0/Conv" -> "104 /layer3/layer3.0/Add" [label="[1, 1024, 14, 14]", style=solid]; -"101 /layer2/layer2.3/conv2/Conv/WithoutBiases" -> "105 /layer2/layer2.3/conv2/Conv" [label="[1, 128, 28, 28]", style=solid]; -"102 /layer2/layer2.2/relu_1/Relu/fq_output_0" -> "106 /layer2/layer2.2/conv3/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; -"103 /layer3/layer3.0/relu/Relu" -> "107 /layer3/layer3.0/relu/Relu/fq_output_0" [label="[1, 256, 28, 28]", style=solid]; -"104 /layer3/layer3.0/Add" -> "108 /layer3/layer3.0/relu_2/Relu" [label="[1, 1024, 14, 14]", style=solid]; -"105 /layer2/layer2.3/conv2/Conv" -> "109 /layer2/layer2.3/relu_1/Relu" [label="[1, 128, 28, 28]", style=solid]; -"106 /layer2/layer2.2/conv3/Conv/WithoutBiases" -> "110 /layer2/layer2.2/conv3/Conv" [label="[1, 512, 28, 28]", style=solid]; -"107 /layer3/layer3.0/relu/Relu/fq_output_0" -> "111 /layer3/layer3.0/conv2/Conv/WithoutBiases" [label="[1, 256, 28, 28]", style=solid]; -"108 /layer3/layer3.0/relu_2/Relu" -> "112 /layer3/layer3.0/relu_2/Relu/fq_output_0" [label="[1, 1024, 14, 14]", style=solid]; -"109 /layer2/layer2.3/relu_1/Relu" -> "113 /layer2/layer2.3/relu_1/Relu/fq_output_0" [label="[1, 128, 28, 28]", style=solid]; -"110 /layer2/layer2.2/conv3/Conv" -> "71 /layer2/layer2.2/Add" [label="[1, 512, 28, 28]", style=solid]; -"111 /layer3/layer3.0/conv2/Conv/WithoutBiases" -> "114 /layer3/layer3.0/conv2/Conv" [label="[1, 256, 14, 14]", style=solid]; -"112 /layer3/layer3.0/relu_2/Relu/fq_output_0" -> "115 /layer3/layer3.1/Add" [label="[1, 1024, 14, 14]", style=solid]; -"112 /layer3/layer3.0/relu_2/Relu/fq_output_0" -> "116 /layer3/layer3.1/conv1/Conv/WithoutBiases" [label="[1, 1024, 14, 14]", style=solid]; -"113 /layer2/layer2.3/relu_1/Relu/fq_output_0" -> "117 /layer2/layer2.3/conv3/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; -"114 /layer3/layer3.0/conv2/Conv" -> "118 /layer3/layer3.0/relu_1/Relu" [label="[1, 256, 14, 14]", style=solid]; -"115 /layer3/layer3.1/Add" -> "119 /layer3/layer3.1/relu_2/Relu" [label="[1, 1024, 14, 14]", style=solid]; -"116 /layer3/layer3.1/conv1/Conv/WithoutBiases" -> "120 /layer3/layer3.1/conv1/Conv" [label="[1, 256, 14, 14]", style=solid]; -"117 /layer2/layer2.3/conv3/Conv/WithoutBiases" -> "121 /layer2/layer2.3/conv3/Conv" [label="[1, 512, 28, 28]", style=solid]; -"118 /layer3/layer3.0/relu_1/Relu" -> "122 /layer3/layer3.0/relu_1/Relu/fq_output_0" [label="[1, 256, 14, 14]", style=solid]; -"119 /layer3/layer3.1/relu_2/Relu" -> "123 /layer3/layer3.1/relu_2/Relu/fq_output_0" [label="[1, 1024, 14, 14]", style=solid]; -"120 /layer3/layer3.1/conv1/Conv" -> "124 /layer3/layer3.1/relu/Relu" [label="[1, 256, 14, 14]", style=solid]; -"121 /layer2/layer2.3/conv3/Conv" -> "82 /layer2/layer2.3/Add" [label="[1, 512, 28, 28]", style=solid]; -"122 /layer3/layer3.0/relu_1/Relu/fq_output_0" -> "125 /layer3/layer3.0/conv3/Conv/WithoutBiases" [label="[1, 256, 14, 14]", style=solid]; -"123 /layer3/layer3.1/relu_2/Relu/fq_output_0" -> "126 /layer3/layer3.2/Add" [label="[1, 1024, 14, 14]", style=solid]; -"123 /layer3/layer3.1/relu_2/Relu/fq_output_0" -> "127 /layer3/layer3.2/conv1/Conv/WithoutBiases" [label="[1, 1024, 14, 14]", style=solid]; -"124 /layer3/layer3.1/relu/Relu" -> "128 /layer3/layer3.1/relu/Relu/fq_output_0" [label="[1, 256, 14, 14]", style=solid]; -"125 /layer3/layer3.0/conv3/Conv/WithoutBiases" -> "129 /layer3/layer3.0/conv3/Conv" [label="[1, 1024, 14, 14]", style=solid]; -"126 /layer3/layer3.2/Add" -> "130 /layer3/layer3.2/relu_2/Relu" [label="[1, 1024, 14, 14]", style=solid]; -"127 /layer3/layer3.2/conv1/Conv/WithoutBiases" -> "131 /layer3/layer3.2/conv1/Conv" [label="[1, 256, 14, 14]", style=solid]; -"128 /layer3/layer3.1/relu/Relu/fq_output_0" -> "132 /layer3/layer3.1/conv2/Conv/WithoutBiases" [label="[1, 256, 14, 14]", style=solid]; -"129 /layer3/layer3.0/conv3/Conv" -> "133 /layer3/layer3.0/conv3/Conv/fq_output_0" [label="[1, 1024, 14, 14]", style=solid]; -"130 /layer3/layer3.2/relu_2/Relu" -> "134 /layer3/layer3.2/relu_2/Relu/fq_output_0" [label="[1, 1024, 14, 14]", style=solid]; -"131 /layer3/layer3.2/conv1/Conv" -> "135 /layer3/layer3.2/relu/Relu" [label="[1, 256, 14, 14]", style=solid]; -"132 /layer3/layer3.1/conv2/Conv/WithoutBiases" -> "136 /layer3/layer3.1/conv2/Conv" [label="[1, 256, 14, 14]", style=solid]; -"133 /layer3/layer3.0/conv3/Conv/fq_output_0" -> "104 /layer3/layer3.0/Add" [label="[1, 1024, 14, 14]", style=solid]; -"134 /layer3/layer3.2/relu_2/Relu/fq_output_0" -> "137 /layer3/layer3.3/Add" [label="[1, 1024, 14, 14]", style=solid]; -"134 /layer3/layer3.2/relu_2/Relu/fq_output_0" -> "138 /layer3/layer3.3/conv1/Conv/WithoutBiases" [label="[1, 1024, 14, 14]", style=solid]; -"135 /layer3/layer3.2/relu/Relu" -> "139 /layer3/layer3.2/relu/Relu/fq_output_0" [label="[1, 256, 14, 14]", style=solid]; -"136 /layer3/layer3.1/conv2/Conv" -> "140 /layer3/layer3.1/relu_1/Relu" [label="[1, 256, 14, 14]", style=solid]; -"137 /layer3/layer3.3/Add" -> "141 /layer3/layer3.3/relu_2/Relu" [label="[1, 1024, 14, 14]", style=solid]; -"138 /layer3/layer3.3/conv1/Conv/WithoutBiases" -> "142 /layer3/layer3.3/conv1/Conv" [label="[1, 256, 14, 14]", style=solid]; -"139 /layer3/layer3.2/relu/Relu/fq_output_0" -> "143 /layer3/layer3.2/conv2/Conv/WithoutBiases" [label="[1, 256, 14, 14]", style=solid]; -"140 /layer3/layer3.1/relu_1/Relu" -> "144 /layer3/layer3.1/relu_1/Relu/fq_output_0" [label="[1, 256, 14, 14]", style=solid]; -"141 /layer3/layer3.3/relu_2/Relu" -> "145 /layer3/layer3.3/relu_2/Relu/fq_output_0" [label="[1, 1024, 14, 14]", style=solid]; -"142 /layer3/layer3.3/conv1/Conv" -> "146 /layer3/layer3.3/relu/Relu" [label="[1, 256, 14, 14]", style=solid]; -"143 /layer3/layer3.2/conv2/Conv/WithoutBiases" -> "147 /layer3/layer3.2/conv2/Conv" [label="[1, 256, 14, 14]", style=solid]; -"144 /layer3/layer3.1/relu_1/Relu/fq_output_0" -> "148 /layer3/layer3.1/conv3/Conv/WithoutBiases" [label="[1, 256, 14, 14]", style=solid]; -"145 /layer3/layer3.3/relu_2/Relu/fq_output_0" -> "149 /layer3/layer3.4/Add" [label="[1, 1024, 14, 14]", style=solid]; -"145 /layer3/layer3.3/relu_2/Relu/fq_output_0" -> "150 /layer3/layer3.4/conv1/Conv/WithoutBiases" [label="[1, 1024, 14, 14]", style=solid]; -"146 /layer3/layer3.3/relu/Relu" -> "151 /layer3/layer3.3/relu/Relu/fq_output_0" [label="[1, 256, 14, 14]", style=solid]; -"147 /layer3/layer3.2/conv2/Conv" -> "152 /layer3/layer3.2/relu_1/Relu" [label="[1, 256, 14, 14]", style=solid]; -"148 /layer3/layer3.1/conv3/Conv/WithoutBiases" -> "153 /layer3/layer3.1/conv3/Conv" [label="[1, 1024, 14, 14]", style=solid]; -"149 /layer3/layer3.4/Add" -> "154 /layer3/layer3.4/relu_2/Relu" [label="[1, 1024, 14, 14]", style=solid]; -"150 /layer3/layer3.4/conv1/Conv/WithoutBiases" -> "155 /layer3/layer3.4/conv1/Conv" [label="[1, 256, 14, 14]", style=solid]; -"151 /layer3/layer3.3/relu/Relu/fq_output_0" -> "156 /layer3/layer3.3/conv2/Conv/WithoutBiases" [label="[1, 256, 14, 14]", style=solid]; -"152 /layer3/layer3.2/relu_1/Relu" -> "157 /layer3/layer3.2/relu_1/Relu/fq_output_0" [label="[1, 256, 14, 14]", style=solid]; -"153 /layer3/layer3.1/conv3/Conv" -> "115 /layer3/layer3.1/Add" [label="[1, 1024, 14, 14]", style=solid]; -"154 /layer3/layer3.4/relu_2/Relu" -> "158 /layer3/layer3.4/relu_2/Relu/fq_output_0" [label="[1, 1024, 14, 14]", style=solid]; -"155 /layer3/layer3.4/conv1/Conv" -> "159 /layer3/layer3.4/relu/Relu" [label="[1, 256, 14, 14]", style=solid]; -"156 /layer3/layer3.3/conv2/Conv/WithoutBiases" -> "160 /layer3/layer3.3/conv2/Conv" [label="[1, 256, 14, 14]", style=solid]; -"157 /layer3/layer3.2/relu_1/Relu/fq_output_0" -> "161 /layer3/layer3.2/conv3/Conv/WithoutBiases" [label="[1, 256, 14, 14]", style=solid]; -"158 /layer3/layer3.4/relu_2/Relu/fq_output_0" -> "162 /layer3/layer3.5/Add" [label="[1, 1024, 14, 14]", style=solid]; -"158 /layer3/layer3.4/relu_2/Relu/fq_output_0" -> "163 /layer3/layer3.5/conv1/Conv/WithoutBiases" [label="[1, 1024, 14, 14]", style=solid]; -"159 /layer3/layer3.4/relu/Relu" -> "164 /layer3/layer3.4/relu/Relu/fq_output_0" [label="[1, 256, 14, 14]", style=solid]; -"160 /layer3/layer3.3/conv2/Conv" -> "165 /layer3/layer3.3/relu_1/Relu" [label="[1, 256, 14, 14]", style=solid]; -"161 /layer3/layer3.2/conv3/Conv/WithoutBiases" -> "166 /layer3/layer3.2/conv3/Conv" [label="[1, 1024, 14, 14]", style=solid]; -"162 /layer3/layer3.5/Add" -> "167 /layer3/layer3.5/relu_2/Relu" [label="[1, 1024, 14, 14]", style=solid]; -"163 /layer3/layer3.5/conv1/Conv/WithoutBiases" -> "168 /layer3/layer3.5/conv1/Conv" [label="[1, 256, 14, 14]", style=solid]; -"164 /layer3/layer3.4/relu/Relu/fq_output_0" -> "169 /layer3/layer3.4/conv2/Conv/WithoutBiases" [label="[1, 256, 14, 14]", style=solid]; -"165 /layer3/layer3.3/relu_1/Relu" -> "170 /layer3/layer3.3/relu_1/Relu/fq_output_0" [label="[1, 256, 14, 14]", style=solid]; -"166 /layer3/layer3.2/conv3/Conv" -> "126 /layer3/layer3.2/Add" [label="[1, 1024, 14, 14]", style=solid]; -"167 /layer3/layer3.5/relu_2/Relu" -> "171 /layer3/layer3.5/relu_2/Relu/fq_output_0" [label="[1, 1024, 14, 14]", style=solid]; -"168 /layer3/layer3.5/conv1/Conv" -> "172 /layer3/layer3.5/relu/Relu" [label="[1, 256, 14, 14]", style=solid]; -"169 /layer3/layer3.4/conv2/Conv/WithoutBiases" -> "173 /layer3/layer3.4/conv2/Conv" [label="[1, 256, 14, 14]", style=solid]; -"170 /layer3/layer3.3/relu_1/Relu/fq_output_0" -> "174 /layer3/layer3.3/conv3/Conv/WithoutBiases" [label="[1, 256, 14, 14]", style=solid]; -"171 /layer3/layer3.5/relu_2/Relu/fq_output_0" -> "175 /layer4/layer4.0/conv1/Conv/WithoutBiases" [label="[1, 1024, 14, 14]", style=solid]; -"171 /layer3/layer3.5/relu_2/Relu/fq_output_0" -> "176 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases" [label="[1, 1024, 14, 14]", style=solid]; -"172 /layer3/layer3.5/relu/Relu" -> "177 /layer3/layer3.5/relu/Relu/fq_output_0" [label="[1, 256, 14, 14]", style=solid]; -"173 /layer3/layer3.4/conv2/Conv" -> "178 /layer3/layer3.4/relu_1/Relu" [label="[1, 256, 14, 14]", style=solid]; -"174 /layer3/layer3.3/conv3/Conv/WithoutBiases" -> "179 /layer3/layer3.3/conv3/Conv" [label="[1, 1024, 14, 14]", style=solid]; -"175 /layer4/layer4.0/conv1/Conv/WithoutBiases" -> "180 /layer4/layer4.0/conv1/Conv" [label="[1, 512, 14, 14]", style=solid]; -"176 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases" -> "181 /layer4/layer4.0/downsample/downsample.0/Conv" [label="[1, 2048, 7, 7]", style=solid]; -"177 /layer3/layer3.5/relu/Relu/fq_output_0" -> "182 /layer3/layer3.5/conv2/Conv/WithoutBiases" [label="[1, 256, 14, 14]", style=solid]; -"178 /layer3/layer3.4/relu_1/Relu" -> "183 /layer3/layer3.4/relu_1/Relu/fq_output_0" [label="[1, 256, 14, 14]", style=solid]; -"179 /layer3/layer3.3/conv3/Conv" -> "137 /layer3/layer3.3/Add" [label="[1, 1024, 14, 14]", style=solid]; -"180 /layer4/layer4.0/conv1/Conv" -> "184 /layer4/layer4.0/relu/Relu" [label="[1, 512, 14, 14]", style=solid]; -"181 /layer4/layer4.0/downsample/downsample.0/Conv" -> "185 /layer4/layer4.0/Add" [label="[1, 2048, 7, 7]", style=solid]; -"182 /layer3/layer3.5/conv2/Conv/WithoutBiases" -> "186 /layer3/layer3.5/conv2/Conv" [label="[1, 256, 14, 14]", style=solid]; -"183 /layer3/layer3.4/relu_1/Relu/fq_output_0" -> "187 /layer3/layer3.4/conv3/Conv/WithoutBiases" [label="[1, 256, 14, 14]", style=solid]; -"184 /layer4/layer4.0/relu/Relu" -> "188 /layer4/layer4.0/relu/Relu/fq_output_0" [label="[1, 512, 14, 14]", style=solid]; -"185 /layer4/layer4.0/Add" -> "189 /layer4/layer4.0/relu_2/Relu" [label="[1, 2048, 7, 7]", style=solid]; -"186 /layer3/layer3.5/conv2/Conv" -> "190 /layer3/layer3.5/relu_1/Relu" [label="[1, 256, 14, 14]", style=solid]; -"187 /layer3/layer3.4/conv3/Conv/WithoutBiases" -> "191 /layer3/layer3.4/conv3/Conv" [label="[1, 1024, 14, 14]", style=solid]; -"188 /layer4/layer4.0/relu/Relu/fq_output_0" -> "192 /layer4/layer4.0/conv2/Conv/WithoutBiases" [label="[1, 512, 14, 14]", style=solid]; -"189 /layer4/layer4.0/relu_2/Relu" -> "193 /layer4/layer4.0/relu_2/Relu/fq_output_0" [label="[1, 2048, 7, 7]", style=solid]; -"190 /layer3/layer3.5/relu_1/Relu" -> "194 /layer3/layer3.5/relu_1/Relu/fq_output_0" [label="[1, 256, 14, 14]", style=solid]; -"191 /layer3/layer3.4/conv3/Conv" -> "149 /layer3/layer3.4/Add" [label="[1, 1024, 14, 14]", style=solid]; -"192 /layer4/layer4.0/conv2/Conv/WithoutBiases" -> "195 /layer4/layer4.0/conv2/Conv" [label="[1, 512, 7, 7]", style=solid]; -"193 /layer4/layer4.0/relu_2/Relu/fq_output_0" -> "196 /layer4/layer4.1/Add" [label="[1, 2048, 7, 7]", style=solid]; -"193 /layer4/layer4.0/relu_2/Relu/fq_output_0" -> "197 /layer4/layer4.1/conv1/Conv/WithoutBiases" [label="[1, 2048, 7, 7]", style=solid]; -"194 /layer3/layer3.5/relu_1/Relu/fq_output_0" -> "198 /layer3/layer3.5/conv3/Conv/WithoutBiases" [label="[1, 256, 14, 14]", style=solid]; -"195 /layer4/layer4.0/conv2/Conv" -> "199 /layer4/layer4.0/relu_1/Relu" [label="[1, 512, 7, 7]", style=solid]; -"196 /layer4/layer4.1/Add" -> "200 /layer4/layer4.1/relu_2/Relu" [label="[1, 2048, 7, 7]", style=solid]; -"197 /layer4/layer4.1/conv1/Conv/WithoutBiases" -> "201 /layer4/layer4.1/conv1/Conv" [label="[1, 512, 7, 7]", style=solid]; -"198 /layer3/layer3.5/conv3/Conv/WithoutBiases" -> "202 /layer3/layer3.5/conv3/Conv" [label="[1, 1024, 14, 14]", style=solid]; -"199 /layer4/layer4.0/relu_1/Relu" -> "203 /layer4/layer4.0/relu_1/Relu/fq_output_0" [label="[1, 512, 7, 7]", style=solid]; -"200 /layer4/layer4.1/relu_2/Relu" -> "204 /layer4/layer4.1/relu_2/Relu/fq_output_0" [label="[1, 2048, 7, 7]", style=solid]; -"201 /layer4/layer4.1/conv1/Conv" -> "205 /layer4/layer4.1/relu/Relu" [label="[1, 512, 7, 7]", style=solid]; -"202 /layer3/layer3.5/conv3/Conv" -> "162 /layer3/layer3.5/Add" [label="[1, 1024, 14, 14]", style=solid]; -"203 /layer4/layer4.0/relu_1/Relu/fq_output_0" -> "206 /layer4/layer4.0/conv3/Conv/WithoutBiases" [label="[1, 512, 7, 7]", style=solid]; -"204 /layer4/layer4.1/relu_2/Relu/fq_output_0" -> "207 /layer4/layer4.2/Add" [label="[1, 2048, 7, 7]", style=solid]; -"204 /layer4/layer4.1/relu_2/Relu/fq_output_0" -> "208 /layer4/layer4.2/conv1/Conv/WithoutBiases" [label="[1, 2048, 7, 7]", style=solid]; -"205 /layer4/layer4.1/relu/Relu" -> "209 /layer4/layer4.1/relu/Relu/fq_output_0" [label="[1, 512, 7, 7]", style=solid]; -"206 /layer4/layer4.0/conv3/Conv/WithoutBiases" -> "210 /layer4/layer4.0/conv3/Conv" [label="[1, 2048, 7, 7]", style=solid]; -"207 /layer4/layer4.2/Add" -> "211 /layer4/layer4.2/relu_2/Relu" [label="[1, 2048, 7, 7]", style=solid]; -"208 /layer4/layer4.2/conv1/Conv/WithoutBiases" -> "212 /layer4/layer4.2/conv1/Conv" [label="[1, 512, 7, 7]", style=solid]; -"209 /layer4/layer4.1/relu/Relu/fq_output_0" -> "213 /layer4/layer4.1/conv2/Conv/WithoutBiases" [label="[1, 512, 7, 7]", style=solid]; -"210 /layer4/layer4.0/conv3/Conv" -> "214 /layer4/layer4.0/conv3/Conv/fq_output_0" [label="[1, 2048, 7, 7]", style=solid]; -"211 /layer4/layer4.2/relu_2/Relu" -> "215 /layer4/layer4.2/relu_2/Relu/fq_output_0" [label="[1, 2048, 7, 7]", style=solid]; -"212 /layer4/layer4.2/conv1/Conv" -> "216 /layer4/layer4.2/relu/Relu" [label="[1, 512, 7, 7]", style=solid]; -"213 /layer4/layer4.1/conv2/Conv/WithoutBiases" -> "217 /layer4/layer4.1/conv2/Conv" [label="[1, 512, 7, 7]", style=solid]; -"214 /layer4/layer4.0/conv3/Conv/fq_output_0" -> "185 /layer4/layer4.0/Add" [label="[1, 2048, 7, 7]", style=solid]; -"215 /layer4/layer4.2/relu_2/Relu/fq_output_0" -> "218 /avgpool/GlobalAveragePool" [label="[1, 2048, 7, 7]", style=solid]; -"216 /layer4/layer4.2/relu/Relu" -> "219 /layer4/layer4.2/relu/Relu/fq_output_0" [label="[1, 512, 7, 7]", style=solid]; -"217 /layer4/layer4.1/conv2/Conv" -> "220 /layer4/layer4.1/relu_1/Relu" [label="[1, 512, 7, 7]", style=solid]; -"218 /avgpool/GlobalAveragePool" -> "221 /avgpool/GlobalAveragePool/fq_output_0" [label="[1, 2048, 1, 1]", style=solid]; -"219 /layer4/layer4.2/relu/Relu/fq_output_0" -> "222 /layer4/layer4.2/conv2/Conv/WithoutBiases" [label="[1, 512, 7, 7]", style=solid]; -"220 /layer4/layer4.1/relu_1/Relu" -> "223 /layer4/layer4.1/relu_1/Relu/fq_output_0" [label="[1, 512, 7, 7]", style=solid]; -"221 /avgpool/GlobalAveragePool/fq_output_0" -> "224 /Flatten" [label="[1, 2048, 1, 1]", style=solid]; -"222 /layer4/layer4.2/conv2/Conv/WithoutBiases" -> "225 /layer4/layer4.2/conv2/Conv" [label="[1, 512, 7, 7]", style=solid]; -"223 /layer4/layer4.1/relu_1/Relu/fq_output_0" -> "226 /layer4/layer4.1/conv3/Conv/WithoutBiases" [label="[1, 512, 7, 7]", style=solid]; -"224 /Flatten" -> "227 /fc/Gemm/WithoutBiases" [label="[1, 2048]", style=solid]; -"225 /layer4/layer4.2/conv2/Conv" -> "228 /layer4/layer4.2/relu_1/Relu" [label="[1, 512, 7, 7]", style=solid]; -"226 /layer4/layer4.1/conv3/Conv/WithoutBiases" -> "229 /layer4/layer4.1/conv3/Conv" [label="[1, 2048, 7, 7]", style=solid]; -"227 /fc/Gemm/WithoutBiases" -> "230 prob" [label="[1, 1000]", style=solid]; -"228 /layer4/layer4.2/relu_1/Relu" -> "231 /layer4/layer4.2/relu_1/Relu/fq_output_0" [label="[1, 512, 7, 7]", style=solid]; -"229 /layer4/layer4.1/conv3/Conv" -> "196 /layer4/layer4.1/Add" [label="[1, 2048, 7, 7]", style=solid]; -"230 prob" -> "232 prob/sink_port_0" [label="[1, 1000]", style=solid]; -"231 /layer4/layer4.2/relu_1/Relu/fq_output_0" -> "233 /layer4/layer4.2/conv3/Conv/WithoutBiases" [label="[1, 512, 7, 7]", style=solid]; -"233 /layer4/layer4.2/conv3/Conv/WithoutBiases" -> "234 /layer4/layer4.2/conv3/Conv" [label="[1, 2048, 7, 7]", style=solid]; -"234 /layer4/layer4.2/conv3/Conv" -> "207 /layer4/layer4.2/Add" [label="[1, 2048, 7, 7]", style=solid]; -"235 Constant_2819" -> "230 prob" [label="[1, 1000]", style=solid]; -"236 /fc/Gemm/WithoutBiases/fq_weights_1" -> "227 /fc/Gemm/WithoutBiases" [label="[1000, 2048]", style=solid]; -"237 Constant_62386" -> "236 /fc/Gemm/WithoutBiases/fq_weights_1" [label="[1000, 1]", style=solid]; -"238 Constant_62385" -> "236 /fc/Gemm/WithoutBiases/fq_weights_1" [label="[1000, 1]", style=solid]; -"239 Constant_62384" -> "236 /fc/Gemm/WithoutBiases/fq_weights_1" [label="[1000, 1]", style=solid]; -"240 Constant_62383" -> "236 /fc/Gemm/WithoutBiases/fq_weights_1" [label="[1000, 1]", style=solid]; -"241 fc.weight" -> "236 /fc/Gemm/WithoutBiases/fq_weights_1" [label="[1000, 2048]", style=solid]; -"242 Constant_981" -> "224 /Flatten" [label="[2]", style=dashed]; -"243 Constant_62381" -> "221 /avgpool/GlobalAveragePool/fq_output_0" [label="[]", style=solid]; -"244 Constant_62380" -> "221 /avgpool/GlobalAveragePool/fq_output_0" [label="[]", style=solid]; -"245 Constant_62379" -> "221 /avgpool/GlobalAveragePool/fq_output_0" [label="[]", style=solid]; -"246 Constant_62378" -> "221 /avgpool/GlobalAveragePool/fq_output_0" [label="[]", style=solid]; -"247 Range_977" -> "218 /avgpool/GlobalAveragePool" [label="[2]", style=dashed]; -"248 Constant_62376" -> "215 /layer4/layer4.2/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"249 Constant_62375" -> "215 /layer4/layer4.2/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"250 Constant_62374" -> "215 /layer4/layer4.2/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"251 Constant_62373" -> "215 /layer4/layer4.2/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"252 Constant_62341" -> "204 /layer4/layer4.1/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"253 Constant_62340" -> "204 /layer4/layer4.1/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"254 Constant_62339" -> "204 /layer4/layer4.1/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"255 Constant_62338" -> "204 /layer4/layer4.1/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"256 Constant_62306" -> "193 /layer4/layer4.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"257 Constant_62305" -> "193 /layer4/layer4.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"258 Constant_62304" -> "193 /layer4/layer4.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"259 Constant_62303" -> "193 /layer4/layer4.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"260 Reshape_867" -> "181 /layer4/layer4.0/downsample/downsample.0/Conv" [label="[1, 2048, 1, 1]", style=solid]; -"261 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" -> "176 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases" [label="[2048, 1024, 1, 1]", style=solid]; -"262 Constant_62266" -> "261 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; -"263 Constant_62265" -> "261 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; -"264 Constant_62264" -> "261 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; -"265 Constant_62263" -> "261 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; -"266 onnx^^Conv_635" -> "261 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1024, 1, 1]", style=solid]; -"267 Constant_62261" -> "171 /layer3/layer3.5/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"268 Constant_62260" -> "171 /layer3/layer3.5/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"269 Constant_62259" -> "171 /layer3/layer3.5/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"270 Constant_62258" -> "171 /layer3/layer3.5/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"271 Constant_62226" -> "158 /layer3/layer3.4/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"272 Constant_62225" -> "158 /layer3/layer3.4/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"273 Constant_62224" -> "158 /layer3/layer3.4/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"274 Constant_62223" -> "158 /layer3/layer3.4/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"275 Constant_62191" -> "145 /layer3/layer3.3/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"276 Constant_62190" -> "145 /layer3/layer3.3/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"277 Constant_62189" -> "145 /layer3/layer3.3/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"278 Constant_62188" -> "145 /layer3/layer3.3/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"279 Constant_62156" -> "134 /layer3/layer3.2/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"280 Constant_62155" -> "134 /layer3/layer3.2/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"281 Constant_62154" -> "134 /layer3/layer3.2/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"282 Constant_62153" -> "134 /layer3/layer3.2/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"283 Constant_62121" -> "123 /layer3/layer3.1/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"284 Constant_62120" -> "123 /layer3/layer3.1/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"285 Constant_62119" -> "123 /layer3/layer3.1/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"286 Constant_62118" -> "123 /layer3/layer3.1/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"287 Constant_62086" -> "112 /layer3/layer3.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"288 Constant_62085" -> "112 /layer3/layer3.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"289 Constant_62084" -> "112 /layer3/layer3.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"290 Constant_62083" -> "112 /layer3/layer3.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"291 Reshape_558" -> "100 /layer3/layer3.0/downsample/downsample.0/Conv" [label="[1, 1024, 1, 1]", style=solid]; -"292 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" -> "95 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases" [label="[1024, 512, 1, 1]", style=solid]; -"293 Constant_62046" -> "292 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"294 Constant_62045" -> "292 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"295 Constant_62044" -> "292 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"296 Constant_62043" -> "292 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"297 onnx^^Conv_578" -> "292 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[1024, 512, 1, 1]", style=solid]; -"298 Constant_62041" -> "90 /layer2/layer2.3/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"299 Constant_62040" -> "90 /layer2/layer2.3/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"300 Constant_62039" -> "90 /layer2/layer2.3/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"301 Constant_62038" -> "90 /layer2/layer2.3/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"302 Constant_62006" -> "79 /layer2/layer2.2/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"303 Constant_62005" -> "79 /layer2/layer2.2/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"304 Constant_62004" -> "79 /layer2/layer2.2/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"305 Constant_62003" -> "79 /layer2/layer2.2/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"306 Constant_61971" -> "68 /layer2/layer2.1/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"307 Constant_61970" -> "68 /layer2/layer2.1/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"308 Constant_61969" -> "68 /layer2/layer2.1/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"309 Constant_61968" -> "68 /layer2/layer2.1/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"310 Constant_61936" -> "57 /layer2/layer2.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"311 Constant_61935" -> "57 /layer2/layer2.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"312 Constant_61934" -> "57 /layer2/layer2.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"313 Constant_61933" -> "57 /layer2/layer2.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"314 Reshape_347" -> "45 /layer2/layer2.0/downsample/downsample.0/Conv" [label="[1, 512, 1, 1]", style=solid]; -"315 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" -> "41 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases" [label="[512, 256, 1, 1]", style=solid]; -"316 Constant_61896" -> "315 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"317 Constant_61895" -> "315 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"318 Constant_61894" -> "315 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; 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"26 /layer1/layer1.1/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"329 Constant_61821" -> "18 /layer1/layer1.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"330 Constant_61820" -> "18 /layer1/layer1.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"331 Constant_61819" -> "18 /layer1/layer1.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"332 Constant_61818" -> "18 /layer1/layer1.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; -"333 Reshape_185" -> "12 /layer1/layer1.0/downsample/downsample.0/Conv" [label="[1, 256, 1, 1]", style=solid]; -"334 /layer1/layer1.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" -> "10 /layer1/layer1.0/downsample/downsample.0/Conv/WithoutBiases" [label="[256, 64, 1, 1]", style=solid]; -"335 Constant_61781" -> "334 /layer1/layer1.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"336 Constant_61780" -> "334 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/conv1/Conv/WithoutBiases" [label="[64, 3, 7, 7]", style=solid]; -"346 Constant_61771" -> "345 /conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"347 Constant_61770" -> "345 /conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"348 Constant_61769" -> "345 /conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"349 Constant_61768" -> "345 /conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"350 Gather_2818" -> "345 /conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 3, 7, 7]", style=solid]; -"351 Constant_61766" -> "3 Divide_1002/fq_output_0" [label="[]", style=solid]; -"352 Constant_61765" -> "3 Divide_1002/fq_output_0" [label="[]", style=solid]; -"353 Constant_61764" -> "3 Divide_1002/fq_output_0" [label="[]", style=solid]; -"354 Constant_61763" -> "3 Divide_1002/fq_output_0" [label="[]", style=solid]; -"355 Gather_2815" -> "2 Divide_1002" [label="[1, 3, 1, 1]", style=solid]; 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Constant_61801" -> "373 /layer1/layer1.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"375 Constant_61800" -> "373 /layer1/layer1.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"376 Constant_61799" -> "373 /layer1/layer1.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"377 Constant_61798" -> "373 /layer1/layer1.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"378 onnx^^Conv_503" -> "373 /layer1/layer1.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 64, 3, 3]", style=solid]; -"379 Constant_61796" -> "15 /layer1/layer1.0/relu/Relu/fq_output_0" [label="[]", style=solid]; -"380 Constant_61795" -> "15 /layer1/layer1.0/relu/Relu/fq_output_0" [label="[]", style=solid]; -"381 Constant_61794" -> "15 /layer1/layer1.0/relu/Relu/fq_output_0" [label="[]", style=solid]; -"382 Constant_61793" -> "15 /layer1/layer1.0/relu/Relu/fq_output_0" [label="[]", style=solid]; 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/layer1/layer1.1/conv3/Conv/WithoutBiases/fq_weights_1" -> "51 /layer1/layer1.1/conv3/Conv/WithoutBiases" [label="[256, 64, 1, 1]", style=solid]; -"392 Constant_61846" -> "391 /layer1/layer1.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"393 Constant_61845" -> "391 /layer1/layer1.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"394 Constant_61844" -> "391 /layer1/layer1.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"395 Constant_61843" -> "391 /layer1/layer1.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"396 onnx^^Conv_518" -> "391 /layer1/layer1.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[256, 64, 1, 1]", style=solid]; -"397 Constant_61841" -> "47 /layer1/layer1.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"398 Constant_61840" -> "47 /layer1/layer1.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"399 Constant_61839" -> "47 /layer1/layer1.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"400 Constant_61838" -> "47 /layer1/layer1.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"401 Reshape_218" -> "39 /layer1/layer1.1/conv2/Conv" [label="[1, 64, 1, 1]", style=solid]; -"402 /layer1/layer1.1/conv2/Conv/WithoutBiases/fq_weights_1" -> "35 /layer1/layer1.1/conv2/Conv/WithoutBiases" [label="[64, 64, 3, 3]", style=solid]; -"403 Constant_61836" -> "402 /layer1/layer1.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"404 Constant_61835" -> "402 /layer1/layer1.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"405 Constant_61834" -> "402 /layer1/layer1.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"406 Constant_61833" -> "402 /layer1/layer1.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"407 onnx^^Conv_515" -> "402 /layer1/layer1.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 64, 3, 3]", style=solid]; -"408 Constant_61831" -> "31 /layer1/layer1.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"409 Constant_61830" -> "31 /layer1/layer1.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"410 Constant_61829" -> "31 /layer1/layer1.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"411 Constant_61828" -> "31 /layer1/layer1.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"412 Reshape_202" -> "24 /layer1/layer1.1/conv1/Conv" [label="[1, 64, 1, 1]", style=solid]; -"413 /layer1/layer1.1/conv1/Conv/WithoutBiases/fq_weights_1" -> "21 /layer1/layer1.1/conv1/Conv/WithoutBiases" [label="[64, 256, 1, 1]", style=solid]; -"414 Constant_61826" -> "413 /layer1/layer1.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"415 Constant_61825" -> "413 /layer1/layer1.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"416 Constant_61824" -> "413 /layer1/layer1.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"417 Constant_61823" -> "413 /layer1/layer1.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"418 onnx^^Conv_512" -> "413 /layer1/layer1.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 256, 1, 1]", style=solid]; -"419 Reshape_283" -> "66 /layer1/layer1.2/conv3/Conv" [label="[1, 256, 1, 1]", style=solid]; -"420 /layer1/layer1.2/conv3/Conv/WithoutBiases/fq_weights_1" -> "62 /layer1/layer1.2/conv3/Conv/WithoutBiases" [label="[256, 64, 1, 1]", style=solid]; -"421 Constant_61881" -> "420 /layer1/layer1.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"422 Constant_61880" -> "420 /layer1/layer1.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"423 Constant_61879" -> "420 /layer1/layer1.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"424 Constant_61878" -> "420 /layer1/layer1.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"425 onnx^^Conv_527" -> "420 /layer1/layer1.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[256, 64, 1, 1]", style=solid]; -"426 Constant_61876" -> "58 /layer1/layer1.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"427 Constant_61875" -> "58 /layer1/layer1.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"428 Constant_61874" -> "58 /layer1/layer1.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"429 Constant_61873" -> "58 /layer1/layer1.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"430 Reshape_267" -> "50 /layer1/layer1.2/conv2/Conv" [label="[1, 64, 1, 1]", style=solid]; -"431 /layer1/layer1.2/conv2/Conv/WithoutBiases/fq_weights_1" -> "46 /layer1/layer1.2/conv2/Conv/WithoutBiases" [label="[64, 64, 3, 3]", style=solid]; -"432 Constant_61871" -> "431 /layer1/layer1.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"433 Constant_61870" -> "431 /layer1/layer1.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"434 Constant_61869" -> "431 /layer1/layer1.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"435 Constant_61868" -> "431 /layer1/layer1.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"436 onnx^^Conv_524" -> "431 /layer1/layer1.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 64, 3, 3]", style=solid]; -"437 Constant_61866" -> "42 /layer1/layer1.2/relu/Relu/fq_output_0" [label="[]", style=solid]; -"438 Constant_61865" -> "42 /layer1/layer1.2/relu/Relu/fq_output_0" [label="[]", style=solid]; -"439 Constant_61864" -> "42 /layer1/layer1.2/relu/Relu/fq_output_0" [label="[]", style=solid]; -"440 Constant_61863" -> "42 /layer1/layer1.2/relu/Relu/fq_output_0" [label="[]", style=solid]; -"441 Reshape_251" -> "34 /layer1/layer1.2/conv1/Conv" [label="[1, 64, 1, 1]", style=solid]; -"442 /layer1/layer1.2/conv1/Conv/WithoutBiases/fq_weights_1" -> "30 /layer1/layer1.2/conv1/Conv/WithoutBiases" [label="[64, 256, 1, 1]", style=solid]; -"443 Constant_61861" -> "442 /layer1/layer1.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"444 Constant_61860" -> "442 /layer1/layer1.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"445 Constant_61859" -> "442 /layer1/layer1.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"446 Constant_61858" -> "442 /layer1/layer1.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"447 onnx^^Conv_521" -> "442 /layer1/layer1.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 256, 1, 1]", style=solid]; -"448 Constant_61931" -> "78 /layer2/layer2.0/conv3/Conv/fq_output_0" [label="[]", style=solid]; -"449 Constant_61930" -> "78 /layer2/layer2.0/conv3/Conv/fq_output_0" [label="[]", style=solid]; -"450 Constant_61929" -> "78 /layer2/layer2.0/conv3/Conv/fq_output_0" [label="[]", style=solid]; -"451 Constant_61928" -> "78 /layer2/layer2.0/conv3/Conv/fq_output_0" [label="[]", style=solid]; -"452 Reshape_332" -> "74 /layer2/layer2.0/conv3/Conv" [label="[1, 512, 1, 1]", style=solid]; -"453 /layer2/layer2.0/conv3/Conv/WithoutBiases/fq_weights_1" -> "70 /layer2/layer2.0/conv3/Conv/WithoutBiases" [label="[512, 128, 1, 1]", style=solid]; -"454 Constant_61926" -> "453 /layer2/layer2.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"455 Constant_61925" -> "453 /layer2/layer2.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"456 Constant_61924" -> "453 /layer2/layer2.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"457 Constant_61923" -> "453 /layer2/layer2.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"458 onnx^^Conv_536" -> "453 /layer2/layer2.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 128, 1, 1]", style=solid]; -"459 Constant_61921" -> "67 /layer2/layer2.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"460 Constant_61920" -> "67 /layer2/layer2.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"461 Constant_61919" -> "67 /layer2/layer2.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"462 Constant_61918" -> "67 /layer2/layer2.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"463 Reshape_316" -> "59 /layer2/layer2.0/conv2/Conv" [label="[1, 128, 1, 1]", style=solid]; -"464 /layer2/layer2.0/conv2/Conv/WithoutBiases/fq_weights_1" -> "56 /layer2/layer2.0/conv2/Conv/WithoutBiases" [label="[128, 128, 3, 3]", style=solid]; -"465 Constant_61916" -> "464 /layer2/layer2.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"466 Constant_61915" -> "464 /layer2/layer2.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"467 Constant_61914" -> "464 /layer2/layer2.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"468 Constant_61913" -> "464 /layer2/layer2.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"469 onnx^^Conv_533" -> "464 /layer2/layer2.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 128, 3, 3]", style=solid]; -"470 Constant_61911" -> "52 /layer2/layer2.0/relu/Relu/fq_output_0" [label="[]", style=solid]; -"471 Constant_61910" -> "52 /layer2/layer2.0/relu/Relu/fq_output_0" [label="[]", style=solid]; -"472 Constant_61909" -> "52 /layer2/layer2.0/relu/Relu/fq_output_0" [label="[]", style=solid]; -"473 Constant_61908" -> "52 /layer2/layer2.0/relu/Relu/fq_output_0" [label="[]", style=solid]; -"474 Reshape_300" -> "44 /layer2/layer2.0/conv1/Conv" [label="[1, 128, 1, 1]", style=solid]; -"475 /layer2/layer2.0/conv1/Conv/WithoutBiases/fq_weights_1" -> "40 /layer2/layer2.0/conv1/Conv/WithoutBiases" [label="[128, 256, 1, 1]", style=solid]; -"476 Constant_61906" -> "475 /layer2/layer2.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"477 Constant_61905" -> "475 /layer2/layer2.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"478 Constant_61904" -> "475 /layer2/layer2.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"479 Constant_61903" -> "475 /layer2/layer2.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"480 onnx^^Conv_530" -> "475 /layer2/layer2.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 256, 1, 1]", style=solid]; -"481 Reshape_396" -> "98 /layer2/layer2.1/conv3/Conv" [label="[1, 512, 1, 1]", style=solid]; -"482 /layer2/layer2.1/conv3/Conv/WithoutBiases/fq_weights_1" -> "93 /layer2/layer2.1/conv3/Conv/WithoutBiases" [label="[512, 128, 1, 1]", style=solid]; -"483 Constant_61961" -> "482 /layer2/layer2.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"484 Constant_61960" -> "482 /layer2/layer2.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"485 Constant_61959" -> "482 /layer2/layer2.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"486 Constant_61958" -> "482 /layer2/layer2.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"487 onnx^^Conv_548" -> "482 /layer2/layer2.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 128, 1, 1]", style=solid]; -"488 Constant_61956" -> "89 /layer2/layer2.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"489 Constant_61955" -> "89 /layer2/layer2.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"490 Constant_61954" -> "89 /layer2/layer2.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"491 Constant_61953" -> "89 /layer2/layer2.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"492 Reshape_380" -> "81 /layer2/layer2.1/conv2/Conv" [label="[1, 128, 1, 1]", style=solid]; -"493 /layer2/layer2.1/conv2/Conv/WithoutBiases/fq_weights_1" -> "77 /layer2/layer2.1/conv2/Conv/WithoutBiases" [label="[128, 128, 3, 3]", style=solid]; -"494 Constant_61951" -> "493 /layer2/layer2.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"495 Constant_61950" -> "493 /layer2/layer2.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"496 Constant_61949" -> "493 /layer2/layer2.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"497 Constant_61948" -> "493 /layer2/layer2.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"498 onnx^^Conv_545" -> "493 /layer2/layer2.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 128, 3, 3]", style=solid]; -"499 Constant_61946" -> "73 /layer2/layer2.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"500 Constant_61945" -> "73 /layer2/layer2.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"501 Constant_61944" -> "73 /layer2/layer2.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"502 Constant_61943" -> "73 /layer2/layer2.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"503 Reshape_364" -> "65 /layer2/layer2.1/conv1/Conv" [label="[1, 128, 1, 1]", style=solid]; -"504 /layer2/layer2.1/conv1/Conv/WithoutBiases/fq_weights_1" -> "61 /layer2/layer2.1/conv1/Conv/WithoutBiases" [label="[128, 512, 1, 1]", style=solid]; -"505 Constant_61941" -> "504 /layer2/layer2.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"506 Constant_61940" -> "504 /layer2/layer2.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"507 Constant_61939" -> "504 /layer2/layer2.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"508 Constant_61938" -> "504 /layer2/layer2.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"509 onnx^^Conv_542" -> "504 /layer2/layer2.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 512, 1, 1]", style=solid]; -"510 Reshape_445" -> "110 /layer2/layer2.2/conv3/Conv" [label="[1, 512, 1, 1]", style=solid]; -"511 /layer2/layer2.2/conv3/Conv/WithoutBiases/fq_weights_1" -> "106 /layer2/layer2.2/conv3/Conv/WithoutBiases" [label="[512, 128, 1, 1]", style=solid]; -"512 Constant_61996" -> "511 /layer2/layer2.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"513 Constant_61995" -> "511 /layer2/layer2.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"514 Constant_61994" -> "511 /layer2/layer2.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"515 Constant_61993" -> "511 /layer2/layer2.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"516 onnx^^Conv_557" -> "511 /layer2/layer2.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 128, 1, 1]", style=solid]; -"517 Constant_61991" -> "102 /layer2/layer2.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"518 Constant_61990" -> "102 /layer2/layer2.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"519 Constant_61989" -> "102 /layer2/layer2.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"520 Constant_61988" -> "102 /layer2/layer2.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"521 Reshape_429" -> "92 /layer2/layer2.2/conv2/Conv" [label="[1, 128, 1, 1]", style=solid]; -"522 /layer2/layer2.2/conv2/Conv/WithoutBiases/fq_weights_1" -> "88 /layer2/layer2.2/conv2/Conv/WithoutBiases" [label="[128, 128, 3, 3]", style=solid]; -"523 Constant_61986" -> "522 /layer2/layer2.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"524 Constant_61985" -> "522 /layer2/layer2.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"525 Constant_61984" -> "522 /layer2/layer2.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"526 Constant_61983" -> "522 /layer2/layer2.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"527 onnx^^Conv_554" -> "522 /layer2/layer2.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 128, 3, 3]", style=solid]; -"528 Constant_61981" -> "84 /layer2/layer2.2/relu/Relu/fq_output_0" [label="[]", style=solid]; -"529 Constant_61980" -> "84 /layer2/layer2.2/relu/Relu/fq_output_0" [label="[]", style=solid]; -"530 Constant_61979" -> "84 /layer2/layer2.2/relu/Relu/fq_output_0" [label="[]", style=solid]; -"531 Constant_61978" -> "84 /layer2/layer2.2/relu/Relu/fq_output_0" [label="[]", style=solid]; -"532 Reshape_413" -> "76 /layer2/layer2.2/conv1/Conv" [label="[1, 128, 1, 1]", style=solid]; -"533 /layer2/layer2.2/conv1/Conv/WithoutBiases/fq_weights_1" -> "72 /layer2/layer2.2/conv1/Conv/WithoutBiases" [label="[128, 512, 1, 1]", style=solid]; -"534 Constant_61976" -> "533 /layer2/layer2.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"535 Constant_61975" -> "533 /layer2/layer2.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"536 Constant_61974" -> "533 /layer2/layer2.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"537 Constant_61973" -> "533 /layer2/layer2.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"538 onnx^^Conv_551" -> "533 /layer2/layer2.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 512, 1, 1]", style=solid]; -"539 Reshape_494" -> "121 /layer2/layer2.3/conv3/Conv" [label="[1, 512, 1, 1]", style=solid]; -"540 /layer2/layer2.3/conv3/Conv/WithoutBiases/fq_weights_1" -> "117 /layer2/layer2.3/conv3/Conv/WithoutBiases" [label="[512, 128, 1, 1]", style=solid]; -"541 Constant_62031" -> "540 /layer2/layer2.3/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"542 Constant_62030" -> "540 /layer2/layer2.3/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"543 Constant_62029" -> "540 /layer2/layer2.3/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"544 Constant_62028" -> "540 /layer2/layer2.3/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"545 onnx^^Conv_566" -> "540 /layer2/layer2.3/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 128, 1, 1]", style=solid]; -"546 Constant_62026" -> "113 /layer2/layer2.3/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"547 Constant_62025" -> "113 /layer2/layer2.3/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"548 Constant_62024" -> "113 /layer2/layer2.3/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"549 Constant_62023" -> "113 /layer2/layer2.3/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"550 Reshape_478" -> "105 /layer2/layer2.3/conv2/Conv" [label="[1, 128, 1, 1]", style=solid]; -"551 /layer2/layer2.3/conv2/Conv/WithoutBiases/fq_weights_1" -> "101 /layer2/layer2.3/conv2/Conv/WithoutBiases" [label="[128, 128, 3, 3]", style=solid]; -"552 Constant_62021" -> "551 /layer2/layer2.3/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"553 Constant_62020" -> "551 /layer2/layer2.3/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"554 Constant_62019" -> "551 /layer2/layer2.3/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"555 Constant_62018" -> "551 /layer2/layer2.3/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"556 onnx^^Conv_563" -> "551 /layer2/layer2.3/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 128, 3, 3]", style=solid]; -"557 Constant_62016" -> "96 /layer2/layer2.3/relu/Relu/fq_output_0" [label="[]", style=solid]; -"558 Constant_62015" -> "96 /layer2/layer2.3/relu/Relu/fq_output_0" [label="[]", style=solid]; -"559 Constant_62014" -> "96 /layer2/layer2.3/relu/Relu/fq_output_0" [label="[]", style=solid]; -"560 Constant_62013" -> "96 /layer2/layer2.3/relu/Relu/fq_output_0" [label="[]", style=solid]; -"561 Reshape_462" -> "87 /layer2/layer2.3/conv1/Conv" [label="[1, 128, 1, 1]", style=solid]; -"562 /layer2/layer2.3/conv1/Conv/WithoutBiases/fq_weights_1" -> "83 /layer2/layer2.3/conv1/Conv/WithoutBiases" [label="[128, 512, 1, 1]", style=solid]; -"563 Constant_62011" -> "562 /layer2/layer2.3/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"564 Constant_62010" -> "562 /layer2/layer2.3/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"565 Constant_62009" -> "562 /layer2/layer2.3/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"566 Constant_62008" -> "562 /layer2/layer2.3/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"567 onnx^^Conv_560" -> "562 /layer2/layer2.3/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 512, 1, 1]", style=solid]; -"568 Constant_62081" -> "133 /layer3/layer3.0/conv3/Conv/fq_output_0" [label="[]", style=solid]; -"569 Constant_62080" -> "133 /layer3/layer3.0/conv3/Conv/fq_output_0" [label="[]", style=solid]; -"570 Constant_62079" -> "133 /layer3/layer3.0/conv3/Conv/fq_output_0" [label="[]", style=solid]; -"571 Constant_62078" -> "133 /layer3/layer3.0/conv3/Conv/fq_output_0" [label="[]", style=solid]; -"572 Reshape_543" -> "129 /layer3/layer3.0/conv3/Conv" [label="[1, 1024, 1, 1]", style=solid]; -"573 /layer3/layer3.0/conv3/Conv/WithoutBiases/fq_weights_1" -> "125 /layer3/layer3.0/conv3/Conv/WithoutBiases" [label="[1024, 256, 1, 1]", style=solid]; -"574 Constant_62076" -> "573 /layer3/layer3.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"575 Constant_62075" -> "573 /layer3/layer3.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"576 Constant_62074" -> "573 /layer3/layer3.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"577 Constant_62073" -> "573 /layer3/layer3.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"578 onnx^^Conv_575" -> "573 /layer3/layer3.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 256, 1, 1]", style=solid]; -"579 Constant_62071" -> "122 /layer3/layer3.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"580 Constant_62070" -> "122 /layer3/layer3.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"581 Constant_62069" -> "122 /layer3/layer3.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"582 Constant_62068" -> "122 /layer3/layer3.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"583 Reshape_527" -> "114 /layer3/layer3.0/conv2/Conv" [label="[1, 256, 1, 1]", style=solid]; -"584 /layer3/layer3.0/conv2/Conv/WithoutBiases/fq_weights_1" -> "111 /layer3/layer3.0/conv2/Conv/WithoutBiases" [label="[256, 256, 3, 3]", style=solid]; -"585 Constant_62066" -> "584 /layer3/layer3.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"586 Constant_62065" -> "584 /layer3/layer3.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"587 Constant_62064" -> "584 /layer3/layer3.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"588 Constant_62063" -> "584 /layer3/layer3.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"589 onnx^^Conv_572" -> "584 /layer3/layer3.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 256, 3, 3]", style=solid]; -"590 Constant_62061" -> "107 /layer3/layer3.0/relu/Relu/fq_output_0" [label="[]", style=solid]; -"591 Constant_62060" -> "107 /layer3/layer3.0/relu/Relu/fq_output_0" [label="[]", style=solid]; -"592 Constant_62059" -> "107 /layer3/layer3.0/relu/Relu/fq_output_0" [label="[]", style=solid]; -"593 Constant_62058" -> "107 /layer3/layer3.0/relu/Relu/fq_output_0" [label="[]", style=solid]; -"594 Reshape_511" -> "99 /layer3/layer3.0/conv1/Conv" [label="[1, 256, 1, 1]", style=solid]; -"595 /layer3/layer3.0/conv1/Conv/WithoutBiases/fq_weights_1" -> "94 /layer3/layer3.0/conv1/Conv/WithoutBiases" [label="[256, 512, 1, 1]", style=solid]; -"596 Constant_62056" -> "595 /layer3/layer3.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"597 Constant_62055" -> "595 /layer3/layer3.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"598 Constant_62054" -> "595 /layer3/layer3.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"599 Constant_62053" -> "595 /layer3/layer3.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"600 onnx^^Conv_569" -> "595 /layer3/layer3.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 512, 1, 1]", style=solid]; -"601 Reshape_607" -> "153 /layer3/layer3.1/conv3/Conv" [label="[1, 1024, 1, 1]", style=solid]; -"602 /layer3/layer3.1/conv3/Conv/WithoutBiases/fq_weights_1" -> "148 /layer3/layer3.1/conv3/Conv/WithoutBiases" [label="[1024, 256, 1, 1]", style=solid]; -"603 Constant_62111" -> "602 /layer3/layer3.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"604 Constant_62110" -> "602 /layer3/layer3.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"605 Constant_62109" -> "602 /layer3/layer3.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"606 Constant_62108" -> "602 /layer3/layer3.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"607 onnx^^Conv_587" -> "602 /layer3/layer3.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 256, 1, 1]", style=solid]; -"608 Constant_62106" -> "144 /layer3/layer3.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"609 Constant_62105" -> "144 /layer3/layer3.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"610 Constant_62104" -> "144 /layer3/layer3.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"611 Constant_62103" -> "144 /layer3/layer3.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"612 Reshape_591" -> "136 /layer3/layer3.1/conv2/Conv" [label="[1, 256, 1, 1]", style=solid]; -"613 /layer3/layer3.1/conv2/Conv/WithoutBiases/fq_weights_1" -> "132 /layer3/layer3.1/conv2/Conv/WithoutBiases" [label="[256, 256, 3, 3]", style=solid]; -"614 Constant_62101" -> "613 /layer3/layer3.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"615 Constant_62100" -> "613 /layer3/layer3.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"616 Constant_62099" -> "613 /layer3/layer3.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"617 Constant_62098" -> "613 /layer3/layer3.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"618 onnx^^Conv_584" -> "613 /layer3/layer3.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 256, 3, 3]", style=solid]; -"619 Constant_62096" -> "128 /layer3/layer3.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"620 Constant_62095" -> "128 /layer3/layer3.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"621 Constant_62094" -> "128 /layer3/layer3.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"622 Constant_62093" -> "128 /layer3/layer3.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"623 Reshape_575" -> "120 /layer3/layer3.1/conv1/Conv" [label="[1, 256, 1, 1]", style=solid]; -"624 /layer3/layer3.1/conv1/Conv/WithoutBiases/fq_weights_1" -> "116 /layer3/layer3.1/conv1/Conv/WithoutBiases" [label="[256, 1024, 1, 1]", style=solid]; -"625 Constant_62091" -> "624 /layer3/layer3.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"626 Constant_62090" -> "624 /layer3/layer3.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"627 Constant_62089" -> "624 /layer3/layer3.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"628 Constant_62088" -> "624 /layer3/layer3.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"629 onnx^^Conv_581" -> "624 /layer3/layer3.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1024, 1, 1]", style=solid]; -"630 Reshape_656" -> "166 /layer3/layer3.2/conv3/Conv" [label="[1, 1024, 1, 1]", style=solid]; -"631 /layer3/layer3.2/conv3/Conv/WithoutBiases/fq_weights_1" -> "161 /layer3/layer3.2/conv3/Conv/WithoutBiases" [label="[1024, 256, 1, 1]", style=solid]; -"632 Constant_62146" -> "631 /layer3/layer3.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"633 Constant_62145" -> "631 /layer3/layer3.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"634 Constant_62144" -> "631 /layer3/layer3.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"635 Constant_62143" -> "631 /layer3/layer3.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"636 onnx^^Conv_596" -> "631 /layer3/layer3.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 256, 1, 1]", style=solid]; -"637 Constant_62141" -> "157 /layer3/layer3.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"638 Constant_62140" -> "157 /layer3/layer3.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"639 Constant_62139" -> "157 /layer3/layer3.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"640 Constant_62138" -> "157 /layer3/layer3.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"641 Reshape_640" -> "147 /layer3/layer3.2/conv2/Conv" [label="[1, 256, 1, 1]", style=solid]; -"642 /layer3/layer3.2/conv2/Conv/WithoutBiases/fq_weights_1" -> "143 /layer3/layer3.2/conv2/Conv/WithoutBiases" [label="[256, 256, 3, 3]", style=solid]; -"643 Constant_62136" -> "642 /layer3/layer3.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"644 Constant_62135" -> "642 /layer3/layer3.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"645 Constant_62134" -> "642 /layer3/layer3.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"646 Constant_62133" -> "642 /layer3/layer3.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"647 onnx^^Conv_593" -> "642 /layer3/layer3.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 256, 3, 3]", style=solid]; -"648 Constant_62131" -> "139 /layer3/layer3.2/relu/Relu/fq_output_0" [label="[]", style=solid]; -"649 Constant_62130" -> "139 /layer3/layer3.2/relu/Relu/fq_output_0" [label="[]", style=solid]; -"650 Constant_62129" -> "139 /layer3/layer3.2/relu/Relu/fq_output_0" [label="[]", style=solid]; -"651 Constant_62128" -> "139 /layer3/layer3.2/relu/Relu/fq_output_0" [label="[]", style=solid]; -"652 Reshape_624" -> "131 /layer3/layer3.2/conv1/Conv" [label="[1, 256, 1, 1]", style=solid]; -"653 /layer3/layer3.2/conv1/Conv/WithoutBiases/fq_weights_1" -> "127 /layer3/layer3.2/conv1/Conv/WithoutBiases" [label="[256, 1024, 1, 1]", style=solid]; -"654 Constant_62126" -> "653 /layer3/layer3.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"655 Constant_62125" -> "653 /layer3/layer3.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"656 Constant_62124" -> "653 /layer3/layer3.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"657 Constant_62123" -> "653 /layer3/layer3.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"658 onnx^^Conv_590" -> "653 /layer3/layer3.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1024, 1, 1]", style=solid]; -"659 Reshape_705" -> "179 /layer3/layer3.3/conv3/Conv" [label="[1, 1024, 1, 1]", style=solid]; -"660 /layer3/layer3.3/conv3/Conv/WithoutBiases/fq_weights_1" -> "174 /layer3/layer3.3/conv3/Conv/WithoutBiases" [label="[1024, 256, 1, 1]", style=solid]; -"661 Constant_62181" -> "660 /layer3/layer3.3/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"662 Constant_62180" -> "660 /layer3/layer3.3/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"663 Constant_62179" -> "660 /layer3/layer3.3/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"664 Constant_62178" -> "660 /layer3/layer3.3/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"665 onnx^^Conv_605" -> "660 /layer3/layer3.3/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 256, 1, 1]", style=solid]; -"666 Constant_62176" -> "170 /layer3/layer3.3/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"667 Constant_62175" -> "170 /layer3/layer3.3/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"668 Constant_62174" -> "170 /layer3/layer3.3/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"669 Constant_62173" -> "170 /layer3/layer3.3/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"670 Reshape_689" -> "160 /layer3/layer3.3/conv2/Conv" [label="[1, 256, 1, 1]", style=solid]; -"671 /layer3/layer3.3/conv2/Conv/WithoutBiases/fq_weights_1" -> "156 /layer3/layer3.3/conv2/Conv/WithoutBiases" [label="[256, 256, 3, 3]", style=solid]; -"672 Constant_62171" -> "671 /layer3/layer3.3/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"673 Constant_62170" -> "671 /layer3/layer3.3/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"674 Constant_62169" -> "671 /layer3/layer3.3/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"675 Constant_62168" -> "671 /layer3/layer3.3/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"676 onnx^^Conv_602" -> "671 /layer3/layer3.3/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 256, 3, 3]", style=solid]; -"677 Constant_62166" -> "151 /layer3/layer3.3/relu/Relu/fq_output_0" [label="[]", style=solid]; -"678 Constant_62165" -> "151 /layer3/layer3.3/relu/Relu/fq_output_0" [label="[]", style=solid]; -"679 Constant_62164" -> "151 /layer3/layer3.3/relu/Relu/fq_output_0" [label="[]", style=solid]; -"680 Constant_62163" -> "151 /layer3/layer3.3/relu/Relu/fq_output_0" [label="[]", style=solid]; -"681 Reshape_673" -> "142 /layer3/layer3.3/conv1/Conv" [label="[1, 256, 1, 1]", style=solid]; -"682 /layer3/layer3.3/conv1/Conv/WithoutBiases/fq_weights_1" -> "138 /layer3/layer3.3/conv1/Conv/WithoutBiases" [label="[256, 1024, 1, 1]", style=solid]; -"683 Constant_62161" -> "682 /layer3/layer3.3/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"684 Constant_62160" -> "682 /layer3/layer3.3/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"685 Constant_62159" -> "682 /layer3/layer3.3/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"686 Constant_62158" -> "682 /layer3/layer3.3/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"687 onnx^^Conv_599" -> "682 /layer3/layer3.3/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1024, 1, 1]", style=solid]; -"688 Reshape_754" -> "191 /layer3/layer3.4/conv3/Conv" [label="[1, 1024, 1, 1]", style=solid]; -"689 /layer3/layer3.4/conv3/Conv/WithoutBiases/fq_weights_1" -> "187 /layer3/layer3.4/conv3/Conv/WithoutBiases" [label="[1024, 256, 1, 1]", style=solid]; -"690 Constant_62216" -> "689 /layer3/layer3.4/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"691 Constant_62215" -> "689 /layer3/layer3.4/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"692 Constant_62214" -> "689 /layer3/layer3.4/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"693 Constant_62213" -> "689 /layer3/layer3.4/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"694 onnx^^Conv_614" -> "689 /layer3/layer3.4/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 256, 1, 1]", style=solid]; -"695 Constant_62211" -> "183 /layer3/layer3.4/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"696 Constant_62210" -> "183 /layer3/layer3.4/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"697 Constant_62209" -> "183 /layer3/layer3.4/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"698 Constant_62208" -> "183 /layer3/layer3.4/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"699 Reshape_738" -> "173 /layer3/layer3.4/conv2/Conv" [label="[1, 256, 1, 1]", style=solid]; -"700 /layer3/layer3.4/conv2/Conv/WithoutBiases/fq_weights_1" -> "169 /layer3/layer3.4/conv2/Conv/WithoutBiases" [label="[256, 256, 3, 3]", style=solid]; -"701 Constant_62206" -> "700 /layer3/layer3.4/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"702 Constant_62205" -> "700 /layer3/layer3.4/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"703 Constant_62204" -> "700 /layer3/layer3.4/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"704 Constant_62203" -> "700 /layer3/layer3.4/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"705 onnx^^Conv_611" -> "700 /layer3/layer3.4/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 256, 3, 3]", style=solid]; -"706 Constant_62201" -> "164 /layer3/layer3.4/relu/Relu/fq_output_0" [label="[]", style=solid]; -"707 Constant_62200" -> "164 /layer3/layer3.4/relu/Relu/fq_output_0" [label="[]", style=solid]; -"708 Constant_62199" -> "164 /layer3/layer3.4/relu/Relu/fq_output_0" [label="[]", style=solid]; -"709 Constant_62198" -> "164 /layer3/layer3.4/relu/Relu/fq_output_0" [label="[]", style=solid]; -"710 Reshape_722" -> "155 /layer3/layer3.4/conv1/Conv" [label="[1, 256, 1, 1]", style=solid]; -"711 /layer3/layer3.4/conv1/Conv/WithoutBiases/fq_weights_1" -> "150 /layer3/layer3.4/conv1/Conv/WithoutBiases" [label="[256, 1024, 1, 1]", style=solid]; -"712 Constant_62196" -> "711 /layer3/layer3.4/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"713 Constant_62195" -> "711 /layer3/layer3.4/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"714 Constant_62194" -> "711 /layer3/layer3.4/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"715 Constant_62193" -> "711 /layer3/layer3.4/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"716 onnx^^Conv_608" -> "711 /layer3/layer3.4/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1024, 1, 1]", style=solid]; -"717 Reshape_803" -> "202 /layer3/layer3.5/conv3/Conv" [label="[1, 1024, 1, 1]", style=solid]; -"718 /layer3/layer3.5/conv3/Conv/WithoutBiases/fq_weights_1" -> "198 /layer3/layer3.5/conv3/Conv/WithoutBiases" [label="[1024, 256, 1, 1]", style=solid]; -"719 Constant_62251" -> "718 /layer3/layer3.5/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"720 Constant_62250" -> "718 /layer3/layer3.5/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"721 Constant_62249" -> "718 /layer3/layer3.5/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"722 Constant_62248" -> "718 /layer3/layer3.5/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; -"723 onnx^^Conv_623" -> "718 /layer3/layer3.5/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 256, 1, 1]", style=solid]; -"724 Constant_62246" -> "194 /layer3/layer3.5/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"725 Constant_62245" -> "194 /layer3/layer3.5/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"726 Constant_62244" -> "194 /layer3/layer3.5/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"727 Constant_62243" -> "194 /layer3/layer3.5/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"728 Reshape_787" -> "186 /layer3/layer3.5/conv2/Conv" [label="[1, 256, 1, 1]", style=solid]; -"729 /layer3/layer3.5/conv2/Conv/WithoutBiases/fq_weights_1" -> "182 /layer3/layer3.5/conv2/Conv/WithoutBiases" [label="[256, 256, 3, 3]", style=solid]; -"730 Constant_62241" -> "729 /layer3/layer3.5/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"731 Constant_62240" -> "729 /layer3/layer3.5/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"732 Constant_62239" -> "729 /layer3/layer3.5/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"733 Constant_62238" -> "729 /layer3/layer3.5/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"734 onnx^^Conv_620" -> "729 /layer3/layer3.5/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 256, 3, 3]", style=solid]; -"735 Constant_62236" -> "177 /layer3/layer3.5/relu/Relu/fq_output_0" [label="[]", style=solid]; -"736 Constant_62235" -> "177 /layer3/layer3.5/relu/Relu/fq_output_0" [label="[]", style=solid]; -"737 Constant_62234" -> "177 /layer3/layer3.5/relu/Relu/fq_output_0" [label="[]", style=solid]; -"738 Constant_62233" -> "177 /layer3/layer3.5/relu/Relu/fq_output_0" [label="[]", style=solid]; -"739 Reshape_771" -> "168 /layer3/layer3.5/conv1/Conv" [label="[1, 256, 1, 1]", style=solid]; -"740 /layer3/layer3.5/conv1/Conv/WithoutBiases/fq_weights_1" -> "163 /layer3/layer3.5/conv1/Conv/WithoutBiases" [label="[256, 1024, 1, 1]", style=solid]; -"741 Constant_62231" -> "740 /layer3/layer3.5/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"742 Constant_62230" -> "740 /layer3/layer3.5/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"743 Constant_62229" -> "740 /layer3/layer3.5/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"744 Constant_62228" -> "740 /layer3/layer3.5/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"745 onnx^^Conv_617" -> "740 /layer3/layer3.5/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1024, 1, 1]", style=solid]; -"746 Constant_62301" -> "214 /layer4/layer4.0/conv3/Conv/fq_output_0" [label="[]", style=solid]; -"747 Constant_62300" -> "214 /layer4/layer4.0/conv3/Conv/fq_output_0" [label="[]", style=solid]; -"748 Constant_62299" -> "214 /layer4/layer4.0/conv3/Conv/fq_output_0" [label="[]", style=solid]; -"749 Constant_62298" -> "214 /layer4/layer4.0/conv3/Conv/fq_output_0" [label="[]", style=solid]; -"750 Reshape_852" -> "210 /layer4/layer4.0/conv3/Conv" [label="[1, 2048, 1, 1]", style=solid]; -"751 /layer4/layer4.0/conv3/Conv/WithoutBiases/fq_weights_1" -> "206 /layer4/layer4.0/conv3/Conv/WithoutBiases" [label="[2048, 512, 1, 1]", style=solid]; -"752 Constant_62296" -> "751 /layer4/layer4.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; -"753 Constant_62295" -> "751 /layer4/layer4.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; -"754 Constant_62294" -> "751 /layer4/layer4.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; -"755 Constant_62293" -> "751 /layer4/layer4.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; -"756 onnx^^Conv_632" -> "751 /layer4/layer4.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[2048, 512, 1, 1]", style=solid]; -"757 Constant_62291" -> "203 /layer4/layer4.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"758 Constant_62290" -> "203 /layer4/layer4.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"759 Constant_62289" -> "203 /layer4/layer4.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"760 Constant_62288" -> "203 /layer4/layer4.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"761 Reshape_836" -> "195 /layer4/layer4.0/conv2/Conv" [label="[1, 512, 1, 1]", style=solid]; -"762 /layer4/layer4.0/conv2/Conv/WithoutBiases/fq_weights_1" -> "192 /layer4/layer4.0/conv2/Conv/WithoutBiases" [label="[512, 512, 3, 3]", style=solid]; -"763 Constant_62286" -> "762 /layer4/layer4.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"764 Constant_62285" -> "762 /layer4/layer4.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"765 Constant_62284" -> "762 /layer4/layer4.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"766 Constant_62283" -> "762 /layer4/layer4.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"767 onnx^^Conv_629" -> "762 /layer4/layer4.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 512, 3, 3]", style=solid]; -"768 Constant_62281" -> "188 /layer4/layer4.0/relu/Relu/fq_output_0" [label="[]", style=solid]; -"769 Constant_62280" -> "188 /layer4/layer4.0/relu/Relu/fq_output_0" [label="[]", style=solid]; -"770 Constant_62279" -> "188 /layer4/layer4.0/relu/Relu/fq_output_0" [label="[]", style=solid]; -"771 Constant_62278" -> "188 /layer4/layer4.0/relu/Relu/fq_output_0" [label="[]", style=solid]; -"772 Reshape_820" -> "180 /layer4/layer4.0/conv1/Conv" [label="[1, 512, 1, 1]", style=solid]; -"773 /layer4/layer4.0/conv1/Conv/WithoutBiases/fq_weights_1" -> "175 /layer4/layer4.0/conv1/Conv/WithoutBiases" [label="[512, 1024, 1, 1]", style=solid]; -"774 Constant_62276" -> "773 /layer4/layer4.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"775 Constant_62275" -> "773 /layer4/layer4.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"776 Constant_62274" -> "773 /layer4/layer4.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"777 Constant_62273" -> "773 /layer4/layer4.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"778 onnx^^Conv_626" -> "773 /layer4/layer4.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1024, 1, 1]", style=solid]; -"779 Reshape_916" -> "229 /layer4/layer4.1/conv3/Conv" [label="[1, 2048, 1, 1]", style=solid]; -"780 /layer4/layer4.1/conv3/Conv/WithoutBiases/fq_weights_1" -> "226 /layer4/layer4.1/conv3/Conv/WithoutBiases" [label="[2048, 512, 1, 1]", style=solid]; -"781 Constant_62331" -> "780 /layer4/layer4.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; -"782 Constant_62330" -> "780 /layer4/layer4.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; -"783 Constant_62329" -> "780 /layer4/layer4.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; -"784 Constant_62328" -> "780 /layer4/layer4.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; -"785 onnx^^Conv_644" -> "780 /layer4/layer4.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[2048, 512, 1, 1]", style=solid]; -"786 Constant_62326" -> "223 /layer4/layer4.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"787 Constant_62325" -> "223 /layer4/layer4.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"788 Constant_62324" -> "223 /layer4/layer4.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"789 Constant_62323" -> "223 /layer4/layer4.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"790 Reshape_900" -> "217 /layer4/layer4.1/conv2/Conv" [label="[1, 512, 1, 1]", style=solid]; -"791 /layer4/layer4.1/conv2/Conv/WithoutBiases/fq_weights_1" -> "213 /layer4/layer4.1/conv2/Conv/WithoutBiases" [label="[512, 512, 3, 3]", style=solid]; -"792 Constant_62321" -> "791 /layer4/layer4.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"793 Constant_62320" -> "791 /layer4/layer4.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"794 Constant_62319" -> "791 /layer4/layer4.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"795 Constant_62318" -> "791 /layer4/layer4.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"796 onnx^^Conv_641" -> "791 /layer4/layer4.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 512, 3, 3]", style=solid]; -"797 Constant_62316" -> "209 /layer4/layer4.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"798 Constant_62315" -> "209 /layer4/layer4.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"799 Constant_62314" -> "209 /layer4/layer4.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"800 Constant_62313" -> "209 /layer4/layer4.1/relu/Relu/fq_output_0" [label="[]", style=solid]; -"801 Reshape_884" -> "201 /layer4/layer4.1/conv1/Conv" [label="[1, 512, 1, 1]", style=solid]; -"802 /layer4/layer4.1/conv1/Conv/WithoutBiases/fq_weights_1" -> "197 /layer4/layer4.1/conv1/Conv/WithoutBiases" [label="[512, 2048, 1, 1]", style=solid]; -"803 Constant_62311" -> "802 /layer4/layer4.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"804 Constant_62310" -> "802 /layer4/layer4.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"805 Constant_62309" -> "802 /layer4/layer4.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"806 Constant_62308" -> "802 /layer4/layer4.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"807 onnx^^Conv_638" -> "802 /layer4/layer4.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 2048, 1, 1]", style=solid]; -"808 Reshape_965" -> "234 /layer4/layer4.2/conv3/Conv" [label="[1, 2048, 1, 1]", style=solid]; -"809 /layer4/layer4.2/conv3/Conv/WithoutBiases/fq_weights_1" -> "233 /layer4/layer4.2/conv3/Conv/WithoutBiases" [label="[2048, 512, 1, 1]", style=solid]; -"810 Constant_62366" -> "809 /layer4/layer4.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; -"811 Constant_62365" -> "809 /layer4/layer4.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; -"812 Constant_62364" -> "809 /layer4/layer4.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; -"813 Constant_62363" -> "809 /layer4/layer4.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; -"814 onnx^^Conv_653" -> "809 /layer4/layer4.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[2048, 512, 1, 1]", style=solid]; -"815 Constant_62361" -> "231 /layer4/layer4.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"816 Constant_62360" -> "231 /layer4/layer4.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"817 Constant_62359" -> "231 /layer4/layer4.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"818 Constant_62358" -> "231 /layer4/layer4.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; -"819 Reshape_949" -> "225 /layer4/layer4.2/conv2/Conv" [label="[1, 512, 1, 1]", style=solid]; -"820 /layer4/layer4.2/conv2/Conv/WithoutBiases/fq_weights_1" -> "222 /layer4/layer4.2/conv2/Conv/WithoutBiases" [label="[512, 512, 3, 3]", style=solid]; -"821 Constant_62356" -> "820 /layer4/layer4.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"822 Constant_62355" -> "820 /layer4/layer4.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"823 Constant_62354" -> "820 /layer4/layer4.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"824 Constant_62353" -> "820 /layer4/layer4.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"825 onnx^^Conv_650" -> "820 /layer4/layer4.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 512, 3, 3]", style=solid]; -"826 Constant_62351" -> "219 /layer4/layer4.2/relu/Relu/fq_output_0" [label="[]", style=solid]; -"827 Constant_62350" -> "219 /layer4/layer4.2/relu/Relu/fq_output_0" [label="[]", style=solid]; -"828 Constant_62349" -> "219 /layer4/layer4.2/relu/Relu/fq_output_0" [label="[]", style=solid]; -"829 Constant_62348" -> "219 /layer4/layer4.2/relu/Relu/fq_output_0" [label="[]", style=solid]; -"830 Reshape_933" -> "212 /layer4/layer4.2/conv1/Conv" [label="[1, 512, 1, 1]", style=solid]; -"831 /layer4/layer4.2/conv1/Conv/WithoutBiases/fq_weights_1" -> "208 /layer4/layer4.2/conv1/Conv/WithoutBiases" [label="[512, 2048, 1, 1]", style=solid]; -"832 Constant_62346" -> "831 /layer4/layer4.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"833 Constant_62345" -> "831 /layer4/layer4.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"834 Constant_62344" -> "831 /layer4/layer4.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"835 Constant_62343" -> "831 /layer4/layer4.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"836 onnx^^Conv_647" -> "831 /layer4/layer4.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 2048, 1, 1]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/swin-tiny-patch4-window7-224_performance_transformer.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/swin-tiny-patch4-window7-224_performance_transformer.dot deleted file mode 100644 index ccdd526e94d..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/swin-tiny-patch4-window7-224_performance_transformer.dot +++ /dev/null @@ -1,3842 +0,0 @@ -strict digraph { -"0 input" [id=0, type=Parameter]; -"1 Multiply_6579" [id=1, type=Multiply]; -"2 Divide_2169" [id=2, type=Add]; -"3 Divide_2169/fq_output_0" [id=3, type=FakeQuantize]; -"4 /patch_embed/proj/Conv/WithoutBiases" [id=4, type=Convolution]; -"5 /patch_embed/proj/Conv" [id=5, type=Add]; -"6 /patch_embed/Reshape" [id=6, type=Reshape]; -"7 /patch_embed/Shape" [id=7, type=ShapeOf]; -"8 /patch_embed/Transpose" [id=8, type=Transpose]; -"9 /patch_embed/Slice" [id=9, type=StridedSlice]; -"10 /patch_embed/norm/Div" [id=10, type=MVN]; -"11 /patch_embed/Concat" [id=11, type=Concat]; -"12 /patch_embed/norm/Mul" [id=12, type=Multiply]; -"13 /patch_embed/norm/Add_1" [id=13, type=Add]; -"14 /layers/layers.0/blocks.0/Add" [id=14, type=Add]; -"15 /layers/layers.0/blocks.0/norm1/Div" [id=15, type=MVN]; -"16 /layers/layers.0/blocks.0/Add_1" [id=16, type=Add]; -"17 /layers/layers.0/blocks.0/norm2/Div" [id=17, type=MVN]; -"18 /layers/layers.0/blocks.0/norm1/Mul" [id=18, type=Multiply]; -"19 /layers/layers.0/blocks.1/Add" [id=19, type=Add]; -"20 /layers/layers.0/blocks.1/norm1/Div" [id=20, type=MVN]; -"21 /layers/layers.0/blocks.0/norm2/Mul" [id=21, type=Multiply]; -"22 /layers/layers.0/blocks.0/norm1/Add_1" [id=22, type=Add]; -"23 /layers/layers.0/blocks.1/Add_1" [id=23, type=Add]; -"24 /layers/layers.0/blocks.1/norm2/Div" [id=24, type=MVN]; -"25 /layers/layers.0/blocks.1/norm1/Mul" [id=25, type=Multiply]; -"26 /layers/layers.0/blocks.0/norm2/Add_1" [id=26, type=Add]; -"27 /layers/layers.0/blocks.0/norm1/Add_1/fq_output_0" [id=27, type=FakeQuantize]; -"28 /layers/layers.0/downsample/Reshape" [id=28, type=Reshape]; -"29 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[id=721, type=Constant]; -"722 Constant_28077" [id=722, type=Constant]; -"723 Constant_28076" [id=723, type=Constant]; -"724 Transpose_6552" [id=724, type=Constant]; -"725 /layers/layers.3/blocks.1/attn/Constant_2" [id=725, type=Constant]; -"726 Constant_2070" [id=726, type=Constant]; -"727 Constant_28074" [id=727, type=Constant]; -"728 Constant_28073" [id=728, type=Constant]; -"729 Constant_28072" [id=729, type=Constant]; -"730 Constant_28071" [id=730, type=Constant]; -"731 Constant_2060" [id=731, type=Constant]; -"732 /patch_embed/Constant" [id=732, type=Constant]; -"733 Constant_2054" [id=733, type=Constant]; -"734 /layers/layers.3/blocks.1/attn/Constant" [id=734, type=Constant]; -"735 /layers/layers.3/blocks.1/attn/qkv/MatMul/fq_weights_1" [id=735, type=FakeQuantize]; -"736 Constant_28059" [id=736, type=Constant]; -"737 Constant_28058" [id=737, type=Constant]; -"738 Constant_28057" [id=738, type=Constant]; -"739 Constant_28056" [id=739, type=Constant]; -"740 Transpose_6549" [id=740, type=Constant]; -"741 /layers/layers.3/blocks.1/Constant_3" [id=741, type=Constant]; -"742 /layers/layers.3/blocks.1/Constant_2" [id=742, type=Constant]; -"743 Constant_6544" [id=743, type=Constant]; -"744 /layers/layers.3/blocks.1/Constant_1" [id=744, type=Constant]; -"745 Constant_28054" [id=745, type=Constant]; -"746 Constant_28053" [id=746, type=Constant]; -"747 Constant_28052" [id=747, type=Constant]; -"748 Constant_28051" [id=748, type=Constant]; -"749 Constant_7391" [id=749, type=Constant]; -"750 Constant_7390" [id=750, type=Constant]; -"751 Constant_2017" [id=751, type=Constant]; -"752 /layers/layers.3/blocks.0/mlp/fc2/MatMul/fq_weights_1" [id=752, type=FakeQuantize]; -"753 Constant_28049" [id=753, type=Constant]; -"754 Constant_28048" [id=754, type=Constant]; -"755 Constant_28047" [id=755, type=Constant]; -"756 Constant_28046" [id=756, type=Constant]; -"757 Transpose_6541" [id=757, type=Constant]; -"758 Constant_28044" [id=758, type=Constant]; -"759 Constant_28043" [id=759, type=Constant]; -"760 Constant_28042" [id=760, type=Constant]; -"761 Constant_28041" [id=761, type=Constant]; -"762 /layers/layers.3/blocks.0/mlp/fc1/MatMul/fq_weights_1" [id=762, type=FakeQuantize]; -"763 Constant_28039" [id=763, type=Constant]; -"764 Constant_28038" [id=764, type=Constant]; -"765 Constant_28037" [id=765, type=Constant]; -"766 Constant_28036" [id=766, type=Constant]; -"767 Transpose_6537" [id=767, type=Constant]; -"768 Constant_28034" [id=768, type=Constant]; -"769 Constant_28033" [id=769, type=Constant]; -"770 Constant_28032" [id=770, type=Constant]; -"771 Constant_28031" [id=771, type=Constant]; -"772 Constant_7387" [id=772, type=Constant]; -"773 Constant_7386" [id=773, type=Constant]; -"774 Constant_1991" [id=774, type=Constant]; -"775 /layers/layers.3/blocks.0/Constant_7" [id=775, type=Constant]; -"776 /layers/layers.3/blocks.0/Constant_6" [id=776, type=Constant]; -"777 Constant_6531" [id=777, type=Constant]; -"778 /layers/layers.3/blocks.0/Constant_5" [id=778, type=Constant]; -"779 /layers/layers.3/blocks.0/Constant_4" [id=779, type=Constant]; -"780 /layers/layers.3/blocks.0/attn/proj/MatMul/fq_weights_1" [id=780, type=FakeQuantize]; -"781 Constant_28029" [id=781, type=Constant]; -"782 Constant_28028" [id=782, type=Constant]; -"783 Constant_28027" [id=783, type=Constant]; -"784 Constant_28026" [id=784, type=Constant]; -"785 Transpose_6529" [id=785, type=Constant]; -"786 /layers/layers.3/blocks.0/attn/Constant_2" [id=786, type=Constant]; -"787 Constant_1964" [id=787, type=Constant]; -"788 Constant_28024" [id=788, type=Constant]; -"789 Constant_28023" [id=789, type=Constant]; -"790 Constant_28022" [id=790, type=Constant]; -"791 Constant_28021" [id=791, type=Constant]; -"792 Constant_1954" [id=792, type=Constant]; -"793 Constant_1948" [id=793, type=Constant]; -"794 /layers/layers.3/blocks.0/attn/Constant" [id=794, type=Constant]; -"795 /layers/layers.3/blocks.0/attn/qkv/MatMul/fq_weights_1" [id=795, type=FakeQuantize]; -"796 Constant_28009" [id=796, type=Constant]; -"797 Constant_28008" [id=797, type=Constant]; -"798 Constant_28007" [id=798, type=Constant]; -"799 Constant_28006" [id=799, type=Constant]; -"800 Transpose_6526" [id=800, type=Constant]; -"801 /layers/layers.3/blocks.0/Constant_3" [id=801, type=Constant]; -"802 /layers/layers.3/blocks.0/Constant_2" [id=802, type=Constant]; -"803 Constant_6521" [id=803, type=Constant]; -"804 /layers/layers.3/blocks.0/Constant_1" [id=804, type=Constant]; -"805 Constant_28004" [id=805, type=Constant]; -"806 Constant_28003" [id=806, type=Constant]; -"807 Constant_28002" [id=807, type=Constant]; -"808 Constant_28001" [id=808, type=Constant]; -"809 Constant_7382" [id=809, type=Constant]; -"810 Constant_7381" [id=810, type=Constant]; -"811 Constant_1911" [id=811, type=Constant]; -"812 /layers/layers.2/downsample/reduction/MatMul/fq_weights_1" [id=812, type=FakeQuantize]; -"813 Constant_27999" [id=813, type=Constant]; -"814 Constant_27998" [id=814, type=Constant]; 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type=Constant]; -"855 Constant_1832" [id=855, type=Constant]; -"856 /layers/layers.2/blocks.5/Constant_31" [id=856, type=Constant]; -"857 Constant_5679" [id=857, type=Constant]; -"858 Constant_5676" [id=858, type=Constant]; -"859 Constant_5673" [id=859, type=Constant]; -"860 Constant_5655" [id=860, type=Constant]; -"861 Constant_5652" [id=861, type=Constant]; -"862 Constant_5649" [id=862, type=Constant]; -"863 /layers/layers.2/blocks.5/Constant_18" [id=863, type=Constant]; -"864 Constant_1779" [id=864, type=Constant]; -"865 /layers/layers.2/blocks.5/Constant_17" [id=865, type=Constant]; -"866 /layers/layers.2/blocks.5/Constant_16" [id=866, type=Constant]; -"867 /layers/layers.2/blocks.5/attn/proj/MatMul/fq_weights_1" [id=867, type=FakeQuantize]; -"868 Constant_27969" [id=868, type=Constant]; -"869 Constant_27968" [id=869, type=Constant]; -"870 Constant_27967" [id=870, type=Constant]; -"871 Constant_27966" [id=871, type=Constant]; -"872 Transpose_6506" [id=872, type=Constant]; -"873 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type=Constant]; -"911 Transpose_6499" [id=911, type=Constant]; -"912 Constant_27939" [id=912, type=Constant]; -"913 Constant_27938" [id=913, type=Constant]; -"914 Constant_27937" [id=914, type=Constant]; -"915 Constant_27936" [id=915, type=Constant]; -"916 /layers/layers.2/blocks.4/mlp/fc1/MatMul/fq_weights_1" [id=916, type=FakeQuantize]; -"917 Constant_27934" [id=917, type=Constant]; -"918 Constant_27933" [id=918, type=Constant]; -"919 Constant_27932" [id=919, type=Constant]; -"920 Constant_27931" [id=920, type=Constant]; -"921 Transpose_6495" [id=921, type=Constant]; -"922 Constant_27929" [id=922, type=Constant]; -"923 Constant_27928" [id=923, type=Constant]; -"924 Constant_27927" [id=924, type=Constant]; -"925 Constant_27926" [id=925, type=Constant]; -"926 Constant_7367" [id=926, type=Constant]; -"927 Constant_7366" [id=927, type=Constant]; -"928 Constant_1633" [id=928, type=Constant]; -"929 /layers/layers.2/blocks.4/Constant_7" [id=929, type=Constant]; -"930 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/layers/layers.2/blocks.4/attn/Constant" [id=948, type=Constant]; -"949 /layers/layers.2/blocks.4/attn/qkv/MatMul/fq_weights_1" [id=949, type=FakeQuantize]; -"950 Constant_27904" [id=950, type=Constant]; -"951 Constant_27903" [id=951, type=Constant]; -"952 Constant_27902" [id=952, type=Constant]; -"953 Constant_27901" [id=953, type=Constant]; -"954 Transpose_6488" [id=954, type=Constant]; -"955 /layers/layers.2/blocks.4/Constant_3" [id=955, type=Constant]; -"956 /layers/layers.2/blocks.4/Constant_2" [id=956, type=Constant]; -"957 Constant_1574" [id=957, type=Constant]; -"958 /layers/layers.2/blocks.4/Constant_1" [id=958, type=Constant]; -"959 Constant_27899" [id=959, type=Constant]; -"960 Constant_27898" [id=960, type=Constant]; -"961 Constant_27897" [id=961, type=Constant]; -"962 Constant_27896" [id=962, type=Constant]; -"963 Constant_7362" [id=963, type=Constant]; -"964 Constant_7361" [id=964, type=Constant]; -"965 Constant_1553" [id=965, type=Constant]; -"966 /layers/layers.2/blocks.3/mlp/fc2/MatMul/fq_weights_1" [id=966, type=FakeQuantize]; -"967 Constant_27894" [id=967, type=Constant]; -"968 Constant_27893" [id=968, type=Constant]; -"969 Constant_27892" [id=969, type=Constant]; -"970 Constant_27891" [id=970, type=Constant]; -"971 Transpose_6484" [id=971, type=Constant]; -"972 Constant_27889" [id=972, type=Constant]; -"973 Constant_27888" [id=973, type=Constant]; -"974 Constant_27887" [id=974, type=Constant]; -"975 Constant_27886" [id=975, type=Constant]; -"976 /layers/layers.2/blocks.3/mlp/fc1/MatMul/fq_weights_1" [id=976, type=FakeQuantize]; -"977 Constant_27884" [id=977, type=Constant]; -"978 Constant_27883" [id=978, type=Constant]; -"979 Constant_27882" [id=979, type=Constant]; -"980 Constant_27881" [id=980, type=Constant]; -"981 Transpose_6480" [id=981, type=Constant]; -"982 Constant_27879" [id=982, type=Constant]; -"983 Constant_27878" [id=983, type=Constant]; -"984 Constant_27877" [id=984, type=Constant]; -"985 Constant_27876" [id=985, type=Constant]; -"986 Constant_7358" [id=986, type=Constant]; -"987 Constant_7357" [id=987, type=Constant]; -"988 Constant_1527" [id=988, type=Constant]; -"989 /layers/layers.2/blocks.3/Constant_31" [id=989, type=Constant]; -"990 Constant_5583" [id=990, type=Constant]; -"991 Constant_5580" [id=991, type=Constant]; -"992 Constant_5577" [id=992, type=Constant]; -"993 Constant_5559" [id=993, type=Constant]; -"994 Constant_5556" [id=994, type=Constant]; -"995 Constant_5553" [id=995, type=Constant]; -"996 /layers/layers.2/blocks.3/Constant_18" [id=996, type=Constant]; -"997 Constant_1474" [id=997, type=Constant]; -"998 /layers/layers.2/blocks.3/Constant_17" [id=998, type=Constant]; -"999 /layers/layers.2/blocks.3/Constant_16" [id=999, type=Constant]; -"1000 /layers/layers.2/blocks.3/attn/proj/MatMul/fq_weights_1" [id=1000, type=FakeQuantize]; -"1001 Constant_27874" [id=1001, type=Constant]; -"1002 Constant_27873" [id=1002, type=Constant]; -"1003 Constant_27872" [id=1003, type=Constant]; -"1004 Constant_27871" [id=1004, type=Constant]; -"1005 Transpose_6476" [id=1005, type=Constant]; -"1006 /layers/layers.2/blocks.3/attn/Constant_4" [id=1006, type=Constant]; -"1007 Constant_1458" [id=1007, type=Constant]; -"1008 Constant_27869" [id=1008, type=Constant]; -"1009 Constant_27868" [id=1009, type=Constant]; -"1010 Constant_27867" [id=1010, type=Constant]; -"1011 Constant_27866" [id=1011, type=Constant]; -"1012 Constant_1439" [id=1012, type=Constant]; -"1013 Constant_1433" [id=1013, type=Constant]; -"1014 /layers/layers.2/blocks.3/attn/Constant" [id=1014, type=Constant]; -"1015 /layers/layers.2/blocks.3/attn/qkv/MatMul/fq_weights_1" [id=1015, type=FakeQuantize]; -"1016 Constant_27854" [id=1016, type=Constant]; -"1017 Constant_27853" [id=1017, type=Constant]; -"1018 Constant_27852" [id=1018, type=Constant]; -"1019 Constant_27851" [id=1019, type=Constant]; -"1020 Transpose_6473" [id=1020, type=Constant]; -"1021 /layers/layers.2/blocks.3/Constant_15" [id=1021, type=Constant]; -"1022 /layers/layers.2/blocks.3/Constant_14" [id=1022, type=Constant]; -"1023 Constant_1417" [id=1023, type=Constant]; -"1024 /layers/layers.2/blocks.3/Constant_13" [id=1024, type=Constant]; -"1025 Constant_5535" [id=1025, type=Constant]; -"1026 Constant_5532" [id=1026, type=Constant]; -"1027 Constant_5529" [id=1027, type=Constant]; -"1028 Constant_5511" [id=1028, type=Constant]; -"1029 Constant_5508" [id=1029, type=Constant]; -"1030 Constant_5505" [id=1030, type=Constant]; -"1031 /layers/layers.2/blocks.3/Constant" [id=1031, type=Constant]; -"1032 Constant_27479" [id=1032, type=Constant]; -"1033 Constant_27478" [id=1033, type=Constant]; -"1034 Constant_27477" [id=1034, type=Constant]; -"1035 Constant_27476" [id=1035, type=Constant]; -"1036 Constant_7353" [id=1036, type=Constant]; -"1037 Constant_7352" [id=1037, type=Constant]; -"1038 Constant_1354" [id=1038, type=Constant]; -"1039 /layers/layers.2/blocks.2/mlp/fc2/MatMul/fq_weights_1" [id=1039, type=FakeQuantize]; 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type=Constant]; -"1113 Constant_27786" [id=1113, type=Constant]; -"1114 Transpose_6450" [id=1114, type=Constant]; -"1115 Constant_27784" [id=1115, type=Constant]; -"1116 Constant_27783" [id=1116, type=Constant]; -"1117 Constant_27782" [id=1117, type=Constant]; -"1118 Constant_27781" [id=1118, type=Constant]; -"1119 Constant_7340" [id=1119, type=Constant]; -"1120 Constant_7339" [id=1120, type=Constant]; -"1121 Constant_1222" [id=1121, type=Constant]; -"1122 /layers/layers.2/blocks.1/Constant_31" [id=1122, type=Constant]; -"1123 Constant_5487" [id=1123, type=Constant]; -"1124 Constant_5484" [id=1124, type=Constant]; -"1125 Constant_5481" [id=1125, type=Constant]; -"1126 Constant_5463" [id=1126, type=Constant]; -"1127 Constant_5460" [id=1127, type=Constant]; -"1128 Constant_5457" [id=1128, type=Constant]; -"1129 /layers/layers.2/blocks.1/Constant_18" [id=1129, type=Constant]; -"1130 Constant_1169" [id=1130, type=Constant]; -"1131 /layers/layers.2/blocks.1/Constant_17" [id=1131, 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type=FakeQuantize]; -"1149 Constant_27759" [id=1149, type=Constant]; -"1150 Constant_27758" [id=1150, type=Constant]; -"1151 Constant_27757" [id=1151, type=Constant]; -"1152 Constant_27756" [id=1152, type=Constant]; -"1153 Transpose_6443" [id=1153, type=Constant]; -"1154 /layers/layers.2/blocks.1/Constant_15" [id=1154, type=Constant]; -"1155 /layers/layers.2/blocks.1/Constant_14" [id=1155, type=Constant]; -"1156 Constant_1112" [id=1156, type=Constant]; -"1157 /layers/layers.2/blocks.1/Constant_13" [id=1157, type=Constant]; -"1158 Constant_5439" [id=1158, type=Constant]; -"1159 Constant_5436" [id=1159, type=Constant]; -"1160 Constant_5433" [id=1160, type=Constant]; -"1161 Constant_5415" [id=1161, type=Constant]; -"1162 Constant_5412" [id=1162, type=Constant]; -"1163 Constant_5409" [id=1163, type=Constant]; -"1164 /layers/layers.2/blocks.1/Constant" [id=1164, type=Constant]; -"1165 Constant_27474" [id=1165, type=Constant]; -"1166 Constant_27473" [id=1166, type=Constant]; -"1167 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type=Constant]; -"1186 Constant_27741" [id=1186, type=Constant]; -"1187 Transpose_6435" [id=1187, type=Constant]; -"1188 Constant_27739" [id=1188, type=Constant]; -"1189 Constant_27738" [id=1189, type=Constant]; -"1190 Constant_27737" [id=1190, type=Constant]; -"1191 Constant_27736" [id=1191, type=Constant]; -"1192 Constant_7331" [id=1192, type=Constant]; -"1193 Constant_7330" [id=1193, type=Constant]; -"1194 Constant_1023" [id=1194, type=Constant]; -"1195 /layers/layers.2/blocks.0/Constant_7" [id=1195, type=Constant]; -"1196 /layers/layers.2/blocks.0/Constant_6" [id=1196, type=Constant]; -"1197 Constant_1012" [id=1197, type=Constant]; -"1198 /layers/layers.2/blocks.0/Constant_5" [id=1198, type=Constant]; -"1199 /layers/layers.2/blocks.0/Constant_4" [id=1199, type=Constant]; -"1200 /layers/layers.2/blocks.0/attn/proj/MatMul/fq_weights_1" [id=1200, type=FakeQuantize]; -"1201 Constant_27734" [id=1201, type=Constant]; -"1202 Constant_27733" [id=1202, type=Constant]; -"1203 Constant_27732" 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type=Constant]; -"1386 /layers/layers.0/downsample/reduction/MatMul/fq_weights_1" [id=1386, type=FakeQuantize]; -"1387 Constant_27599" [id=1387, type=Constant]; -"1388 Constant_27598" [id=1388, type=Constant]; -"1389 Constant_27597" [id=1389, type=Constant]; -"1390 Constant_27596" [id=1390, type=Constant]; -"1391 Transpose_6390" [id=1391, type=Constant]; -"1392 Constant_27594" [id=1392, type=Constant]; -"1393 Constant_27593" [id=1393, type=Constant]; -"1394 Constant_27592" [id=1394, type=Constant]; -"1395 Constant_27591" [id=1395, type=Constant]; -"1396 Constant_7304" [id=1396, type=Constant]; -"1397 Constant_7303" [id=1397, type=Constant]; -"1398 Constant_571" [id=1398, type=Constant]; -"1399 /layers/layers.0/downsample/Constant_25" [id=1399, type=Constant]; -"1400 Constant_5223" [id=1400, type=Constant]; -"1401 Constant_5220" [id=1401, type=Constant]; -"1402 Constant_5217" [id=1402, type=Constant]; -"1403 Constant_5187" [id=1403, type=Constant]; -"1404 Constant_5184" [id=1404, 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type=Constant]; -"1423 Constant_27574" [id=1423, type=Constant]; -"1424 Constant_27573" [id=1424, type=Constant]; -"1425 Constant_27572" [id=1425, type=Constant]; -"1426 Constant_27571" [id=1426, type=Constant]; -"1427 Constant_7300" [id=1427, type=Constant]; -"1428 Constant_7299" [id=1428, type=Constant]; -"1429 Constant_506" [id=1429, type=Constant]; -"1430 /layers/layers.0/blocks.1/Constant_31" [id=1430, type=Constant]; -"1431 Constant_5151" [id=1431, type=Constant]; -"1432 Constant_5148" [id=1432, type=Constant]; -"1433 Constant_5145" [id=1433, type=Constant]; -"1434 Constant_5127" [id=1434, type=Constant]; -"1435 Constant_5124" [id=1435, type=Constant]; -"1436 Constant_5121" [id=1436, type=Constant]; -"1437 /layers/layers.0/blocks.1/Constant_18" [id=1437, type=Constant]; -"1438 Constant_453" [id=1438, type=Constant]; -"1439 /layers/layers.0/blocks.1/Constant_17" [id=1439, type=Constant]; -"1440 /layers/layers.0/blocks.1/Constant_16" [id=1440, type=Constant]; -"1441 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type=Constant]; -"1459 Constant_27547" [id=1459, type=Constant]; -"1460 Constant_27546" [id=1460, type=Constant]; -"1461 Transpose_6375" [id=1461, type=Constant]; -"1462 /layers/layers.0/blocks.1/Constant_15" [id=1462, type=Constant]; -"1463 /layers/layers.0/blocks.1/Constant_14" [id=1463, type=Constant]; -"1464 Constant_396" [id=1464, type=Constant]; -"1465 /layers/layers.0/blocks.1/Constant_13" [id=1465, type=Constant]; -"1466 Constant_5103" [id=1466, type=Constant]; -"1467 Constant_5100" [id=1467, type=Constant]; -"1468 Constant_5097" [id=1468, type=Constant]; -"1469 Constant_5079" [id=1469, type=Constant]; -"1470 Constant_5076" [id=1470, type=Constant]; -"1471 Constant_5073" [id=1471, type=Constant]; -"1472 /layers/layers.0/blocks.1/Constant" [id=1472, type=Constant]; -"1473 Constant_27464" [id=1473, type=Constant]; -"1474 Constant_27463" [id=1474, type=Constant]; -"1475 Constant_27462" [id=1475, type=Constant]; -"1476 Constant_27461" [id=1476, type=Constant]; -"1477 Constant_7295" 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type=Constant]; -"1514 /layers/layers.0/blocks.0/attn/Constant_2" [id=1514, type=Constant]; -"1515 Constant_280" [id=1515, type=Constant]; -"1516 Constant_27519" [id=1516, type=Constant]; -"1517 Constant_27518" [id=1517, type=Constant]; -"1518 Constant_27517" [id=1518, type=Constant]; -"1519 Constant_27516" [id=1519, type=Constant]; -"1520 Constant_270" [id=1520, type=Constant]; -"1521 Constant_264" [id=1521, type=Constant]; -"1522 /layers/layers.0/blocks.0/attn/Constant" [id=1522, type=Constant]; -"1523 /layers/layers.0/blocks.0/attn/qkv/MatMul/fq_weights_1" [id=1523, type=FakeQuantize]; -"1524 Constant_27504" [id=1524, type=Constant]; -"1525 Constant_27503" [id=1525, type=Constant]; -"1526 Constant_27502" [id=1526, type=Constant]; -"1527 Constant_27501" [id=1527, type=Constant]; -"1528 Transpose_6360" [id=1528, type=Constant]; -"1529 /layers/layers.0/blocks.0/Constant_4" [id=1529, type=Constant]; -"1530 /layers/layers.0/blocks.0/Constant_3" [id=1530, type=Constant]; -"1531 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type=Constant]; -"1570 Constant_27513" [id=1570, type=Constant]; -"1571 Constant_27512" [id=1571, type=Constant]; -"1572 Constant_27511" [id=1572, type=Constant]; -"1573 Constant_7288" [id=1573, type=Constant]; -"1574 Constant_266" [id=1574, type=Constant]; -"1575 /layers/layers.0/blocks.0/Constant" [id=1575, type=Constant]; -"1576 Constant_7289" [id=1576, type=Constant]; -"1577 Constant_7292" [id=1577, type=Constant]; -"1578 Constant_7293" [id=1578, type=Constant]; -"1579 Constant_5067" [id=1579, type=Constant]; -"1580 Constant_5064" [id=1580, type=Constant]; -"1581 Constant_5061" [id=1581, type=Constant]; -"1582 Constant_5091" [id=1582, type=Constant]; -"1583 Constant_5088" [id=1583, type=Constant]; -"1584 Constant_5085" [id=1584, type=Constant]; -"1585 Constant_7296" [id=1585, type=Constant]; -"1586 /layers/layers.0/blocks.1/attn/Constant_3" [id=1586, type=Constant]; -"1587 onnx^^Add_2301" [id=1587, label="1587 onnx::Add_2301", type=Constant]; -"1588 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type=Constant]; -"1628 Constant_27611" [id=1628, type=Constant]; -"1629 Constant_27619" [id=1629, type=Constant]; -"1630 Constant_27618" [id=1630, type=Constant]; -"1631 Constant_27617" [id=1631, type=Constant]; -"1632 Constant_27616" [id=1632, type=Constant]; -"1633 Constant_7308" [id=1633, type=Constant]; -"1634 Constant_624" [id=1634, type=Constant]; -"1635 Constant_7309" [id=1635, type=Constant]; -"1636 Constant_7312" [id=1636, type=Constant]; -"1637 Constant_7313" [id=1637, type=Constant]; -"1638 Constant_5235" [id=1638, type=Constant]; -"1639 Constant_5232" [id=1639, type=Constant]; -"1640 Constant_5229" [id=1640, type=Constant]; -"1641 Constant_5259" [id=1641, type=Constant]; -"1642 Constant_5256" [id=1642, type=Constant]; -"1643 Constant_5253" [id=1643, type=Constant]; -"1644 Constant_7316" [id=1644, type=Constant]; -"1645 /layers/layers.1/blocks.1/attn/Constant_3" [id=1645, type=Constant]; -"1646 onnx^^Add_2446" [id=1646, label="1646 onnx::Add_2446", type=Constant]; -"1647 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type=Constant]; -"1687 Constant_27716" [id=1687, type=Constant]; -"1688 Constant_27724" [id=1688, type=Constant]; -"1689 Constant_27723" [id=1689, type=Constant]; -"1690 Constant_27722" [id=1690, type=Constant]; -"1691 Constant_27721" [id=1691, type=Constant]; -"1692 Constant_7328" [id=1692, type=Constant]; -"1693 Constant_982" [id=1693, type=Constant]; -"1694 Constant_7329" [id=1694, type=Constant]; -"1695 Constant_7332" [id=1695, type=Constant]; -"1696 Constant_7333" [id=1696, type=Constant]; -"1697 Constant_5403" [id=1697, type=Constant]; -"1698 Constant_5400" [id=1698, type=Constant]; -"1699 Constant_5397" [id=1699, type=Constant]; -"1700 Constant_5427" [id=1700, type=Constant]; -"1701 Constant_5424" [id=1701, type=Constant]; -"1702 Constant_5421" [id=1702, type=Constant]; -"1703 Constant_7336" [id=1703, type=Constant]; -"1704 /layers/layers.2/blocks.1/attn/Constant_3" [id=1704, type=Constant]; -"1705 onnx^^Add_2702" [id=1705, label="1705 onnx::Add_2702", type=Constant]; -"1706 /layers/layers.2/blocks.1/attn/Constant_2" [id=1706, type=Constant]; -"1707 onnx^^Add_2583" [id=1707, label="1707 onnx::Add_2583", type=Constant]; -"1708 Constant_1132" [id=1708, type=Constant]; -"1709 Constant_27764" [id=1709, type=Constant]; -"1710 Constant_27763" [id=1710, type=Constant]; -"1711 Constant_27762" [id=1711, type=Constant]; -"1712 Constant_27761" [id=1712, type=Constant]; -"1713 Constant_27769" [id=1713, type=Constant]; -"1714 Constant_27768" [id=1714, type=Constant]; -"1715 Constant_27767" [id=1715, type=Constant]; -"1716 Constant_27766" [id=1716, type=Constant]; -"1717 Constant_7337" [id=1717, type=Constant]; -"1718 Constant_1130" [id=1718, type=Constant]; -"1719 Constant_7338" [id=1719, type=Constant]; -"1720 Constant_5451" [id=1720, type=Constant]; -"1721 Constant_5448" [id=1721, type=Constant]; -"1722 Constant_5445" [id=1722, type=Constant]; -"1723 Constant_5475" [id=1723, type=Constant]; -"1724 Constant_5472" [id=1724, type=Constant]; -"1725 Constant_5469" [id=1725, type=Constant]; -"1726 Constant_7341" [id=1726, type=Constant]; -"1727 Constant_7342" [id=1727, type=Constant]; -"1728 Constant_7345" [id=1728, type=Constant]; -"1729 onnx^^Add_2645" [id=1729, label="1729 onnx::Add_2645", type=Constant]; -"1730 Constant_1289" [id=1730, type=Constant]; -"1731 Constant_27814" [id=1731, type=Constant]; -"1732 Constant_27813" [id=1732, type=Constant]; -"1733 Constant_27812" [id=1733, type=Constant]; -"1734 Constant_27811" [id=1734, type=Constant]; -"1735 Constant_27819" [id=1735, type=Constant]; -"1736 Constant_27818" [id=1736, type=Constant]; -"1737 Constant_27817" [id=1737, type=Constant]; -"1738 Constant_27816" [id=1738, type=Constant]; -"1739 Constant_7346" [id=1739, type=Constant]; -"1740 Constant_1287" [id=1740, type=Constant]; -"1741 Constant_7347" [id=1741, type=Constant]; -"1742 Constant_7350" [id=1742, type=Constant]; -"1743 Constant_7351" [id=1743, type=Constant]; -"1744 Constant_5499" [id=1744, type=Constant]; -"1745 Constant_5496" [id=1745, type=Constant]; -"1746 Constant_5493" [id=1746, type=Constant]; -"1747 Constant_5523" [id=1747, type=Constant]; -"1748 Constant_5520" [id=1748, type=Constant]; -"1749 Constant_5517" [id=1749, type=Constant]; -"1750 Constant_7354" [id=1750, type=Constant]; -"1751 /layers/layers.2/blocks.3/attn/Constant_3" [id=1751, type=Constant]; -"1752 /layers/layers.2/blocks.3/attn/Constant_2" [id=1752, type=Constant]; -"1753 onnx^^Add_2694" [id=1753, label="1753 onnx::Add_2694", type=Constant]; -"1754 Constant_1437" [id=1754, type=Constant]; -"1755 Constant_27859" [id=1755, type=Constant]; -"1756 Constant_27858" [id=1756, type=Constant]; -"1757 Constant_27857" [id=1757, type=Constant]; -"1758 Constant_27856" [id=1758, type=Constant]; -"1759 Constant_27864" [id=1759, type=Constant]; -"1760 Constant_27863" [id=1760, type=Constant]; -"1761 Constant_27862" [id=1761, type=Constant]; -"1762 Constant_27861" [id=1762, type=Constant]; -"1763 Constant_7355" [id=1763, type=Constant]; -"1764 Constant_1435" [id=1764, type=Constant]; -"1765 Constant_7356" [id=1765, type=Constant]; -"1766 Constant_5547" [id=1766, type=Constant]; -"1767 Constant_5544" [id=1767, type=Constant]; -"1768 Constant_5541" [id=1768, type=Constant]; -"1769 Constant_5571" [id=1769, type=Constant]; -"1770 Constant_5568" [id=1770, type=Constant]; -"1771 Constant_5565" [id=1771, type=Constant]; -"1772 Constant_7359" [id=1772, type=Constant]; -"1773 Constant_7360" [id=1773, type=Constant]; -"1774 Constant_7363" [id=1774, type=Constant]; -"1775 onnx^^Add_2756" [id=1775, label="1775 onnx::Add_2756", type=Constant]; -"1776 Constant_1594" [id=1776, type=Constant]; -"1777 Constant_27909" [id=1777, type=Constant]; -"1778 Constant_27908" [id=1778, type=Constant]; -"1779 Constant_27907" [id=1779, type=Constant]; -"1780 Constant_27906" [id=1780, type=Constant]; -"1781 Constant_27914" [id=1781, type=Constant]; -"1782 Constant_27913" [id=1782, type=Constant]; -"1783 Constant_27912" [id=1783, type=Constant]; -"1784 Constant_27911" [id=1784, type=Constant]; -"1785 Constant_7364" [id=1785, type=Constant]; -"1786 Constant_1592" [id=1786, type=Constant]; -"1787 Constant_7365" [id=1787, type=Constant]; -"1788 Constant_7368" [id=1788, type=Constant]; -"1789 Constant_7369" [id=1789, type=Constant]; -"1790 Constant_5595" [id=1790, type=Constant]; -"1791 Constant_5592" [id=1791, type=Constant]; -"1792 Constant_5589" [id=1792, type=Constant]; -"1793 Constant_5619" [id=1793, type=Constant]; -"1794 Constant_5616" [id=1794, type=Constant]; -"1795 Constant_5613" [id=1795, type=Constant]; -"1796 Constant_7372" [id=1796, type=Constant]; -"1797 /layers/layers.2/blocks.5/attn/Constant_3" [id=1797, type=Constant]; -"1798 /layers/layers.2/blocks.5/attn/Constant_2" [id=1798, type=Constant]; -"1799 onnx^^Add_2805" [id=1799, label="1799 onnx::Add_2805", type=Constant]; -"1800 Constant_1742" [id=1800, type=Constant]; -"1801 Constant_27954" [id=1801, type=Constant]; -"1802 Constant_27953" [id=1802, type=Constant]; -"1803 Constant_27952" [id=1803, type=Constant]; -"1804 Constant_27951" [id=1804, type=Constant]; -"1805 Constant_27959" [id=1805, type=Constant]; -"1806 Constant_27958" [id=1806, type=Constant]; -"1807 Constant_27957" [id=1807, type=Constant]; -"1808 Constant_27956" [id=1808, type=Constant]; -"1809 Constant_7373" [id=1809, type=Constant]; -"1810 Constant_1740" [id=1810, type=Constant]; -"1811 Constant_7374" [id=1811, type=Constant]; -"1812 Constant_5643" [id=1812, type=Constant]; -"1813 Constant_5640" [id=1813, type=Constant]; -"1814 Constant_5637" [id=1814, type=Constant]; -"1815 Constant_5667" [id=1815, type=Constant]; -"1816 Constant_5664" [id=1816, type=Constant]; -"1817 Constant_5661" [id=1817, type=Constant]; -"1818 Constant_7377" [id=1818, type=Constant]; -"1819 Constant_7378" [id=1819, type=Constant]; -"1820 Constant_5739" [id=1820, type=Constant]; -"1821 Constant_5736" [id=1821, type=Constant]; -"1822 Constant_5733" [id=1822, type=Constant]; -"1823 Constant_5691" [id=1823, type=Constant]; -"1824 Constant_5688" [id=1824, type=Constant]; -"1825 Constant_5685" [id=1825, type=Constant]; -"1826 Constant_5727" [id=1826, type=Constant]; -"1827 Constant_5724" [id=1827, type=Constant]; -"1828 Constant_5721" [id=1828, type=Constant]; -"1829 Constant_5703" [id=1829, type=Constant]; -"1830 Constant_5700" [id=1830, type=Constant]; -"1831 Constant_5697" [id=1831, type=Constant]; -"1832 Constant_7383" [id=1832, type=Constant]; -"1833 onnx^^Add_2901" [id=1833, label="1833 onnx::Add_2901", type=Constant]; -"1834 Constant_1952" [id=1834, type=Constant]; -"1835 Constant_28014" [id=1835, type=Constant]; -"1836 Constant_28013" [id=1836, type=Constant]; -"1837 Constant_28012" [id=1837, type=Constant]; -"1838 Constant_28011" [id=1838, type=Constant]; -"1839 Constant_28019" [id=1839, type=Constant]; -"1840 Constant_28018" [id=1840, type=Constant]; -"1841 Constant_28017" [id=1841, type=Constant]; -"1842 Constant_28016" [id=1842, type=Constant]; -"1843 Constant_7384" [id=1843, type=Constant]; -"1844 Constant_1950" [id=1844, type=Constant]; -"1845 Constant_7385" [id=1845, type=Constant]; -"1846 Constant_7388" [id=1846, type=Constant]; -"1847 Constant_7389" [id=1847, type=Constant]; -"1848 Constant_7392" [id=1848, type=Constant]; -"1849 onnx^^Add_2950" [id=1849, label="1849 onnx::Add_2950", type=Constant]; -"1850 Constant_2058" [id=1850, type=Constant]; -"1851 Constant_28064" [id=1851, type=Constant]; -"1852 Constant_28063" [id=1852, type=Constant]; -"1853 Constant_28062" [id=1853, type=Constant]; -"1854 Constant_28061" [id=1854, type=Constant]; -"1855 Constant_28069" [id=1855, type=Constant]; -"1856 Constant_28068" [id=1856, type=Constant]; -"1857 Constant_28067" [id=1857, type=Constant]; -"1858 Constant_28066" [id=1858, type=Constant]; -"1859 Constant_7393" [id=1859, type=Constant]; -"1860 Constant_2056" [id=1860, type=Constant]; -"1861 Constant_7394" [id=1861, type=Constant]; -"1862 Constant_7397" [id=1862, type=Constant]; -"1863 Constant_7398" [id=1863, type=Constant]; -"0 input" -> "1 Multiply_6579" [label="[1, 3, 224, 224]", style=solid]; -"1 Multiply_6579" -> "2 Divide_2169" [label="[1, 3, 224, 224]", style=solid]; -"2 Divide_2169" -> "3 Divide_2169/fq_output_0" [label="[1, 3, 224, 224]", style=solid]; -"3 Divide_2169/fq_output_0" -> "4 /patch_embed/proj/Conv/WithoutBiases" [label="[1, 3, 224, 224]", style=solid]; -"4 /patch_embed/proj/Conv/WithoutBiases" -> "5 /patch_embed/proj/Conv" [label="[1, 96, 56, 56]", style=solid]; -"5 /patch_embed/proj/Conv" -> "6 /patch_embed/Reshape" [label="[1, 96, 56, 56]", style=solid]; -"5 /patch_embed/proj/Conv" -> "7 /patch_embed/Shape" [label="[1, 96, 56, 56]", style=solid]; -"6 /patch_embed/Reshape" -> "8 /patch_embed/Transpose" [label="[1, 96, 3136]", style=solid]; -"7 /patch_embed/Shape" -> "9 /patch_embed/Slice" [label="[4]", style=dashed]; -"8 /patch_embed/Transpose" -> "10 /patch_embed/norm/Div" [label="[1, 3136, 96]", style=solid]; -"9 /patch_embed/Slice" -> "11 /patch_embed/Concat" [label="[2]", style=dashed]; -"10 /patch_embed/norm/Div" -> "12 /patch_embed/norm/Mul" [label="[1, 3136, 96]", style=solid]; -"11 /patch_embed/Concat" -> "6 /patch_embed/Reshape" [label="[3]", style=dashed]; -"12 /patch_embed/norm/Mul" -> "13 /patch_embed/norm/Add_1" [label="[1, 3136, 96]", style=solid]; -"13 /patch_embed/norm/Add_1" -> "14 /layers/layers.0/blocks.0/Add" [label="[1, 3136, 96]", style=solid]; -"13 /patch_embed/norm/Add_1" -> "15 /layers/layers.0/blocks.0/norm1/Div" [label="[1, 3136, 96]", style=solid]; -"14 /layers/layers.0/blocks.0/Add" -> "16 /layers/layers.0/blocks.0/Add_1" [label="[1, 3136, 96]", style=solid]; -"14 /layers/layers.0/blocks.0/Add" -> "17 /layers/layers.0/blocks.0/norm2/Div" [label="[1, 3136, 96]", style=solid]; -"15 /layers/layers.0/blocks.0/norm1/Div" -> "18 /layers/layers.0/blocks.0/norm1/Mul" [label="[1, 3136, 96]", style=solid]; -"16 /layers/layers.0/blocks.0/Add_1" -> "19 /layers/layers.0/blocks.1/Add" [label="[1, 3136, 96]", style=solid]; -"16 /layers/layers.0/blocks.0/Add_1" -> "20 /layers/layers.0/blocks.1/norm1/Div" [label="[1, 3136, 96]", style=solid]; -"17 /layers/layers.0/blocks.0/norm2/Div" -> "21 /layers/layers.0/blocks.0/norm2/Mul" [label="[1, 3136, 96]", style=solid]; -"18 /layers/layers.0/blocks.0/norm1/Mul" -> "22 /layers/layers.0/blocks.0/norm1/Add_1" [label="[1, 3136, 96]", style=solid]; -"19 /layers/layers.0/blocks.1/Add" -> "23 /layers/layers.0/blocks.1/Add_1" [label="[1, 3136, 96]", style=solid]; -"19 /layers/layers.0/blocks.1/Add" -> "24 /layers/layers.0/blocks.1/norm2/Div" [label="[1, 3136, 96]", style=solid]; -"20 /layers/layers.0/blocks.1/norm1/Div" -> "25 /layers/layers.0/blocks.1/norm1/Mul" [label="[1, 3136, 96]", style=solid]; -"21 /layers/layers.0/blocks.0/norm2/Mul" -> "26 /layers/layers.0/blocks.0/norm2/Add_1" [label="[1, 3136, 96]", style=solid]; -"22 /layers/layers.0/blocks.0/norm1/Add_1" -> "27 /layers/layers.0/blocks.0/norm1/Add_1/fq_output_0" [label="[1, 3136, 96]", style=solid]; -"23 /layers/layers.0/blocks.1/Add_1" -> "28 /layers/layers.0/downsample/Reshape" [label="[1, 3136, 96]", style=solid]; -"24 /layers/layers.0/blocks.1/norm2/Div" -> "29 /layers/layers.0/blocks.1/norm2/Mul" [label="[1, 3136, 96]", style=solid]; -"25 /layers/layers.0/blocks.1/norm1/Mul" -> "30 /layers/layers.0/blocks.1/norm1/Add_1" [label="[1, 3136, 96]", style=solid]; -"26 /layers/layers.0/blocks.0/norm2/Add_1" -> "31 /layers/layers.0/blocks.0/norm2/Add_1/fq_output_0" [label="[1, 3136, 96]", style=solid]; -"27 /layers/layers.0/blocks.0/norm1/Add_1/fq_output_0" -> "32 /layers/layers.0/blocks.0/Reshape_1" [label="[1, 3136, 96]", style=solid]; -"28 /layers/layers.0/downsample/Reshape" -> "33 /layers/layers.0/downsample/Slice" [label="[1, 56, 56, 96]", style=solid]; -"28 /layers/layers.0/downsample/Reshape" -> "34 /layers/layers.0/downsample/Slice_2" [label="[1, 56, 56, 96]", style=solid]; -"29 /layers/layers.0/blocks.1/norm2/Mul" -> "35 /layers/layers.0/blocks.1/norm2/Add_1" [label="[1, 3136, 96]", style=solid]; -"30 /layers/layers.0/blocks.1/norm1/Add_1" -> "36 /layers/layers.0/blocks.1/norm1/Add_1/fq_output_0" [label="[1, 3136, 96]", style=solid]; -"31 /layers/layers.0/blocks.0/norm2/Add_1/fq_output_0" -> "37 /layers/layers.0/blocks.0/mlp/fc1/MatMul" [label="[1, 3136, 96]", style=solid]; -"32 /layers/layers.0/blocks.0/Reshape_1" -> "38 /layers/layers.0/blocks.0/Transpose" [label="[1, 8, 7, 8, 7, 96]", style=solid]; -"33 /layers/layers.0/downsample/Slice" -> "39 /layers/layers.0/downsample/Slice_1" [label="[1, 28, 56, 96]", style=solid]; -"33 /layers/layers.0/downsample/Slice" -> "40 /layers/layers.0/downsample/Slice_4" [label="[1, 28, 56, 96]", style=solid]; -"34 /layers/layers.0/downsample/Slice_2" -> "41 /layers/layers.0/downsample/Slice_3" [label="[1, 28, 56, 96]", style=solid]; -"34 /layers/layers.0/downsample/Slice_2" -> "42 /layers/layers.0/downsample/Slice_5" [label="[1, 28, 56, 96]", style=solid]; -"35 /layers/layers.0/blocks.1/norm2/Add_1" -> "43 /layers/layers.0/blocks.1/norm2/Add_1/fq_output_0" [label="[1, 3136, 96]", style=solid]; -"36 /layers/layers.0/blocks.1/norm1/Add_1/fq_output_0" -> "44 /layers/layers.0/blocks.1/Reshape" [label="[1, 3136, 96]", style=solid]; -"37 /layers/layers.0/blocks.0/mlp/fc1/MatMul" -> "45 /layers/layers.0/blocks.0/mlp/fc1/Add" [label="[1, 3136, 384]", style=solid]; -"38 /layers/layers.0/blocks.0/Transpose" -> "46 /layers/layers.0/blocks.0/Reshape_2" [label="[1, 8, 8, 7, 7, 96]", style=solid]; -"39 /layers/layers.0/downsample/Slice_1" -> "47 /layers/layers.0/downsample/Concat" [label="[1, 28, 28, 96]", style=solid]; -"40 /layers/layers.0/downsample/Slice_4" -> "47 /layers/layers.0/downsample/Concat" [label="[1, 28, 28, 96]", style=solid]; -"41 /layers/layers.0/downsample/Slice_3" -> "47 /layers/layers.0/downsample/Concat" [label="[1, 28, 28, 96]", style=solid]; -"42 /layers/layers.0/downsample/Slice_5" -> "47 /layers/layers.0/downsample/Concat" [label="[1, 28, 28, 96]", style=solid]; -"43 /layers/layers.0/blocks.1/norm2/Add_1/fq_output_0" -> "48 /layers/layers.0/blocks.1/mlp/fc1/MatMul" [label="[1, 3136, 96]", style=solid]; -"44 /layers/layers.0/blocks.1/Reshape" -> "49 /layers/layers.0/blocks.1/Slice" [label="[1, 56, 56, 96]", style=solid]; -"44 /layers/layers.0/blocks.1/Reshape" -> "50 /layers/layers.0/blocks.1/Slice_1" [label="[1, 56, 56, 96]", style=solid]; -"45 /layers/layers.0/blocks.0/mlp/fc1/Add" -> "51 /layers/layers.0/blocks.0/mlp/act/Mul_1" [label="[1, 3136, 384]", style=solid]; -"46 /layers/layers.0/blocks.0/Reshape_2" -> "52 /layers/layers.0/blocks.0/Reshape_3" [label="[64, 7, 7, 96]", style=solid]; -"47 /layers/layers.0/downsample/Concat" -> "53 /layers/layers.0/downsample/Reshape_1" [label="[1, 28, 28, 384]", style=solid]; -"48 /layers/layers.0/blocks.1/mlp/fc1/MatMul" -> "54 /layers/layers.0/blocks.1/mlp/fc1/Add" [label="[1, 3136, 384]", style=solid]; -"49 /layers/layers.0/blocks.1/Slice" -> "55 /layers/layers.0/blocks.1/Concat" [label="[1, 53, 56, 96]", style=solid]; -"50 /layers/layers.0/blocks.1/Slice_1" -> "55 /layers/layers.0/blocks.1/Concat" [label="[1, 3, 56, 96]", style=solid]; -"51 /layers/layers.0/blocks.0/mlp/act/Mul_1" -> "56 /layers/layers.0/blocks.0/mlp/act/Mul_1/fq_output_0" [label="[1, 3136, 384]", style=solid]; -"52 /layers/layers.0/blocks.0/Reshape_3" -> "57 /layers/layers.0/blocks.0/attn/qkv/MatMul" [label="[64, 49, 96]", style=solid]; -"53 /layers/layers.0/downsample/Reshape_1" -> "58 /layers/layers.0/downsample/norm/Div" [label="[1, 784, 384]", style=solid]; -"54 /layers/layers.0/blocks.1/mlp/fc1/Add" -> "59 /layers/layers.0/blocks.1/mlp/act/Mul_1" [label="[1, 3136, 384]", style=solid]; -"55 /layers/layers.0/blocks.1/Concat" -> "60 /layers/layers.0/blocks.1/Slice_2" [label="[1, 56, 56, 96]", style=solid]; -"55 /layers/layers.0/blocks.1/Concat" -> "61 /layers/layers.0/blocks.1/Slice_3" [label="[1, 56, 56, 96]", style=solid]; -"56 /layers/layers.0/blocks.0/mlp/act/Mul_1/fq_output_0" -> "62 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/layers/layers.3/blocks.0/Transpose_1" -> "669 /layers/layers.3/blocks.0/Reshape_6" [label="[1, 1, 7, 1, 7, 768]", style=solid]; -"668 /layers/layers.3/blocks.1/Reshape_5" -> "670 /layers/layers.3/blocks.1/Transpose_1" [label="[1, 1, 1, 7, 7, 768]", style=solid]; -"669 /layers/layers.3/blocks.0/Reshape_6" -> "671 /layers/layers.3/blocks.0/Reshape_7" [label="[1, 7, 7, 768]", style=solid]; -"670 /layers/layers.3/blocks.1/Transpose_1" -> "672 /layers/layers.3/blocks.1/Reshape_6" [label="[1, 1, 7, 1, 7, 768]", style=solid]; -"671 /layers/layers.3/blocks.0/Reshape_7" -> "470 /layers/layers.3/blocks.0/Add" [label="[1, 49, 768]", style=solid]; -"672 /layers/layers.3/blocks.1/Reshape_6" -> "673 /layers/layers.3/blocks.1/Reshape_7" [label="[1, 7, 7, 768]", style=solid]; -"673 /layers/layers.3/blocks.1/Reshape_7" -> "494 /layers/layers.3/blocks.1/Add" [label="[1, 49, 768]", style=solid]; -"674 Constant_7401" -> "609 probs" [label="[1, 1000]", style=solid]; -"675 /head/Gemm/WithoutBiases/fq_weights_1" -> "601 /head/Gemm/WithoutBiases" [label="[1000, 768]", style=solid]; -"676 Constant_28109" -> "675 /head/Gemm/WithoutBiases/fq_weights_1" [label="[1000, 1]", style=solid]; -"677 Constant_28108" -> "675 /head/Gemm/WithoutBiases/fq_weights_1" [label="[1000, 1]", style=solid]; -"678 Constant_28107" -> "675 /head/Gemm/WithoutBiases/fq_weights_1" [label="[1000, 1]", style=solid]; -"679 Constant_28106" -> "675 /head/Gemm/WithoutBiases/fq_weights_1" [label="[1000, 1]", style=solid]; -"680 head.weight" -> "675 /head/Gemm/WithoutBiases/fq_weights_1" [label="[1000, 768]", style=solid]; -"681 Constant_2148" -> "591 /Flatten" [label="[2]", style=dashed]; -"682 Constant_6567" -> "581 /avgpool/GlobalAveragePool" [label="[3]", style=dashed]; -"683 Constant_28104" -> "569 ReduceMean_6037/fq_output_0" [label="[]", style=solid]; -"684 Constant_28103" -> "569 ReduceMean_6037/fq_output_0" [label="[]", style=solid]; -"685 Constant_28102" -> "569 ReduceMean_6037/fq_output_0" [label="[]", style=solid]; -"686 Constant_28101" -> "569 ReduceMean_6037/fq_output_0" [label="[]", style=solid]; -"687 Constant_6036" -> "557 ReduceMean_6037" [label="[1]", style=dashed]; -"688 Constant_7400" -> "545 /norm/Add_1" [label="[1, 1, 768]", style=solid]; -"689 Constant_7399" -> "532 /norm/Mul" [label="[1, 1, 768]", style=solid]; -"690 Constant_2123" -> "520 /norm/Div" [label="[1]", style=dashed]; -"691 /layers/layers.3/blocks.1/mlp/fc2/MatMul/fq_weights_1" -> "602 /layers/layers.3/blocks.1/mlp/fc2/MatMul" [label="[768, 3072]", style=solid]; -"692 Constant_28099" -> "691 /layers/layers.3/blocks.1/mlp/fc2/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; -"693 Constant_28098" -> "691 /layers/layers.3/blocks.1/mlp/fc2/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; -"694 Constant_28097" -> "691 /layers/layers.3/blocks.1/mlp/fc2/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; -"695 Constant_28096" -> "691 /layers/layers.3/blocks.1/mlp/fc2/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; -"696 Transpose_6564" -> "691 /layers/layers.3/blocks.1/mlp/fc2/MatMul/fq_weights_1" [label="[768, 3072]", style=solid]; -"697 Constant_28094" -> "592 /layers/layers.3/blocks.1/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"698 Constant_28093" -> "592 /layers/layers.3/blocks.1/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"699 Constant_28092" -> "592 /layers/layers.3/blocks.1/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"700 Constant_28091" -> "592 /layers/layers.3/blocks.1/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"701 /layers/layers.3/blocks.1/mlp/fc1/MatMul/fq_weights_1" -> "558 /layers/layers.3/blocks.1/mlp/fc1/MatMul" [label="[3072, 768]", style=solid]; -"702 Constant_28089" -> "701 /layers/layers.3/blocks.1/mlp/fc1/MatMul/fq_weights_1" [label="[3072, 1]", style=solid]; -"703 Constant_28088" -> "701 /layers/layers.3/blocks.1/mlp/fc1/MatMul/fq_weights_1" [label="[3072, 1]", style=solid]; -"704 Constant_28087" -> "701 /layers/layers.3/blocks.1/mlp/fc1/MatMul/fq_weights_1" [label="[3072, 1]", style=solid]; -"705 Constant_28086" -> "701 /layers/layers.3/blocks.1/mlp/fc1/MatMul/fq_weights_1" [label="[3072, 1]", style=solid]; -"706 Transpose_6560" -> "701 /layers/layers.3/blocks.1/mlp/fc1/MatMul/fq_weights_1" [label="[3072, 768]", style=solid]; -"707 Constant_28084" -> "546 /layers/layers.3/blocks.1/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"708 Constant_28083" -> "546 /layers/layers.3/blocks.1/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"709 Constant_28082" -> "546 /layers/layers.3/blocks.1/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"710 Constant_28081" -> "546 /layers/layers.3/blocks.1/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"711 Constant_7396" -> "533 /layers/layers.3/blocks.1/norm2/Add_1" [label="[1, 1, 768]", style=solid]; -"712 Constant_7395" -> "521 /layers/layers.3/blocks.1/norm2/Mul" [label="[1, 1, 768]", style=solid]; -"713 Constant_2097" -> "508 /layers/layers.3/blocks.1/norm2/Div" [label="[1]", style=dashed]; -"714 /layers/layers.3/blocks.1/Constant_7" -> "673 /layers/layers.3/blocks.1/Reshape_7" [label="[3]", style=dashed]; -"715 /layers/layers.3/blocks.1/Constant_6" -> "672 /layers/layers.3/blocks.1/Reshape_6" [label="[4]", style=dashed]; -"716 Constant_6554" -> "670 /layers/layers.3/blocks.1/Transpose_1" [label="[6]", style=dashed]; -"717 /layers/layers.3/blocks.1/Constant_5" -> "668 /layers/layers.3/blocks.1/Reshape_5" [label="[6]", style=dashed]; -"718 /layers/layers.3/blocks.1/Constant_4" -> "666 /layers/layers.3/blocks.1/Reshape_4" [label="[4]", style=dashed]; -"719 /layers/layers.3/blocks.1/attn/proj/MatMul/fq_weights_1" -> "660 /layers/layers.3/blocks.1/attn/proj/MatMul" [label="[768, 768]", style=solid]; -"720 Constant_28079" -> "719 /layers/layers.3/blocks.1/attn/proj/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; -"721 Constant_28078" -> "719 /layers/layers.3/blocks.1/attn/proj/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; -"722 Constant_28077" -> "719 /layers/layers.3/blocks.1/attn/proj/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; -"723 Constant_28076" -> "719 /layers/layers.3/blocks.1/attn/proj/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; -"724 Transpose_6552" -> "719 /layers/layers.3/blocks.1/attn/proj/MatMul/fq_weights_1" [label="[768, 768]", style=solid]; -"725 /layers/layers.3/blocks.1/attn/Constant_2" -> "656 /layers/layers.3/blocks.1/attn/Reshape_1" [label="[3]", style=dashed]; -"726 Constant_2070" -> "652 /layers/layers.3/blocks.1/attn/Transpose_2" [label="[4]", style=dashed]; -"727 Constant_28074" -> "645 /layers/layers.3/blocks.1/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"728 Constant_28073" -> "645 /layers/layers.3/blocks.1/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"729 Constant_28072" -> "645 /layers/layers.3/blocks.1/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"730 Constant_28071" -> "645 /layers/layers.3/blocks.1/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"731 Constant_2060" -> "629 /layers/layers.3/blocks.1/attn/Gather_2" [label="[]", style=dashed]; -"732 /patch_embed/Constant" -> "78 /layers/layers.0/blocks.0/attn/Gather_2" [label="[]", style=dashed]; -"732 /patch_embed/Constant" -> "125 /layers/layers.0/blocks.1/attn/Gather_2" [label="[]", style=dashed]; -"732 /patch_embed/Constant" -> "184 /layers/layers.1/blocks.0/attn/Gather_2" [label="[]", style=dashed]; -"732 /patch_embed/Constant" -> "243 /layers/layers.1/blocks.1/attn/Gather_2" [label="[]", style=dashed]; -"732 /patch_embed/Constant" -> "343 /layers/layers.2/blocks.0/attn/Gather_2" [label="[]", style=dashed]; -"732 /patch_embed/Constant" -> "401 /layers/layers.2/blocks.2/attn/Gather_2" [label="[]", style=dashed]; -"732 /patch_embed/Constant" -> "442 /layers/layers.2/blocks.1/attn/Gather_2" [label="[]", style=dashed]; -"732 /patch_embed/Constant" -> "450 /layers/layers.2/blocks.4/attn/Gather_2" [label="[]", style=dashed]; -"732 /patch_embed/Constant" -> "489 /layers/layers.2/blocks.3/attn/Gather_2" [label="[]", style=dashed]; -"732 /patch_embed/Constant" -> "539 /layers/layers.2/blocks.5/attn/Gather_2" [label="[]", style=dashed]; -"732 /patch_embed/Constant" -> "614 /layers/layers.3/blocks.0/attn/Gather_2" [label="[]", style=dashed]; -"732 /patch_embed/Constant" -> "629 /layers/layers.3/blocks.1/attn/Gather_2" [label="[]", style=dashed]; -"733 Constant_2054" -> "621 /layers/layers.3/blocks.1/attn/Transpose" [label="[5]", style=dashed]; -"734 /layers/layers.3/blocks.1/attn/Constant" -> "611 /layers/layers.3/blocks.1/attn/Reshape" [label="[5]", style=dashed]; -"735 /layers/layers.3/blocks.1/attn/qkv/MatMul/fq_weights_1" -> "593 /layers/layers.3/blocks.1/attn/qkv/MatMul" [label="[2304, 768]", style=solid]; -"736 Constant_28059" -> "735 /layers/layers.3/blocks.1/attn/qkv/MatMul/fq_weights_1" [label="[2304, 1]", style=solid]; -"737 Constant_28058" -> "735 /layers/layers.3/blocks.1/attn/qkv/MatMul/fq_weights_1" [label="[2304, 1]", style=solid]; -"738 Constant_28057" -> "735 /layers/layers.3/blocks.1/attn/qkv/MatMul/fq_weights_1" [label="[2304, 1]", style=solid]; -"739 Constant_28056" -> "735 /layers/layers.3/blocks.1/attn/qkv/MatMul/fq_weights_1" [label="[2304, 1]", style=solid]; -"740 Transpose_6549" -> "735 /layers/layers.3/blocks.1/attn/qkv/MatMul/fq_weights_1" [label="[2304, 768]", style=solid]; -"741 /layers/layers.3/blocks.1/Constant_3" -> "583 /layers/layers.3/blocks.1/Reshape_3" [label="[3]", style=dashed]; -"742 /layers/layers.3/blocks.1/Constant_2" -> "571 /layers/layers.3/blocks.1/Reshape_2" [label="[4]", style=dashed]; -"743 Constant_6544" -> "559 /layers/layers.3/blocks.1/Transpose" [label="[6]", style=dashed]; -"744 /layers/layers.3/blocks.1/Constant_1" -> "547 /layers/layers.3/blocks.1/Reshape_1" [label="[6]", style=dashed]; -"745 Constant_28054" -> "534 /layers/layers.3/blocks.1/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"746 Constant_28053" -> "534 /layers/layers.3/blocks.1/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"747 Constant_28052" -> "534 /layers/layers.3/blocks.1/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"748 Constant_28051" -> "534 /layers/layers.3/blocks.1/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"749 Constant_7391" -> "522 /layers/layers.3/blocks.1/norm1/Add_1" [label="[1, 1, 768]", style=solid]; -"750 Constant_7390" -> "509 /layers/layers.3/blocks.1/norm1/Mul" [label="[1, 1, 768]", style=solid]; -"751 Constant_2017" -> "495 /layers/layers.3/blocks.1/norm1/Div" [label="[1]", style=dashed]; -"752 /layers/layers.3/blocks.0/mlp/fc2/MatMul/fq_weights_1" -> "584 /layers/layers.3/blocks.0/mlp/fc2/MatMul" [label="[768, 3072]", style=solid]; -"753 Constant_28049" -> "752 /layers/layers.3/blocks.0/mlp/fc2/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; -"754 Constant_28048" -> "752 /layers/layers.3/blocks.0/mlp/fc2/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; -"755 Constant_28047" -> "752 /layers/layers.3/blocks.0/mlp/fc2/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; -"756 Constant_28046" -> "752 /layers/layers.3/blocks.0/mlp/fc2/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; -"757 Transpose_6541" -> "752 /layers/layers.3/blocks.0/mlp/fc2/MatMul/fq_weights_1" [label="[768, 3072]", style=solid]; -"758 Constant_28044" -> "572 /layers/layers.3/blocks.0/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"759 Constant_28043" -> "572 /layers/layers.3/blocks.0/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"760 Constant_28042" -> "572 /layers/layers.3/blocks.0/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"761 Constant_28041" -> "572 /layers/layers.3/blocks.0/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"762 /layers/layers.3/blocks.0/mlp/fc1/MatMul/fq_weights_1" -> "535 /layers/layers.3/blocks.0/mlp/fc1/MatMul" [label="[3072, 768]", style=solid]; -"763 Constant_28039" -> "762 /layers/layers.3/blocks.0/mlp/fc1/MatMul/fq_weights_1" [label="[3072, 1]", style=solid]; -"764 Constant_28038" -> "762 /layers/layers.3/blocks.0/mlp/fc1/MatMul/fq_weights_1" [label="[3072, 1]", style=solid]; -"765 Constant_28037" -> "762 /layers/layers.3/blocks.0/mlp/fc1/MatMul/fq_weights_1" [label="[3072, 1]", style=solid]; -"766 Constant_28036" -> "762 /layers/layers.3/blocks.0/mlp/fc1/MatMul/fq_weights_1" [label="[3072, 1]", style=solid]; -"767 Transpose_6537" -> "762 /layers/layers.3/blocks.0/mlp/fc1/MatMul/fq_weights_1" [label="[3072, 768]", style=solid]; -"768 Constant_28034" -> "523 /layers/layers.3/blocks.0/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"769 Constant_28033" -> "523 /layers/layers.3/blocks.0/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"770 Constant_28032" -> "523 /layers/layers.3/blocks.0/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"771 Constant_28031" -> "523 /layers/layers.3/blocks.0/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"772 Constant_7387" -> "510 /layers/layers.3/blocks.0/norm2/Add_1" [label="[1, 1, 768]", style=solid]; -"773 Constant_7386" -> "496 /layers/layers.3/blocks.0/norm2/Mul" [label="[1, 1, 768]", style=solid]; -"774 Constant_1991" -> "482 /layers/layers.3/blocks.0/norm2/Div" [label="[1]", style=dashed]; -"775 /layers/layers.3/blocks.0/Constant_7" -> "671 /layers/layers.3/blocks.0/Reshape_7" [label="[3]", style=dashed]; -"776 /layers/layers.3/blocks.0/Constant_6" -> "669 /layers/layers.3/blocks.0/Reshape_6" [label="[4]", style=dashed]; -"777 Constant_6531" -> "667 /layers/layers.3/blocks.0/Transpose_1" [label="[6]", style=dashed]; -"778 /layers/layers.3/blocks.0/Constant_5" -> "664 /layers/layers.3/blocks.0/Reshape_5" [label="[6]", style=dashed]; -"779 /layers/layers.3/blocks.0/Constant_4" -> "661 /layers/layers.3/blocks.0/Reshape_4" [label="[4]", style=dashed]; -"780 /layers/layers.3/blocks.0/attn/proj/MatMul/fq_weights_1" -> "653 /layers/layers.3/blocks.0/attn/proj/MatMul" [label="[768, 768]", style=solid]; -"781 Constant_28029" -> "780 /layers/layers.3/blocks.0/attn/proj/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; -"782 Constant_28028" -> "780 /layers/layers.3/blocks.0/attn/proj/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; -"783 Constant_28027" -> "780 /layers/layers.3/blocks.0/attn/proj/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; -"784 Constant_28026" -> "780 /layers/layers.3/blocks.0/attn/proj/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; -"785 Transpose_6529" -> "780 /layers/layers.3/blocks.0/attn/proj/MatMul/fq_weights_1" [label="[768, 768]", style=solid]; -"786 /layers/layers.3/blocks.0/attn/Constant_2" -> "647 /layers/layers.3/blocks.0/attn/Reshape_1" [label="[3]", style=dashed]; -"787 Constant_1964" -> "640 /layers/layers.3/blocks.0/attn/Transpose_2" [label="[4]", style=dashed]; -"788 Constant_28024" -> "632 /layers/layers.3/blocks.0/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"789 Constant_28023" -> "632 /layers/layers.3/blocks.0/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"790 Constant_28022" -> "632 /layers/layers.3/blocks.0/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"791 Constant_28021" -> "632 /layers/layers.3/blocks.0/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"792 Constant_1954" -> "614 /layers/layers.3/blocks.0/attn/Gather_2" [label="[]", style=dashed]; -"793 Constant_1948" -> "604 /layers/layers.3/blocks.0/attn/Transpose" [label="[5]", style=dashed]; -"794 /layers/layers.3/blocks.0/attn/Constant" -> "595 /layers/layers.3/blocks.0/attn/Reshape" [label="[5]", style=dashed]; -"795 /layers/layers.3/blocks.0/attn/qkv/MatMul/fq_weights_1" -> "573 /layers/layers.3/blocks.0/attn/qkv/MatMul" [label="[2304, 768]", style=solid]; -"796 Constant_28009" -> "795 /layers/layers.3/blocks.0/attn/qkv/MatMul/fq_weights_1" [label="[2304, 1]", style=solid]; -"797 Constant_28008" -> "795 /layers/layers.3/blocks.0/attn/qkv/MatMul/fq_weights_1" [label="[2304, 1]", style=solid]; -"798 Constant_28007" -> "795 /layers/layers.3/blocks.0/attn/qkv/MatMul/fq_weights_1" [label="[2304, 1]", style=solid]; -"799 Constant_28006" -> "795 /layers/layers.3/blocks.0/attn/qkv/MatMul/fq_weights_1" [label="[2304, 1]", style=solid]; -"800 Transpose_6526" -> "795 /layers/layers.3/blocks.0/attn/qkv/MatMul/fq_weights_1" [label="[2304, 768]", style=solid]; -"801 /layers/layers.3/blocks.0/Constant_3" -> "561 /layers/layers.3/blocks.0/Reshape_3" [label="[3]", style=dashed]; -"802 /layers/layers.3/blocks.0/Constant_2" -> "549 /layers/layers.3/blocks.0/Reshape_2" [label="[4]", style=dashed]; -"803 Constant_6521" -> "536 /layers/layers.3/blocks.0/Transpose" [label="[6]", style=dashed]; -"804 /layers/layers.3/blocks.0/Constant_1" -> "524 /layers/layers.3/blocks.0/Reshape_1" [label="[6]", style=dashed]; -"805 Constant_28004" -> "511 /layers/layers.3/blocks.0/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"806 Constant_28003" -> "511 /layers/layers.3/blocks.0/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"807 Constant_28002" -> "511 /layers/layers.3/blocks.0/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"808 Constant_28001" -> "511 /layers/layers.3/blocks.0/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"809 Constant_7382" -> "497 /layers/layers.3/blocks.0/norm1/Add_1" [label="[1, 1, 768]", style=solid]; -"810 Constant_7381" -> "483 /layers/layers.3/blocks.0/norm1/Mul" [label="[1, 1, 768]", style=solid]; -"811 Constant_1911" -> "471 /layers/layers.3/blocks.0/norm1/Div" [label="[1]", style=dashed]; -"812 /layers/layers.2/downsample/reduction/MatMul/fq_weights_1" -> "459 /layers/layers.2/downsample/reduction/MatMul" [label="[768, 1536]", style=solid]; -"813 Constant_27999" -> "812 /layers/layers.2/downsample/reduction/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; -"814 Constant_27998" -> "812 /layers/layers.2/downsample/reduction/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; -"815 Constant_27997" -> "812 /layers/layers.2/downsample/reduction/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; -"816 Constant_27996" -> "812 /layers/layers.2/downsample/reduction/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; -"817 Transpose_6518" -> "812 /layers/layers.2/downsample/reduction/MatMul/fq_weights_1" [label="[768, 1536]", style=solid]; -"818 Constant_27994" -> "445 /layers/layers.2/downsample/norm/Add_1/fq_output_0" [label="[]", style=solid]; -"819 Constant_27993" -> "445 /layers/layers.2/downsample/norm/Add_1/fq_output_0" [label="[]", style=solid]; -"820 Constant_27992" -> "445 /layers/layers.2/downsample/norm/Add_1/fq_output_0" [label="[]", style=solid]; -"821 Constant_27991" -> "445 /layers/layers.2/downsample/norm/Add_1/fq_output_0" [label="[]", style=solid]; -"822 Constant_7380" -> "433 /layers/layers.2/downsample/norm/Add_1" [label="[1, 1, 1536]", style=solid]; -"823 Constant_7379" -> "420 /layers/layers.2/downsample/norm/Mul" [label="[1, 1, 1536]", style=solid]; -"824 Constant_1897" -> "407 /layers/layers.2/downsample/norm/Div" [label="[1]", style=dashed]; -"825 /layers/layers.2/downsample/Constant_25" -> "392 /layers/layers.2/downsample/Reshape_1" [label="[3]", style=dashed]; -"826 Constant_5751" -> "365 /layers/layers.2/downsample/Slice_5" [label="[3]", style=dashed]; -"827 Constant_5748" -> "365 /layers/layers.2/downsample/Slice_5" [label="[3]", style=dashed]; -"828 Constant_5745" -> "365 /layers/layers.2/downsample/Slice_5" [label="[3]", style=dashed]; -"829 Constant_5715" -> "347 /layers/layers.2/downsample/Slice_2" [label="[2]", style=dashed]; -"830 Constant_5712" -> "347 /layers/layers.2/downsample/Slice_2" [label="[2]", style=dashed]; -"831 Constant_5709" -> "347 /layers/layers.2/downsample/Slice_2" [label="[2]", style=dashed]; -"832 /layers/layers.2/downsample/Constant" -> "330 /layers/layers.2/downsample/Reshape" [label="[4]", style=dashed]; -"833 /layers/layers.2/blocks.5/mlp/fc2/MatMul/fq_weights_1" -> "434 /layers/layers.2/blocks.5/mlp/fc2/MatMul" [label="[384, 1536]", style=solid]; -"834 Constant_27989" -> "833 /layers/layers.2/blocks.5/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"835 Constant_27988" -> "833 /layers/layers.2/blocks.5/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"836 Constant_27987" -> "833 /layers/layers.2/blocks.5/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"837 Constant_27986" -> "833 /layers/layers.2/blocks.5/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"838 Transpose_6514" -> "833 /layers/layers.2/blocks.5/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1536]", style=solid]; -"839 Constant_27984" -> "421 /layers/layers.2/blocks.5/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"840 Constant_27983" -> "421 /layers/layers.2/blocks.5/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"841 Constant_27982" -> "421 /layers/layers.2/blocks.5/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"842 Constant_27981" -> "421 /layers/layers.2/blocks.5/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"843 /layers/layers.2/blocks.5/mlp/fc1/MatMul/fq_weights_1" -> "380 /layers/layers.2/blocks.5/mlp/fc1/MatMul" [label="[1536, 384]", style=solid]; -"844 Constant_27979" -> "843 /layers/layers.2/blocks.5/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; -"845 Constant_27978" -> "843 /layers/layers.2/blocks.5/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; -"846 Constant_27977" -> "843 /layers/layers.2/blocks.5/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; -"847 Constant_27976" -> "843 /layers/layers.2/blocks.5/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; -"848 Transpose_6510" -> "843 /layers/layers.2/blocks.5/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 384]", style=solid]; -"849 Constant_27974" -> "366 /layers/layers.2/blocks.5/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"850 Constant_27973" -> "366 /layers/layers.2/blocks.5/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"851 Constant_27972" -> "366 /layers/layers.2/blocks.5/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"852 Constant_27971" -> "366 /layers/layers.2/blocks.5/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"853 Constant_7376" -> "348 /layers/layers.2/blocks.5/norm2/Add_1" [label="[1, 1, 384]", style=solid]; -"854 Constant_7375" -> "331 /layers/layers.2/blocks.5/norm2/Mul" [label="[1, 1, 384]", style=solid]; -"855 Constant_1832" -> "316 /layers/layers.2/blocks.5/norm2/Div" [label="[1]", style=dashed]; -"856 /layers/layers.2/blocks.5/Constant_31" -> "665 /layers/layers.2/blocks.5/Reshape_7" [label="[3]", style=dashed]; -"857 Constant_5679" -> "659 /layers/layers.2/blocks.5/Slice_7" [label="[3]", style=dashed]; -"858 Constant_5676" -> "659 /layers/layers.2/blocks.5/Slice_7" [label="[3]", style=dashed]; -"859 Constant_5673" -> "659 /layers/layers.2/blocks.5/Slice_7" [label="[3]", style=dashed]; -"860 Constant_5655" -> "649 /layers/layers.2/blocks.5/Slice_5" [label="[2]", style=dashed]; -"861 Constant_5652" -> "649 /layers/layers.2/blocks.5/Slice_5" [label="[2]", style=dashed]; -"862 Constant_5649" -> "649 /layers/layers.2/blocks.5/Slice_5" [label="[2]", style=dashed]; -"863 /layers/layers.2/blocks.5/Constant_18" -> "641 /layers/layers.2/blocks.5/Reshape_6" [label="[4]", style=dashed]; -"864 Constant_1779" -> "633 /layers/layers.2/blocks.5/Transpose_1" [label="[6]", style=dashed]; -"865 /layers/layers.2/blocks.5/Constant_17" -> "625 /layers/layers.2/blocks.5/Reshape_5" [label="[6]", style=dashed]; -"866 /layers/layers.2/blocks.5/Constant_16" -> "616 /layers/layers.2/blocks.5/Reshape_4" [label="[4]", style=dashed]; -"867 /layers/layers.2/blocks.5/attn/proj/MatMul/fq_weights_1" -> "597 /layers/layers.2/blocks.5/attn/proj/MatMul" [label="[384, 384]", style=solid]; -"868 Constant_27969" -> "867 /layers/layers.2/blocks.5/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"869 Constant_27968" -> "867 /layers/layers.2/blocks.5/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"870 Constant_27967" -> "867 /layers/layers.2/blocks.5/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"871 Constant_27966" -> "867 /layers/layers.2/blocks.5/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"872 Transpose_6506" -> "867 /layers/layers.2/blocks.5/attn/proj/MatMul/fq_weights_1" [label="[384, 384]", style=solid]; -"873 /layers/layers.2/blocks.5/attn/Constant_4" -> "587 /layers/layers.2/blocks.5/attn/Reshape_3" [label="[3]", style=dashed]; -"874 Constant_1763" -> "575 /layers/layers.2/blocks.5/attn/Transpose_2" [label="[4]", style=dashed]; -"875 Constant_27964" -> "564 /layers/layers.2/blocks.5/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"876 Constant_27963" -> "564 /layers/layers.2/blocks.5/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"877 Constant_27962" -> "564 /layers/layers.2/blocks.5/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"878 Constant_27961" -> "564 /layers/layers.2/blocks.5/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"879 Constant_1744" -> "539 /layers/layers.2/blocks.5/attn/Gather_2" [label="[]", style=dashed]; -"880 Constant_1738" -> "525 /layers/layers.2/blocks.5/attn/Transpose" [label="[5]", style=dashed]; -"881 /layers/layers.2/blocks.5/attn/Constant" -> "512 /layers/layers.2/blocks.5/attn/Reshape" [label="[5]", style=dashed]; -"882 /layers/layers.2/blocks.5/attn/qkv/MatMul/fq_weights_1" -> "484 /layers/layers.2/blocks.5/attn/qkv/MatMul" [label="[1152, 384]", style=solid]; -"883 Constant_27949" -> "882 /layers/layers.2/blocks.5/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; -"884 Constant_27948" -> "882 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-"893 Constant_5628" -> "410 /layers/layers.2/blocks.5/Slice_3" [label="[3]", style=dashed]; -"894 Constant_5625" -> "410 /layers/layers.2/blocks.5/Slice_3" [label="[3]", style=dashed]; -"895 Constant_5607" -> "382 /layers/layers.2/blocks.5/Slice_1" [label="[2]", style=dashed]; -"896 Constant_5604" -> "382 /layers/layers.2/blocks.5/Slice_1" [label="[2]", style=dashed]; -"897 Constant_5601" -> "382 /layers/layers.2/blocks.5/Slice_1" [label="[2]", style=dashed]; -"898 /layers/layers.2/blocks.5/Constant" -> "367 /layers/layers.2/blocks.5/Reshape" [label="[4]", style=dashed]; -"899 Constant_27484" -> "349 /layers/layers.2/blocks.5/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"900 Constant_27483" -> "349 /layers/layers.2/blocks.5/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"901 Constant_27482" -> "349 /layers/layers.2/blocks.5/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"902 Constant_27481" -> "349 /layers/layers.2/blocks.5/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"903 Constant_7371" -> "332 /layers/layers.2/blocks.5/norm1/Add_1" [label="[1, 1, 384]", style=solid]; -"904 Constant_7370" -> "317 /layers/layers.2/blocks.5/norm1/Mul" [label="[1, 1, 384]", style=solid]; -"905 Constant_1659" -> "302 /layers/layers.2/blocks.5/norm1/Div" [label="[1]", style=dashed]; -"906 /layers/layers.2/blocks.4/mlp/fc2/MatMul/fq_weights_1" -> "411 /layers/layers.2/blocks.4/mlp/fc2/MatMul" [label="[384, 1536]", style=solid]; -"907 Constant_27944" -> "906 /layers/layers.2/blocks.4/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"908 Constant_27943" -> "906 /layers/layers.2/blocks.4/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"909 Constant_27942" -> "906 /layers/layers.2/blocks.4/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"910 Constant_27941" -> "906 /layers/layers.2/blocks.4/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"911 Transpose_6499" -> "906 /layers/layers.2/blocks.4/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1536]", style=solid]; -"912 Constant_27939" -> "395 /layers/layers.2/blocks.4/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"913 Constant_27938" -> "395 /layers/layers.2/blocks.4/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"914 Constant_27937" -> "395 /layers/layers.2/blocks.4/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"915 Constant_27936" -> "395 /layers/layers.2/blocks.4/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"916 /layers/layers.2/blocks.4/mlp/fc1/MatMul/fq_weights_1" -> "350 /layers/layers.2/blocks.4/mlp/fc1/MatMul" [label="[1536, 384]", style=solid]; -"917 Constant_27934" -> "916 /layers/layers.2/blocks.4/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; -"918 Constant_27933" -> "916 /layers/layers.2/blocks.4/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; -"919 Constant_27932" -> "916 /layers/layers.2/blocks.4/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; -"920 Constant_27931" -> "916 /layers/layers.2/blocks.4/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; -"921 Transpose_6495" -> "916 /layers/layers.2/blocks.4/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 384]", style=solid]; -"922 Constant_27929" -> "333 /layers/layers.2/blocks.4/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"923 Constant_27928" -> "333 /layers/layers.2/blocks.4/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"924 Constant_27927" -> "333 /layers/layers.2/blocks.4/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"925 Constant_27926" -> "333 /layers/layers.2/blocks.4/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"926 Constant_7367" -> "318 /layers/layers.2/blocks.4/norm2/Add_1" [label="[1, 1, 384]", style=solid]; -"927 Constant_7366" -> "303 /layers/layers.2/blocks.4/norm2/Mul" [label="[1, 1, 384]", style=solid]; -"928 Constant_1633" -> "287 /layers/layers.2/blocks.4/norm2/Div" [label="[1]", style=dashed]; -"929 /layers/layers.2/blocks.4/Constant_7" -> "588 /layers/layers.2/blocks.4/Reshape_7" [label="[3]", style=dashed]; -"930 /layers/layers.2/blocks.4/Constant_6" -> "576 /layers/layers.2/blocks.4/Reshape_6" [label="[4]", style=dashed]; -"931 Constant_1622" -> "565 /layers/layers.2/blocks.4/Transpose_1" [label="[6]", style=dashed]; -"932 /layers/layers.2/blocks.4/Constant_5" -> "553 /layers/layers.2/blocks.4/Reshape_5" [label="[6]", style=dashed]; -"933 /layers/layers.2/blocks.4/Constant_4" -> "540 /layers/layers.2/blocks.4/Reshape_4" [label="[4]", style=dashed]; -"934 /layers/layers.2/blocks.4/attn/proj/MatMul/fq_weights_1" -> "513 /layers/layers.2/blocks.4/attn/proj/MatMul" [label="[384, 384]", style=solid]; -"935 Constant_27924" -> "934 /layers/layers.2/blocks.4/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"936 Constant_27923" -> "934 /layers/layers.2/blocks.4/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"937 Constant_27922" -> "934 /layers/layers.2/blocks.4/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"938 Constant_27921" -> "934 /layers/layers.2/blocks.4/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"939 Transpose_6491" -> "934 /layers/layers.2/blocks.4/attn/proj/MatMul/fq_weights_1" [label="[384, 384]", style=solid]; -"940 /layers/layers.2/blocks.4/attn/Constant_2" -> "500 /layers/layers.2/blocks.4/attn/Reshape_1" [label="[3]", style=dashed]; -"941 Constant_1606" -> "486 /layers/layers.2/blocks.4/attn/Transpose_2" [label="[4]", style=dashed]; -"942 Constant_27919" -> "475 /layers/layers.2/blocks.4/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"943 Constant_27918" -> "475 /layers/layers.2/blocks.4/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"944 Constant_27917" -> "475 /layers/layers.2/blocks.4/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"945 Constant_27916" -> "475 /layers/layers.2/blocks.4/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"946 Constant_1596" -> "450 /layers/layers.2/blocks.4/attn/Gather_2" [label="[]", style=dashed]; -"947 Constant_1590" -> "436 /layers/layers.2/blocks.4/attn/Transpose" [label="[5]", style=dashed]; -"948 /layers/layers.2/blocks.4/attn/Constant" -> "424 /layers/layers.2/blocks.4/attn/Reshape" [label="[5]", style=dashed]; -"949 /layers/layers.2/blocks.4/attn/qkv/MatMul/fq_weights_1" -> "396 /layers/layers.2/blocks.4/attn/qkv/MatMul" [label="[1152, 384]", style=solid]; -"950 Constant_27904" -> "949 /layers/layers.2/blocks.4/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; -"951 Constant_27903" -> "949 /layers/layers.2/blocks.4/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; -"952 Constant_27902" -> "949 /layers/layers.2/blocks.4/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; -"953 Constant_27901" -> "949 /layers/layers.2/blocks.4/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; -"954 Transpose_6488" -> "949 /layers/layers.2/blocks.4/attn/qkv/MatMul/fq_weights_1" [label="[1152, 384]", style=solid]; -"955 /layers/layers.2/blocks.4/Constant_3" -> "384 /layers/layers.2/blocks.4/Reshape_3" [label="[3]", style=dashed]; -"956 /layers/layers.2/blocks.4/Constant_2" -> "369 /layers/layers.2/blocks.4/Reshape_2" [label="[4]", style=dashed]; -"957 Constant_1574" -> "351 /layers/layers.2/blocks.4/Transpose" [label="[6]", style=dashed]; -"958 /layers/layers.2/blocks.4/Constant_1" -> "334 /layers/layers.2/blocks.4/Reshape_1" [label="[6]", style=dashed]; -"959 Constant_27899" -> "319 /layers/layers.2/blocks.4/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"960 Constant_27898" -> "319 /layers/layers.2/blocks.4/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"961 Constant_27897" -> "319 /layers/layers.2/blocks.4/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"962 Constant_27896" -> "319 /layers/layers.2/blocks.4/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"963 Constant_7362" -> "304 /layers/layers.2/blocks.4/norm1/Add_1" [label="[1, 1, 384]", style=solid]; -"964 Constant_7361" -> "288 /layers/layers.2/blocks.4/norm1/Mul" [label="[1, 1, 384]", style=solid]; -"965 Constant_1553" -> "274 /layers/layers.2/blocks.4/norm1/Div" [label="[1]", style=dashed]; -"966 /layers/layers.2/blocks.3/mlp/fc2/MatMul/fq_weights_1" -> "385 /layers/layers.2/blocks.3/mlp/fc2/MatMul" [label="[384, 1536]", style=solid]; -"967 Constant_27894" -> "966 /layers/layers.2/blocks.3/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"968 Constant_27893" -> "966 /layers/layers.2/blocks.3/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"969 Constant_27892" -> "966 /layers/layers.2/blocks.3/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"970 Constant_27891" -> "966 /layers/layers.2/blocks.3/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"971 Transpose_6484" -> "966 /layers/layers.2/blocks.3/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1536]", style=solid]; -"972 Constant_27889" -> "370 /layers/layers.2/blocks.3/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"973 Constant_27888" -> "370 /layers/layers.2/blocks.3/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"974 Constant_27887" -> "370 /layers/layers.2/blocks.3/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"975 Constant_27886" -> "370 /layers/layers.2/blocks.3/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"976 /layers/layers.2/blocks.3/mlp/fc1/MatMul/fq_weights_1" -> "320 /layers/layers.2/blocks.3/mlp/fc1/MatMul" [label="[1536, 384]", style=solid]; -"977 Constant_27884" -> "976 /layers/layers.2/blocks.3/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; -"978 Constant_27883" -> "976 /layers/layers.2/blocks.3/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; -"979 Constant_27882" -> "976 /layers/layers.2/blocks.3/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; -"980 Constant_27881" -> "976 /layers/layers.2/blocks.3/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; -"981 Transpose_6480" -> "976 /layers/layers.2/blocks.3/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 384]", style=solid]; -"982 Constant_27879" -> "305 /layers/layers.2/blocks.3/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"983 Constant_27878" -> "305 /layers/layers.2/blocks.3/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"984 Constant_27877" -> "305 /layers/layers.2/blocks.3/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"985 Constant_27876" -> "305 /layers/layers.2/blocks.3/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"986 Constant_7358" -> "289 /layers/layers.2/blocks.3/norm2/Add_1" [label="[1, 1, 384]", style=solid]; -"987 Constant_7357" -> "275 /layers/layers.2/blocks.3/norm2/Mul" [label="[1, 1, 384]", style=solid]; -"988 Constant_1527" -> "260 /layers/layers.2/blocks.3/norm2/Div" [label="[1]", style=dashed]; -"989 /layers/layers.2/blocks.3/Constant_31" -> "650 /layers/layers.2/blocks.3/Reshape_7" [label="[3]", style=dashed]; -"990 Constant_5583" -> "635 /layers/layers.2/blocks.3/Slice_7" [label="[3]", style=dashed]; -"991 Constant_5580" -> "635 /layers/layers.2/blocks.3/Slice_7" [label="[3]", style=dashed]; -"992 Constant_5577" -> "635 /layers/layers.2/blocks.3/Slice_7" [label="[3]", style=dashed]; -"993 Constant_5559" -> "618 /layers/layers.2/blocks.3/Slice_5" [label="[2]", style=dashed]; -"994 Constant_5556" -> "618 /layers/layers.2/blocks.3/Slice_5" [label="[2]", style=dashed]; -"995 Constant_5553" -> "618 /layers/layers.2/blocks.3/Slice_5" [label="[2]", style=dashed]; -"996 /layers/layers.2/blocks.3/Constant_18" -> "607 /layers/layers.2/blocks.3/Reshape_6" [label="[4]", style=dashed]; -"997 Constant_1474" -> "598 /layers/layers.2/blocks.3/Transpose_1" [label="[6]", style=dashed]; -"998 /layers/layers.2/blocks.3/Constant_17" -> "589 /layers/layers.2/blocks.3/Reshape_5" [label="[6]", style=dashed]; -"999 /layers/layers.2/blocks.3/Constant_16" -> "578 /layers/layers.2/blocks.3/Reshape_4" [label="[4]", style=dashed]; -"1000 /layers/layers.2/blocks.3/attn/proj/MatMul/fq_weights_1" -> "555 /layers/layers.2/blocks.3/attn/proj/MatMul" [label="[384, 384]", style=solid]; -"1001 Constant_27874" -> "1000 /layers/layers.2/blocks.3/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1002 Constant_27873" -> "1000 /layers/layers.2/blocks.3/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1003 Constant_27872" -> "1000 /layers/layers.2/blocks.3/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1004 Constant_27871" -> "1000 /layers/layers.2/blocks.3/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1005 Transpose_6476" -> "1000 /layers/layers.2/blocks.3/attn/proj/MatMul/fq_weights_1" [label="[384, 384]", style=solid]; -"1006 /layers/layers.2/blocks.3/attn/Constant_4" -> "542 /layers/layers.2/blocks.3/attn/Reshape_3" [label="[3]", style=dashed]; -"1007 Constant_1458" -> "528 /layers/layers.2/blocks.3/attn/Transpose_2" [label="[4]", style=dashed]; -"1008 Constant_27869" -> "516 /layers/layers.2/blocks.3/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1009 Constant_27868" -> "516 /layers/layers.2/blocks.3/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1010 Constant_27867" -> "516 /layers/layers.2/blocks.3/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1011 Constant_27866" -> "516 /layers/layers.2/blocks.3/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1012 Constant_1439" -> "489 /layers/layers.2/blocks.3/attn/Gather_2" [label="[]", style=dashed]; -"1013 Constant_1433" -> "476 /layers/layers.2/blocks.3/attn/Transpose" [label="[5]", style=dashed]; -"1014 /layers/layers.2/blocks.3/attn/Constant" -> "464 /layers/layers.2/blocks.3/attn/Reshape" [label="[5]", style=dashed]; -"1015 /layers/layers.2/blocks.3/attn/qkv/MatMul/fq_weights_1" -> "437 /layers/layers.2/blocks.3/attn/qkv/MatMul" [label="[1152, 384]", style=solid]; -"1016 Constant_27854" -> "1015 /layers/layers.2/blocks.3/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; -"1017 Constant_27853" -> "1015 /layers/layers.2/blocks.3/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; -"1018 Constant_27852" -> "1015 /layers/layers.2/blocks.3/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; -"1019 Constant_27851" -> "1015 /layers/layers.2/blocks.3/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; -"1020 Transpose_6473" -> "1015 /layers/layers.2/blocks.3/attn/qkv/MatMul/fq_weights_1" [label="[1152, 384]", style=solid]; -"1021 /layers/layers.2/blocks.3/Constant_15" -> "425 /layers/layers.2/blocks.3/Reshape_3" [label="[3]", style=dashed]; -"1022 /layers/layers.2/blocks.3/Constant_14" -> "413 /layers/layers.2/blocks.3/Reshape_2" [label="[4]", style=dashed]; -"1023 Constant_1417" -> "398 /layers/layers.2/blocks.3/Transpose" [label="[6]", style=dashed]; -"1024 /layers/layers.2/blocks.3/Constant_13" -> "386 /layers/layers.2/blocks.3/Reshape_1" [label="[6]", style=dashed]; -"1025 Constant_5535" -> "354 /layers/layers.2/blocks.3/Slice_3" [label="[3]", style=dashed]; -"1026 Constant_5532" -> "354 /layers/layers.2/blocks.3/Slice_3" [label="[3]", style=dashed]; -"1027 Constant_5529" -> "354 /layers/layers.2/blocks.3/Slice_3" [label="[3]", style=dashed]; -"1028 Constant_5511" -> "322 /layers/layers.2/blocks.3/Slice_1" [label="[2]", style=dashed]; -"1029 Constant_5508" -> "322 /layers/layers.2/blocks.3/Slice_1" [label="[2]", style=dashed]; -"1030 Constant_5505" -> "322 /layers/layers.2/blocks.3/Slice_1" [label="[2]", style=dashed]; -"1031 /layers/layers.2/blocks.3/Constant" -> "306 /layers/layers.2/blocks.3/Reshape" [label="[4]", style=dashed]; -"1032 Constant_27479" -> "290 /layers/layers.2/blocks.3/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"1033 Constant_27478" -> "290 /layers/layers.2/blocks.3/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"1034 Constant_27477" -> "290 /layers/layers.2/blocks.3/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"1035 Constant_27476" -> "290 /layers/layers.2/blocks.3/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"1036 Constant_7353" -> "276 /layers/layers.2/blocks.3/norm1/Add_1" [label="[1, 1, 384]", style=solid]; -"1037 Constant_7352" -> "261 /layers/layers.2/blocks.3/norm1/Mul" [label="[1, 1, 384]", style=solid]; -"1038 Constant_1354" -> "247 /layers/layers.2/blocks.3/norm1/Div" [label="[1]", style=dashed]; -"1039 /layers/layers.2/blocks.2/mlp/fc2/MatMul/fq_weights_1" -> "355 /layers/layers.2/blocks.2/mlp/fc2/MatMul" [label="[384, 1536]", style=solid]; -"1040 Constant_27849" -> "1039 /layers/layers.2/blocks.2/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1041 Constant_27848" -> "1039 /layers/layers.2/blocks.2/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1042 Constant_27847" -> "1039 /layers/layers.2/blocks.2/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1043 Constant_27846" -> "1039 /layers/layers.2/blocks.2/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1044 Transpose_6469" -> "1039 /layers/layers.2/blocks.2/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1536]", style=solid]; -"1045 Constant_27844" -> "337 /layers/layers.2/blocks.2/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"1046 Constant_27843" -> "337 /layers/layers.2/blocks.2/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"1047 Constant_27842" -> "337 /layers/layers.2/blocks.2/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"1048 Constant_27841" -> "337 /layers/layers.2/blocks.2/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"1049 /layers/layers.2/blocks.2/mlp/fc1/MatMul/fq_weights_1" -> "291 /layers/layers.2/blocks.2/mlp/fc1/MatMul" [label="[1536, 384]", style=solid]; -"1050 Constant_27839" -> "1049 /layers/layers.2/blocks.2/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; -"1051 Constant_27838" -> "1049 /layers/layers.2/blocks.2/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; -"1052 Constant_27837" -> "1049 /layers/layers.2/blocks.2/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; -"1053 Constant_27836" -> "1049 /layers/layers.2/blocks.2/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; -"1054 Transpose_6465" -> "1049 /layers/layers.2/blocks.2/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 384]", style=solid]; -"1055 Constant_27834" -> "277 /layers/layers.2/blocks.2/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"1056 Constant_27833" -> "277 /layers/layers.2/blocks.2/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"1057 Constant_27832" -> "277 /layers/layers.2/blocks.2/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"1058 Constant_27831" -> "277 /layers/layers.2/blocks.2/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"1059 Constant_7349" -> "262 /layers/layers.2/blocks.2/norm2/Add_1" [label="[1, 1, 384]", style=solid]; -"1060 Constant_7348" -> "248 /layers/layers.2/blocks.2/norm2/Mul" [label="[1, 1, 384]", style=solid]; -"1061 Constant_1328" -> "235 /layers/layers.2/blocks.2/norm2/Div" [label="[1]", style=dashed]; -"1062 /layers/layers.2/blocks.2/Constant_7" -> "543 /layers/layers.2/blocks.2/Reshape_7" [label="[3]", style=dashed]; -"1063 /layers/layers.2/blocks.2/Constant_6" -> "529 /layers/layers.2/blocks.2/Reshape_6" [label="[4]", style=dashed]; -"1064 Constant_1317" -> "517 /layers/layers.2/blocks.2/Transpose_1" [label="[6]", style=dashed]; -"1065 /layers/layers.2/blocks.2/Constant_5" -> "504 /layers/layers.2/blocks.2/Reshape_5" [label="[6]", style=dashed]; -"1066 /layers/layers.2/blocks.2/Constant_4" -> "490 /layers/layers.2/blocks.2/Reshape_4" [label="[4]", style=dashed]; -"1067 /layers/layers.2/blocks.2/attn/proj/MatMul/fq_weights_1" -> "465 /layers/layers.2/blocks.2/attn/proj/MatMul" [label="[384, 384]", style=solid]; -"1068 Constant_27829" -> "1067 /layers/layers.2/blocks.2/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1069 Constant_27828" -> "1067 /layers/layers.2/blocks.2/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1070 Constant_27827" -> "1067 /layers/layers.2/blocks.2/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1071 Constant_27826" -> "1067 /layers/layers.2/blocks.2/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1072 Transpose_6461" -> "1067 /layers/layers.2/blocks.2/attn/proj/MatMul/fq_weights_1" [label="[384, 384]", style=solid]; -"1073 /layers/layers.2/blocks.2/attn/Constant_2" -> "453 /layers/layers.2/blocks.2/attn/Reshape_1" [label="[3]", style=dashed]; -"1074 Constant_1301" -> "439 /layers/layers.2/blocks.2/attn/Transpose_2" [label="[4]", style=dashed]; -"1075 Constant_27824" -> "428 /layers/layers.2/blocks.2/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1076 Constant_27823" -> "428 /layers/layers.2/blocks.2/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1077 Constant_27822" -> "428 /layers/layers.2/blocks.2/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1078 Constant_27821" -> "428 /layers/layers.2/blocks.2/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1079 Constant_1291" -> "401 /layers/layers.2/blocks.2/attn/Gather_2" [label="[]", style=dashed]; -"1080 Constant_1285" -> "387 /layers/layers.2/blocks.2/attn/Transpose" [label="[5]", style=dashed]; -"1081 /layers/layers.2/blocks.2/attn/Constant" -> "373 /layers/layers.2/blocks.2/attn/Reshape" [label="[5]", style=dashed]; -"1082 /layers/layers.2/blocks.2/attn/qkv/MatMul/fq_weights_1" -> "338 /layers/layers.2/blocks.2/attn/qkv/MatMul" [label="[1152, 384]", style=solid]; -"1083 Constant_27809" -> "1082 /layers/layers.2/blocks.2/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; -"1084 Constant_27808" -> "1082 /layers/layers.2/blocks.2/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; -"1085 Constant_27807" -> "1082 /layers/layers.2/blocks.2/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; -"1086 Constant_27806" -> "1082 /layers/layers.2/blocks.2/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; -"1087 Transpose_6458" -> "1082 /layers/layers.2/blocks.2/attn/qkv/MatMul/fq_weights_1" [label="[1152, 384]", style=solid]; -"1088 /layers/layers.2/blocks.2/Constant_3" -> "324 /layers/layers.2/blocks.2/Reshape_3" [label="[3]", style=dashed]; -"1089 /layers/layers.2/blocks.2/Constant_2" -> "308 /layers/layers.2/blocks.2/Reshape_2" [label="[4]", style=dashed]; -"1090 Constant_1269" -> "292 /layers/layers.2/blocks.2/Transpose" [label="[6]", style=dashed]; -"1091 /layers/layers.2/blocks.2/Constant_1" -> "278 /layers/layers.2/blocks.2/Reshape_1" [label="[6]", style=dashed]; -"1092 Constant_27804" -> "263 /layers/layers.2/blocks.2/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"1093 Constant_27803" -> "263 /layers/layers.2/blocks.2/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"1094 Constant_27802" -> "263 /layers/layers.2/blocks.2/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"1095 Constant_27801" -> "263 /layers/layers.2/blocks.2/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"1096 Constant_7344" -> "249 /layers/layers.2/blocks.2/norm1/Add_1" [label="[1, 1, 384]", style=solid]; -"1097 Constant_7343" -> "236 /layers/layers.2/blocks.2/norm1/Mul" [label="[1, 1, 384]", style=solid]; -"1098 Constant_1248" -> "225 /layers/layers.2/blocks.2/norm1/Div" [label="[1]", style=dashed]; -"1099 /layers/layers.2/blocks.1/mlp/fc2/MatMul/fq_weights_1" -> "325 /layers/layers.2/blocks.1/mlp/fc2/MatMul" [label="[384, 1536]", style=solid]; -"1100 Constant_27799" -> "1099 /layers/layers.2/blocks.1/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1101 Constant_27798" -> "1099 /layers/layers.2/blocks.1/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1102 Constant_27797" -> "1099 /layers/layers.2/blocks.1/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1103 Constant_27796" -> "1099 /layers/layers.2/blocks.1/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1104 Transpose_6454" -> "1099 /layers/layers.2/blocks.1/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1536]", style=solid]; -"1105 Constant_27794" -> "309 /layers/layers.2/blocks.1/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"1106 Constant_27793" -> "309 /layers/layers.2/blocks.1/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"1107 Constant_27792" -> "309 /layers/layers.2/blocks.1/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"1108 Constant_27791" -> "309 /layers/layers.2/blocks.1/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"1109 /layers/layers.2/blocks.1/mlp/fc1/MatMul/fq_weights_1" -> "264 /layers/layers.2/blocks.1/mlp/fc1/MatMul" [label="[1536, 384]", style=solid]; -"1110 Constant_27789" -> "1109 /layers/layers.2/blocks.1/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; -"1111 Constant_27788" -> "1109 /layers/layers.2/blocks.1/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; -"1112 Constant_27787" -> "1109 /layers/layers.2/blocks.1/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; -"1113 Constant_27786" -> "1109 /layers/layers.2/blocks.1/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; -"1114 Transpose_6450" -> "1109 /layers/layers.2/blocks.1/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 384]", style=solid]; -"1115 Constant_27784" -> "250 /layers/layers.2/blocks.1/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"1116 Constant_27783" -> "250 /layers/layers.2/blocks.1/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"1117 Constant_27782" -> "250 /layers/layers.2/blocks.1/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"1118 Constant_27781" -> "250 /layers/layers.2/blocks.1/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"1119 Constant_7340" -> "237 /layers/layers.2/blocks.1/norm2/Add_1" [label="[1, 1, 384]", style=solid]; -"1120 Constant_7339" -> "226 /layers/layers.2/blocks.1/norm2/Mul" [label="[1, 1, 384]", style=solid]; -"1121 Constant_1222" -> "217 /layers/layers.2/blocks.1/norm2/Div" [label="[1]", style=dashed]; -"1122 /layers/layers.2/blocks.1/Constant_31" -> "619 /layers/layers.2/blocks.1/Reshape_7" [label="[3]", style=dashed]; -"1123 Constant_5487" -> "600 /layers/layers.2/blocks.1/Slice_7" [label="[3]", style=dashed]; -"1124 Constant_5484" -> "600 /layers/layers.2/blocks.1/Slice_7" [label="[3]", style=dashed]; -"1125 Constant_5481" -> "600 /layers/layers.2/blocks.1/Slice_7" [label="[3]", style=dashed]; -"1126 Constant_5463" -> "580 /layers/layers.2/blocks.1/Slice_5" [label="[2]", style=dashed]; -"1127 Constant_5460" -> "580 /layers/layers.2/blocks.1/Slice_5" [label="[2]", style=dashed]; -"1128 Constant_5457" -> "580 /layers/layers.2/blocks.1/Slice_5" [label="[2]", style=dashed]; -"1129 /layers/layers.2/blocks.1/Constant_18" -> "568 /layers/layers.2/blocks.1/Reshape_6" [label="[4]", style=dashed]; -"1130 Constant_1169" -> "556 /layers/layers.2/blocks.1/Transpose_1" [label="[6]", style=dashed]; -"1131 /layers/layers.2/blocks.1/Constant_17" -> "544 /layers/layers.2/blocks.1/Reshape_5" [label="[6]", style=dashed]; -"1132 /layers/layers.2/blocks.1/Constant_16" -> "531 /layers/layers.2/blocks.1/Reshape_4" [label="[4]", style=dashed]; -"1133 /layers/layers.2/blocks.1/attn/proj/MatMul/fq_weights_1" -> "506 /layers/layers.2/blocks.1/attn/proj/MatMul" [label="[384, 384]", style=solid]; -"1134 Constant_27779" -> "1133 /layers/layers.2/blocks.1/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1135 Constant_27778" -> "1133 /layers/layers.2/blocks.1/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1136 Constant_27777" -> "1133 /layers/layers.2/blocks.1/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1137 Constant_27776" -> "1133 /layers/layers.2/blocks.1/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1138 Transpose_6446" -> "1133 /layers/layers.2/blocks.1/attn/proj/MatMul/fq_weights_1" [label="[384, 384]", style=solid]; -"1139 /layers/layers.2/blocks.1/attn/Constant_4" -> "492 /layers/layers.2/blocks.1/attn/Reshape_3" [label="[3]", style=dashed]; -"1140 Constant_1153" -> "479 /layers/layers.2/blocks.1/attn/Transpose_2" [label="[4]", style=dashed]; -"1141 Constant_27774" -> "468 /layers/layers.2/blocks.1/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1142 Constant_27773" -> "468 /layers/layers.2/blocks.1/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1143 Constant_27772" -> "468 /layers/layers.2/blocks.1/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1144 Constant_27771" -> "468 /layers/layers.2/blocks.1/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1145 Constant_1134" -> "442 /layers/layers.2/blocks.1/attn/Gather_2" [label="[]", style=dashed]; -"1146 Constant_1128" -> "429 /layers/layers.2/blocks.1/attn/Transpose" [label="[5]", style=dashed]; -"1147 /layers/layers.2/blocks.1/attn/Constant" -> "417 /layers/layers.2/blocks.1/attn/Reshape" [label="[5]", style=dashed]; -"1148 /layers/layers.2/blocks.1/attn/qkv/MatMul/fq_weights_1" -> "388 /layers/layers.2/blocks.1/attn/qkv/MatMul" [label="[1152, 384]", style=solid]; -"1149 Constant_27759" -> "1148 /layers/layers.2/blocks.1/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; -"1150 Constant_27758" -> "1148 /layers/layers.2/blocks.1/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; -"1151 Constant_27757" -> "1148 /layers/layers.2/blocks.1/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; -"1152 Constant_27756" -> "1148 /layers/layers.2/blocks.1/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; -"1153 Transpose_6443" -> "1148 /layers/layers.2/blocks.1/attn/qkv/MatMul/fq_weights_1" [label="[1152, 384]", style=solid]; -"1154 /layers/layers.2/blocks.1/Constant_15" -> "374 /layers/layers.2/blocks.1/Reshape_3" [label="[3]", style=dashed]; -"1155 /layers/layers.2/blocks.1/Constant_14" -> "357 /layers/layers.2/blocks.1/Reshape_2" [label="[4]", style=dashed]; -"1156 Constant_1112" -> "340 /layers/layers.2/blocks.1/Transpose" [label="[6]", style=dashed]; -"1157 /layers/layers.2/blocks.1/Constant_13" -> "326 /layers/layers.2/blocks.1/Reshape_1" [label="[6]", style=dashed]; -"1158 Constant_5439" -> "295 /layers/layers.2/blocks.1/Slice_3" [label="[3]", style=dashed]; -"1159 Constant_5436" -> "295 /layers/layers.2/blocks.1/Slice_3" [label="[3]", style=dashed]; -"1160 Constant_5433" -> "295 /layers/layers.2/blocks.1/Slice_3" [label="[3]", style=dashed]; -"1161 Constant_5415" -> "266 /layers/layers.2/blocks.1/Slice_1" [label="[2]", style=dashed]; -"1162 Constant_5412" -> "266 /layers/layers.2/blocks.1/Slice_1" [label="[2]", style=dashed]; -"1163 Constant_5409" -> "266 /layers/layers.2/blocks.1/Slice_1" [label="[2]", style=dashed]; -"1164 /layers/layers.2/blocks.1/Constant" -> "251 /layers/layers.2/blocks.1/Reshape" [label="[4]", style=dashed]; -"1165 Constant_27474" -> "238 /layers/layers.2/blocks.1/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"1166 Constant_27473" -> "238 /layers/layers.2/blocks.1/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"1167 Constant_27472" -> "238 /layers/layers.2/blocks.1/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"1168 Constant_27471" -> "238 /layers/layers.2/blocks.1/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"1169 Constant_7335" -> "227 /layers/layers.2/blocks.1/norm1/Add_1" [label="[1, 1, 384]", style=solid]; -"1170 Constant_7334" -> "218 /layers/layers.2/blocks.1/norm1/Mul" [label="[1, 1, 384]", style=solid]; -"1171 Constant_1049" -> "208 /layers/layers.2/blocks.1/norm1/Div" [label="[1]", style=dashed]; -"1172 /layers/layers.2/blocks.0/mlp/fc2/MatMul/fq_weights_1" -> "296 /layers/layers.2/blocks.0/mlp/fc2/MatMul" [label="[384, 1536]", style=solid]; -"1173 Constant_27754" -> "1172 /layers/layers.2/blocks.0/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1174 Constant_27753" -> "1172 /layers/layers.2/blocks.0/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1175 Constant_27752" -> "1172 /layers/layers.2/blocks.0/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1176 Constant_27751" -> "1172 /layers/layers.2/blocks.0/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1177 Transpose_6439" -> "1172 /layers/layers.2/blocks.0/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1536]", style=solid]; -"1178 Constant_27749" -> "281 /layers/layers.2/blocks.0/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"1179 Constant_27748" -> "281 /layers/layers.2/blocks.0/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"1180 Constant_27747" -> "281 /layers/layers.2/blocks.0/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"1181 Constant_27746" -> "281 /layers/layers.2/blocks.0/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"1182 /layers/layers.2/blocks.0/mlp/fc1/MatMul/fq_weights_1" -> "239 /layers/layers.2/blocks.0/mlp/fc1/MatMul" [label="[1536, 384]", style=solid]; -"1183 Constant_27744" -> "1182 /layers/layers.2/blocks.0/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; -"1184 Constant_27743" -> "1182 /layers/layers.2/blocks.0/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; -"1185 Constant_27742" -> "1182 /layers/layers.2/blocks.0/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; -"1186 Constant_27741" -> "1182 /layers/layers.2/blocks.0/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; -"1187 Transpose_6435" -> "1182 /layers/layers.2/blocks.0/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 384]", style=solid]; -"1188 Constant_27739" -> "228 /layers/layers.2/blocks.0/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"1189 Constant_27738" -> "228 /layers/layers.2/blocks.0/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"1190 Constant_27737" -> "228 /layers/layers.2/blocks.0/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"1191 Constant_27736" -> "228 /layers/layers.2/blocks.0/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"1192 Constant_7331" -> "219 /layers/layers.2/blocks.0/norm2/Add_1" [label="[1, 1, 384]", style=solid]; -"1193 Constant_7330" -> "209 /layers/layers.2/blocks.0/norm2/Mul" [label="[1, 1, 384]", style=solid]; -"1194 Constant_1023" -> "201 /layers/layers.2/blocks.0/norm2/Div" [label="[1]", style=dashed]; -"1195 /layers/layers.2/blocks.0/Constant_7" -> "493 /layers/layers.2/blocks.0/Reshape_7" [label="[3]", style=dashed]; -"1196 /layers/layers.2/blocks.0/Constant_6" -> "480 /layers/layers.2/blocks.0/Reshape_6" [label="[4]", style=dashed]; -"1197 Constant_1012" -> "469 /layers/layers.2/blocks.0/Transpose_1" [label="[6]", style=dashed]; -"1198 /layers/layers.2/blocks.0/Constant_5" -> "457 /layers/layers.2/blocks.0/Reshape_5" [label="[6]", style=dashed]; -"1199 /layers/layers.2/blocks.0/Constant_4" -> "443 /layers/layers.2/blocks.0/Reshape_4" [label="[4]", style=dashed]; -"1200 /layers/layers.2/blocks.0/attn/proj/MatMul/fq_weights_1" -> "418 /layers/layers.2/blocks.0/attn/proj/MatMul" [label="[384, 384]", style=solid]; -"1201 Constant_27734" -> "1200 /layers/layers.2/blocks.0/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1202 Constant_27733" -> "1200 /layers/layers.2/blocks.0/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1203 Constant_27732" -> "1200 /layers/layers.2/blocks.0/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1204 Constant_27731" -> "1200 /layers/layers.2/blocks.0/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1205 Transpose_6431" -> "1200 /layers/layers.2/blocks.0/attn/proj/MatMul/fq_weights_1" [label="[384, 384]", style=solid]; -"1206 /layers/layers.2/blocks.0/attn/Constant_2" -> "404 /layers/layers.2/blocks.0/attn/Reshape_1" [label="[3]", style=dashed]; -"1207 Constant_996" -> "390 /layers/layers.2/blocks.0/attn/Transpose_2" [label="[4]", style=dashed]; -"1208 Constant_27729" -> "377 /layers/layers.2/blocks.0/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1209 Constant_27728" -> "377 /layers/layers.2/blocks.0/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1210 Constant_27727" -> "377 /layers/layers.2/blocks.0/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1211 Constant_27726" -> "377 /layers/layers.2/blocks.0/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1212 Constant_986" -> "343 /layers/layers.2/blocks.0/attn/Gather_2" [label="[]", style=dashed]; -"1213 Constant_980" -> "327 /layers/layers.2/blocks.0/attn/Transpose" [label="[5]", style=dashed]; -"1214 /layers/layers.2/blocks.0/attn/Constant" -> "312 /layers/layers.2/blocks.0/attn/Reshape" [label="[5]", style=dashed]; -"1215 /layers/layers.2/blocks.0/attn/qkv/MatMul/fq_weights_1" -> "282 /layers/layers.2/blocks.0/attn/qkv/MatMul" [label="[1152, 384]", style=solid]; -"1216 Constant_27714" -> "1215 /layers/layers.2/blocks.0/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; -"1217 Constant_27713" -> "1215 /layers/layers.2/blocks.0/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; -"1218 Constant_27712" -> "1215 /layers/layers.2/blocks.0/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; -"1219 Constant_27711" -> "1215 /layers/layers.2/blocks.0/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; -"1220 Transpose_6428" -> "1215 /layers/layers.2/blocks.0/attn/qkv/MatMul/fq_weights_1" [label="[1152, 384]", style=solid]; -"1221 /layers/layers.2/blocks.0/Constant_3" -> "268 /layers/layers.2/blocks.0/Reshape_3" [label="[3]", style=dashed]; -"1222 /layers/layers.2/blocks.0/Constant_2" -> "253 /layers/layers.2/blocks.0/Reshape_2" [label="[4]", style=dashed]; -"1223 Constant_964" -> "240 /layers/layers.2/blocks.0/Transpose" [label="[6]", style=dashed]; -"1224 /layers/layers.2/blocks.0/Constant_1" -> "229 /layers/layers.2/blocks.0/Reshape_1" [label="[6]", style=dashed]; -"1225 Constant_27709" -> "220 /layers/layers.2/blocks.0/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"1226 Constant_27708" -> "220 /layers/layers.2/blocks.0/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"1227 Constant_27707" -> "220 /layers/layers.2/blocks.0/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"1228 Constant_27706" -> "220 /layers/layers.2/blocks.0/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"1229 Constant_7326" -> "210 /layers/layers.2/blocks.0/norm1/Add_1" [label="[1, 1, 384]", style=solid]; -"1230 Constant_7325" -> "202 /layers/layers.2/blocks.0/norm1/Mul" [label="[1, 1, 384]", style=solid]; -"1231 Constant_943" -> "194 /layers/layers.2/blocks.0/norm1/Div" [label="[1]", style=dashed]; -"1232 /layers/layers.1/downsample/reduction/MatMul/fq_weights_1" -> "187 /layers/layers.1/downsample/reduction/MatMul" [label="[384, 768]", style=solid]; -"1233 Constant_27704" -> "1232 /layers/layers.1/downsample/reduction/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1234 Constant_27703" -> "1232 /layers/layers.1/downsample/reduction/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1235 Constant_27702" -> "1232 /layers/layers.1/downsample/reduction/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1236 Constant_27701" -> "1232 /layers/layers.1/downsample/reduction/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1237 Transpose_6424" -> "1232 /layers/layers.1/downsample/reduction/MatMul/fq_weights_1" [label="[384, 768]", style=solid]; -"1238 Constant_27699" -> "179 /layers/layers.1/downsample/norm/Add_1/fq_output_0" [label="[]", style=solid]; -"1239 Constant_27698" -> "179 /layers/layers.1/downsample/norm/Add_1/fq_output_0" [label="[]", style=solid]; -"1240 Constant_27697" -> "179 /layers/layers.1/downsample/norm/Add_1/fq_output_0" [label="[]", style=solid]; -"1241 Constant_27696" -> "179 /layers/layers.1/downsample/norm/Add_1/fq_output_0" [label="[]", style=solid]; -"1242 Constant_7324" -> "173 /layers/layers.1/downsample/norm/Add_1" [label="[1, 1, 768]", style=solid]; -"1243 Constant_7323" -> "166 /layers/layers.1/downsample/norm/Mul" [label="[1, 1, 768]", style=solid]; -"1244 Constant_929" -> "157 /layers/layers.1/downsample/norm/Div" [label="[1]", style=dashed]; -"1245 /layers/layers.1/downsample/Constant_25" -> "149 /layers/layers.1/downsample/Reshape_1" [label="[3]", style=dashed]; -"1246 Constant_5391" -> "130 /layers/layers.1/downsample/Slice_5" [label="[3]", style=dashed]; -"1247 Constant_5388" -> "130 /layers/layers.1/downsample/Slice_5" [label="[3]", style=dashed]; -"1248 Constant_5385" -> "130 /layers/layers.1/downsample/Slice_5" [label="[3]", style=dashed]; -"1249 Constant_5355" -> "118 /layers/layers.1/downsample/Slice_2" [label="[2]", style=dashed]; -"1250 Constant_5352" -> "118 /layers/layers.1/downsample/Slice_2" [label="[2]", style=dashed]; -"1251 Constant_5349" -> "118 /layers/layers.1/downsample/Slice_2" [label="[2]", style=dashed]; -"1252 /layers/layers.1/downsample/Constant" -> "110 /layers/layers.1/downsample/Reshape" [label="[4]", style=dashed]; -"1253 /layers/layers.1/blocks.1/mlp/fc2/MatMul/fq_weights_1" -> "174 /layers/layers.1/blocks.1/mlp/fc2/MatMul" [label="[192, 768]", style=solid]; -"1254 Constant_27694" -> "1253 /layers/layers.1/blocks.1/mlp/fc2/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; -"1255 Constant_27693" -> "1253 /layers/layers.1/blocks.1/mlp/fc2/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; -"1256 Constant_27692" -> "1253 /layers/layers.1/blocks.1/mlp/fc2/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; -"1257 Constant_27691" -> "1253 /layers/layers.1/blocks.1/mlp/fc2/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; -"1258 Transpose_6420" -> "1253 /layers/layers.1/blocks.1/mlp/fc2/MatMul/fq_weights_1" [label="[192, 768]", style=solid]; -"1259 Constant_27689" -> "167 /layers/layers.1/blocks.1/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"1260 Constant_27688" -> "167 /layers/layers.1/blocks.1/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"1261 Constant_27687" -> "167 /layers/layers.1/blocks.1/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"1262 Constant_27686" -> "167 /layers/layers.1/blocks.1/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"1263 /layers/layers.1/blocks.1/mlp/fc1/MatMul/fq_weights_1" -> "140 /layers/layers.1/blocks.1/mlp/fc1/MatMul" [label="[768, 192]", style=solid]; -"1264 Constant_27684" -> "1263 /layers/layers.1/blocks.1/mlp/fc1/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; -"1265 Constant_27683" -> "1263 /layers/layers.1/blocks.1/mlp/fc1/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; -"1266 Constant_27682" -> "1263 /layers/layers.1/blocks.1/mlp/fc1/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; -"1267 Constant_27681" -> "1263 /layers/layers.1/blocks.1/mlp/fc1/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; -"1268 Transpose_6416" -> "1263 /layers/layers.1/blocks.1/mlp/fc1/MatMul/fq_weights_1" [label="[768, 192]", style=solid]; -"1269 Constant_27679" -> "131 /layers/layers.1/blocks.1/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"1270 Constant_27678" -> "131 /layers/layers.1/blocks.1/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"1271 Constant_27677" -> "131 /layers/layers.1/blocks.1/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"1272 Constant_27676" -> "131 /layers/layers.1/blocks.1/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"1273 Constant_7320" -> "119 /layers/layers.1/blocks.1/norm2/Add_1" [label="[1, 1, 192]", style=solid]; -"1274 Constant_7319" -> "111 /layers/layers.1/blocks.1/norm2/Mul" [label="[1, 1, 192]", style=solid]; -"1275 Constant_864" -> "104 /layers/layers.1/blocks.1/norm2/Div" [label="[1]", style=dashed]; -"1276 /layers/layers.1/blocks.1/Constant_31" -> "458 /layers/layers.1/blocks.1/Reshape_7" [label="[3]", style=dashed]; -"1277 Constant_5319" -> "432 /layers/layers.1/blocks.1/Slice_7" [label="[3]", style=dashed]; -"1278 Constant_5316" -> "432 /layers/layers.1/blocks.1/Slice_7" [label="[3]", style=dashed]; -"1279 Constant_5313" -> "432 /layers/layers.1/blocks.1/Slice_7" [label="[3]", style=dashed]; -"1280 Constant_5295" -> "406 /layers/layers.1/blocks.1/Slice_5" [label="[2]", style=dashed]; -"1281 Constant_5292" -> "406 /layers/layers.1/blocks.1/Slice_5" [label="[2]", style=dashed]; -"1282 Constant_5289" -> "406 /layers/layers.1/blocks.1/Slice_5" [label="[2]", style=dashed]; -"1283 /layers/layers.1/blocks.1/Constant_18" -> "391 /layers/layers.1/blocks.1/Reshape_6" [label="[4]", style=dashed]; -"1284 Constant_811" -> "378 /layers/layers.1/blocks.1/Transpose_1" [label="[6]", style=dashed]; -"1285 /layers/layers.1/blocks.1/Constant_17" -> "361 /layers/layers.1/blocks.1/Reshape_5" [label="[6]", style=dashed]; -"1286 /layers/layers.1/blocks.1/Constant_16" -> "345 /layers/layers.1/blocks.1/Reshape_4" [label="[4]", style=dashed]; -"1287 /layers/layers.1/blocks.1/attn/proj/MatMul/fq_weights_1" -> "314 /layers/layers.1/blocks.1/attn/proj/MatMul" [label="[192, 192]", style=solid]; -"1288 Constant_27674" -> "1287 /layers/layers.1/blocks.1/attn/proj/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; -"1289 Constant_27673" -> "1287 /layers/layers.1/blocks.1/attn/proj/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; -"1290 Constant_27672" -> "1287 /layers/layers.1/blocks.1/attn/proj/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; -"1291 Constant_27671" -> "1287 /layers/layers.1/blocks.1/attn/proj/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; -"1292 Transpose_6412" -> "1287 /layers/layers.1/blocks.1/attn/proj/MatMul/fq_weights_1" [label="[192, 192]", style=solid]; -"1293 /layers/layers.1/blocks.1/attn/Constant_4" -> "299 /layers/layers.1/blocks.1/attn/Reshape_3" [label="[3]", style=dashed]; -"1294 Constant_795" -> "284 /layers/layers.1/blocks.1/attn/Transpose_2" [label="[4]", style=dashed]; -"1295 Constant_27669" -> "271 /layers/layers.1/blocks.1/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1296 Constant_27668" -> "271 /layers/layers.1/blocks.1/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1297 Constant_27667" -> "271 /layers/layers.1/blocks.1/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1298 Constant_27666" -> "271 /layers/layers.1/blocks.1/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1299 Constant_776" -> "243 /layers/layers.1/blocks.1/attn/Gather_2" [label="[]", style=dashed]; -"1300 Constant_770" -> "230 /layers/layers.1/blocks.1/attn/Transpose" [label="[5]", style=dashed]; -"1301 /layers/layers.1/blocks.1/attn/Constant" -> "221 /layers/layers.1/blocks.1/attn/Reshape" [label="[5]", style=dashed]; -"1302 /layers/layers.1/blocks.1/attn/qkv/MatMul/fq_weights_1" -> "203 /layers/layers.1/blocks.1/attn/qkv/MatMul" [label="[576, 192]", style=solid]; -"1303 Constant_27654" -> "1302 /layers/layers.1/blocks.1/attn/qkv/MatMul/fq_weights_1" [label="[576, 1]", style=solid]; -"1304 Constant_27653" -> "1302 /layers/layers.1/blocks.1/attn/qkv/MatMul/fq_weights_1" [label="[576, 1]", style=solid]; -"1305 Constant_27652" -> "1302 /layers/layers.1/blocks.1/attn/qkv/MatMul/fq_weights_1" [label="[576, 1]", style=solid]; -"1306 Constant_27651" -> "1302 /layers/layers.1/blocks.1/attn/qkv/MatMul/fq_weights_1" [label="[576, 1]", style=solid]; -"1307 Transpose_6409" -> "1302 /layers/layers.1/blocks.1/attn/qkv/MatMul/fq_weights_1" [label="[576, 192]", style=solid]; -"1308 /layers/layers.1/blocks.1/Constant_15" -> "195 /layers/layers.1/blocks.1/Reshape_3" [label="[3]", style=dashed]; -"1309 /layers/layers.1/blocks.1/Constant_14" -> "188 /layers/layers.1/blocks.1/Reshape_2" [label="[4]", style=dashed]; -"1310 Constant_754" -> "181 /layers/layers.1/blocks.1/Transpose" [label="[6]", style=dashed]; -"1311 /layers/layers.1/blocks.1/Constant_13" -> "175 /layers/layers.1/blocks.1/Reshape_1" [label="[6]", style=dashed]; -"1312 Constant_5271" -> "160 /layers/layers.1/blocks.1/Slice_3" [label="[3]", style=dashed]; -"1313 Constant_5268" -> "160 /layers/layers.1/blocks.1/Slice_3" [label="[3]", style=dashed]; -"1314 Constant_5265" -> "160 /layers/layers.1/blocks.1/Slice_3" [label="[3]", style=dashed]; -"1315 Constant_5247" -> "142 /layers/layers.1/blocks.1/Slice_1" [label="[2]", style=dashed]; -"1316 Constant_5244" -> "142 /layers/layers.1/blocks.1/Slice_1" [label="[2]", style=dashed]; -"1317 Constant_5241" -> "142 /layers/layers.1/blocks.1/Slice_1" [label="[2]", style=dashed]; -"1318 /layers/layers.1/blocks.1/Constant" -> "132 /layers/layers.1/blocks.1/Reshape" [label="[4]", style=dashed]; -"1319 Constant_27469" -> "120 /layers/layers.1/blocks.1/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"1320 Constant_27468" -> "120 /layers/layers.1/blocks.1/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"1321 Constant_27467" -> "120 /layers/layers.1/blocks.1/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"1322 Constant_27466" -> "120 /layers/layers.1/blocks.1/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"1323 Constant_7315" -> "112 /layers/layers.1/blocks.1/norm1/Add_1" [label="[1, 1, 192]", style=solid]; -"1324 Constant_7314" -> "105 /layers/layers.1/blocks.1/norm1/Mul" [label="[1, 1, 192]", style=solid]; -"1325 Constant_691" -> "97 /layers/layers.1/blocks.1/norm1/Div" [label="[1]", style=dashed]; -"1326 /layers/layers.1/blocks.0/mlp/fc2/MatMul/fq_weights_1" -> "161 /layers/layers.1/blocks.0/mlp/fc2/MatMul" [label="[192, 768]", style=solid]; -"1327 Constant_27649" -> "1326 /layers/layers.1/blocks.0/mlp/fc2/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; -"1328 Constant_27648" -> "1326 /layers/layers.1/blocks.0/mlp/fc2/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; -"1329 Constant_27647" -> "1326 /layers/layers.1/blocks.0/mlp/fc2/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; -"1330 Constant_27646" -> "1326 /layers/layers.1/blocks.0/mlp/fc2/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; -"1331 Transpose_6405" -> "1326 /layers/layers.1/blocks.0/mlp/fc2/MatMul/fq_weights_1" [label="[192, 768]", style=solid]; -"1332 Constant_27644" -> "152 /layers/layers.1/blocks.0/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"1333 Constant_27643" -> "152 /layers/layers.1/blocks.0/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"1334 Constant_27642" -> "152 /layers/layers.1/blocks.0/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"1335 Constant_27641" -> "152 /layers/layers.1/blocks.0/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"1336 /layers/layers.1/blocks.0/mlp/fc1/MatMul/fq_weights_1" -> "121 /layers/layers.1/blocks.0/mlp/fc1/MatMul" [label="[768, 192]", style=solid]; -"1337 Constant_27639" -> "1336 /layers/layers.1/blocks.0/mlp/fc1/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; -"1338 Constant_27638" -> "1336 /layers/layers.1/blocks.0/mlp/fc1/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; -"1339 Constant_27637" -> "1336 /layers/layers.1/blocks.0/mlp/fc1/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; -"1340 Constant_27636" -> "1336 /layers/layers.1/blocks.0/mlp/fc1/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; -"1341 Transpose_6401" -> "1336 /layers/layers.1/blocks.0/mlp/fc1/MatMul/fq_weights_1" [label="[768, 192]", style=solid]; -"1342 Constant_27634" -> "113 /layers/layers.1/blocks.0/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"1343 Constant_27633" -> "113 /layers/layers.1/blocks.0/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"1344 Constant_27632" -> "113 /layers/layers.1/blocks.0/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"1345 Constant_27631" -> "113 /layers/layers.1/blocks.0/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"1346 Constant_7311" -> "106 /layers/layers.1/blocks.0/norm2/Add_1" [label="[1, 1, 192]", style=solid]; -"1347 Constant_7310" -> "98 /layers/layers.1/blocks.0/norm2/Mul" [label="[1, 1, 192]", style=solid]; -"1348 Constant_665" -> "91 /layers/layers.1/blocks.0/norm2/Div" [label="[1]", style=dashed]; -"1349 /layers/layers.1/blocks.0/Constant_7" -> "300 /layers/layers.1/blocks.0/Reshape_7" [label="[3]", style=dashed]; -"1350 /layers/layers.1/blocks.0/Constant_6" -> "285 /layers/layers.1/blocks.0/Reshape_6" [label="[4]", style=dashed]; -"1351 Constant_654" -> "272 /layers/layers.1/blocks.0/Transpose_1" [label="[6]", style=dashed]; -"1352 /layers/layers.1/blocks.0/Constant_5" -> "257 /layers/layers.1/blocks.0/Reshape_5" [label="[6]", style=dashed]; -"1353 /layers/layers.1/blocks.0/Constant_4" -> "244 /layers/layers.1/blocks.0/Reshape_4" [label="[4]", style=dashed]; -"1354 /layers/layers.1/blocks.0/attn/proj/MatMul/fq_weights_1" -> "222 /layers/layers.1/blocks.0/attn/proj/MatMul" [label="[192, 192]", style=solid]; -"1355 Constant_27629" -> "1354 /layers/layers.1/blocks.0/attn/proj/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; -"1356 Constant_27628" -> "1354 /layers/layers.1/blocks.0/attn/proj/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; -"1357 Constant_27627" -> "1354 /layers/layers.1/blocks.0/attn/proj/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; -"1358 Constant_27626" -> "1354 /layers/layers.1/blocks.0/attn/proj/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; -"1359 Transpose_6397" -> "1354 /layers/layers.1/blocks.0/attn/proj/MatMul/fq_weights_1" [label="[192, 192]", style=solid]; -"1360 /layers/layers.1/blocks.0/attn/Constant_2" -> "213 /layers/layers.1/blocks.0/attn/Reshape_1" [label="[3]", style=dashed]; -"1361 Constant_638" -> "205 /layers/layers.1/blocks.0/attn/Transpose_2" [label="[4]", style=dashed]; -"1362 Constant_27624" -> "198 /layers/layers.1/blocks.0/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1363 Constant_27623" -> "198 /layers/layers.1/blocks.0/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1364 Constant_27622" -> "198 /layers/layers.1/blocks.0/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1365 Constant_27621" -> "198 /layers/layers.1/blocks.0/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1366 Constant_628" -> "184 /layers/layers.1/blocks.0/attn/Gather_2" [label="[]", style=dashed]; -"1367 Constant_622" -> "176 /layers/layers.1/blocks.0/attn/Transpose" [label="[5]", style=dashed]; -"1368 /layers/layers.1/blocks.0/attn/Constant" -> "170 /layers/layers.1/blocks.0/attn/Reshape" [label="[5]", style=dashed]; -"1369 /layers/layers.1/blocks.0/attn/qkv/MatMul/fq_weights_1" -> "153 /layers/layers.1/blocks.0/attn/qkv/MatMul" [label="[576, 192]", style=solid]; -"1370 Constant_27609" -> "1369 /layers/layers.1/blocks.0/attn/qkv/MatMul/fq_weights_1" [label="[576, 1]", style=solid]; -"1371 Constant_27608" -> "1369 /layers/layers.1/blocks.0/attn/qkv/MatMul/fq_weights_1" [label="[576, 1]", style=solid]; -"1372 Constant_27607" -> "1369 /layers/layers.1/blocks.0/attn/qkv/MatMul/fq_weights_1" [label="[576, 1]", style=solid]; -"1373 Constant_27606" -> "1369 /layers/layers.1/blocks.0/attn/qkv/MatMul/fq_weights_1" [label="[576, 1]", style=solid]; -"1374 Transpose_6394" -> "1369 /layers/layers.1/blocks.0/attn/qkv/MatMul/fq_weights_1" [label="[576, 192]", style=solid]; -"1375 /layers/layers.1/blocks.0/Constant_3" -> "144 /layers/layers.1/blocks.0/Reshape_3" [label="[3]", style=dashed]; -"1376 /layers/layers.1/blocks.0/Constant_2" -> "134 /layers/layers.1/blocks.0/Reshape_2" [label="[4]", style=dashed]; -"1377 Constant_606" -> "122 /layers/layers.1/blocks.0/Transpose" [label="[6]", style=dashed]; -"1378 /layers/layers.1/blocks.0/Constant_1" -> "114 /layers/layers.1/blocks.0/Reshape_1" [label="[6]", style=dashed]; -"1379 Constant_27604" -> "107 /layers/layers.1/blocks.0/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"1380 Constant_27603" -> "107 /layers/layers.1/blocks.0/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"1381 Constant_27602" -> "107 /layers/layers.1/blocks.0/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"1382 Constant_27601" -> "107 /layers/layers.1/blocks.0/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"1383 Constant_7306" -> "99 /layers/layers.1/blocks.0/norm1/Add_1" [label="[1, 1, 192]", style=solid]; -"1384 Constant_7305" -> "92 /layers/layers.1/blocks.0/norm1/Mul" [label="[1, 1, 192]", style=solid]; -"1385 Constant_585" -> "85 /layers/layers.1/blocks.0/norm1/Div" [label="[1]", style=dashed]; -"1386 /layers/layers.0/downsample/reduction/MatMul/fq_weights_1" -> "79 /layers/layers.0/downsample/reduction/MatMul" [label="[192, 384]", style=solid]; -"1387 Constant_27599" -> "1386 /layers/layers.0/downsample/reduction/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; -"1388 Constant_27598" -> "1386 /layers/layers.0/downsample/reduction/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; -"1389 Constant_27597" -> "1386 /layers/layers.0/downsample/reduction/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; -"1390 Constant_27596" -> "1386 /layers/layers.0/downsample/reduction/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; -"1391 Transpose_6390" -> "1386 /layers/layers.0/downsample/reduction/MatMul/fq_weights_1" [label="[192, 384]", style=solid]; -"1392 Constant_27594" -> "73 /layers/layers.0/downsample/norm/Add_1/fq_output_0" [label="[]", style=solid]; -"1393 Constant_27593" -> "73 /layers/layers.0/downsample/norm/Add_1/fq_output_0" [label="[]", style=solid]; -"1394 Constant_27592" -> "73 /layers/layers.0/downsample/norm/Add_1/fq_output_0" [label="[]", style=solid]; -"1395 Constant_27591" -> "73 /layers/layers.0/downsample/norm/Add_1/fq_output_0" [label="[]", style=solid]; -"1396 Constant_7304" -> "69 /layers/layers.0/downsample/norm/Add_1" [label="[1, 1, 384]", style=solid]; -"1397 Constant_7303" -> "64 /layers/layers.0/downsample/norm/Mul" [label="[1, 1, 384]", style=solid]; -"1398 Constant_571" -> "58 /layers/layers.0/downsample/norm/Div" [label="[1]", style=dashed]; -"1399 /layers/layers.0/downsample/Constant_25" -> "53 /layers/layers.0/downsample/Reshape_1" [label="[3]", style=dashed]; -"1400 Constant_5223" -> "42 /layers/layers.0/downsample/Slice_5" [label="[3]", style=dashed]; -"1401 Constant_5220" -> "42 /layers/layers.0/downsample/Slice_5" [label="[3]", style=dashed]; -"1402 Constant_5217" -> "42 /layers/layers.0/downsample/Slice_5" [label="[3]", style=dashed]; -"1403 Constant_5187" -> "34 /layers/layers.0/downsample/Slice_2" [label="[2]", style=dashed]; -"1404 Constant_5184" -> "34 /layers/layers.0/downsample/Slice_2" [label="[2]", style=dashed]; -"1405 Constant_5181" -> "34 /layers/layers.0/downsample/Slice_2" [label="[2]", style=dashed]; -"1406 /layers/layers.0/downsample/Constant" -> "28 /layers/layers.0/downsample/Reshape" [label="[4]", style=dashed]; -"1407 /layers/layers.0/blocks.1/mlp/fc2/MatMul/fq_weights_1" -> "70 /layers/layers.0/blocks.1/mlp/fc2/MatMul" [label="[96, 384]", style=solid]; -"1408 Constant_27589" -> "1407 /layers/layers.0/blocks.1/mlp/fc2/MatMul/fq_weights_1" [label="[96, 1]", style=solid]; -"1409 Constant_27588" -> "1407 /layers/layers.0/blocks.1/mlp/fc2/MatMul/fq_weights_1" [label="[96, 1]", style=solid]; -"1410 Constant_27587" -> "1407 /layers/layers.0/blocks.1/mlp/fc2/MatMul/fq_weights_1" [label="[96, 1]", style=solid]; -"1411 Constant_27586" -> "1407 /layers/layers.0/blocks.1/mlp/fc2/MatMul/fq_weights_1" [label="[96, 1]", style=solid]; -"1412 Transpose_6386" -> "1407 /layers/layers.0/blocks.1/mlp/fc2/MatMul/fq_weights_1" [label="[96, 384]", style=solid]; -"1413 Constant_27584" -> "65 /layers/layers.0/blocks.1/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; 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/layers/layers.0/blocks.1/mlp/fc1/MatMul/fq_weights_1" [label="[384, 96]", style=solid]; -"1423 Constant_27574" -> "43 /layers/layers.0/blocks.1/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"1424 Constant_27573" -> "43 /layers/layers.0/blocks.1/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"1425 Constant_27572" -> "43 /layers/layers.0/blocks.1/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"1426 Constant_27571" -> "43 /layers/layers.0/blocks.1/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"1427 Constant_7300" -> "35 /layers/layers.0/blocks.1/norm2/Add_1" [label="[1, 1, 96]", style=solid]; -"1428 Constant_7299" -> "29 /layers/layers.0/blocks.1/norm2/Mul" [label="[1, 1, 96]", style=solid]; -"1429 Constant_506" -> "24 /layers/layers.0/blocks.1/norm2/Div" [label="[1]", style=dashed]; -"1430 /layers/layers.0/blocks.1/Constant_31" -> "258 /layers/layers.0/blocks.1/Reshape_7" [label="[3]", style=dashed]; -"1431 Constant_5151" -> "233 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Constant_27564" -> "147 /layers/layers.0/blocks.1/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1450 Constant_27563" -> "147 /layers/layers.0/blocks.1/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1451 Constant_27562" -> "147 /layers/layers.0/blocks.1/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1452 Constant_27561" -> "147 /layers/layers.0/blocks.1/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1453 Constant_418" -> "125 /layers/layers.0/blocks.1/attn/Gather_2" [label="[]", style=dashed]; -"1454 Constant_412" -> "115 /layers/layers.0/blocks.1/attn/Transpose" [label="[5]", style=dashed]; -"1455 /layers/layers.0/blocks.1/attn/Constant" -> "108 /layers/layers.0/blocks.1/attn/Reshape" [label="[5]", style=dashed]; -"1456 /layers/layers.0/blocks.1/attn/qkv/MatMul/fq_weights_1" -> "93 /layers/layers.0/blocks.1/attn/qkv/MatMul" [label="[288, 96]", style=solid]; -"1457 Constant_27549" -> "1456 /layers/layers.0/blocks.1/attn/qkv/MatMul/fq_weights_1" 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/layers/layers.0/blocks.1/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"1477 Constant_7295" -> "30 /layers/layers.0/blocks.1/norm1/Add_1" [label="[1, 1, 96]", style=solid]; -"1478 Constant_7294" -> "25 /layers/layers.0/blocks.1/norm1/Mul" [label="[1, 1, 96]", style=solid]; -"1479 Constant_333" -> "20 /layers/layers.0/blocks.1/norm1/Div" [label="[1]", style=dashed]; -"1480 /layers/layers.0/blocks.0/mlp/fc2/MatMul/fq_weights_1" -> "62 /layers/layers.0/blocks.0/mlp/fc2/MatMul" [label="[96, 384]", style=solid]; -"1481 Constant_27544" -> "1480 /layers/layers.0/blocks.0/mlp/fc2/MatMul/fq_weights_1" [label="[96, 1]", style=solid]; -"1482 Constant_27543" -> "1480 /layers/layers.0/blocks.0/mlp/fc2/MatMul/fq_weights_1" [label="[96, 1]", style=solid]; -"1483 Constant_27542" -> "1480 /layers/layers.0/blocks.0/mlp/fc2/MatMul/fq_weights_1" [label="[96, 1]", style=solid]; -"1484 Constant_27541" -> "1480 /layers/layers.0/blocks.0/mlp/fc2/MatMul/fq_weights_1" [label="[96, 1]", style=solid]; -"1485 Transpose_6371" -> "1480 /layers/layers.0/blocks.0/mlp/fc2/MatMul/fq_weights_1" [label="[96, 384]", style=solid]; -"1486 Constant_27539" -> "56 /layers/layers.0/blocks.0/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"1487 Constant_27538" -> "56 /layers/layers.0/blocks.0/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"1488 Constant_27537" -> "56 /layers/layers.0/blocks.0/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"1489 Constant_27536" -> "56 /layers/layers.0/blocks.0/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; -"1490 /layers/layers.0/blocks.0/mlp/fc1/MatMul/fq_weights_1" -> "37 /layers/layers.0/blocks.0/mlp/fc1/MatMul" [label="[384, 96]", style=solid]; -"1491 Constant_27534" -> "1490 /layers/layers.0/blocks.0/mlp/fc1/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1492 Constant_27533" -> "1490 /layers/layers.0/blocks.0/mlp/fc1/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1493 Constant_27532" -> "1490 /layers/layers.0/blocks.0/mlp/fc1/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1494 Constant_27531" -> "1490 /layers/layers.0/blocks.0/mlp/fc1/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; -"1495 Transpose_6367" -> "1490 /layers/layers.0/blocks.0/mlp/fc1/MatMul/fq_weights_1" [label="[384, 96]", style=solid]; -"1496 Constant_27529" -> "31 /layers/layers.0/blocks.0/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"1497 Constant_27528" -> "31 /layers/layers.0/blocks.0/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"1498 Constant_27527" -> "31 /layers/layers.0/blocks.0/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"1499 Constant_27526" -> "31 /layers/layers.0/blocks.0/norm2/Add_1/fq_output_0" [label="[]", style=solid]; -"1500 Constant_7291" -> "26 /layers/layers.0/blocks.0/norm2/Add_1" [label="[1, 1, 96]", style=solid]; -"1501 Constant_7290" -> "21 /layers/layers.0/blocks.0/norm2/Mul" [label="[1, 1, 96]", style=solid]; -"1502 Constant_307" -> "17 /layers/layers.0/blocks.0/norm2/Div" [label="[1]", style=dashed]; -"1503 /layers/layers.0/blocks.0/Constant_8" -> "165 /layers/layers.0/blocks.0/Reshape_7" [label="[3]", style=dashed]; -"1504 /layers/layers.0/blocks.0/Constant_7" -> "156 /layers/layers.0/blocks.0/Reshape_6" [label="[4]", style=dashed]; -"1505 Constant_296" -> "148 /layers/layers.0/blocks.0/Transpose_1" [label="[6]", style=dashed]; -"1506 /layers/layers.0/blocks.0/Constant_6" -> "138 /layers/layers.0/blocks.0/Reshape_5" [label="[6]", style=dashed]; -"1507 /layers/layers.0/blocks.0/Constant_5" -> "126 /layers/layers.0/blocks.0/Reshape_4" [label="[4]", style=dashed]; -"1508 /layers/layers.0/blocks.0/attn/proj/MatMul/fq_weights_1" -> "109 /layers/layers.0/blocks.0/attn/proj/MatMul" [label="[96, 96]", style=solid]; -"1509 Constant_27524" -> "1508 /layers/layers.0/blocks.0/attn/proj/MatMul/fq_weights_1" [label="[96, 1]", style=solid]; -"1510 Constant_27523" -> "1508 /layers/layers.0/blocks.0/attn/proj/MatMul/fq_weights_1" [label="[96, 1]", style=solid]; -"1511 Constant_27522" -> "1508 /layers/layers.0/blocks.0/attn/proj/MatMul/fq_weights_1" [label="[96, 1]", style=solid]; -"1512 Constant_27521" -> "1508 /layers/layers.0/blocks.0/attn/proj/MatMul/fq_weights_1" [label="[96, 1]", style=solid]; -"1513 Transpose_6363" -> "1508 /layers/layers.0/blocks.0/attn/proj/MatMul/fq_weights_1" [label="[96, 96]", style=solid]; -"1514 /layers/layers.0/blocks.0/attn/Constant_2" -> "102 /layers/layers.0/blocks.0/attn/Reshape_1" [label="[3]", style=dashed]; -"1515 Constant_280" -> "95 /layers/layers.0/blocks.0/attn/Transpose_2" [label="[4]", style=dashed]; -"1516 Constant_27519" -> "89 /layers/layers.0/blocks.0/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1517 Constant_27518" -> "89 /layers/layers.0/blocks.0/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1518 Constant_27517" -> "89 /layers/layers.0/blocks.0/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1519 Constant_27516" -> "89 /layers/layers.0/blocks.0/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; -"1520 Constant_270" -> "78 /layers/layers.0/blocks.0/attn/Gather_2" [label="[]", style=dashed]; -"1521 Constant_264" -> "72 /layers/layers.0/blocks.0/attn/Transpose" [label="[5]", style=dashed]; -"1522 /layers/layers.0/blocks.0/attn/Constant" -> "68 /layers/layers.0/blocks.0/attn/Reshape" [label="[5]", style=dashed]; -"1523 /layers/layers.0/blocks.0/attn/qkv/MatMul/fq_weights_1" -> "57 /layers/layers.0/blocks.0/attn/qkv/MatMul" [label="[288, 96]", style=solid]; -"1524 Constant_27504" -> "1523 /layers/layers.0/blocks.0/attn/qkv/MatMul/fq_weights_1" [label="[288, 1]", style=solid]; -"1525 Constant_27503" -> "1523 /layers/layers.0/blocks.0/attn/qkv/MatMul/fq_weights_1" [label="[288, 1]", style=solid]; -"1526 Constant_27502" -> "1523 /layers/layers.0/blocks.0/attn/qkv/MatMul/fq_weights_1" [label="[288, 1]", style=solid]; -"1527 Constant_27501" -> "1523 /layers/layers.0/blocks.0/attn/qkv/MatMul/fq_weights_1" [label="[288, 1]", style=solid]; -"1528 Transpose_6360" -> "1523 /layers/layers.0/blocks.0/attn/qkv/MatMul/fq_weights_1" [label="[288, 96]", style=solid]; -"1529 /layers/layers.0/blocks.0/Constant_4" -> "52 /layers/layers.0/blocks.0/Reshape_3" [label="[3]", style=dashed]; -"1530 /layers/layers.0/blocks.0/Constant_3" -> "46 /layers/layers.0/blocks.0/Reshape_2" [label="[4]", style=dashed]; -"1531 Constant_248" -> "38 /layers/layers.0/blocks.0/Transpose" [label="[6]", style=dashed]; -"1532 /layers/layers.0/blocks.0/Constant_2" -> "32 /layers/layers.0/blocks.0/Reshape_1" [label="[6]", style=dashed]; -"1533 Constant_27499" -> "27 /layers/layers.0/blocks.0/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"1534 Constant_27498" -> "27 /layers/layers.0/blocks.0/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"1535 Constant_27497" -> "27 /layers/layers.0/blocks.0/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"1536 Constant_27496" -> "27 /layers/layers.0/blocks.0/norm1/Add_1/fq_output_0" [label="[]", style=solid]; -"1537 Constant_7286" -> "22 /layers/layers.0/blocks.0/norm1/Add_1" [label="[1, 1, 96]", style=solid]; -"1538 Constant_7285" -> "18 /layers/layers.0/blocks.0/norm1/Mul" [label="[1, 1, 96]", style=solid]; -"1539 Constant_227" -> "15 /layers/layers.0/blocks.0/norm1/Div" [label="[1]", style=dashed]; -"1540 Constant_7284" -> "13 /patch_embed/norm/Add_1" [label="[1, 1, 96]", style=solid]; -"1541 Constant_7283" -> "12 /patch_embed/norm/Mul" [label="[1, 1, 96]", style=solid]; -"1542 Constant_213" -> "10 /patch_embed/norm/Div" [label="[1]", style=dashed]; -"1543 Constant_211" -> "8 /patch_embed/Transpose" [label="[3]", style=dashed]; -"1544 /patch_embed/Constant_4" -> "11 /patch_embed/Concat" [label="[1]", style=dashed]; -"1545 Broadcast_201" -> "9 /patch_embed/Slice" [label="[1]", style=dashed]; -"1546 /patch_embed/Constant_3" -> "9 /patch_embed/Slice" [label="[1]", style=dashed]; -"1547 /patch_embed/Constant_2" -> "9 /patch_embed/Slice" [label="[1]", style=dashed]; -"1548 Reshape_190" -> "5 /patch_embed/proj/Conv" [label="[1, 96, 1, 1]", style=solid]; -"1549 /patch_embed/proj/Conv/WithoutBiases/fq_weights_1" -> "4 /patch_embed/proj/Conv/WithoutBiases" [label="[96, 3, 4, 4]", style=solid]; -"1550 Constant_27494" -> "1549 /patch_embed/proj/Conv/WithoutBiases/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; -"1551 Constant_27493" -> "1549 /patch_embed/proj/Conv/WithoutBiases/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; -"1552 Constant_27492" -> "1549 /patch_embed/proj/Conv/WithoutBiases/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; -"1553 Constant_27491" -> "1549 /patch_embed/proj/Conv/WithoutBiases/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; -"1554 Gather_7282" -> "1549 /patch_embed/proj/Conv/WithoutBiases/fq_weights_1" [label="[96, 3, 4, 4]", style=solid]; -"1555 Constant_27489" -> "3 Divide_2169/fq_output_0" [label="[]", style=solid]; -"1556 Constant_27488" -> "3 Divide_2169/fq_output_0" [label="[]", style=solid]; -"1557 Constant_27487" -> "3 Divide_2169/fq_output_0" [label="[]", style=solid]; -"1558 Constant_27486" -> "3 Divide_2169/fq_output_0" [label="[]", style=solid]; -"1559 Gather_7279" -> "2 Divide_2169" [label="[1, 3, 1, 1]", style=solid]; -"1560 Gather_7276" -> "1 Multiply_6579" [label="[1, 3, 1, 1]", style=solid]; -"1561 Constant_7287" -> "63 /layers/layers.0/blocks.0/attn/qkv/Add" [label="[1, 1, 288]", style=solid]; -"1562 onnx^^Add_2244" -> "94 /layers/layers.0/blocks.0/attn/Add" [label="[1, 3, 49, 49]", style=solid]; -"1563 Constant_268" -> "82 /layers/layers.0/blocks.0/attn/Gather_1" [label="[]", style=dashed]; -"1564 /patch_embed/proj/Constant" -> "82 /layers/layers.0/blocks.0/attn/Gather_1" [label="[]", style=dashed]; -"1564 /patch_embed/proj/Constant" -> "136 /layers/layers.0/blocks.1/attn/Gather_1" [label="[]", style=dashed]; -"1564 /patch_embed/proj/Constant" -> "190 /layers/layers.1/blocks.0/attn/Gather_1" [label="[]", style=dashed]; -"1564 /patch_embed/proj/Constant" -> "255 /layers/layers.1/blocks.1/attn/Gather_1" [label="[]", style=dashed]; -"1564 /patch_embed/proj/Constant" -> "359 /layers/layers.2/blocks.0/attn/Gather_1" [label="[]", style=dashed]; -"1564 /patch_embed/proj/Constant" -> "415 /layers/layers.2/blocks.2/attn/Gather_1" [label="[]", style=dashed]; -"1564 /patch_embed/proj/Constant" -> "455 /layers/layers.2/blocks.1/attn/Gather_1" [label="[]", style=dashed]; -"1564 /patch_embed/proj/Constant" -> "462 /layers/layers.2/blocks.4/attn/Gather_1" [label="[]", style=dashed]; -"1564 /patch_embed/proj/Constant" -> "502 /layers/layers.2/blocks.3/attn/Gather_1" [label="[]", style=dashed]; -"1564 /patch_embed/proj/Constant" -> "551 /layers/layers.2/blocks.5/attn/Gather_1" [label="[]", style=dashed]; -"1564 /patch_embed/proj/Constant" -> "623 /layers/layers.3/blocks.0/attn/Gather_1" [label="[]", style=dashed]; -"1564 /patch_embed/proj/Constant" -> "637 /layers/layers.3/blocks.1/attn/Gather_1" [label="[]", style=dashed]; -"1565 Constant_27509" -> "77 /layers/layers.0/blocks.0/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1566 Constant_27508" -> "77 /layers/layers.0/blocks.0/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1567 Constant_27507" -> "77 /layers/layers.0/blocks.0/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1568 Constant_27506" -> "77 /layers/layers.0/blocks.0/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1569 Constant_27514" -> "87 /layers/layers.0/blocks.0/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1570 Constant_27513" -> "87 /layers/layers.0/blocks.0/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1571 Constant_27512" -> "87 /layers/layers.0/blocks.0/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1572 Constant_27511" -> "87 /layers/layers.0/blocks.0/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1573 Constant_7288" -> "81 /layers/layers.0/blocks.0/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; -"1574 Constant_266" -> "76 /layers/layers.0/blocks.0/attn/Gather" [label="[]", style=dashed]; -"1575 /layers/layers.0/blocks.0/Constant" -> "76 /layers/layers.0/blocks.0/attn/Gather" [label="[]", style=dashed]; -"1575 /layers/layers.0/blocks.0/Constant" -> "123 /layers/layers.0/blocks.1/attn/Gather" [label="[]", style=dashed]; -"1575 /layers/layers.0/blocks.0/Constant" -> "182 /layers/layers.1/blocks.0/attn/Gather" [label="[]", style=dashed]; -"1575 /layers/layers.0/blocks.0/Constant" -> "241 /layers/layers.1/blocks.1/attn/Gather" [label="[]", style=dashed]; -"1575 /layers/layers.0/blocks.0/Constant" -> "341 /layers/layers.2/blocks.0/attn/Gather" [label="[]", style=dashed]; -"1575 /layers/layers.0/blocks.0/Constant" -> "399 /layers/layers.2/blocks.2/attn/Gather" [label="[]", style=dashed]; -"1575 /layers/layers.0/blocks.0/Constant" -> "440 /layers/layers.2/blocks.1/attn/Gather" [label="[]", style=dashed]; -"1575 /layers/layers.0/blocks.0/Constant" -> "448 /layers/layers.2/blocks.4/attn/Gather" [label="[]", style=dashed]; -"1575 /layers/layers.0/blocks.0/Constant" -> "487 /layers/layers.2/blocks.3/attn/Gather" [label="[]", style=dashed]; -"1575 /layers/layers.0/blocks.0/Constant" -> "537 /layers/layers.2/blocks.5/attn/Gather" [label="[]", style=dashed]; -"1575 /layers/layers.0/blocks.0/Constant" -> "612 /layers/layers.3/blocks.0/attn/Gather" [label="[]", style=dashed]; -"1575 /layers/layers.0/blocks.0/Constant" -> "627 /layers/layers.3/blocks.1/attn/Gather" [label="[]", style=dashed]; -"1576 Constant_7289" -> "116 /layers/layers.0/blocks.0/attn/proj/Add" [label="[1, 1, 96]", style=solid]; -"1577 Constant_7292" -> "45 /layers/layers.0/blocks.0/mlp/fc1/Add" [label="[1, 1, 384]", style=solid]; -"1578 Constant_7293" -> "67 /layers/layers.0/blocks.0/mlp/fc2/Add" [label="[1, 1, 96]", style=solid]; -"1579 Constant_5067" -> "49 /layers/layers.0/blocks.1/Slice" [label="[2]", style=dashed]; -"1580 Constant_5064" -> "49 /layers/layers.0/blocks.1/Slice" [label="[2]", style=dashed]; -"1581 Constant_5061" -> "49 /layers/layers.0/blocks.1/Slice" [label="[2]", style=dashed]; -"1582 Constant_5091" -> "60 /layers/layers.0/blocks.1/Slice_2" [label="[3]", style=dashed]; -"1583 Constant_5088" -> "60 /layers/layers.0/blocks.1/Slice_2" [label="[3]", style=dashed]; -"1584 Constant_5085" -> "60 /layers/layers.0/blocks.1/Slice_2" [label="[3]", style=dashed]; -"1585 Constant_7296" -> "100 /layers/layers.0/blocks.1/attn/qkv/Add" [label="[1, 1, 288]", style=solid]; -"1586 /layers/layers.0/blocks.1/attn/Constant_3" -> "177 /layers/layers.0/blocks.1/attn/Reshape_2" [label="[4]", style=dashed]; -"1587 onnx^^Add_2301" -> "171 /layers/layers.0/blocks.1/attn/Add_1" [label="[1, 64, 1, 49, 49]", style=solid]; -"1588 /layers/layers.0/blocks.1/attn/Constant_2" -> "163 /layers/layers.0/blocks.1/attn/Reshape_1" [label="[5]", style=dashed]; -"1589 onnx^^Add_2293" -> "154 /layers/layers.0/blocks.1/attn/Add" [label="[1, 3, 49, 49]", style=solid]; -"1590 Constant_416" -> "136 /layers/layers.0/blocks.1/attn/Gather_1" [label="[]", style=dashed]; -"1591 Constant_27554" -> "124 /layers/layers.0/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1592 Constant_27553" -> "124 /layers/layers.0/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1593 Constant_27552" -> "124 /layers/layers.0/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1594 Constant_27551" -> "124 /layers/layers.0/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1595 Constant_27559" -> "145 /layers/layers.0/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1596 Constant_27558" -> "145 /layers/layers.0/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1597 Constant_27557" -> "145 /layers/layers.0/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1598 Constant_27556" -> "145 /layers/layers.0/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1599 Constant_7297" -> "135 /layers/layers.0/blocks.1/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; -"1600 Constant_414" -> "123 /layers/layers.0/blocks.1/attn/Gather" [label="[]", style=dashed]; -"1601 Constant_7298" -> "178 /layers/layers.0/blocks.1/attn/proj/Add" [label="[1, 1, 96]", style=solid]; -"1602 Constant_5115" -> "214 /layers/layers.0/blocks.1/Slice_4" [label="[2]", style=dashed]; -"1603 Constant_5112" -> "214 /layers/layers.0/blocks.1/Slice_4" [label="[2]", style=dashed]; -"1604 Constant_5109" -> "214 /layers/layers.0/blocks.1/Slice_4" [label="[2]", style=dashed]; -"1605 Constant_5139" -> "232 /layers/layers.0/blocks.1/Slice_6" [label="[3]", style=dashed]; -"1606 Constant_5136" -> "232 /layers/layers.0/blocks.1/Slice_6" [label="[3]", style=dashed]; -"1607 Constant_5133" -> "232 /layers/layers.0/blocks.1/Slice_6" [label="[3]", style=dashed]; -"1608 Constant_7301" -> "54 /layers/layers.0/blocks.1/mlp/fc1/Add" [label="[1, 1, 384]", style=solid]; -"1609 Constant_7302" -> "74 /layers/layers.0/blocks.1/mlp/fc2/Add" [label="[1, 1, 96]", style=solid]; -"1610 Constant_5211" -> "40 /layers/layers.0/downsample/Slice_4" [label="[3]", style=dashed]; -"1611 Constant_5208" -> "40 /layers/layers.0/downsample/Slice_4" [label="[3]", style=dashed]; -"1612 Constant_5205" -> "40 /layers/layers.0/downsample/Slice_4" [label="[3]", style=dashed]; -"1613 Constant_5163" -> "33 /layers/layers.0/downsample/Slice" [label="[2]", style=dashed]; -"1614 Constant_5160" -> "33 /layers/layers.0/downsample/Slice" [label="[2]", style=dashed]; -"1615 Constant_5157" -> "33 /layers/layers.0/downsample/Slice" [label="[2]", style=dashed]; -"1616 Constant_5199" -> "41 /layers/layers.0/downsample/Slice_3" [label="[3]", style=dashed]; -"1617 Constant_5196" -> "41 /layers/layers.0/downsample/Slice_3" [label="[3]", style=dashed]; -"1618 Constant_5193" -> "41 /layers/layers.0/downsample/Slice_3" [label="[3]", style=dashed]; -"1619 Constant_5175" -> "39 /layers/layers.0/downsample/Slice_1" [label="[3]", style=dashed]; -"1620 Constant_5172" -> "39 /layers/layers.0/downsample/Slice_1" [label="[3]", style=dashed]; -"1621 Constant_5169" -> "39 /layers/layers.0/downsample/Slice_1" [label="[3]", style=dashed]; -"1622 Constant_7307" -> "162 /layers/layers.1/blocks.0/attn/qkv/Add" [label="[1, 1, 576]", style=solid]; -"1623 onnx^^Add_2389" -> "204 /layers/layers.1/blocks.0/attn/Add" [label="[1, 6, 49, 49]", style=solid]; -"1624 Constant_626" -> "190 /layers/layers.1/blocks.0/attn/Gather_1" [label="[]", style=dashed]; -"1625 Constant_27614" -> "183 /layers/layers.1/blocks.0/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1626 Constant_27613" -> "183 /layers/layers.1/blocks.0/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1627 Constant_27612" -> "183 /layers/layers.1/blocks.0/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1628 Constant_27611" -> "183 /layers/layers.1/blocks.0/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1629 Constant_27619" -> "196 /layers/layers.1/blocks.0/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1630 Constant_27618" -> "196 /layers/layers.1/blocks.0/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1631 Constant_27617" -> "196 /layers/layers.1/blocks.0/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1632 Constant_27616" -> "196 /layers/layers.1/blocks.0/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1633 Constant_7308" -> "189 /layers/layers.1/blocks.0/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; -"1634 Constant_624" -> "182 /layers/layers.1/blocks.0/attn/Gather" [label="[]", style=dashed]; -"1635 Constant_7309" -> "231 /layers/layers.1/blocks.0/attn/proj/Add" [label="[1, 1, 192]", style=solid]; -"1636 Constant_7312" -> "133 /layers/layers.1/blocks.0/mlp/fc1/Add" [label="[1, 1, 768]", style=solid]; -"1637 Constant_7313" -> "169 /layers/layers.1/blocks.0/mlp/fc2/Add" [label="[1, 1, 192]", style=solid]; -"1638 Constant_5235" -> "141 /layers/layers.1/blocks.1/Slice" [label="[2]", style=dashed]; -"1639 Constant_5232" -> "141 /layers/layers.1/blocks.1/Slice" [label="[2]", style=dashed]; -"1640 Constant_5229" -> "141 /layers/layers.1/blocks.1/Slice" [label="[2]", style=dashed]; -"1641 Constant_5259" -> "159 /layers/layers.1/blocks.1/Slice_2" [label="[3]", style=dashed]; -"1642 Constant_5256" -> "159 /layers/layers.1/blocks.1/Slice_2" [label="[3]", style=dashed]; -"1643 Constant_5253" -> "159 /layers/layers.1/blocks.1/Slice_2" [label="[3]", style=dashed]; -"1644 Constant_7316" -> "211 /layers/layers.1/blocks.1/attn/qkv/Add" [label="[1, 1, 576]", style=solid]; -"1645 /layers/layers.1/blocks.1/attn/Constant_3" -> "328 /layers/layers.1/blocks.1/attn/Reshape_2" [label="[4]", style=dashed]; -"1646 onnx^^Add_2446" -> "313 /layers/layers.1/blocks.1/attn/Add_1" [label="[1, 16, 1, 49, 49]", style=solid]; -"1647 /layers/layers.1/blocks.1/attn/Constant_2" -> "298 /layers/layers.1/blocks.1/attn/Reshape_1" [label="[5]", style=dashed]; -"1648 onnx^^Add_2438" -> "283 /layers/layers.1/blocks.1/attn/Add" [label="[1, 6, 49, 49]", style=solid]; -"1649 Constant_774" -> "255 /layers/layers.1/blocks.1/attn/Gather_1" [label="[]", style=dashed]; -"1650 Constant_27659" -> "242 /layers/layers.1/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1651 Constant_27658" -> "242 /layers/layers.1/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1652 Constant_27657" -> "242 /layers/layers.1/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1653 Constant_27656" -> "242 /layers/layers.1/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1654 Constant_27664" -> "269 /layers/layers.1/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1655 Constant_27663" -> "269 /layers/layers.1/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1656 Constant_27662" -> "269 /layers/layers.1/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1657 Constant_27661" -> "269 /layers/layers.1/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1658 Constant_7317" -> "254 /layers/layers.1/blocks.1/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; -"1659 Constant_772" -> "241 /layers/layers.1/blocks.1/attn/Gather" [label="[]", style=dashed]; -"1660 Constant_7318" -> "329 /layers/layers.1/blocks.1/attn/proj/Add" [label="[1, 1, 192]", style=solid]; -"1661 Constant_5283" -> "405 /layers/layers.1/blocks.1/Slice_4" [label="[2]", style=dashed]; -"1662 Constant_5280" -> "405 /layers/layers.1/blocks.1/Slice_4" [label="[2]", style=dashed]; -"1663 Constant_5277" -> "405 /layers/layers.1/blocks.1/Slice_4" [label="[2]", style=dashed]; -"1664 Constant_5307" -> "431 /layers/layers.1/blocks.1/Slice_6" [label="[3]", style=dashed]; -"1665 Constant_5304" -> "431 /layers/layers.1/blocks.1/Slice_6" [label="[3]", style=dashed]; -"1666 Constant_5301" -> "431 /layers/layers.1/blocks.1/Slice_6" [label="[3]", style=dashed]; -"1667 Constant_7321" -> "150 /layers/layers.1/blocks.1/mlp/fc1/Add" [label="[1, 1, 768]", style=solid]; -"1668 Constant_7322" -> "180 /layers/layers.1/blocks.1/mlp/fc2/Add" [label="[1, 1, 192]", style=solid]; -"1669 Constant_5379" -> "128 /layers/layers.1/downsample/Slice_4" [label="[3]", style=dashed]; -"1670 Constant_5376" -> "128 /layers/layers.1/downsample/Slice_4" [label="[3]", style=dashed]; -"1671 Constant_5373" -> "128 /layers/layers.1/downsample/Slice_4" [label="[3]", style=dashed]; -"1672 Constant_5331" -> "117 /layers/layers.1/downsample/Slice" [label="[2]", style=dashed]; -"1673 Constant_5328" -> "117 /layers/layers.1/downsample/Slice" [label="[2]", style=dashed]; -"1674 Constant_5325" -> "117 /layers/layers.1/downsample/Slice" [label="[2]", style=dashed]; -"1675 Constant_5367" -> "129 /layers/layers.1/downsample/Slice_3" [label="[3]", style=dashed]; -"1676 Constant_5364" -> "129 /layers/layers.1/downsample/Slice_3" [label="[3]", style=dashed]; -"1677 Constant_5361" -> "129 /layers/layers.1/downsample/Slice_3" [label="[3]", style=dashed]; -"1678 Constant_5343" -> "127 /layers/layers.1/downsample/Slice_1" [label="[3]", style=dashed]; -"1679 Constant_5340" -> "127 /layers/layers.1/downsample/Slice_1" [label="[3]", style=dashed]; -"1680 Constant_5337" -> "127 /layers/layers.1/downsample/Slice_1" [label="[3]", style=dashed]; -"1681 Constant_7327" -> "297 /layers/layers.2/blocks.0/attn/qkv/Add" [label="[1, 1, 1152]", style=solid]; -"1682 onnx^^Add_2534" -> "389 /layers/layers.2/blocks.0/attn/Add" [label="[1, 12, 49, 49]", style=solid]; -"1683 Constant_984" -> "359 /layers/layers.2/blocks.0/attn/Gather_1" [label="[]", style=dashed]; -"1684 Constant_27719" -> "342 /layers/layers.2/blocks.0/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1685 Constant_27718" -> "342 /layers/layers.2/blocks.0/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1686 Constant_27717" -> "342 /layers/layers.2/blocks.0/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1687 Constant_27716" -> "342 /layers/layers.2/blocks.0/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1688 Constant_27724" -> "375 /layers/layers.2/blocks.0/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1689 Constant_27723" -> "375 /layers/layers.2/blocks.0/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1690 Constant_27722" -> "375 /layers/layers.2/blocks.0/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1691 Constant_27721" -> "375 /layers/layers.2/blocks.0/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1692 Constant_7328" -> "358 /layers/layers.2/blocks.0/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; -"1693 Constant_982" -> "341 /layers/layers.2/blocks.0/attn/Gather" [label="[]", style=dashed]; -"1694 Constant_7329" -> "430 /layers/layers.2/blocks.0/attn/proj/Add" [label="[1, 1, 384]", style=solid]; -"1695 Constant_7332" -> "252 /layers/layers.2/blocks.0/mlp/fc1/Add" [label="[1, 1, 1536]", style=solid]; -"1696 Constant_7333" -> "311 /layers/layers.2/blocks.0/mlp/fc2/Add" [label="[1, 1, 384]", style=solid]; -"1697 Constant_5403" -> "265 /layers/layers.2/blocks.1/Slice" [label="[2]", style=dashed]; -"1698 Constant_5400" -> "265 /layers/layers.2/blocks.1/Slice" [label="[2]", style=dashed]; -"1699 Constant_5397" -> "265 /layers/layers.2/blocks.1/Slice" [label="[2]", style=dashed]; -"1700 Constant_5427" -> "294 /layers/layers.2/blocks.1/Slice_2" [label="[3]", style=dashed]; -"1701 Constant_5424" -> "294 /layers/layers.2/blocks.1/Slice_2" [label="[3]", style=dashed]; -"1702 Constant_5421" -> "294 /layers/layers.2/blocks.1/Slice_2" [label="[3]", style=dashed]; -"1703 Constant_7336" -> "402 /layers/layers.2/blocks.1/attn/qkv/Add" [label="[1, 1, 1152]", style=solid]; -"1704 /layers/layers.2/blocks.1/attn/Constant_3" -> "518 /layers/layers.2/blocks.1/attn/Reshape_2" [label="[4]", style=dashed]; -"1705 onnx^^Add_2702" -> "505 /layers/layers.2/blocks.1/attn/Add_1" [label="[1, 4, 1, 49, 49]", style=solid]; -"1705 onnx^^Add_2702" -> "554 /layers/layers.2/blocks.3/attn/Add_1" [label="[1, 4, 1, 49, 49]", style=solid]; -"1705 onnx^^Add_2702" -> "596 /layers/layers.2/blocks.5/attn/Add_1" [label="[1, 4, 1, 49, 49]", style=solid]; -"1706 /layers/layers.2/blocks.1/attn/Constant_2" -> "491 /layers/layers.2/blocks.1/attn/Reshape_1" [label="[5]", style=dashed]; -"1707 onnx^^Add_2583" -> "478 /layers/layers.2/blocks.1/attn/Add" [label="[1, 12, 49, 49]", style=solid]; -"1708 Constant_1132" -> "455 /layers/layers.2/blocks.1/attn/Gather_1" [label="[]", style=dashed]; -"1709 Constant_27764" -> "441 /layers/layers.2/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1710 Constant_27763" -> "441 /layers/layers.2/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1711 Constant_27762" -> "441 /layers/layers.2/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1712 Constant_27761" -> "441 /layers/layers.2/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1713 Constant_27769" -> "466 /layers/layers.2/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1714 Constant_27768" -> "466 /layers/layers.2/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1715 Constant_27767" -> "466 /layers/layers.2/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1716 Constant_27766" -> "466 /layers/layers.2/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1717 Constant_7337" -> "454 /layers/layers.2/blocks.1/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; -"1718 Constant_1130" -> "440 /layers/layers.2/blocks.1/attn/Gather" [label="[]", style=dashed]; -"1719 Constant_7338" -> "519 /layers/layers.2/blocks.1/attn/proj/Add" [label="[1, 1, 384]", style=solid]; -"1720 Constant_5451" -> "579 /layers/layers.2/blocks.1/Slice_4" [label="[2]", style=dashed]; -"1721 Constant_5448" -> "579 /layers/layers.2/blocks.1/Slice_4" [label="[2]", style=dashed]; -"1722 Constant_5445" -> "579 /layers/layers.2/blocks.1/Slice_4" [label="[2]", style=dashed]; -"1723 Constant_5475" -> "599 /layers/layers.2/blocks.1/Slice_6" [label="[3]", style=dashed]; -"1724 Constant_5472" -> "599 /layers/layers.2/blocks.1/Slice_6" [label="[3]", style=dashed]; -"1725 Constant_5469" -> "599 /layers/layers.2/blocks.1/Slice_6" [label="[3]", style=dashed]; -"1726 Constant_7341" -> "279 /layers/layers.2/blocks.1/mlp/fc1/Add" [label="[1, 1, 1536]", style=solid]; -"1727 Constant_7342" -> "339 /layers/layers.2/blocks.1/mlp/fc2/Add" [label="[1, 1, 384]", style=solid]; -"1728 Constant_7345" -> "356 /layers/layers.2/blocks.2/attn/qkv/Add" [label="[1, 1, 1152]", style=solid]; -"1729 onnx^^Add_2645" -> "438 /layers/layers.2/blocks.2/attn/Add" [label="[1, 12, 49, 49]", style=solid]; -"1730 Constant_1289" -> "415 /layers/layers.2/blocks.2/attn/Gather_1" [label="[]", style=dashed]; -"1731 Constant_27814" -> "400 /layers/layers.2/blocks.2/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1732 Constant_27813" -> "400 /layers/layers.2/blocks.2/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1733 Constant_27812" -> "400 /layers/layers.2/blocks.2/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1734 Constant_27811" -> "400 /layers/layers.2/blocks.2/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1735 Constant_27819" -> "426 /layers/layers.2/blocks.2/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1736 Constant_27818" -> "426 /layers/layers.2/blocks.2/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1737 Constant_27817" -> "426 /layers/layers.2/blocks.2/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1738 Constant_27816" -> "426 /layers/layers.2/blocks.2/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1739 Constant_7346" -> "414 /layers/layers.2/blocks.2/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; -"1740 Constant_1287" -> "399 /layers/layers.2/blocks.2/attn/Gather" [label="[]", style=dashed]; -"1741 Constant_7347" -> "477 /layers/layers.2/blocks.2/attn/proj/Add" [label="[1, 1, 384]", style=solid]; -"1742 Constant_7350" -> "307 /layers/layers.2/blocks.2/mlp/fc1/Add" [label="[1, 1, 1536]", style=solid]; -"1743 Constant_7351" -> "372 /layers/layers.2/blocks.2/mlp/fc2/Add" [label="[1, 1, 384]", style=solid]; -"1744 Constant_5499" -> "321 /layers/layers.2/blocks.3/Slice" [label="[2]", style=dashed]; -"1745 Constant_5496" -> "321 /layers/layers.2/blocks.3/Slice" [label="[2]", style=dashed]; -"1746 Constant_5493" -> "321 /layers/layers.2/blocks.3/Slice" [label="[2]", style=dashed]; -"1747 Constant_5523" -> "353 /layers/layers.2/blocks.3/Slice_2" [label="[3]", style=dashed]; -"1748 Constant_5520" -> "353 /layers/layers.2/blocks.3/Slice_2" [label="[3]", style=dashed]; -"1749 Constant_5517" -> "353 /layers/layers.2/blocks.3/Slice_2" [label="[3]", style=dashed]; -"1750 Constant_7354" -> "451 /layers/layers.2/blocks.3/attn/qkv/Add" [label="[1, 1, 1152]", style=solid]; -"1751 /layers/layers.2/blocks.3/attn/Constant_3" -> "566 /layers/layers.2/blocks.3/attn/Reshape_2" [label="[4]", style=dashed]; -"1752 /layers/layers.2/blocks.3/attn/Constant_2" -> "541 /layers/layers.2/blocks.3/attn/Reshape_1" [label="[5]", style=dashed]; -"1753 onnx^^Add_2694" -> "527 /layers/layers.2/blocks.3/attn/Add" [label="[1, 12, 49, 49]", style=solid]; -"1754 Constant_1437" -> "502 /layers/layers.2/blocks.3/attn/Gather_1" [label="[]", style=dashed]; -"1755 Constant_27859" -> "488 /layers/layers.2/blocks.3/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1756 Constant_27858" -> "488 /layers/layers.2/blocks.3/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1757 Constant_27857" -> "488 /layers/layers.2/blocks.3/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1758 Constant_27856" -> "488 /layers/layers.2/blocks.3/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1759 Constant_27864" -> "514 /layers/layers.2/blocks.3/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1760 Constant_27863" -> "514 /layers/layers.2/blocks.3/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1761 Constant_27862" -> "514 /layers/layers.2/blocks.3/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1762 Constant_27861" -> "514 /layers/layers.2/blocks.3/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1763 Constant_7355" -> "501 /layers/layers.2/blocks.3/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; -"1764 Constant_1435" -> "487 /layers/layers.2/blocks.3/attn/Gather" [label="[]", style=dashed]; -"1765 Constant_7356" -> "567 /layers/layers.2/blocks.3/attn/proj/Add" [label="[1, 1, 384]", style=solid]; -"1766 Constant_5547" -> "617 /layers/layers.2/blocks.3/Slice_4" [label="[2]", style=dashed]; -"1767 Constant_5544" -> "617 /layers/layers.2/blocks.3/Slice_4" [label="[2]", style=dashed]; -"1768 Constant_5541" -> "617 /layers/layers.2/blocks.3/Slice_4" [label="[2]", style=dashed]; -"1769 Constant_5571" -> "634 /layers/layers.2/blocks.3/Slice_6" [label="[3]", style=dashed]; -"1770 Constant_5568" -> "634 /layers/layers.2/blocks.3/Slice_6" [label="[3]", style=dashed]; -"1771 Constant_5565" -> "634 /layers/layers.2/blocks.3/Slice_6" [label="[3]", style=dashed]; -"1772 Constant_7359" -> "335 /layers/layers.2/blocks.3/mlp/fc1/Add" [label="[1, 1, 1536]", style=solid]; -"1773 Constant_7360" -> "397 /layers/layers.2/blocks.3/mlp/fc2/Add" [label="[1, 1, 384]", style=solid]; -"1774 Constant_7363" -> "412 /layers/layers.2/blocks.4/attn/qkv/Add" [label="[1, 1, 1152]", style=solid]; -"1775 onnx^^Add_2756" -> "485 /layers/layers.2/blocks.4/attn/Add" [label="[1, 12, 49, 49]", style=solid]; -"1776 Constant_1594" -> "462 /layers/layers.2/blocks.4/attn/Gather_1" [label="[]", style=dashed]; -"1777 Constant_27909" -> "449 /layers/layers.2/blocks.4/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1778 Constant_27908" -> "449 /layers/layers.2/blocks.4/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1779 Constant_27907" -> "449 /layers/layers.2/blocks.4/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1780 Constant_27906" -> "449 /layers/layers.2/blocks.4/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1781 Constant_27914" -> "473 /layers/layers.2/blocks.4/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1782 Constant_27913" -> "473 /layers/layers.2/blocks.4/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1783 Constant_27912" -> "473 /layers/layers.2/blocks.4/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1784 Constant_27911" -> "473 /layers/layers.2/blocks.4/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1785 Constant_7364" -> "461 /layers/layers.2/blocks.4/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; -"1786 Constant_1592" -> "448 /layers/layers.2/blocks.4/attn/Gather" [label="[]", style=dashed]; -"1787 Constant_7365" -> "526 /layers/layers.2/blocks.4/attn/proj/Add" [label="[1, 1, 384]", style=solid]; -"1788 Constant_7368" -> "368 /layers/layers.2/blocks.4/mlp/fc1/Add" [label="[1, 1, 1536]", style=solid]; -"1789 Constant_7369" -> "423 /layers/layers.2/blocks.4/mlp/fc2/Add" [label="[1, 1, 384]", style=solid]; -"1790 Constant_5595" -> "381 /layers/layers.2/blocks.5/Slice" [label="[2]", style=dashed]; -"1791 Constant_5592" -> "381 /layers/layers.2/blocks.5/Slice" [label="[2]", style=dashed]; -"1792 Constant_5589" -> "381 /layers/layers.2/blocks.5/Slice" [label="[2]", style=dashed]; -"1793 Constant_5619" -> "409 /layers/layers.2/blocks.5/Slice_2" [label="[3]", style=dashed]; -"1794 Constant_5616" -> "409 /layers/layers.2/blocks.5/Slice_2" [label="[3]", style=dashed]; -"1795 Constant_5613" -> "409 /layers/layers.2/blocks.5/Slice_2" [label="[3]", style=dashed]; -"1796 Constant_7372" -> "498 /layers/layers.2/blocks.5/attn/qkv/Add" [label="[1, 1, 1152]", style=solid]; -"1797 /layers/layers.2/blocks.5/attn/Constant_3" -> "605 /layers/layers.2/blocks.5/attn/Reshape_2" [label="[4]", style=dashed]; -"1798 /layers/layers.2/blocks.5/attn/Constant_2" -> "586 /layers/layers.2/blocks.5/attn/Reshape_1" [label="[5]", style=dashed]; -"1799 onnx^^Add_2805" -> "574 /layers/layers.2/blocks.5/attn/Add" [label="[1, 12, 49, 49]", style=solid]; -"1800 Constant_1742" -> "551 /layers/layers.2/blocks.5/attn/Gather_1" [label="[]", style=dashed]; -"1801 Constant_27954" -> "538 /layers/layers.2/blocks.5/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1802 Constant_27953" -> "538 /layers/layers.2/blocks.5/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1803 Constant_27952" -> "538 /layers/layers.2/blocks.5/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1804 Constant_27951" -> "538 /layers/layers.2/blocks.5/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1805 Constant_27959" -> "562 /layers/layers.2/blocks.5/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1806 Constant_27958" -> "562 /layers/layers.2/blocks.5/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1807 Constant_27957" -> "562 /layers/layers.2/blocks.5/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1808 Constant_27956" -> "562 /layers/layers.2/blocks.5/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1809 Constant_7373" -> "550 /layers/layers.2/blocks.5/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; -"1810 Constant_1740" -> "537 /layers/layers.2/blocks.5/attn/Gather" [label="[]", style=dashed]; -"1811 Constant_7374" -> "606 /layers/layers.2/blocks.5/attn/proj/Add" [label="[1, 1, 384]", style=solid]; -"1812 Constant_5643" -> "648 /layers/layers.2/blocks.5/Slice_4" [label="[2]", style=dashed]; -"1813 Constant_5640" -> "648 /layers/layers.2/blocks.5/Slice_4" [label="[2]", style=dashed]; -"1814 Constant_5637" -> "648 /layers/layers.2/blocks.5/Slice_4" [label="[2]", style=dashed]; -"1815 Constant_5667" -> "658 /layers/layers.2/blocks.5/Slice_6" [label="[3]", style=dashed]; -"1816 Constant_5664" -> "658 /layers/layers.2/blocks.5/Slice_6" [label="[3]", style=dashed]; -"1817 Constant_5661" -> "658 /layers/layers.2/blocks.5/Slice_6" [label="[3]", style=dashed]; -"1818 Constant_7377" -> "393 /layers/layers.2/blocks.5/mlp/fc1/Add" [label="[1, 1, 1536]", style=solid]; -"1819 Constant_7378" -> "446 /layers/layers.2/blocks.5/mlp/fc2/Add" [label="[1, 1, 384]", style=solid]; -"1820 Constant_5739" -> "363 /layers/layers.2/downsample/Slice_4" [label="[3]", style=dashed]; -"1821 Constant_5736" -> "363 /layers/layers.2/downsample/Slice_4" [label="[3]", style=dashed]; -"1822 Constant_5733" -> "363 /layers/layers.2/downsample/Slice_4" [label="[3]", style=dashed]; -"1823 Constant_5691" -> "346 /layers/layers.2/downsample/Slice" [label="[2]", style=dashed]; -"1824 Constant_5688" -> "346 /layers/layers.2/downsample/Slice" [label="[2]", style=dashed]; -"1825 Constant_5685" -> "346 /layers/layers.2/downsample/Slice" [label="[2]", style=dashed]; -"1826 Constant_5727" -> "364 /layers/layers.2/downsample/Slice_3" [label="[3]", style=dashed]; -"1827 Constant_5724" -> "364 /layers/layers.2/downsample/Slice_3" [label="[3]", style=dashed]; -"1828 Constant_5721" -> "364 /layers/layers.2/downsample/Slice_3" [label="[3]", style=dashed]; -"1829 Constant_5703" -> "362 /layers/layers.2/downsample/Slice_1" [label="[3]", style=dashed]; -"1830 Constant_5700" -> "362 /layers/layers.2/downsample/Slice_1" [label="[3]", style=dashed]; -"1831 Constant_5697" -> "362 /layers/layers.2/downsample/Slice_1" [label="[3]", style=dashed]; -"1832 Constant_7383" -> "585 /layers/layers.3/blocks.0/attn/qkv/Add" [label="[1, 1, 2304]", style=solid]; -"1833 onnx^^Add_2901" -> "639 /layers/layers.3/blocks.0/attn/Add" [label="[1, 24, 49, 49]", style=solid]; -"1834 Constant_1952" -> "623 /layers/layers.3/blocks.0/attn/Gather_1" [label="[]", style=dashed]; -"1835 Constant_28014" -> "613 /layers/layers.3/blocks.0/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1836 Constant_28013" -> "613 /layers/layers.3/blocks.0/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1837 Constant_28012" -> "613 /layers/layers.3/blocks.0/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1838 Constant_28011" -> "613 /layers/layers.3/blocks.0/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1839 Constant_28019" -> "630 /layers/layers.3/blocks.0/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1840 Constant_28018" -> "630 /layers/layers.3/blocks.0/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1841 Constant_28017" -> "630 /layers/layers.3/blocks.0/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1842 Constant_28016" -> "630 /layers/layers.3/blocks.0/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1843 Constant_7384" -> "622 /layers/layers.3/blocks.0/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; -"1844 Constant_1950" -> "612 /layers/layers.3/blocks.0/attn/Gather" [label="[]", style=dashed]; -"1845 Constant_7385" -> "657 /layers/layers.3/blocks.0/attn/proj/Add" [label="[1, 1, 768]", style=solid]; -"1846 Constant_7388" -> "548 /layers/layers.3/blocks.0/mlp/fc1/Add" [label="[1, 1, 3072]", style=solid]; -"1847 Constant_7389" -> "594 /layers/layers.3/blocks.0/mlp/fc2/Add" [label="[1, 1, 768]", style=solid]; -"1848 Constant_7392" -> "603 /layers/layers.3/blocks.1/attn/qkv/Add" [label="[1, 1, 2304]", style=solid]; -"1849 onnx^^Add_2950" -> "651 /layers/layers.3/blocks.1/attn/Add" [label="[1, 24, 49, 49]", style=solid]; -"1850 Constant_2058" -> "637 /layers/layers.3/blocks.1/attn/Gather_1" [label="[]", style=dashed]; -"1851 Constant_28064" -> "628 /layers/layers.3/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1852 Constant_28063" -> "628 /layers/layers.3/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1853 Constant_28062" -> "628 /layers/layers.3/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1854 Constant_28061" -> "628 /layers/layers.3/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; -"1855 Constant_28069" -> "643 /layers/layers.3/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1856 Constant_28068" -> "643 /layers/layers.3/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1857 Constant_28067" -> "643 /layers/layers.3/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1858 Constant_28066" -> "643 /layers/layers.3/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; -"1859 Constant_7393" -> "636 /layers/layers.3/blocks.1/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; -"1860 Constant_2056" -> "627 /layers/layers.3/blocks.1/attn/Gather" [label="[]", style=dashed]; -"1861 Constant_7394" -> "663 /layers/layers.3/blocks.1/attn/proj/Add" [label="[1, 1, 768]", style=solid]; -"1862 Constant_7397" -> "570 /layers/layers.3/blocks.1/mlp/fc1/Add" [label="[1, 1, 3072]", style=solid]; -"1863 Constant_7398" -> "610 /layers/layers.3/blocks.1/mlp/fc2/Add" [label="[1, 1, 768]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/swin-tiny-patch4-window7-224_sq.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/swin-tiny-patch4-window7-224_sq.dot deleted file mode 100644 index b2201cd3a37..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/swin-tiny-patch4-window7-224_sq.dot +++ /dev/null @@ -1,2754 +0,0 @@ -strict digraph { -"0 input" [id=0, type=Parameter]; -"1 Multiply_6579" [id=1, type=Multiply]; -"2 Divide_2169" [id=2, type=Add]; -"3 Divide_2169_0_0/nncf_smooth_quant" [id=3, type=Multiply]; -"4 /patch_embed/proj/Conv/WithoutBiases" [id=4, type=Convolution]; -"5 /patch_embed/proj/Conv" [id=5, type=Add]; -"6 /patch_embed/Reshape" [id=6, type=Reshape]; -"7 /patch_embed/Shape" [id=7, type=ShapeOf]; -"8 /patch_embed/Transpose" [id=8, type=Transpose]; -"9 /patch_embed/Slice" [id=9, type=StridedSlice]; -"10 /patch_embed/norm/Div" [id=10, type=MVN]; -"11 /patch_embed/Concat" [id=11, type=Concat]; -"12 /patch_embed/norm/Mul" [id=12, type=Multiply]; -"13 /patch_embed/norm/Add_1" [id=13, type=Add]; -"14 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type=Constant]; -"883 /layers/layers.2/blocks.1/Constant_17" [id=883, type=Constant]; -"884 /layers/layers.2/blocks.1/Constant_16" [id=884, type=Constant]; -"885 Transpose_6446" [id=885, type=Constant]; -"886 Constant_26045" [id=886, type=Constant]; -"887 /layers/layers.2/blocks.1/attn/Constant_4" [id=887, type=Constant]; -"888 Constant_1153" [id=888, type=Constant]; -"889 Constant_1134" [id=889, type=Constant]; -"890 Constant_1128" [id=890, type=Constant]; -"891 /layers/layers.2/blocks.1/attn/Constant" [id=891, type=Constant]; -"892 Transpose_6443" [id=892, type=Constant]; -"893 Constant_26027" [id=893, type=Constant]; -"894 /layers/layers.2/blocks.1/Constant_15" [id=894, type=Constant]; -"895 /layers/layers.2/blocks.1/Constant_14" [id=895, type=Constant]; -"896 Constant_1112" [id=896, type=Constant]; -"897 /layers/layers.2/blocks.1/Constant_13" [id=897, type=Constant]; -"898 Constant_5439" [id=898, type=Constant]; -"899 Constant_5436" [id=899, type=Constant]; -"900 Constant_5433" 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type=Constant]; -"920 Transpose_6431" [id=920, type=Constant]; -"921 Constant_26033" [id=921, type=Constant]; -"922 /layers/layers.2/blocks.0/attn/Constant_2" [id=922, type=Constant]; -"923 Constant_996" [id=923, type=Constant]; -"924 Constant_986" [id=924, type=Constant]; -"925 Constant_980" [id=925, type=Constant]; -"926 /layers/layers.2/blocks.0/attn/Constant" [id=926, type=Constant]; -"927 Transpose_6428" [id=927, type=Constant]; -"928 Constant_26007" [id=928, type=Constant]; -"929 /layers/layers.2/blocks.0/Constant_3" [id=929, type=Constant]; -"930 /layers/layers.2/blocks.0/Constant_2" [id=930, type=Constant]; -"931 Constant_964" [id=931, type=Constant]; -"932 /layers/layers.2/blocks.0/Constant_1" [id=932, type=Constant]; -"933 Constant_7326" [id=933, type=Constant]; -"934 Constant_7325" [id=934, type=Constant]; -"935 Constant_943" [id=935, type=Constant]; -"936 Transpose_6424" [id=936, type=Constant]; -"937 Constant_25995" [id=937, type=Constant]; -"938 Constant_7324" [id=938, type=Constant]; -"939 Constant_7323" [id=939, type=Constant]; -"940 Constant_929" [id=940, type=Constant]; -"941 /layers/layers.1/downsample/Constant_25" [id=941, type=Constant]; -"942 Constant_5391" [id=942, type=Constant]; -"943 Constant_5388" [id=943, type=Constant]; -"944 Constant_5385" [id=944, type=Constant]; -"945 Constant_5355" [id=945, type=Constant]; -"946 Constant_5352" [id=946, type=Constant]; -"947 Constant_5349" [id=947, type=Constant]; -"948 /layers/layers.1/downsample/Constant" [id=948, type=Constant]; -"949 Transpose_6420" [id=949, type=Constant]; -"950 Constant_25991" [id=950, type=Constant]; -"951 Transpose_6416" [id=951, type=Constant]; -"952 Constant_25985" [id=952, type=Constant]; -"953 Constant_7320" [id=953, type=Constant]; -"954 Constant_7319" [id=954, type=Constant]; -"955 Constant_864" [id=955, type=Constant]; -"956 /layers/layers.1/blocks.1/Constant_31" [id=956, type=Constant]; -"957 Constant_5319" [id=957, type=Constant]; -"958 Constant_5316" [id=958, type=Constant]; -"959 Constant_5313" [id=959, type=Constant]; -"960 Constant_5295" [id=960, type=Constant]; -"961 Constant_5292" [id=961, type=Constant]; -"962 Constant_5289" [id=962, type=Constant]; -"963 /layers/layers.1/blocks.1/Constant_18" [id=963, type=Constant]; -"964 Constant_811" [id=964, type=Constant]; -"965 /layers/layers.1/blocks.1/Constant_17" [id=965, type=Constant]; -"966 /layers/layers.1/blocks.1/Constant_16" [id=966, type=Constant]; -"967 Transpose_6412" [id=967, type=Constant]; -"968 Constant_26013" [id=968, type=Constant]; -"969 /layers/layers.1/blocks.1/attn/Constant_4" [id=969, type=Constant]; -"970 Constant_795" [id=970, type=Constant]; -"971 Constant_776" [id=971, type=Constant]; -"972 Constant_770" [id=972, type=Constant]; -"973 /layers/layers.1/blocks.1/attn/Constant" [id=973, type=Constant]; -"974 Transpose_6409" [id=974, type=Constant]; -"975 Constant_25997" [id=975, type=Constant]; -"976 /layers/layers.1/blocks.1/Constant_15" [id=976, type=Constant]; -"977 /layers/layers.1/blocks.1/Constant_14" [id=977, type=Constant]; -"978 Constant_754" [id=978, type=Constant]; -"979 /layers/layers.1/blocks.1/Constant_13" [id=979, type=Constant]; -"980 Constant_5271" [id=980, type=Constant]; -"981 Constant_5268" [id=981, type=Constant]; -"982 Constant_5265" [id=982, type=Constant]; -"983 Constant_5247" [id=983, type=Constant]; -"984 Constant_5244" [id=984, type=Constant]; -"985 Constant_5241" [id=985, type=Constant]; -"986 /layers/layers.1/blocks.1/Constant" [id=986, type=Constant]; -"987 Constant_7315" [id=987, type=Constant]; -"988 Constant_7314" [id=988, type=Constant]; -"989 Constant_691" [id=989, type=Constant]; -"990 Transpose_6405" [id=990, type=Constant]; -"991 Constant_25987" [id=991, type=Constant]; -"992 Transpose_6401" [id=992, type=Constant]; -"993 Constant_25983" [id=993, type=Constant]; -"994 Constant_7311" [id=994, type=Constant]; -"995 Constant_7310" [id=995, type=Constant]; -"996 Constant_665" [id=996, type=Constant]; -"997 /layers/layers.1/blocks.0/Constant_7" [id=997, type=Constant]; -"998 /layers/layers.1/blocks.0/Constant_6" [id=998, type=Constant]; -"999 Constant_654" [id=999, type=Constant]; -"1000 /layers/layers.1/blocks.0/Constant_5" [id=1000, type=Constant]; -"1001 /layers/layers.1/blocks.0/Constant_4" [id=1001, type=Constant]; -"1002 Transpose_6397" [id=1002, type=Constant]; -"1003 Constant_25999" [id=1003, type=Constant]; -"1004 /layers/layers.1/blocks.0/attn/Constant_2" [id=1004, type=Constant]; -"1005 Constant_638" [id=1005, type=Constant]; -"1006 Constant_628" [id=1006, type=Constant]; -"1007 Constant_622" [id=1007, type=Constant]; -"1008 /layers/layers.1/blocks.0/attn/Constant" [id=1008, type=Constant]; -"1009 Transpose_6394" [id=1009, type=Constant]; -"1010 Constant_25989" [id=1010, type=Constant]; -"1011 /layers/layers.1/blocks.0/Constant_3" [id=1011, type=Constant]; -"1012 /layers/layers.1/blocks.0/Constant_2" [id=1012, type=Constant]; -"1013 Constant_606" [id=1013, type=Constant]; 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Transpose_6382" [id=1033, type=Constant]; -"1034 Constant_25969" [id=1034, type=Constant]; -"1035 Constant_7300" [id=1035, type=Constant]; -"1036 Constant_7299" [id=1036, type=Constant]; -"1037 Constant_506" [id=1037, type=Constant]; -"1038 /layers/layers.0/blocks.1/Constant_31" [id=1038, type=Constant]; -"1039 Constant_5151" [id=1039, type=Constant]; -"1040 Constant_5148" [id=1040, type=Constant]; -"1041 Constant_5145" [id=1041, type=Constant]; -"1042 Constant_5127" [id=1042, type=Constant]; -"1043 Constant_5124" [id=1043, type=Constant]; -"1044 Constant_5121" [id=1044, type=Constant]; -"1045 /layers/layers.0/blocks.1/Constant_18" [id=1045, type=Constant]; -"1046 Constant_453" [id=1046, type=Constant]; -"1047 /layers/layers.0/blocks.1/Constant_17" [id=1047, type=Constant]; -"1048 /layers/layers.0/blocks.1/Constant_16" [id=1048, type=Constant]; -"1049 Transpose_6378" [id=1049, type=Constant]; -"1050 Constant_25993" [id=1050, type=Constant]; -"1051 /layers/layers.0/blocks.1/attn/Constant_4" [id=1051, type=Constant]; -"1052 Constant_437" [id=1052, type=Constant]; -"1053 Constant_418" [id=1053, type=Constant]; -"1054 Constant_412" [id=1054, type=Constant]; -"1055 /layers/layers.0/blocks.1/attn/Constant" [id=1055, type=Constant]; -"1056 Transpose_6375" [id=1056, type=Constant]; -"1057 Constant_25979" [id=1057, type=Constant]; -"1058 /layers/layers.0/blocks.1/Constant_15" [id=1058, type=Constant]; -"1059 /layers/layers.0/blocks.1/Constant_14" [id=1059, type=Constant]; -"1060 Constant_396" [id=1060, type=Constant]; -"1061 /layers/layers.0/blocks.1/Constant_13" [id=1061, type=Constant]; -"1062 Constant_5103" [id=1062, type=Constant]; -"1063 Constant_5100" [id=1063, type=Constant]; -"1064 Constant_5097" [id=1064, type=Constant]; -"1065 Constant_5079" [id=1065, type=Constant]; -"1066 Constant_5076" [id=1066, type=Constant]; -"1067 Constant_5073" [id=1067, type=Constant]; -"1068 /layers/layers.0/blocks.1/Constant" [id=1068, type=Constant]; -"1069 Constant_7295" [id=1069, type=Constant]; -"1070 Constant_7294" [id=1070, type=Constant]; -"1071 Constant_333" [id=1071, type=Constant]; -"1072 Transpose_6371" [id=1072, type=Constant]; -"1073 Constant_25971" [id=1073, type=Constant]; -"1074 Transpose_6367" [id=1074, type=Constant]; -"1075 Constant_25967" [id=1075, type=Constant]; -"1076 Constant_7291" [id=1076, type=Constant]; -"1077 Constant_7290" [id=1077, type=Constant]; -"1078 Constant_307" [id=1078, type=Constant]; -"1079 /layers/layers.0/blocks.0/Constant_8" [id=1079, type=Constant]; -"1080 /layers/layers.0/blocks.0/Constant_7" [id=1080, type=Constant]; -"1081 Constant_296" [id=1081, type=Constant]; -"1082 /layers/layers.0/blocks.0/Constant_6" [id=1082, type=Constant]; -"1083 /layers/layers.0/blocks.0/Constant_5" [id=1083, type=Constant]; -"1084 Transpose_6363" [id=1084, type=Constant]; -"1085 Constant_25981" [id=1085, type=Constant]; -"1086 /layers/layers.0/blocks.0/attn/Constant_2" [id=1086, type=Constant]; -"1087 Constant_280" [id=1087, type=Constant]; -"1088 Constant_270" [id=1088, type=Constant]; -"1089 Constant_264" [id=1089, type=Constant]; -"1090 /layers/layers.0/blocks.0/attn/Constant" [id=1090, type=Constant]; -"1091 Transpose_6360" [id=1091, type=Constant]; -"1092 Constant_25973" [id=1092, type=Constant]; -"1093 /layers/layers.0/blocks.0/Constant_4" [id=1093, type=Constant]; -"1094 /layers/layers.0/blocks.0/Constant_3" [id=1094, type=Constant]; -"1095 Constant_248" [id=1095, type=Constant]; -"1096 /layers/layers.0/blocks.0/Constant_2" [id=1096, type=Constant]; -"1097 Constant_7286" [id=1097, type=Constant]; -"1098 Constant_7285" [id=1098, type=Constant]; -"1099 Constant_227" [id=1099, type=Constant]; -"1100 Constant_7284" [id=1100, type=Constant]; -"1101 Constant_7283" [id=1101, type=Constant]; -"1102 Constant_213" [id=1102, type=Constant]; -"1103 Constant_211" [id=1103, type=Constant]; -"1104 /patch_embed/Constant_4" [id=1104, type=Constant]; -"1105 Broadcast_201" [id=1105, type=Constant]; -"1106 /patch_embed/Constant_3" [id=1106, type=Constant]; -"1107 /patch_embed/Constant_2" [id=1107, type=Constant]; -"1108 Reshape_190" [id=1108, type=Constant]; -"1109 Gather_7282" [id=1109, type=Constant]; -"1110 Constant_25965" [id=1110, type=Constant]; -"1111 Gather_7279" [id=1111, type=Constant]; -"1112 Gather_7276" [id=1112, type=Constant]; -"1113 Constant_7287" [id=1113, type=Constant]; -"1114 onnx^^Add_2244" [id=1114, label="1114 onnx::Add_2244", type=Constant]; -"1115 Constant_268" [id=1115, type=Constant]; -"1116 /patch_embed/proj/Constant" [id=1116, type=Constant]; -"1117 Constant_7288" [id=1117, type=Constant]; -"1118 Constant_266" [id=1118, type=Constant]; -"1119 /layers/layers.0/blocks.0/Constant" [id=1119, type=Constant]; -"1120 Constant_7289" [id=1120, type=Constant]; -"1121 Constant_7292" [id=1121, type=Constant]; -"1122 Constant_7293" [id=1122, type=Constant]; -"1123 Constant_5067" [id=1123, type=Constant]; -"1124 Constant_5064" [id=1124, type=Constant]; -"1125 Constant_5061" [id=1125, type=Constant]; -"1126 Constant_5091" [id=1126, type=Constant]; -"1127 Constant_5088" [id=1127, type=Constant]; -"1128 Constant_5085" [id=1128, type=Constant]; -"1129 Constant_7296" [id=1129, type=Constant]; -"1130 /layers/layers.0/blocks.1/attn/Constant_3" [id=1130, type=Constant]; -"1131 onnx^^Add_2301" [id=1131, label="1131 onnx::Add_2301", type=Constant]; -"1132 /layers/layers.0/blocks.1/attn/Constant_2" [id=1132, type=Constant]; -"1133 onnx^^Add_2293" [id=1133, label="1133 onnx::Add_2293", type=Constant]; -"1134 Constant_416" [id=1134, type=Constant]; -"1135 Constant_7297" [id=1135, type=Constant]; -"1136 Constant_414" [id=1136, type=Constant]; -"1137 Constant_7298" [id=1137, type=Constant]; -"1138 Constant_5115" [id=1138, type=Constant]; -"1139 Constant_5112" [id=1139, type=Constant]; -"1140 Constant_5109" [id=1140, type=Constant]; -"1141 Constant_5139" [id=1141, type=Constant]; -"1142 Constant_5136" [id=1142, type=Constant]; -"1143 Constant_5133" [id=1143, type=Constant]; -"1144 Constant_7301" [id=1144, type=Constant]; -"1145 Constant_7302" [id=1145, type=Constant]; -"1146 Constant_5211" [id=1146, type=Constant]; -"1147 Constant_5208" [id=1147, type=Constant]; -"1148 Constant_5205" [id=1148, type=Constant]; -"1149 Constant_5163" [id=1149, type=Constant]; -"1150 Constant_5160" [id=1150, type=Constant]; -"1151 Constant_5157" [id=1151, type=Constant]; -"1152 Constant_5199" [id=1152, type=Constant]; -"1153 Constant_5196" [id=1153, type=Constant]; -"1154 Constant_5193" [id=1154, type=Constant]; -"1155 Constant_5175" [id=1155, type=Constant]; -"1156 Constant_5172" [id=1156, type=Constant]; -"1157 Constant_5169" [id=1157, type=Constant]; -"1158 Constant_7307" [id=1158, type=Constant]; -"1159 onnx^^Add_2389" [id=1159, label="1159 onnx::Add_2389", type=Constant]; -"1160 Constant_626" [id=1160, type=Constant]; -"1161 Constant_7308" [id=1161, type=Constant]; -"1162 Constant_624" [id=1162, type=Constant]; -"1163 Constant_7309" [id=1163, type=Constant]; -"1164 Constant_7312" [id=1164, type=Constant]; -"1165 Constant_7313" [id=1165, type=Constant]; -"1166 Constant_5235" [id=1166, type=Constant]; -"1167 Constant_5232" [id=1167, type=Constant]; -"1168 Constant_5229" [id=1168, type=Constant]; -"1169 Constant_5259" [id=1169, type=Constant]; -"1170 Constant_5256" [id=1170, type=Constant]; -"1171 Constant_5253" [id=1171, type=Constant]; -"1172 Constant_7316" [id=1172, type=Constant]; -"1173 /layers/layers.1/blocks.1/attn/Constant_3" [id=1173, type=Constant]; -"1174 onnx^^Add_2446" [id=1174, label="1174 onnx::Add_2446", type=Constant]; -"1175 /layers/layers.1/blocks.1/attn/Constant_2" [id=1175, type=Constant]; -"1176 onnx^^Add_2438" [id=1176, label="1176 onnx::Add_2438", type=Constant]; -"1177 Constant_774" [id=1177, type=Constant]; -"1178 Constant_7317" [id=1178, type=Constant]; -"1179 Constant_772" [id=1179, type=Constant]; -"1180 Constant_7318" [id=1180, type=Constant]; -"1181 Constant_5283" [id=1181, type=Constant]; -"1182 Constant_5280" [id=1182, type=Constant]; -"1183 Constant_5277" [id=1183, type=Constant]; -"1184 Constant_5307" [id=1184, type=Constant]; -"1185 Constant_5304" [id=1185, type=Constant]; -"1186 Constant_5301" [id=1186, type=Constant]; -"1187 Constant_7321" [id=1187, type=Constant]; -"1188 Constant_7322" [id=1188, type=Constant]; -"1189 Constant_5379" [id=1189, type=Constant]; -"1190 Constant_5376" [id=1190, type=Constant]; -"1191 Constant_5373" [id=1191, type=Constant]; -"1192 Constant_5331" [id=1192, type=Constant]; -"1193 Constant_5328" [id=1193, type=Constant]; -"1194 Constant_5325" [id=1194, type=Constant]; -"1195 Constant_5367" [id=1195, type=Constant]; -"1196 Constant_5364" [id=1196, type=Constant]; -"1197 Constant_5361" [id=1197, type=Constant]; -"1198 Constant_5343" [id=1198, type=Constant]; -"1199 Constant_5340" [id=1199, type=Constant]; -"1200 Constant_5337" [id=1200, type=Constant]; -"1201 Constant_7327" [id=1201, type=Constant]; 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type=Constant]; -"1220 Constant_1132" [id=1220, type=Constant]; -"1221 Constant_7337" [id=1221, type=Constant]; -"1222 Constant_1130" [id=1222, type=Constant]; -"1223 Constant_7338" [id=1223, type=Constant]; -"1224 Constant_5451" [id=1224, type=Constant]; -"1225 Constant_5448" [id=1225, type=Constant]; -"1226 Constant_5445" [id=1226, type=Constant]; -"1227 Constant_5475" [id=1227, type=Constant]; -"1228 Constant_5472" [id=1228, type=Constant]; -"1229 Constant_5469" [id=1229, type=Constant]; -"1230 Constant_7341" [id=1230, type=Constant]; -"1231 Constant_7342" [id=1231, type=Constant]; -"1232 Constant_7345" [id=1232, type=Constant]; -"1233 onnx^^Add_2645" [id=1233, label="1233 onnx::Add_2645", type=Constant]; -"1234 Constant_1289" [id=1234, type=Constant]; -"1235 Constant_7346" [id=1235, type=Constant]; -"1236 Constant_1287" [id=1236, type=Constant]; -"1237 Constant_7347" [id=1237, type=Constant]; -"1238 Constant_7350" [id=1238, type=Constant]; -"1239 Constant_7351" [id=1239, type=Constant]; -"1240 Constant_5499" [id=1240, type=Constant]; -"1241 Constant_5496" [id=1241, type=Constant]; -"1242 Constant_5493" [id=1242, type=Constant]; -"1243 Constant_5523" [id=1243, type=Constant]; -"1244 Constant_5520" [id=1244, type=Constant]; -"1245 Constant_5517" [id=1245, type=Constant]; -"1246 Constant_7354" [id=1246, type=Constant]; -"1247 /layers/layers.2/blocks.3/attn/Constant_3" [id=1247, type=Constant]; -"1248 /layers/layers.2/blocks.3/attn/Constant_2" [id=1248, type=Constant]; -"1249 onnx^^Add_2694" [id=1249, label="1249 onnx::Add_2694", type=Constant]; -"1250 Constant_1437" [id=1250, type=Constant]; -"1251 Constant_7355" [id=1251, type=Constant]; -"1252 Constant_1435" [id=1252, type=Constant]; -"1253 Constant_7356" [id=1253, type=Constant]; -"1254 Constant_5547" [id=1254, type=Constant]; -"1255 Constant_5544" [id=1255, type=Constant]; -"1256 Constant_5541" [id=1256, type=Constant]; -"1257 Constant_5571" [id=1257, type=Constant]; -"1258 Constant_5568" [id=1258, type=Constant]; -"1259 Constant_5565" [id=1259, type=Constant]; -"1260 Constant_7359" [id=1260, type=Constant]; -"1261 Constant_7360" [id=1261, type=Constant]; -"1262 Constant_7363" [id=1262, type=Constant]; -"1263 onnx^^Add_2756" [id=1263, label="1263 onnx::Add_2756", type=Constant]; -"1264 Constant_1594" [id=1264, type=Constant]; -"1265 Constant_7364" [id=1265, type=Constant]; -"1266 Constant_1592" [id=1266, type=Constant]; -"1267 Constant_7365" [id=1267, type=Constant]; -"1268 Constant_7368" [id=1268, type=Constant]; -"1269 Constant_7369" [id=1269, type=Constant]; -"1270 Constant_5595" [id=1270, type=Constant]; -"1271 Constant_5592" [id=1271, type=Constant]; -"1272 Constant_5589" [id=1272, type=Constant]; -"1273 Constant_5619" [id=1273, type=Constant]; -"1274 Constant_5616" [id=1274, type=Constant]; -"1275 Constant_5613" [id=1275, type=Constant]; -"1276 Constant_7372" [id=1276, type=Constant]; -"1277 /layers/layers.2/blocks.5/attn/Constant_3" [id=1277, type=Constant]; -"1278 /layers/layers.2/blocks.5/attn/Constant_2" [id=1278, type=Constant]; -"1279 onnx^^Add_2805" [id=1279, label="1279 onnx::Add_2805", type=Constant]; -"1280 Constant_1742" [id=1280, type=Constant]; -"1281 Constant_7373" [id=1281, type=Constant]; -"1282 Constant_1740" [id=1282, type=Constant]; -"1283 Constant_7374" [id=1283, type=Constant]; -"1284 Constant_5643" [id=1284, type=Constant]; -"1285 Constant_5640" [id=1285, type=Constant]; -"1286 Constant_5637" [id=1286, type=Constant]; -"1287 Constant_5667" [id=1287, type=Constant]; -"1288 Constant_5664" [id=1288, type=Constant]; -"1289 Constant_5661" [id=1289, type=Constant]; -"1290 Constant_7377" [id=1290, type=Constant]; -"1291 Constant_7378" [id=1291, type=Constant]; -"1292 Constant_5739" [id=1292, type=Constant]; -"1293 Constant_5736" [id=1293, type=Constant]; -"1294 Constant_5733" [id=1294, type=Constant]; -"1295 Constant_5691" [id=1295, type=Constant]; -"1296 Constant_5688" [id=1296, type=Constant]; -"1297 Constant_5685" [id=1297, type=Constant]; -"1298 Constant_5727" [id=1298, type=Constant]; -"1299 Constant_5724" [id=1299, type=Constant]; -"1300 Constant_5721" [id=1300, type=Constant]; -"1301 Constant_5703" [id=1301, type=Constant]; -"1302 Constant_5700" [id=1302, type=Constant]; -"1303 Constant_5697" [id=1303, type=Constant]; -"1304 Constant_7383" [id=1304, type=Constant]; -"1305 onnx^^Add_2901" [id=1305, label="1305 onnx::Add_2901", type=Constant]; -"1306 Constant_1952" [id=1306, type=Constant]; -"1307 Constant_7384" [id=1307, type=Constant]; -"1308 Constant_1950" [id=1308, type=Constant]; -"1309 Constant_7385" [id=1309, type=Constant]; -"1310 Constant_7388" [id=1310, type=Constant]; -"1311 Constant_7389" [id=1311, type=Constant]; -"1312 Constant_7392" [id=1312, type=Constant]; -"1313 onnx^^Add_2950" [id=1313, label="1313 onnx::Add_2950", type=Constant]; -"1314 Constant_2058" [id=1314, type=Constant]; -"1315 Constant_7393" [id=1315, type=Constant]; -"1316 Constant_2056" [id=1316, type=Constant]; -"1317 Constant_7394" [id=1317, type=Constant]; -"1318 Constant_7397" [id=1318, type=Constant]; -"1319 Constant_7398" [id=1319, type=Constant]; -"0 input" -> "1 Multiply_6579" [label="[1, 3, 224, 224]", style=solid]; -"1 Multiply_6579" -> "2 Divide_2169" [label="[1, 3, 224, 224]", style=solid]; -"2 Divide_2169" -> "3 Divide_2169_0_0/nncf_smooth_quant" [label="[1, 3, 224, 224]", style=solid]; -"3 Divide_2169_0_0/nncf_smooth_quant" -> "4 /patch_embed/proj/Conv/WithoutBiases" [label="[1, 3, 224, 224]", style=solid]; -"4 /patch_embed/proj/Conv/WithoutBiases" -> "5 /patch_embed/proj/Conv" [label="[1, 96, 56, 56]", style=solid]; -"5 /patch_embed/proj/Conv" -> "6 /patch_embed/Reshape" [label="[1, 96, 56, 56]", style=solid]; -"5 /patch_embed/proj/Conv" -> "7 /patch_embed/Shape" [label="[1, 96, 56, 56]", style=solid]; -"6 /patch_embed/Reshape" -> "8 /patch_embed/Transpose" [label="[1, 96, 3136]", style=solid]; -"7 /patch_embed/Shape" -> "9 /patch_embed/Slice" [label="[4]", style=dashed]; -"8 /patch_embed/Transpose" -> "10 /patch_embed/norm/Div" [label="[1, 3136, 96]", style=solid]; -"9 /patch_embed/Slice" -> "11 /patch_embed/Concat" [label="[2]", style=dashed]; -"10 /patch_embed/norm/Div" -> "12 /patch_embed/norm/Mul" [label="[1, 3136, 96]", style=solid]; -"11 /patch_embed/Concat" -> "6 /patch_embed/Reshape" [label="[3]", style=dashed]; -"12 /patch_embed/norm/Mul" -> "13 /patch_embed/norm/Add_1" [label="[1, 3136, 96]", style=solid]; -"13 /patch_embed/norm/Add_1" -> "14 /layers/layers.0/blocks.0/Add" [label="[1, 3136, 96]", style=solid]; -"13 /patch_embed/norm/Add_1" -> "15 /layers/layers.0/blocks.0/norm1/Div" [label="[1, 3136, 96]", style=solid]; -"14 /layers/layers.0/blocks.0/Add" -> "16 /layers/layers.0/blocks.0/Add_1" [label="[1, 3136, 96]", style=solid]; -"14 /layers/layers.0/blocks.0/Add" -> "17 /layers/layers.0/blocks.0/norm2/Div" [label="[1, 3136, 96]", style=solid]; -"15 /layers/layers.0/blocks.0/norm1/Div" -> "18 /layers/layers.0/blocks.0/norm1/Mul" [label="[1, 3136, 96]", style=solid]; -"16 /layers/layers.0/blocks.0/Add_1" -> "19 /layers/layers.0/blocks.1/Add" [label="[1, 3136, 96]", style=solid]; -"16 /layers/layers.0/blocks.0/Add_1" -> "20 /layers/layers.0/blocks.1/norm1/Div" [label="[1, 3136, 96]", style=solid]; -"17 /layers/layers.0/blocks.0/norm2/Div" -> "21 /layers/layers.0/blocks.0/norm2/Mul" [label="[1, 3136, 96]", style=solid]; -"18 /layers/layers.0/blocks.0/norm1/Mul" -> "22 /layers/layers.0/blocks.0/norm1/Add_1" [label="[1, 3136, 96]", style=solid]; -"19 /layers/layers.0/blocks.1/Add" -> "23 /layers/layers.0/blocks.1/Add_1" [label="[1, 3136, 96]", style=solid]; -"19 /layers/layers.0/blocks.1/Add" -> "24 /layers/layers.0/blocks.1/norm2/Div" [label="[1, 3136, 96]", style=solid]; -"20 /layers/layers.0/blocks.1/norm1/Div" -> "25 /layers/layers.0/blocks.1/norm1/Mul" [label="[1, 3136, 96]", style=solid]; -"21 /layers/layers.0/blocks.0/norm2/Mul" -> "26 /layers/layers.0/blocks.0/norm2/Add_1" [label="[1, 3136, 96]", style=solid]; -"22 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96]", style=solid]; -"29 /layers/layers.0/blocks.1/norm2/Mul" -> "35 /layers/layers.0/blocks.1/norm2/Add_1" [label="[1, 3136, 96]", style=solid]; -"30 /layers/layers.0/blocks.1/norm1/Add_1" -> "36 /layers/layers.0/blocks.1/Reshape" [label="[1, 3136, 96]", style=solid]; -"31 /layers/layers.0/blocks.0/norm2/Add_1_0_0/nncf_smooth_quant" -> "37 /layers/layers.0/blocks.0/mlp/fc1/MatMul" [label="[1, 3136, 96]", style=solid]; -"32 /layers/layers.0/blocks.0/Transpose" -> "38 /layers/layers.0/blocks.0/Reshape_2" [label="[1, 8, 8, 7, 7, 96]", style=solid]; -"33 /layers/layers.0/downsample/Slice" -> "39 /layers/layers.0/downsample/Slice_1" [label="[1, 28, 56, 96]", style=solid]; -"33 /layers/layers.0/downsample/Slice" -> "40 /layers/layers.0/downsample/Slice_4" [label="[1, 28, 56, 96]", style=solid]; -"34 /layers/layers.0/downsample/Slice_2" -> "41 /layers/layers.0/downsample/Slice_3" [label="[1, 28, 56, 96]", style=solid]; -"34 /layers/layers.0/downsample/Slice_2" -> "42 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[label="[1, 28, 28, 384]", style=solid]; -"49 /layers/layers.0/blocks.1/mlp/fc1/MatMul" -> "54 /layers/layers.0/blocks.1/mlp/fc1/Add" [label="[1, 3136, 384]", style=solid]; -"50 /layers/layers.0/blocks.1/Concat" -> "55 /layers/layers.0/blocks.1/Slice_2" [label="[1, 56, 56, 96]", style=solid]; -"50 /layers/layers.0/blocks.1/Concat" -> "56 /layers/layers.0/blocks.1/Slice_3" [label="[1, 56, 56, 96]", style=solid]; -"51 /layers/layers.0/blocks.0/mlp/act/Mul_1" -> "57 /layers/layers.0/blocks.0/mlp/act/Mul_1_0_0/nncf_smooth_quant" [label="[1, 3136, 384]", style=solid]; -"52 /layers/layers.0/blocks.0/Reshape_3_0_0/nncf_smooth_quant" -> "58 /layers/layers.0/blocks.0/attn/qkv/MatMul" [label="[64, 49, 96]", style=solid]; -"53 /layers/layers.0/downsample/Reshape_1" -> "59 /layers/layers.0/downsample/norm/Div" [label="[1, 784, 384]", style=solid]; -"54 /layers/layers.0/blocks.1/mlp/fc1/Add" -> "60 /layers/layers.0/blocks.1/mlp/act/Mul_1" [label="[1, 3136, 384]", style=solid]; -"55 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[label="[1, 784, 384]", style=solid]; -"70 /layers/layers.0/blocks.1/mlp/fc2/MatMul" -> "74 /layers/layers.0/blocks.1/mlp/fc2/Add" [label="[1, 3136, 96]", style=solid]; -"71 /layers/layers.0/blocks.1/Transpose" -> "75 /layers/layers.0/blocks.1/Reshape_2" [label="[1, 8, 8, 7, 7, 96]", style=solid]; -"72 /layers/layers.0/blocks.0/attn/Transpose" -> "76 /layers/layers.0/blocks.0/attn/Gather" [label="[3, 64, 3, 49, 32]", style=solid]; -"72 /layers/layers.0/blocks.0/attn/Transpose" -> "77 /layers/layers.0/blocks.0/attn/Gather_1" [label="[3, 64, 3, 49, 32]", style=solid]; -"72 /layers/layers.0/blocks.0/attn/Transpose" -> "78 /layers/layers.0/blocks.0/attn/Gather_2" [label="[3, 64, 3, 49, 32]", style=solid]; -"73 /layers/layers.0/downsample/norm/Add_1_0_0/nncf_smooth_quant" -> "79 /layers/layers.0/downsample/reduction/MatMul" [label="[1, 784, 384]", style=solid]; -"74 /layers/layers.0/blocks.1/mlp/fc2/Add" -> "23 /layers/layers.0/blocks.1/Add_1" [label="[1, 3136, 96]", style=solid]; -"75 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"588 /layers/layers.2/blocks.3/Reshape_6" [label="[4]", style=dashed]; -"813 Constant_1474" -> "579 /layers/layers.2/blocks.3/Transpose_1" [label="[6]", style=dashed]; -"814 /layers/layers.2/blocks.3/Constant_17" -> "570 /layers/layers.2/blocks.3/Reshape_5" [label="[6]", style=dashed]; -"815 /layers/layers.2/blocks.3/Constant_16" -> "559 /layers/layers.2/blocks.3/Reshape_4" [label="[4]", style=dashed]; -"816 Transpose_6476" -> "538 /layers/layers.2/blocks.3/attn/proj/MatMul" [label="[384, 384]", style=solid]; -"817 Constant_26051" -> "525 /layers/layers.2/blocks.3/attn/Reshape_3_0_0/nncf_smooth_quant" [label="[1, 1, 384]", style=solid]; -"818 /layers/layers.2/blocks.3/attn/Constant_4" -> "512 /layers/layers.2/blocks.3/attn/Reshape_3" [label="[3]", style=dashed]; -"819 Constant_1458" -> "500 /layers/layers.2/blocks.3/attn/Transpose_2" [label="[4]", style=dashed]; -"820 Constant_1439" -> "475 /layers/layers.2/blocks.3/attn/Gather_2" [label="[]", style=dashed]; -"821 Constant_1433" -> "462 /layers/layers.2/blocks.3/attn/Transpose" [label="[5]", style=dashed]; -"822 /layers/layers.2/blocks.3/attn/Constant" -> "452 /layers/layers.2/blocks.3/attn/Reshape" [label="[5]", style=dashed]; -"823 Transpose_6473" -> "426 /layers/layers.2/blocks.3/attn/qkv/MatMul" [label="[1152, 384]", style=solid]; -"824 Constant_26037" -> "415 /layers/layers.2/blocks.3/Reshape_3_0_0/nncf_smooth_quant" [label="[1, 1, 384]", style=solid]; -"825 /layers/layers.2/blocks.3/Constant_15" -> "403 /layers/layers.2/blocks.3/Reshape_3" [label="[3]", style=dashed]; -"826 /layers/layers.2/blocks.3/Constant_14" -> "390 /layers/layers.2/blocks.3/Reshape_2" [label="[4]", style=dashed]; -"827 Constant_1417" -> "377 /layers/layers.2/blocks.3/Transpose" [label="[6]", style=dashed]; -"828 /layers/layers.2/blocks.3/Constant_13" -> "364 /layers/layers.2/blocks.3/Reshape_1" [label="[6]", style=dashed]; -"829 Constant_5535" -> "330 /layers/layers.2/blocks.3/Slice_3" [label="[3]", style=dashed]; -"830 Constant_5532" -> "330 /layers/layers.2/blocks.3/Slice_3" [label="[3]", style=dashed]; -"831 Constant_5529" -> "330 /layers/layers.2/blocks.3/Slice_3" [label="[3]", style=dashed]; -"832 Constant_5511" -> "300 /layers/layers.2/blocks.3/Slice_1" [label="[2]", style=dashed]; -"833 Constant_5508" -> "300 /layers/layers.2/blocks.3/Slice_1" [label="[2]", style=dashed]; -"834 Constant_5505" -> "300 /layers/layers.2/blocks.3/Slice_1" [label="[2]", style=dashed]; -"835 /layers/layers.2/blocks.3/Constant" -> "284 /layers/layers.2/blocks.3/Reshape" [label="[4]", style=dashed]; -"836 Constant_7353" -> "269 /layers/layers.2/blocks.3/norm1/Add_1" [label="[1, 1, 384]", style=solid]; -"837 Constant_7352" -> "256 /layers/layers.2/blocks.3/norm1/Mul" [label="[1, 1, 384]", style=solid]; -"838 Constant_1354" -> "241 /layers/layers.2/blocks.3/norm1/Div" [label="[1]", style=dashed]; -"839 Transpose_6469" -> "347 /layers/layers.2/blocks.2/mlp/fc2/MatMul" [label="[384, 1536]", style=solid]; -"840 Constant_26017" -> "331 /layers/layers.2/blocks.2/mlp/act/Mul_1_0_0/nncf_smooth_quant" [label="[1, 1, 1536]", style=solid]; -"841 Transpose_6465" -> "285 /layers/layers.2/blocks.2/mlp/fc1/MatMul" [label="[1536, 384]", style=solid]; -"842 Constant_26009" -> "270 /layers/layers.2/blocks.2/norm2/Add_1_0_0/nncf_smooth_quant" [label="[1, 1, 384]", style=solid]; -"843 Constant_7349" -> "257 /layers/layers.2/blocks.2/norm2/Add_1" [label="[1, 1, 384]", style=solid]; -"844 Constant_7348" -> "242 /layers/layers.2/blocks.2/norm2/Mul" [label="[1, 1, 384]", style=solid]; -"845 Constant_1328" -> "229 /layers/layers.2/blocks.2/norm2/Div" [label="[1]", style=dashed]; -"846 /layers/layers.2/blocks.2/Constant_7" -> "526 /layers/layers.2/blocks.2/Reshape_7" [label="[3]", style=dashed]; -"847 /layers/layers.2/blocks.2/Constant_6" -> "513 /layers/layers.2/blocks.2/Reshape_6" [label="[4]", style=dashed]; -"848 Constant_1317" -> "501 /layers/layers.2/blocks.2/Transpose_1" [label="[6]", style=dashed]; -"849 /layers/layers.2/blocks.2/Constant_5" -> "489 /layers/layers.2/blocks.2/Reshape_5" [label="[6]", style=dashed]; -"850 /layers/layers.2/blocks.2/Constant_4" -> "476 /layers/layers.2/blocks.2/Reshape_4" [label="[4]", style=dashed]; -"851 Transpose_6461" -> "453 /layers/layers.2/blocks.2/attn/proj/MatMul" [label="[384, 384]", style=solid]; -"852 Constant_26039" -> "441 /layers/layers.2/blocks.2/attn/Reshape_1_0_0/nncf_smooth_quant" [label="[1, 1, 384]", style=solid]; -"853 /layers/layers.2/blocks.2/attn/Constant_2" -> "428 /layers/layers.2/blocks.2/attn/Reshape_1" [label="[3]", style=dashed]; -"854 Constant_1301" -> "417 /layers/layers.2/blocks.2/attn/Transpose_2" [label="[4]", style=dashed]; -"855 Constant_1291" -> "393 /layers/layers.2/blocks.2/attn/Gather_2" [label="[]", style=dashed]; -"856 Constant_1285" -> "378 /layers/layers.2/blocks.2/attn/Transpose" [label="[5]", style=dashed]; -"857 /layers/layers.2/blocks.2/attn/Constant" -> "366 /layers/layers.2/blocks.2/attn/Reshape" [label="[5]", style=dashed]; -"858 Transpose_6458" -> "332 /layers/layers.2/blocks.2/attn/qkv/MatMul" [label="[1152, 384]", style=solid]; -"859 Constant_26019" -> "317 /layers/layers.2/blocks.2/Reshape_3_0_0/nncf_smooth_quant" [label="[1, 1, 384]", style=solid]; -"860 /layers/layers.2/blocks.2/Constant_3" -> "302 /layers/layers.2/blocks.2/Reshape_3" [label="[3]", style=dashed]; -"861 /layers/layers.2/blocks.2/Constant_2" -> "286 /layers/layers.2/blocks.2/Reshape_2" [label="[4]", style=dashed]; -"862 Constant_1269" -> "271 /layers/layers.2/blocks.2/Transpose" [label="[6]", style=dashed]; -"863 /layers/layers.2/blocks.2/Constant_1" -> "258 /layers/layers.2/blocks.2/Reshape_1" [label="[6]", style=dashed]; -"864 Constant_7344" -> "243 /layers/layers.2/blocks.2/norm1/Add_1" [label="[1, 1, 384]", style=solid]; -"865 Constant_7343" -> "230 /layers/layers.2/blocks.2/norm1/Mul" [label="[1, 1, 384]", style=solid]; -"866 Constant_1248" -> "219 /layers/layers.2/blocks.2/norm1/Div" [label="[1]", 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"349 /layers/layers.2/blocks.1/Reshape_3" [label="[3]", style=dashed]; -"895 /layers/layers.2/blocks.1/Constant_14" -> "334 /layers/layers.2/blocks.1/Reshape_2" [label="[4]", style=dashed]; -"896 Constant_1112" -> "319 /layers/layers.2/blocks.1/Transpose" [label="[6]", style=dashed]; -"897 /layers/layers.2/blocks.1/Constant_13" -> "304 /layers/layers.2/blocks.1/Reshape_1" [label="[6]", style=dashed]; -"898 Constant_5439" -> "274 /layers/layers.2/blocks.1/Slice_3" [label="[3]", style=dashed]; -"899 Constant_5436" -> "274 /layers/layers.2/blocks.1/Slice_3" [label="[3]", style=dashed]; -"900 Constant_5433" -> "274 /layers/layers.2/blocks.1/Slice_3" [label="[3]", style=dashed]; -"901 Constant_5415" -> "246 /layers/layers.2/blocks.1/Slice_1" [label="[2]", style=dashed]; -"902 Constant_5412" -> "246 /layers/layers.2/blocks.1/Slice_1" [label="[2]", style=dashed]; -"903 Constant_5409" -> "246 /layers/layers.2/blocks.1/Slice_1" [label="[2]", style=dashed]; -"904 /layers/layers.2/blocks.1/Constant" -> "232 /layers/layers.2/blocks.1/Reshape" [label="[4]", style=dashed]; -"905 Constant_7335" -> "221 /layers/layers.2/blocks.1/norm1/Add_1" [label="[1, 1, 384]", style=solid]; -"906 Constant_7334" -> "212 /layers/layers.2/blocks.1/norm1/Mul" [label="[1, 1, 384]", style=solid]; -"907 Constant_1049" -> "203 /layers/layers.2/blocks.1/norm1/Div" [label="[1]", style=dashed]; -"908 Transpose_6439" -> "289 /layers/layers.2/blocks.0/mlp/fc2/MatMul" [label="[384, 1536]", style=solid]; -"909 Constant_26005" -> "275 /layers/layers.2/blocks.0/mlp/act/Mul_1_0_0/nncf_smooth_quant" [label="[1, 1, 1536]", style=solid]; -"910 Transpose_6435" -> "233 /layers/layers.2/blocks.0/mlp/fc1/MatMul" [label="[1536, 384]", style=solid]; -"911 Constant_26001" -> "222 /layers/layers.2/blocks.0/norm2/Add_1_0_0/nncf_smooth_quant" [label="[1, 1, 384]", style=solid]; -"912 Constant_7331" -> "213 /layers/layers.2/blocks.0/norm2/Add_1" [label="[1, 1, 384]", style=solid]; -"913 Constant_7330" -> "204 /layers/layers.2/blocks.0/norm2/Mul" [label="[1, 1, 384]", style=solid]; -"914 Constant_1023" -> "196 /layers/layers.2/blocks.0/norm2/Div" [label="[1]", style=dashed]; -"915 /layers/layers.2/blocks.0/Constant_7" -> "479 /layers/layers.2/blocks.0/Reshape_7" [label="[3]", style=dashed]; -"916 /layers/layers.2/blocks.0/Constant_6" -> "466 /layers/layers.2/blocks.0/Reshape_6" [label="[4]", style=dashed]; -"917 Constant_1012" -> "456 /layers/layers.2/blocks.0/Transpose_1" [label="[6]", style=dashed]; -"918 /layers/layers.2/blocks.0/Constant_5" -> "445 /layers/layers.2/blocks.0/Reshape_5" [label="[6]", style=dashed]; -"919 /layers/layers.2/blocks.0/Constant_4" -> "432 /layers/layers.2/blocks.0/Reshape_4" [label="[4]", style=dashed]; -"920 Transpose_6431" -> "408 /layers/layers.2/blocks.0/attn/proj/MatMul" [label="[384, 384]", style=solid]; -"921 Constant_26033" -> "395 /layers/layers.2/blocks.0/attn/Reshape_1_0_0/nncf_smooth_quant" [label="[1, 1, 384]", style=solid]; 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Constant_929" -> "155 /layers/layers.1/downsample/norm/Div" [label="[1]", style=dashed]; -"941 /layers/layers.1/downsample/Constant_25" -> "146 /layers/layers.1/downsample/Reshape_1" [label="[3]", style=dashed]; -"942 Constant_5391" -> "128 /layers/layers.1/downsample/Slice_5" [label="[3]", style=dashed]; -"943 Constant_5388" -> "128 /layers/layers.1/downsample/Slice_5" [label="[3]", style=dashed]; -"944 Constant_5385" -> "128 /layers/layers.1/downsample/Slice_5" [label="[3]", style=dashed]; -"945 Constant_5355" -> "116 /layers/layers.1/downsample/Slice_2" [label="[2]", style=dashed]; -"946 Constant_5352" -> "116 /layers/layers.1/downsample/Slice_2" [label="[2]", style=dashed]; -"947 Constant_5349" -> "116 /layers/layers.1/downsample/Slice_2" [label="[2]", style=dashed]; -"948 /layers/layers.1/downsample/Constant" -> "108 /layers/layers.1/downsample/Reshape" [label="[4]", style=dashed]; -"949 Transpose_6420" -> "171 /layers/layers.1/blocks.1/mlp/fc2/MatMul" [label="[192, 768]", 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-> "521 /layers/layers.2/blocks.5/attn/Gather_1" [label="[]", style=dashed]; -"1116 /patch_embed/proj/Constant" -> "594 /layers/layers.3/blocks.0/attn/Gather_1" [label="[]", style=dashed]; -"1116 /patch_embed/proj/Constant" -> "608 /layers/layers.3/blocks.1/attn/Gather_1" [label="[]", style=dashed]; -"1117 Constant_7288" -> "81 /layers/layers.0/blocks.0/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; -"1118 Constant_266" -> "76 /layers/layers.0/blocks.0/attn/Gather" [label="[]", style=dashed]; -"1119 /layers/layers.0/blocks.0/Constant" -> "76 /layers/layers.0/blocks.0/attn/Gather" [label="[]", style=dashed]; -"1119 /layers/layers.0/blocks.0/Constant" -> "121 /layers/layers.0/blocks.1/attn/Gather" [label="[]", style=dashed]; -"1119 /layers/layers.0/blocks.0/Constant" -> "179 /layers/layers.1/blocks.0/attn/Gather" [label="[]", style=dashed]; -"1119 /layers/layers.0/blocks.0/Constant" -> "235 /layers/layers.1/blocks.1/attn/Gather" [label="[]", style=dashed]; -"1119 /layers/layers.0/blocks.0/Constant" -> "335 /layers/layers.2/blocks.0/attn/Gather" [label="[]", style=dashed]; -"1119 /layers/layers.0/blocks.0/Constant" -> "391 /layers/layers.2/blocks.2/attn/Gather" [label="[]", style=dashed]; -"1119 /layers/layers.0/blocks.0/Constant" -> "429 /layers/layers.2/blocks.1/attn/Gather" [label="[]", style=dashed]; -"1119 /layers/layers.0/blocks.0/Constant" -> "437 /layers/layers.2/blocks.4/attn/Gather" [label="[]", style=dashed]; -"1119 /layers/layers.0/blocks.0/Constant" -> "473 /layers/layers.2/blocks.3/attn/Gather" [label="[]", style=dashed]; -"1119 /layers/layers.0/blocks.0/Constant" -> "520 /layers/layers.2/blocks.5/attn/Gather" [label="[]", style=dashed]; -"1119 /layers/layers.0/blocks.0/Constant" -> "593 /layers/layers.3/blocks.0/attn/Gather" [label="[]", style=dashed]; -"1119 /layers/layers.0/blocks.0/Constant" -> "607 /layers/layers.3/blocks.1/attn/Gather" [label="[]", style=dashed]; -"1120 Constant_7289" -> "114 /layers/layers.0/blocks.0/attn/proj/Add" [label="[1, 1, 96]", style=solid]; -"1121 Constant_7292" -> "46 /layers/layers.0/blocks.0/mlp/fc1/Add" [label="[1, 1, 384]", style=solid]; -"1122 Constant_7293" -> "67 /layers/layers.0/blocks.0/mlp/fc2/Add" [label="[1, 1, 96]", style=solid]; -"1123 Constant_5067" -> "44 /layers/layers.0/blocks.1/Slice" [label="[2]", style=dashed]; -"1124 Constant_5064" -> "44 /layers/layers.0/blocks.1/Slice" [label="[2]", style=dashed]; -"1125 Constant_5061" -> "44 /layers/layers.0/blocks.1/Slice" [label="[2]", style=dashed]; -"1126 Constant_5091" -> "55 /layers/layers.0/blocks.1/Slice_2" [label="[3]", style=dashed]; -"1127 Constant_5088" -> "55 /layers/layers.0/blocks.1/Slice_2" [label="[3]", style=dashed]; -"1128 Constant_5085" -> "55 /layers/layers.0/blocks.1/Slice_2" [label="[3]", style=dashed]; -"1129 Constant_7296" -> "99 /layers/layers.0/blocks.1/attn/qkv/Add" [label="[1, 1, 288]", style=solid]; -"1130 /layers/layers.0/blocks.1/attn/Constant_3" -> "168 /layers/layers.0/blocks.1/attn/Reshape_2" [label="[4]", style=dashed]; -"1131 onnx^^Add_2301" -> "160 /layers/layers.0/blocks.1/attn/Add_1" [label="[1, 64, 1, 49, 49]", style=solid]; -"1132 /layers/layers.0/blocks.1/attn/Constant_2" -> "152 /layers/layers.0/blocks.1/attn/Reshape_1" [label="[5]", style=dashed]; -"1133 onnx^^Add_2293" -> "143 /layers/layers.0/blocks.1/attn/Add" [label="[1, 3, 49, 49]", style=solid]; -"1134 Constant_416" -> "122 /layers/layers.0/blocks.1/attn/Gather_1" [label="[]", style=dashed]; -"1135 Constant_7297" -> "134 /layers/layers.0/blocks.1/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; -"1136 Constant_414" -> "121 /layers/layers.0/blocks.1/attn/Gather" [label="[]", style=dashed]; -"1137 Constant_7298" -> "175 /layers/layers.0/blocks.1/attn/proj/Add" [label="[1, 1, 96]", style=solid]; -"1138 Constant_5115" -> "208 /layers/layers.0/blocks.1/Slice_4" [label="[2]", style=dashed]; -"1139 Constant_5112" -> "208 /layers/layers.0/blocks.1/Slice_4" [label="[2]", style=dashed]; -"1140 Constant_5109" -> "208 /layers/layers.0/blocks.1/Slice_4" [label="[2]", style=dashed]; -"1141 Constant_5139" -> "226 /layers/layers.0/blocks.1/Slice_6" [label="[3]", style=dashed]; -"1142 Constant_5136" -> "226 /layers/layers.0/blocks.1/Slice_6" [label="[3]", style=dashed]; -"1143 Constant_5133" -> "226 /layers/layers.0/blocks.1/Slice_6" [label="[3]", style=dashed]; -"1144 Constant_7301" -> "54 /layers/layers.0/blocks.1/mlp/fc1/Add" [label="[1, 1, 384]", style=solid]; -"1145 Constant_7302" -> "74 /layers/layers.0/blocks.1/mlp/fc2/Add" [label="[1, 1, 96]", style=solid]; -"1146 Constant_5211" -> "40 /layers/layers.0/downsample/Slice_4" [label="[3]", style=dashed]; -"1147 Constant_5208" -> "40 /layers/layers.0/downsample/Slice_4" [label="[3]", style=dashed]; -"1148 Constant_5205" -> "40 /layers/layers.0/downsample/Slice_4" [label="[3]", style=dashed]; -"1149 Constant_5163" -> "33 /layers/layers.0/downsample/Slice" [label="[2]", style=dashed]; -"1150 Constant_5160" -> "33 /layers/layers.0/downsample/Slice" [label="[2]", style=dashed]; -"1151 Constant_5157" -> "33 /layers/layers.0/downsample/Slice" [label="[2]", style=dashed]; -"1152 Constant_5199" -> "41 /layers/layers.0/downsample/Slice_3" [label="[3]", style=dashed]; -"1153 Constant_5196" -> "41 /layers/layers.0/downsample/Slice_3" [label="[3]", style=dashed]; -"1154 Constant_5193" -> "41 /layers/layers.0/downsample/Slice_3" [label="[3]", style=dashed]; -"1155 Constant_5175" -> "39 /layers/layers.0/downsample/Slice_1" [label="[3]", style=dashed]; -"1156 Constant_5172" -> "39 /layers/layers.0/downsample/Slice_1" [label="[3]", style=dashed]; -"1157 Constant_5169" -> "39 /layers/layers.0/downsample/Slice_1" [label="[3]", style=dashed]; -"1158 Constant_7307" -> "159 /layers/layers.1/blocks.0/attn/qkv/Add" [label="[1, 1, 576]", style=solid]; -"1159 onnx^^Add_2389" -> "192 /layers/layers.1/blocks.0/attn/Add" [label="[1, 6, 49, 49]", style=solid]; -"1160 Constant_626" -> "180 /layers/layers.1/blocks.0/attn/Gather_1" [label="[]", style=dashed]; -"1161 Constant_7308" -> "185 /layers/layers.1/blocks.0/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; -"1162 Constant_624" -> "179 /layers/layers.1/blocks.0/attn/Gather" [label="[]", style=dashed]; -"1163 Constant_7309" -> "225 /layers/layers.1/blocks.0/attn/proj/Add" [label="[1, 1, 192]", style=solid]; -"1164 Constant_7312" -> "132 /layers/layers.1/blocks.0/mlp/fc1/Add" [label="[1, 1, 768]", style=solid]; -"1165 Constant_7313" -> "166 /layers/layers.1/blocks.0/mlp/fc2/Add" [label="[1, 1, 192]", style=solid]; -"1166 Constant_5235" -> "130 /layers/layers.1/blocks.1/Slice" [label="[2]", style=dashed]; -"1167 Constant_5232" -> "130 /layers/layers.1/blocks.1/Slice" [label="[2]", style=dashed]; -"1168 Constant_5229" -> "130 /layers/layers.1/blocks.1/Slice" [label="[2]", style=dashed]; -"1169 Constant_5259" -> "148 /layers/layers.1/blocks.1/Slice_2" [label="[3]", style=dashed]; -"1170 Constant_5256" -> "148 /layers/layers.1/blocks.1/Slice_2" [label="[3]", style=dashed]; -"1171 Constant_5253" -> "148 /layers/layers.1/blocks.1/Slice_2" [label="[3]", style=dashed]; -"1172 Constant_7316" -> "206 /layers/layers.1/blocks.1/attn/qkv/Add" [label="[1, 1, 576]", style=solid]; -"1173 /layers/layers.1/blocks.1/attn/Constant_3" -> "307 /layers/layers.1/blocks.1/attn/Reshape_2" [label="[4]", style=dashed]; -"1174 onnx^^Add_2446" -> "291 /layers/layers.1/blocks.1/attn/Add_1" [label="[1, 16, 1, 49, 49]", style=solid]; -"1175 /layers/layers.1/blocks.1/attn/Constant_2" -> "277 /layers/layers.1/blocks.1/attn/Reshape_1" [label="[5]", style=dashed]; -"1176 onnx^^Add_2438" -> "263 /layers/layers.1/blocks.1/attn/Add" [label="[1, 6, 49, 49]", style=solid]; -"1177 Constant_774" -> "236 /layers/layers.1/blocks.1/attn/Gather_1" [label="[]", style=dashed]; -"1178 Constant_7317" -> "249 /layers/layers.1/blocks.1/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; -"1179 Constant_772" -> "235 /layers/layers.1/blocks.1/attn/Gather" [label="[]", style=dashed]; -"1180 Constant_7318" -> "322 /layers/layers.1/blocks.1/attn/proj/Add" [label="[1, 1, 192]", style=solid]; -"1181 Constant_5283" -> "396 /layers/layers.1/blocks.1/Slice_4" [label="[2]", style=dashed]; -"1182 Constant_5280" -> "396 /layers/layers.1/blocks.1/Slice_4" [label="[2]", style=dashed]; -"1183 Constant_5277" -> "396 /layers/layers.1/blocks.1/Slice_4" [label="[2]", style=dashed]; -"1184 Constant_5307" -> "420 /layers/layers.1/blocks.1/Slice_6" [label="[3]", style=dashed]; -"1185 Constant_5304" -> "420 /layers/layers.1/blocks.1/Slice_6" [label="[3]", style=dashed]; -"1186 Constant_5301" -> "420 /layers/layers.1/blocks.1/Slice_6" [label="[3]", style=dashed]; -"1187 Constant_7321" -> "147 /layers/layers.1/blocks.1/mlp/fc1/Add" [label="[1, 1, 768]", style=solid]; -"1188 Constant_7322" -> "177 /layers/layers.1/blocks.1/mlp/fc2/Add" [label="[1, 1, 192]", style=solid]; -"1189 Constant_5379" -> "126 /layers/layers.1/downsample/Slice_4" [label="[3]", style=dashed]; -"1190 Constant_5376" -> "126 /layers/layers.1/downsample/Slice_4" [label="[3]", style=dashed]; -"1191 Constant_5373" -> "126 /layers/layers.1/downsample/Slice_4" [label="[3]", style=dashed]; -"1192 Constant_5331" -> "115 /layers/layers.1/downsample/Slice" [label="[2]", style=dashed]; -"1193 Constant_5328" -> "115 /layers/layers.1/downsample/Slice" [label="[2]", style=dashed]; -"1194 Constant_5325" -> "115 /layers/layers.1/downsample/Slice" [label="[2]", style=dashed]; -"1195 Constant_5367" -> "127 /layers/layers.1/downsample/Slice_3" [label="[3]", style=dashed]; -"1196 Constant_5364" -> "127 /layers/layers.1/downsample/Slice_3" [label="[3]", style=dashed]; -"1197 Constant_5361" -> "127 /layers/layers.1/downsample/Slice_3" [label="[3]", style=dashed]; -"1198 Constant_5343" -> "125 /layers/layers.1/downsample/Slice_1" [label="[3]", style=dashed]; -"1199 Constant_5340" -> "125 /layers/layers.1/downsample/Slice_1" [label="[3]", style=dashed]; -"1200 Constant_5337" -> "125 /layers/layers.1/downsample/Slice_1" [label="[3]", style=dashed]; -"1201 Constant_7327" -> "290 /layers/layers.2/blocks.0/attn/qkv/Add" [label="[1, 1, 1152]", style=solid]; -"1202 onnx^^Add_2534" -> "368 /layers/layers.2/blocks.0/attn/Add" [label="[1, 12, 49, 49]", style=solid]; -"1203 Constant_984" -> "336 /layers/layers.2/blocks.0/attn/Gather_1" [label="[]", style=dashed]; -"1204 Constant_7328" -> "350 /layers/layers.2/blocks.0/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; -"1205 Constant_982" -> "335 /layers/layers.2/blocks.0/attn/Gather" [label="[]", style=dashed]; -"1206 Constant_7329" -> "419 /layers/layers.2/blocks.0/attn/proj/Add" [label="[1, 1, 384]", style=solid]; -"1207 Constant_7332" -> "247 /layers/layers.2/blocks.0/mlp/fc1/Add" [label="[1, 1, 1536]", style=solid]; -"1208 Constant_7333" -> "305 /layers/layers.2/blocks.0/mlp/fc2/Add" [label="[1, 1, 384]", style=solid]; -"1209 Constant_5403" -> "245 /layers/layers.2/blocks.1/Slice" [label="[2]", style=dashed]; -"1210 Constant_5400" -> "245 /layers/layers.2/blocks.1/Slice" [label="[2]", style=dashed]; -"1211 Constant_5397" -> "245 /layers/layers.2/blocks.1/Slice" [label="[2]", style=dashed]; -"1212 Constant_5427" -> "273 /layers/layers.2/blocks.1/Slice_2" [label="[3]", style=dashed]; -"1213 Constant_5424" -> "273 /layers/layers.2/blocks.1/Slice_2" [label="[3]", style=dashed]; -"1214 Constant_5421" -> "273 /layers/layers.2/blocks.1/Slice_2" [label="[3]", style=dashed]; -"1215 Constant_7336" -> "394 /layers/layers.2/blocks.1/attn/qkv/Add" [label="[1, 1, 1152]", style=solid]; -"1216 /layers/layers.2/blocks.1/attn/Constant_3" -> "490 /layers/layers.2/blocks.1/attn/Reshape_2" [label="[4]", style=dashed]; -"1217 onnx^^Add_2702" -> "477 /layers/layers.2/blocks.1/attn/Add_1" [label="[1, 4, 1, 49, 49]", style=solid]; -"1217 onnx^^Add_2702" -> "524 /layers/layers.2/blocks.3/attn/Add_1" [label="[1, 4, 1, 49, 49]", style=solid]; -"1217 onnx^^Add_2702" -> "567 /layers/layers.2/blocks.5/attn/Add_1" [label="[1, 4, 1, 49, 49]", style=solid]; -"1218 /layers/layers.2/blocks.1/attn/Constant_2" -> "464 /layers/layers.2/blocks.1/attn/Reshape_1" [label="[5]", style=dashed]; -"1219 onnx^^Add_2583" -> "454 /layers/layers.2/blocks.1/attn/Add" [label="[1, 12, 49, 49]", style=solid]; -"1220 Constant_1132" -> "430 /layers/layers.2/blocks.1/attn/Gather_1" [label="[]", style=dashed]; -"1221 Constant_7337" -> "442 /layers/layers.2/blocks.1/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; -"1222 Constant_1130" -> "429 /layers/layers.2/blocks.1/attn/Gather" [label="[]", style=dashed]; -"1223 Constant_7338" -> "503 /layers/layers.2/blocks.1/attn/proj/Add" [label="[1, 1, 384]", style=solid]; -"1224 Constant_5451" -> "560 /layers/layers.2/blocks.1/Slice_4" [label="[2]", style=dashed]; -"1225 Constant_5448" -> "560 /layers/layers.2/blocks.1/Slice_4" [label="[2]", style=dashed]; -"1226 Constant_5445" -> "560 /layers/layers.2/blocks.1/Slice_4" [label="[2]", style=dashed]; -"1227 Constant_5475" -> "580 /layers/layers.2/blocks.1/Slice_6" [label="[3]", style=dashed]; -"1228 Constant_5472" -> "580 /layers/layers.2/blocks.1/Slice_6" [label="[3]", style=dashed]; -"1229 Constant_5469" -> "580 /layers/layers.2/blocks.1/Slice_6" [label="[3]", style=dashed]; -"1230 Constant_7341" -> "272 /layers/layers.2/blocks.1/mlp/fc1/Add" [label="[1, 1, 1536]", style=solid]; -"1231 Constant_7342" -> "333 /layers/layers.2/blocks.1/mlp/fc2/Add" [label="[1, 1, 384]", style=solid]; -"1232 Constant_7345" -> "348 /layers/layers.2/blocks.2/attn/qkv/Add" [label="[1, 1, 1152]", style=solid]; -"1233 onnx^^Add_2645" -> "416 /layers/layers.2/blocks.2/attn/Add" [label="[1, 12, 49, 49]", style=solid]; -"1234 Constant_1289" -> "392 /layers/layers.2/blocks.2/attn/Gather_1" [label="[]", style=dashed]; -"1235 Constant_7346" -> "404 /layers/layers.2/blocks.2/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; -"1236 Constant_1287" -> "391 /layers/layers.2/blocks.2/attn/Gather" [label="[]", style=dashed]; -"1237 Constant_7347" -> "463 /layers/layers.2/blocks.2/attn/proj/Add" [label="[1, 1, 384]", style=solid]; -"1238 Constant_7350" -> "301 /layers/layers.2/blocks.2/mlp/fc1/Add" [label="[1, 1, 1536]", style=solid]; -"1239 Constant_7351" -> "365 /layers/layers.2/blocks.2/mlp/fc2/Add" [label="[1, 1, 384]", style=solid]; -"1240 Constant_5499" -> "299 /layers/layers.2/blocks.3/Slice" [label="[2]", style=dashed]; -"1241 Constant_5496" -> "299 /layers/layers.2/blocks.3/Slice" [label="[2]", style=dashed]; -"1242 Constant_5493" -> "299 /layers/layers.2/blocks.3/Slice" [label="[2]", style=dashed]; -"1243 Constant_5523" -> "329 /layers/layers.2/blocks.3/Slice_2" [label="[3]", style=dashed]; -"1244 Constant_5520" -> "329 /layers/layers.2/blocks.3/Slice_2" [label="[3]", style=dashed]; -"1245 Constant_5517" -> "329 /layers/layers.2/blocks.3/Slice_2" [label="[3]", style=dashed]; -"1246 Constant_7354" -> "440 /layers/layers.2/blocks.3/attn/qkv/Add" [label="[1, 1, 1152]", style=solid]; -"1247 /layers/layers.2/blocks.3/attn/Constant_3" -> "537 /layers/layers.2/blocks.3/attn/Reshape_2" [label="[4]", style=dashed]; -"1248 /layers/layers.2/blocks.3/attn/Constant_2" -> "511 /layers/layers.2/blocks.3/attn/Reshape_1" [label="[5]", style=dashed]; -"1249 onnx^^Add_2694" -> "499 /layers/layers.2/blocks.3/attn/Add" [label="[1, 12, 49, 49]", style=solid]; -"1250 Constant_1437" -> "474 /layers/layers.2/blocks.3/attn/Gather_1" [label="[]", style=dashed]; -"1251 Constant_7355" -> "486 /layers/layers.2/blocks.3/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; -"1252 Constant_1435" -> "473 /layers/layers.2/blocks.3/attn/Gather" [label="[]", style=dashed]; -"1253 Constant_7356" -> "549 /layers/layers.2/blocks.3/attn/proj/Add" [label="[1, 1, 384]", style=solid]; -"1254 Constant_5547" -> "597 /layers/layers.2/blocks.3/Slice_4" [label="[2]", style=dashed]; -"1255 Constant_5544" -> "597 /layers/layers.2/blocks.3/Slice_4" [label="[2]", style=dashed]; -"1256 Constant_5541" -> "597 /layers/layers.2/blocks.3/Slice_4" [label="[2]", style=dashed]; -"1257 Constant_5571" -> "613 /layers/layers.2/blocks.3/Slice_6" [label="[3]", style=dashed]; -"1258 Constant_5568" -> "613 /layers/layers.2/blocks.3/Slice_6" [label="[3]", style=dashed]; -"1259 Constant_5565" -> "613 /layers/layers.2/blocks.3/Slice_6" [label="[3]", style=dashed]; -"1260 Constant_7359" -> "328 /layers/layers.2/blocks.3/mlp/fc1/Add" [label="[1, 1, 1536]", style=solid]; -"1261 Constant_7360" -> "389 /layers/layers.2/blocks.3/mlp/fc2/Add" [label="[1, 1, 384]", style=solid]; -"1262 Constant_7363" -> "402 /layers/layers.2/blocks.4/attn/qkv/Add" [label="[1, 1, 1152]", style=solid]; -"1263 onnx^^Add_2756" -> "460 /layers/layers.2/blocks.4/attn/Add" [label="[1, 12, 49, 49]", style=solid]; -"1264 Constant_1594" -> "438 /layers/layers.2/blocks.4/attn/Gather_1" [label="[]", style=dashed]; -"1265 Constant_7364" -> "449 /layers/layers.2/blocks.4/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; -"1266 Constant_1592" -> "437 /layers/layers.2/blocks.4/attn/Gather" [label="[]", style=dashed]; -"1267 Constant_7365" -> "510 /layers/layers.2/blocks.4/attn/proj/Add" [label="[1, 1, 384]", style=solid]; -"1268 Constant_7368" -> "361 /layers/layers.2/blocks.4/mlp/fc1/Add" [label="[1, 1, 1536]", style=solid]; -"1269 Constant_7369" -> "413 /layers/layers.2/blocks.4/mlp/fc2/Add" [label="[1, 1, 384]", style=solid]; -"1270 Constant_5595" -> "359 /layers/layers.2/blocks.5/Slice" [label="[2]", style=dashed]; -"1271 Constant_5592" -> "359 /layers/layers.2/blocks.5/Slice" [label="[2]", style=dashed]; -"1272 Constant_5589" -> "359 /layers/layers.2/blocks.5/Slice" [label="[2]", style=dashed]; -"1273 Constant_5619" -> "385 /layers/layers.2/blocks.5/Slice_2" [label="[3]", style=dashed]; -"1274 Constant_5616" -> "385 /layers/layers.2/blocks.5/Slice_2" [label="[3]", style=dashed]; -"1275 Constant_5613" -> "385 /layers/layers.2/blocks.5/Slice_2" [label="[3]", style=dashed]; -"1276 Constant_7372" -> "484 /layers/layers.2/blocks.5/attn/qkv/Add" [label="[1, 1, 1152]", style=solid]; -"1277 /layers/layers.2/blocks.5/attn/Constant_3" -> "577 /layers/layers.2/blocks.5/attn/Reshape_2" [label="[4]", style=dashed]; -"1278 /layers/layers.2/blocks.5/attn/Constant_2" -> "556 /layers/layers.2/blocks.5/attn/Reshape_1" [label="[5]", style=dashed]; -"1279 onnx^^Add_2805" -> "545 /layers/layers.2/blocks.5/attn/Add" [label="[1, 12, 49, 49]", style=solid]; -"1280 Constant_1742" -> "521 /layers/layers.2/blocks.5/attn/Gather_1" [label="[]", style=dashed]; -"1281 Constant_7373" -> "533 /layers/layers.2/blocks.5/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; -"1282 Constant_1740" -> "520 /layers/layers.2/blocks.5/attn/Gather" [label="[]", style=dashed]; -"1283 Constant_7374" -> "587 /layers/layers.2/blocks.5/attn/proj/Add" [label="[1, 1, 384]", style=solid]; -"1284 Constant_5643" -> "625 /layers/layers.2/blocks.5/Slice_4" [label="[2]", style=dashed]; -"1285 Constant_5640" -> "625 /layers/layers.2/blocks.5/Slice_4" [label="[2]", style=dashed]; -"1286 Constant_5637" -> "625 /layers/layers.2/blocks.5/Slice_4" [label="[2]", style=dashed]; -"1287 Constant_5667" -> "634 /layers/layers.2/blocks.5/Slice_6" [label="[3]", style=dashed]; -"1288 Constant_5664" -> "634 /layers/layers.2/blocks.5/Slice_6" [label="[3]", style=dashed]; -"1289 Constant_5661" -> "634 /layers/layers.2/blocks.5/Slice_6" [label="[3]", style=dashed]; -"1290 Constant_7377" -> "384 /layers/layers.2/blocks.5/mlp/fc1/Add" [label="[1, 1, 1536]", style=solid]; -"1291 Constant_7378" -> "435 /layers/layers.2/blocks.5/mlp/fc2/Add" [label="[1, 1, 384]", style=solid]; -"1292 Constant_5739" -> "355 /layers/layers.2/downsample/Slice_4" [label="[3]", style=dashed]; -"1293 Constant_5736" -> "355 /layers/layers.2/downsample/Slice_4" [label="[3]", style=dashed]; -"1294 Constant_5733" -> "355 /layers/layers.2/downsample/Slice_4" [label="[3]", style=dashed]; -"1295 Constant_5691" -> "339 /layers/layers.2/downsample/Slice" [label="[2]", style=dashed]; -"1296 Constant_5688" -> "339 /layers/layers.2/downsample/Slice" [label="[2]", style=dashed]; -"1297 Constant_5685" -> "339 /layers/layers.2/downsample/Slice" [label="[2]", style=dashed]; -"1298 Constant_5727" -> "356 /layers/layers.2/downsample/Slice_3" [label="[3]", style=dashed]; -"1299 Constant_5724" -> "356 /layers/layers.2/downsample/Slice_3" [label="[3]", style=dashed]; -"1300 Constant_5721" -> "356 /layers/layers.2/downsample/Slice_3" [label="[3]", style=dashed]; -"1301 Constant_5703" -> "354 /layers/layers.2/downsample/Slice_1" [label="[3]", style=dashed]; -"1302 Constant_5700" -> "354 /layers/layers.2/downsample/Slice_1" [label="[3]", style=dashed]; -"1303 Constant_5697" -> "354 /layers/layers.2/downsample/Slice_1" [label="[3]", style=dashed]; -"1304 Constant_7383" -> "566 /layers/layers.3/blocks.0/attn/qkv/Add" [label="[1, 1, 2304]", style=solid]; -"1305 onnx^^Add_2901" -> "610 /layers/layers.3/blocks.0/attn/Add" [label="[1, 24, 49, 49]", style=solid]; -"1306 Constant_1952" -> "594 /layers/layers.3/blocks.0/attn/Gather_1" [label="[]", style=dashed]; -"1307 Constant_7384" -> "602 /layers/layers.3/blocks.0/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; -"1308 Constant_1950" -> "593 /layers/layers.3/blocks.0/attn/Gather" [label="[]", style=dashed]; -"1309 Constant_7385" -> "633 /layers/layers.3/blocks.0/attn/proj/Add" [label="[1, 1, 768]", style=solid]; -"1310 Constant_7388" -> "531 /layers/layers.3/blocks.0/mlp/fc1/Add" [label="[1, 1, 3072]", style=solid]; -"1311 Constant_7389" -> "575 /layers/layers.3/blocks.0/mlp/fc2/Add" [label="[1, 1, 768]", style=solid]; -"1312 Constant_7392" -> "584 /layers/layers.3/blocks.1/attn/qkv/Add" [label="[1, 1, 2304]", style=solid]; -"1313 onnx^^Add_2950" -> "622 /layers/layers.3/blocks.1/attn/Add" [label="[1, 24, 49, 49]", style=solid]; -"1314 Constant_2058" -> "608 /layers/layers.3/blocks.1/attn/Gather_1" [label="[]", style=dashed]; -"1315 Constant_7393" -> "615 /layers/layers.3/blocks.1/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; -"1316 Constant_2056" -> "607 /layers/layers.3/blocks.1/attn/Gather" [label="[]", style=dashed]; -"1317 Constant_7394" -> "639 /layers/layers.3/blocks.1/attn/proj/Add" [label="[1, 1, 768]", style=solid]; -"1318 Constant_7397" -> "552 /layers/layers.3/blocks.1/mlp/fc1/Add" [label="[1, 1, 3072]", style=solid]; -"1319 Constant_7398" -> "591 /layers/layers.3/blocks.1/mlp/fc2/Add" [label="[1, 1, 768]", style=solid]; -} diff --git a/tests/openvino/native/data/2023.1/reference_graphs/quantized/yolo-v4-tiny-tf_performance.dot b/tests/openvino/native/data/2023.1/reference_graphs/quantized/yolo-v4-tiny-tf_performance.dot deleted file mode 100644 index 91280c60741..00000000000 --- a/tests/openvino/native/data/2023.1/reference_graphs/quantized/yolo-v4-tiny-tf_performance.dot +++ /dev/null @@ -1,749 +0,0 @@ -strict digraph { -"0 image_input" [id=0, type=Parameter]; -"1 image_input/fq_output_0" [id=1, type=FakeQuantize]; -"2 Divide_2366" [id=2, type=Transpose]; -"3 Multiply_3699" [id=3, type=Convolution]; -"4 Transpose_1171" [id=4, type=Add]; -"5 Transpose_1177" [id=5, type=PRelu]; -"6 Transpose_1177/fq_output_0" [id=6, type=FakeQuantize]; -"7 Multiply_3713" [id=7, type=Convolution]; -"8 Transpose_1228" [id=8, type=Add]; -"9 Transpose_1234" [id=9, type=PRelu]; -"10 Transpose_1234/fq_output_0" [id=10, type=FakeQuantize]; -"11 Multiply_3727" [id=11, type=Convolution]; -"12 Transpose_1258" [id=12, type=Add]; -"13 Transpose_1264" [id=13, type=PRelu]; -"14 Transpose_1264/fq_output_0" [id=14, type=FakeQuantize]; -"15 Transpose_1367" [id=15, type=Concat]; -"16 group_route_3/split" [id=16, type=Split]; -"17 MaxPool_307" [id=17, type=MaxPool]; -"18 Multiply_3741" [id=18, type=Convolution]; -"19 Multiply_3783" [id=19, type=Convolution]; -"20 Transpose_1293" [id=20, type=Add]; -"21 Transpose_1391" [id=21, type=Add]; -"22 Transpose_1299" [id=22, type=PRelu]; -"23 Transpose_1397" [id=23, type=PRelu]; -"24 Transpose_1299/fq_output_0" [id=24, type=FakeQuantize]; -"25 Transpose_1397/fq_output_0" [id=25, type=FakeQuantize]; -"26 Multiply_3755" [id=26, type=Convolution]; -"27 Transpose_1333" [id=27, type=Concat]; -"28 Transpose_1500" [id=28, type=Concat]; -"29 group_route_11/split" [id=29, type=Split]; -"30 Transpose_1323" [id=30, type=Add]; -"31 Multiply_3769" [id=31, type=Convolution]; -"32 MaxPool_433" [id=32, type=MaxPool]; -"33 Multiply_3797" [id=33, type=Convolution]; -"34 Transpose_1329" [id=34, type=PRelu]; -"35 Transpose_1357" [id=35, type=Add]; -"36 Multiply_3839" [id=36, type=Convolution]; -"37 Transpose_1426" [id=37, type=Add]; -"38 Transpose_1329/fq_output_0" [id=38, type=FakeQuantize]; -"39 Transpose_1363" [id=39, type=PRelu]; -"40 Transpose_1524" [id=40, type=Add]; -"41 Transpose_1432" [id=41, type=PRelu]; -"42 Transpose_1363/fq_output_0" [id=42, type=FakeQuantize]; -"43 Transpose_1530" [id=43, type=PRelu]; -"44 Transpose_1432/fq_output_0" [id=44, type=FakeQuantize]; -"45 Transpose_1530/fq_output_0" [id=45, type=FakeQuantize]; -"46 Multiply_3811" [id=46, type=Convolution]; -"47 Transpose_1466" [id=47, type=Concat]; -"48 Transpose_1633" [id=48, type=Concat]; -"49 group_route_19/split" [id=49, type=Split]; -"50 Transpose_1456" [id=50, type=Add]; -"51 Multiply_3825" [id=51, type=Convolution]; -"52 MaxPool_579" [id=52, type=MaxPool]; -"53 Multiply_3853" [id=53, type=Convolution]; -"54 Transpose_1462" [id=54, type=PRelu]; -"55 Transpose_1490" [id=55, type=Add]; -"56 Multiply_3895" [id=56, type=Convolution]; -"57 Transpose_1559" [id=57, type=Add]; -"58 Transpose_1462/fq_output_0" [id=58, type=FakeQuantize]; -"59 Transpose_1496" [id=59, type=PRelu]; -"60 Transpose_1657" [id=60, type=Add]; -"61 Transpose_1565" [id=61, type=PRelu]; -"62 Transpose_1496/fq_output_0" [id=62, type=FakeQuantize]; -"63 Transpose_1663" [id=63, type=PRelu]; -"64 Transpose_1565/fq_output_0" [id=64, type=FakeQuantize]; -"65 Transpose_1663/fq_output_0" [id=65, type=FakeQuantize]; -"66 Multiply_3867" [id=66, type=Convolution]; -"67 Transpose_1599" [id=67, type=Concat]; -"68 Multiply_3909" [id=68, type=Convolution]; -"69 Transpose_1589" [id=69, type=Add]; -"70 Multiply_3881" [id=70, type=Convolution]; -"71 Transpose_1687" [id=71, type=Add]; -"72 Transpose_1595" [id=72, type=PRelu]; -"73 Transpose_1623" [id=73, type=Add]; -"74 Transpose_1693" [id=74, type=PRelu]; -"75 Transpose_1595/fq_output_0" [id=75, type=FakeQuantize]; -"76 Transpose_1629" [id=76, type=PRelu]; -"77 Transpose_1693/fq_output_0" [id=77, type=FakeQuantize]; -"78 Transpose_1629/fq_output_0" [id=78, type=FakeQuantize]; -"79 Multiply_3923" [id=79, type=Convolution]; -"80 Multiply_3951" [id=80, type=Convolution]; -"81 Transpose_1727" [id=81, type=Concat]; -"82 Transpose_1717" [id=82, type=Add]; -"83 Transpose_1787" [id=83, type=Add]; -"84 Multiply_3937" [id=84, type=Convolution]; -"85 Transpose_1723" [id=85, type=PRelu]; -"86 Transpose_1793" [id=86, type=PRelu]; -"87 Transpose_1751" [id=87, type=Add]; -"88 Transpose_1723/fq_output_0" [id=88, type=FakeQuantize]; -"89 Transpose_1793/fq_output_0" [id=89, type=FakeQuantize]; -"90 Transpose_1757" [id=90, type=PRelu]; -"91 leaky_re_lu_17/LeakyRelu" [id=91, type=Transpose]; -"92 Convolution_749" [id=92, type=Convolution]; -"93 Transpose_1757/fq_output_0" [id=93, type=FakeQuantize]; -"94 up_sampling2d/Shape" [id=94, type=ShapeOf]; -"95 up_sampling2d/resize/ResizeNearestNeighbor" [id=95, type=Interpolate]; -"96 Transpose_1799" [id=96, type=Add]; -"97 Convolution_706" [id=97, type=Convolution]; -"98 up_sampling2d/strided_slice" [id=98, type=StridedSlice]; -"99 up_sampling2d/resize/ResizeNearestNeighbor/fq_output_0" [id=99, type=FakeQuantize]; -"100 conv2d_17/BiasAdd" [id=100, type=Transpose]; -"101 Transpose_1763" [id=101, type=Add]; -"102 up_sampling2d/mul" [id=102, type=Multiply]; -"103 Transpose_1725" [id=103, type=Transpose]; -"104 conv2d_17/BiasAdd^0" [id=104, label="104 conv2d_17/BiasAdd:0", type=Result]; -"105 conv2d_20/BiasAdd" [id=105, type=Transpose]; -"106 conv2d_20/BiasAdd^0" [id=106, label="106 conv2d_20/BiasAdd:0", type=Result]; -"107 Constant_1762" [id=107, type=Constant]; -"108 Transpose_1761" [id=108, type=Constant]; -"109 Convolution_706/fq_weights_1" [id=109, type=FakeQuantize]; -"110 Constant_5705" [id=110, type=Constant]; -"111 Constant_5704" [id=111, type=Constant]; -"112 Constant_5703" [id=112, type=Constant]; -"113 Constant_5702" [id=113, type=Constant]; -"114 Transpose_705" [id=114, type=Constant]; -"115 Constant_5700" [id=115, type=Constant]; -"116 Constant_5699" [id=116, type=Constant]; -"117 Constant_5698" [id=117, type=Constant]; -"118 Constant_5697" [id=118, type=Constant]; -"119 Transpose_1755" [id=119, type=Constant]; -"120 Constant_3945" [id=120, type=Constant]; -"121 Multiply_3937/fq_weights_1" [id=121, type=FakeQuantize]; -"122 Constant_5695" [id=122, type=Constant]; -"123 Constant_5694" [id=123, type=Constant]; -"124 Constant_5693" [id=124, type=Constant]; -"125 Constant_5692" [id=125, type=Constant]; -"126 Multiply_4070" [id=126, type=Constant]; -"127 Constant_5565" [id=127, type=Constant]; -"128 Constant_5564" [id=128, type=Constant]; -"129 Constant_5563" [id=129, type=Constant]; -"130 Constant_5562" [id=130, type=Constant]; -"131 Transpose_1627" [id=131, type=Constant]; -"132 Constant_3889" [id=132, type=Constant]; -"133 Multiply_3881/fq_weights_1" [id=133, type=FakeQuantize]; -"134 Constant_5660" [id=134, type=Constant]; -"135 Constant_5659" [id=135, type=Constant]; -"136 Constant_5658" [id=136, type=Constant]; -"137 Constant_5657" [id=137, type=Constant]; -"138 Multiply_4046" [id=138, type=Constant]; -"139 Constant_5535" [id=139, type=Constant]; -"140 Constant_5534" [id=140, type=Constant]; -"141 Constant_5533" [id=141, type=Constant]; -"142 Constant_5532" [id=142, type=Constant]; -"143 Transpose_1563" [id=143, type=Constant]; -"144 Constant_3861" [id=144, type=Constant]; -"145 Multiply_3853/fq_weights_1" [id=145, type=FakeQuantize]; -"146 Constant_5650" [id=146, type=Constant]; -"147 Constant_5649" [id=147, type=Constant]; -"148 Constant_5648" [id=148, type=Constant]; -"149 Constant_5647" [id=149, type=Constant]; -"150 Multiply_4034" [id=150, type=Constant]; -"151 Constant_1531" [id=151, type=Constant]; -"152 Constant_5570" [id=152, type=Constant]; -"153 Constant_5569" [id=153, type=Constant]; -"154 Constant_5568" [id=154, type=Constant]; -"155 Constant_5567" [id=155, type=Constant]; -"156 Transpose_1528" [id=156, type=Constant]; -"157 Constant_3847" [id=157, type=Constant]; -"158 Multiply_3839/fq_weights_1" [id=158, type=FakeQuantize]; -"159 Constant_5645" [id=159, type=Constant]; -"160 Constant_5644" [id=160, type=Constant]; -"161 Constant_5643" [id=161, type=Constant]; -"162 Constant_5642" [id=162, type=Constant]; -"163 Multiply_4028" [id=163, type=Constant]; -"164 Constant_5560" [id=164, type=Constant]; -"165 Constant_5559" [id=165, type=Constant]; -"166 Constant_5558" [id=166, type=Constant]; -"167 Constant_5557" [id=167, type=Constant]; -"168 Transpose_1494" [id=168, type=Constant]; -"169 Constant_3833" [id=169, type=Constant]; -"170 Multiply_3825/fq_weights_1" [id=170, type=FakeQuantize]; -"171 Constant_5640" [id=171, type=Constant]; -"172 Constant_5639" [id=172, type=Constant]; -"173 Constant_5638" [id=173, type=Constant]; -"174 Constant_5637" [id=174, type=Constant]; -"175 Multiply_4022" [id=175, type=Constant]; -"176 Constant_5530" [id=176, type=Constant]; -"177 Constant_5529" [id=177, type=Constant]; -"178 Constant_5528" [id=178, type=Constant]; -"179 Constant_5527" [id=179, type=Constant]; -"180 Transpose_1430" [id=180, type=Constant]; -"181 Constant_3805" [id=181, type=Constant]; -"182 Multiply_3797/fq_weights_1" [id=182, type=FakeQuantize]; -"183 Constant_5630" [id=183, type=Constant]; -"184 Constant_5629" [id=184, type=Constant]; -"185 Constant_5628" [id=185, type=Constant]; -"186 Constant_5627" [id=186, type=Constant]; -"187 Multiply_4010" [id=187, type=Constant]; -"188 Constant_1398" [id=188, type=Constant]; -"189 Constant_5555" [id=189, type=Constant]; -"190 Constant_5554" [id=190, type=Constant]; -"191 Constant_5553" [id=191, type=Constant]; -"192 Constant_5552" [id=192, type=Constant]; -"193 Transpose_1395" [id=193, type=Constant]; -"194 Constant_3791" [id=194, type=Constant]; -"195 Multiply_3783/fq_weights_1" [id=195, type=FakeQuantize]; -"196 Constant_5625" [id=196, type=Constant]; -"197 Constant_5624" [id=197, type=Constant]; -"198 Constant_5623" [id=198, type=Constant]; -"199 Constant_5622" [id=199, type=Constant]; -"200 Multiply_4004" [id=200, type=Constant]; -"201 Constant_5550" [id=201, type=Constant]; -"202 Constant_5549" [id=202, type=Constant]; -"203 Constant_5548" [id=203, type=Constant]; -"204 Constant_5547" [id=204, type=Constant]; -"205 Transpose_1361" [id=205, type=Constant]; -"206 Constant_3777" [id=206, type=Constant]; -"207 Multiply_3769/fq_weights_1" [id=207, type=FakeQuantize]; -"208 Constant_5620" [id=208, type=Constant]; -"209 Constant_5619" [id=209, type=Constant]; -"210 Constant_5618" [id=210, type=Constant]; -"211 Constant_5617" [id=211, type=Constant]; -"212 Multiply_3998" [id=212, type=Constant]; -"213 Constant_5515" [id=213, type=Constant]; -"214 Constant_5514" [id=214, type=Constant]; -"215 Constant_5513" [id=215, type=Constant]; -"216 Constant_5512" [id=216, type=Constant]; -"217 Transpose_1297" [id=217, type=Constant]; -"218 Constant_3749" [id=218, type=Constant]; -"219 Multiply_3741/fq_weights_1" [id=219, type=FakeQuantize]; -"220 Constant_5610" [id=220, type=Constant]; -"221 Constant_5609" [id=221, type=Constant]; -"222 Constant_5608" [id=222, type=Constant]; -"223 Constant_5607" [id=223, type=Constant]; -"224 Multiply_3986" [id=224, type=Constant]; -"225 Constant_1265" [id=225, type=Constant]; -"226 Constant_5545" [id=226, type=Constant]; -"227 Constant_5544" [id=227, type=Constant]; -"228 Constant_5543" [id=228, type=Constant]; -"229 Constant_5542" [id=229, type=Constant]; -"230 Transpose_1262" [id=230, type=Constant]; -"231 Constant_3735" [id=231, type=Constant]; -"232 Multiply_3727/fq_weights_1" [id=232, type=FakeQuantize]; -"233 Constant_5605" [id=233, type=Constant]; -"234 Constant_5604" [id=234, type=Constant]; -"235 Constant_5603" [id=235, type=Constant]; -"236 Constant_5602" [id=236, type=Constant]; -"237 Multiply_3980" [id=237, type=Constant]; -"238 Constant_5600" [id=238, type=Constant]; -"239 Constant_5599" [id=239, type=Constant]; -"240 Constant_5598" [id=240, type=Constant]; -"241 Constant_5597" [id=241, type=Constant]; -"242 Transpose_1232" [id=242, type=Constant]; -"243 Constant_3721" [id=243, type=Constant]; -"244 Multiply_3713/fq_weights_1" [id=244, type=FakeQuantize]; -"245 Constant_5595" [id=245, type=Constant]; -"246 Constant_5594" [id=246, type=Constant]; -"247 Constant_5593" [id=247, type=Constant]; -"248 Constant_5592" [id=248, type=Constant]; -"249 Multiply_3974" [id=249, type=Constant]; -"250 Constant_5590" [id=250, type=Constant]; -"251 Constant_5589" [id=251, type=Constant]; -"252 Constant_5588" [id=252, type=Constant]; -"253 Constant_5587" [id=253, type=Constant]; -"254 Transpose_1175" [id=254, type=Constant]; -"255 Constant_3707" [id=255, type=Constant]; -"256 Multiply_3699/fq_weights_1" [id=256, type=FakeQuantize]; -"257 Constant_5585" [id=257, type=Constant]; -"258 Constant_5584" [id=258, type=Constant]; -"259 Constant_5583" [id=259, type=Constant]; -"260 Constant_5582" [id=260, type=Constant]; -"261 Gather_4242" [id=261, type=Constant]; -"262 Constant_2326" [id=262, type=Constant]; -"263 Constant_5580" [id=263, type=Constant]; -"264 Constant_5579" [id=264, type=Constant]; -"265 Constant_5578" [id=265, type=Constant]; -"266 Constant_5577" [id=266, type=Constant]; -"267 Constant_5520" [id=267, type=Constant]; -"268 Constant_5519" [id=268, type=Constant]; -"269 Constant_5518" [id=269, type=Constant]; -"270 Constant_5517" [id=270, type=Constant]; -"271 Transpose_1327" [id=271, type=Constant]; -"272 Constant_3763" [id=272, type=Constant]; -"273 Multiply_3755/fq_weights_1" [id=273, type=FakeQuantize]; -"274 Constant_5615" [id=274, type=Constant]; -"275 Constant_5614" [id=275, type=Constant]; -"276 Constant_5613" [id=276, type=Constant]; -"277 Constant_5612" [id=277, type=Constant]; -"278 Multiply_3992" [id=278, type=Constant]; -"279 Constant_5525" [id=279, type=Constant]; -"280 Constant_5524" [id=280, type=Constant]; -"281 Constant_5523" [id=281, type=Constant]; -"282 Constant_5522" [id=282, type=Constant]; -"283 Transpose_1460" [id=283, type=Constant]; -"284 Constant_3819" [id=284, type=Constant]; -"285 Multiply_3811/fq_weights_1" [id=285, type=FakeQuantize]; -"286 Constant_5635" [id=286, type=Constant]; -"287 Constant_5634" [id=287, type=Constant]; -"288 Constant_5633" [id=288, type=Constant]; -"289 Constant_5632" [id=289, type=Constant]; -"290 Multiply_4016" [id=290, type=Constant]; -"291 Constant_5540" [id=291, type=Constant]; -"292 Constant_5539" [id=292, type=Constant]; -"293 Constant_5538" [id=293, type=Constant]; -"294 Constant_5537" [id=294, type=Constant]; -"295 Transpose_1593" [id=295, type=Constant]; -"296 Constant_3875" [id=296, type=Constant]; -"297 Multiply_3867/fq_weights_1" [id=297, type=FakeQuantize]; -"298 Constant_5655" [id=298, type=Constant]; -"299 Constant_5654" [id=299, type=Constant]; -"300 Constant_5653" [id=300, type=Constant]; -"301 Constant_5652" [id=301, type=Constant]; -"302 Multiply_4040" [id=302, type=Constant]; -"303 Constant_1724" [id=303, type=Constant]; -"304 Constant_5575" [id=304, type=Constant]; -"305 Constant_5574" [id=305, type=Constant]; -"306 Constant_5573" [id=306, type=Constant]; -"307 Constant_5572" [id=307, type=Constant]; -"308 Constant_669" [id=308, type=Constant]; -"309 up_sampling2d/Const" [id=309, type=Constant]; -"310 up_sampling2d/strided_slice/stack_2" [id=310, type=Constant]; -"311 up_sampling2d/strided_slice/stack_1" [id=311, type=Constant]; -"312 up_sampling2d/strided_slice/stack" [id=312, type=Constant]; -"313 Constant_1722" [id=313, type=Constant]; -"314 Constant_5690" [id=314, type=Constant]; -"315 Constant_5689" [id=315, type=Constant]; -"316 Constant_5688" [id=316, type=Constant]; -"317 Constant_5687" [id=317, type=Constant]; -"318 Transpose_1721" [id=318, type=Constant]; -"319 Constant_3931" [id=319, type=Constant]; -"320 Multiply_3923/fq_weights_1" [id=320, type=FakeQuantize]; -"321 Constant_5685" [id=321, type=Constant]; -"322 Constant_5684" [id=322, type=Constant]; -"323 Constant_5683" [id=323, type=Constant]; -"324 Constant_5682" [id=324, type=Constant]; -"325 Multiply_4064" [id=325, type=Constant]; -"326 Constant_5680" [id=326, type=Constant]; -"327 Constant_5679" [id=327, type=Constant]; -"328 Constant_5678" [id=328, type=Constant]; -"329 Constant_5677" [id=329, type=Constant]; -"330 Transpose_1691" [id=330, type=Constant]; -"331 Constant_3917" [id=331, type=Constant]; -"332 Multiply_3909/fq_weights_1" [id=332, type=FakeQuantize]; -"333 Constant_5675" [id=333, type=Constant]; -"334 Constant_5674" [id=334, type=Constant]; -"335 Constant_5673" [id=335, type=Constant]; -"336 Constant_5672" [id=336, type=Constant]; -"337 Multiply_4058" [id=337, type=Constant]; -"338 Constant_5670" [id=338, type=Constant]; -"339 Constant_5669" [id=339, type=Constant]; -"340 Constant_5668" [id=340, type=Constant]; -"341 Constant_5667" [id=341, type=Constant]; -"342 Transpose_1661" [id=342, type=Constant]; -"343 Constant_3903" [id=343, type=Constant]; -"344 Multiply_3895/fq_weights_1" [id=344, type=FakeQuantize]; -"345 Constant_5665" [id=345, type=Constant]; -"346 Constant_5664" [id=346, type=Constant]; -"347 Constant_5663" [id=347, type=Constant]; -"348 Constant_5662" [id=348, type=Constant]; -"349 Multiply_4052" [id=349, type=Constant]; -"350 Constant_1798" [id=350, type=Constant]; -"351 Transpose_1797" [id=351, type=Constant]; -"352 Convolution_749/fq_weights_1" [id=352, type=FakeQuantize]; -"353 Constant_5720" [id=353, type=Constant]; -"354 Constant_5719" [id=354, type=Constant]; -"355 Constant_5718" [id=355, type=Constant]; -"356 Constant_5717" [id=356, type=Constant]; -"357 Transpose_748" [id=357, type=Constant]; -"358 Constant_5715" [id=358, type=Constant]; -"359 Constant_5714" [id=359, type=Constant]; -"360 Constant_5713" [id=360, type=Constant]; -"361 Constant_5712" [id=361, type=Constant]; -"362 Transpose_1791" [id=362, type=Constant]; -"363 Constant_3959" [id=363, type=Constant]; -"364 Multiply_3951/fq_weights_1" [id=364, type=FakeQuantize]; -"365 Constant_5710" [id=365, type=Constant]; -"366 Constant_5709" [id=366, type=Constant]; -"367 Constant_5708" [id=367, type=Constant]; -"368 Constant_5707" [id=368, type=Constant]; -"369 Multiply_4076" [id=369, type=Constant]; -"0 image_input" -> "1 image_input/fq_output_0" [label="[1, 416, 416, 3]", style=solid]; -"1 image_input/fq_output_0" -> "2 Divide_2366" [label="[1, 416, 416, 3]", style=solid]; -"2 Divide_2366" -> "3 Multiply_3699" [label="[1, 3, 416, 416]", style=solid]; -"3 Multiply_3699" -> "4 Transpose_1171" [label="[1, 32, 208, 208]", style=solid]; -"4 Transpose_1171" -> "5 Transpose_1177" [label="[1, 32, 208, 208]", style=solid]; -"5 Transpose_1177" -> "6 Transpose_1177/fq_output_0" [label="[1, 32, 208, 208]", style=solid]; -"6 Transpose_1177/fq_output_0" -> "7 Multiply_3713" [label="[1, 32, 208, 208]", style=solid]; -"7 Multiply_3713" -> "8 Transpose_1228" [label="[1, 64, 104, 104]", style=solid]; -"8 Transpose_1228" -> "9 Transpose_1234" [label="[1, 64, 104, 104]", style=solid]; -"9 Transpose_1234" -> "10 Transpose_1234/fq_output_0" [label="[1, 64, 104, 104]", style=solid]; -"10 Transpose_1234/fq_output_0" -> "11 Multiply_3727" [label="[1, 64, 104, 104]", style=solid]; -"11 Multiply_3727" -> "12 Transpose_1258" [label="[1, 64, 104, 104]", style=solid]; -"12 Transpose_1258" -> "13 Transpose_1264" [label="[1, 64, 104, 104]", style=solid]; -"13 Transpose_1264" -> "14 Transpose_1264/fq_output_0" [label="[1, 64, 104, 104]", style=solid]; -"14 Transpose_1264/fq_output_0" -> "15 Transpose_1367" [label="[1, 64, 104, 104]", style=solid]; -"14 Transpose_1264/fq_output_0" -> "16 group_route_3/split" [label="[1, 64, 104, 104]", style=solid]; -"15 Transpose_1367" -> "17 MaxPool_307" [label="[1, 128, 104, 104]", style=solid]; -"16 group_route_3/split" -> "18 Multiply_3741" [label="[1, 32, 104, 104]", style=solid]; -"17 MaxPool_307" -> "19 Multiply_3783" [label="[1, 128, 52, 52]", style=solid]; -"18 Multiply_3741" -> "20 Transpose_1293" [label="[1, 32, 104, 104]", style=solid]; -"19 Multiply_3783" -> "21 Transpose_1391" [label="[1, 128, 52, 52]", style=solid]; -"20 Transpose_1293" -> "22 Transpose_1299" [label="[1, 32, 104, 104]", style=solid]; -"21 Transpose_1391" -> "23 Transpose_1397" [label="[1, 128, 52, 52]", style=solid]; -"22 Transpose_1299" -> "24 Transpose_1299/fq_output_0" [label="[1, 32, 104, 104]", style=solid]; -"23 Transpose_1397" -> "25 Transpose_1397/fq_output_0" [label="[1, 128, 52, 52]", style=solid]; -"24 Transpose_1299/fq_output_0" -> "26 Multiply_3755" [label="[1, 32, 104, 104]", style=solid]; -"24 Transpose_1299/fq_output_0" -> "27 Transpose_1333" [label="[1, 32, 104, 104]", style=solid]; -"25 Transpose_1397/fq_output_0" -> "28 Transpose_1500" [label="[1, 128, 52, 52]", style=solid]; -"25 Transpose_1397/fq_output_0" -> "29 group_route_11/split" [label="[1, 128, 52, 52]", style=solid]; -"26 Multiply_3755" -> "30 Transpose_1323" [label="[1, 32, 104, 104]", style=solid]; -"27 Transpose_1333" -> "31 Multiply_3769" [label="[1, 64, 104, 104]", style=solid]; -"28 Transpose_1500" -> "32 MaxPool_433" [label="[1, 256, 52, 52]", style=solid]; -"29 group_route_11/split" -> "33 Multiply_3797" [label="[1, 64, 52, 52]", style=solid]; -"30 Transpose_1323" -> "34 Transpose_1329" [label="[1, 32, 104, 104]", style=solid]; -"31 Multiply_3769" -> "35 Transpose_1357" [label="[1, 64, 104, 104]", style=solid]; -"32 MaxPool_433" -> "36 Multiply_3839" [label="[1, 256, 26, 26]", style=solid]; -"33 Multiply_3797" -> "37 Transpose_1426" [label="[1, 64, 52, 52]", style=solid]; -"34 Transpose_1329" -> "38 Transpose_1329/fq_output_0" [label="[1, 32, 104, 104]", style=solid]; -"35 Transpose_1357" -> "39 Transpose_1363" [label="[1, 64, 104, 104]", style=solid]; -"36 Multiply_3839" -> "40 Transpose_1524" [label="[1, 256, 26, 26]", style=solid]; -"37 Transpose_1426" -> "41 Transpose_1432" [label="[1, 64, 52, 52]", style=solid]; -"38 Transpose_1329/fq_output_0" -> "27 Transpose_1333" [label="[1, 32, 104, 104]", style=solid]; -"39 Transpose_1363" -> "42 Transpose_1363/fq_output_0" [label="[1, 64, 104, 104]", style=solid]; -"40 Transpose_1524" -> "43 Transpose_1530" [label="[1, 256, 26, 26]", style=solid]; -"41 Transpose_1432" -> "44 Transpose_1432/fq_output_0" [label="[1, 64, 52, 52]", style=solid]; -"42 Transpose_1363/fq_output_0" -> "15 Transpose_1367" [label="[1, 64, 104, 104]", style=solid]; -"43 Transpose_1530" -> "45 Transpose_1530/fq_output_0" [label="[1, 256, 26, 26]", style=solid]; -"44 Transpose_1432/fq_output_0" -> "46 Multiply_3811" [label="[1, 64, 52, 52]", style=solid]; -"44 Transpose_1432/fq_output_0" -> "47 Transpose_1466" [label="[1, 64, 52, 52]", style=solid]; -"45 Transpose_1530/fq_output_0" -> "48 Transpose_1633" [label="[1, 256, 26, 26]", style=solid]; -"45 Transpose_1530/fq_output_0" -> "49 group_route_19/split" [label="[1, 256, 26, 26]", style=solid]; -"46 Multiply_3811" -> "50 Transpose_1456" [label="[1, 64, 52, 52]", style=solid]; -"47 Transpose_1466" -> "51 Multiply_3825" [label="[1, 128, 52, 52]", style=solid]; -"48 Transpose_1633" -> "52 MaxPool_579" [label="[1, 512, 26, 26]", style=solid]; -"49 group_route_19/split" -> "53 Multiply_3853" [label="[1, 128, 26, 26]", style=solid]; -"50 Transpose_1456" -> "54 Transpose_1462" [label="[1, 64, 52, 52]", style=solid]; -"51 Multiply_3825" -> "55 Transpose_1490" [label="[1, 128, 52, 52]", style=solid]; -"52 MaxPool_579" -> "56 Multiply_3895" [label="[1, 512, 13, 13]", style=solid]; -"53 Multiply_3853" -> "57 Transpose_1559" [label="[1, 128, 26, 26]", style=solid]; -"54 Transpose_1462" -> "58 Transpose_1462/fq_output_0" [label="[1, 64, 52, 52]", style=solid]; -"55 Transpose_1490" -> "59 Transpose_1496" [label="[1, 128, 52, 52]", style=solid]; -"56 Multiply_3895" -> "60 Transpose_1657" [label="[1, 512, 13, 13]", style=solid]; -"57 Transpose_1559" -> "61 Transpose_1565" [label="[1, 128, 26, 26]", style=solid]; -"58 Transpose_1462/fq_output_0" -> "47 Transpose_1466" [label="[1, 64, 52, 52]", style=solid]; -"59 Transpose_1496" -> "62 Transpose_1496/fq_output_0" [label="[1, 128, 52, 52]", style=solid]; -"60 Transpose_1657" -> "63 Transpose_1663" [label="[1, 512, 13, 13]", style=solid]; -"61 Transpose_1565" -> "64 Transpose_1565/fq_output_0" [label="[1, 128, 26, 26]", style=solid]; -"62 Transpose_1496/fq_output_0" -> "28 Transpose_1500" [label="[1, 128, 52, 52]", style=solid]; -"63 Transpose_1663" -> "65 Transpose_1663/fq_output_0" [label="[1, 512, 13, 13]", style=solid]; -"64 Transpose_1565/fq_output_0" -> "66 Multiply_3867" [label="[1, 128, 26, 26]", style=solid]; -"64 Transpose_1565/fq_output_0" -> "67 Transpose_1599" [label="[1, 128, 26, 26]", style=solid]; -"65 Transpose_1663/fq_output_0" -> "68 Multiply_3909" [label="[1, 512, 13, 13]", style=solid]; -"66 Multiply_3867" -> "69 Transpose_1589" [label="[1, 128, 26, 26]", style=solid]; -"67 Transpose_1599" -> "70 Multiply_3881" [label="[1, 256, 26, 26]", style=solid]; -"68 Multiply_3909" -> "71 Transpose_1687" [label="[1, 256, 13, 13]", style=solid]; -"69 Transpose_1589" -> "72 Transpose_1595" [label="[1, 128, 26, 26]", style=solid]; -"70 Multiply_3881" -> "73 Transpose_1623" [label="[1, 256, 26, 26]", style=solid]; -"71 Transpose_1687" -> "74 Transpose_1693" [label="[1, 256, 13, 13]", style=solid]; -"72 Transpose_1595" -> "75 Transpose_1595/fq_output_0" [label="[1, 128, 26, 26]", style=solid]; -"73 Transpose_1623" -> "76 Transpose_1629" [label="[1, 256, 26, 26]", style=solid]; -"74 Transpose_1693" -> "77 Transpose_1693/fq_output_0" [label="[1, 256, 13, 13]", style=solid]; -"75 Transpose_1595/fq_output_0" -> "67 Transpose_1599" [label="[1, 128, 26, 26]", style=solid]; -"76 Transpose_1629" -> "78 Transpose_1629/fq_output_0" [label="[1, 256, 26, 26]", style=solid]; -"77 Transpose_1693/fq_output_0" -> "79 Multiply_3923" [label="[1, 256, 13, 13]", style=solid]; -"77 Transpose_1693/fq_output_0" -> "80 Multiply_3951" [label="[1, 256, 13, 13]", style=solid]; -"78 Transpose_1629/fq_output_0" -> "48 Transpose_1633" [label="[1, 256, 26, 26]", style=solid]; -"78 Transpose_1629/fq_output_0" -> "81 Transpose_1727" [label="[1, 256, 26, 26]", style=solid]; -"79 Multiply_3923" -> "82 Transpose_1717" [label="[1, 128, 13, 13]", style=solid]; -"80 Multiply_3951" -> "83 Transpose_1787" [label="[1, 512, 13, 13]", style=solid]; -"81 Transpose_1727" -> "84 Multiply_3937" [label="[1, 384, 26, 26]", style=solid]; -"82 Transpose_1717" -> "85 Transpose_1723" [label="[1, 128, 13, 13]", style=solid]; -"83 Transpose_1787" -> "86 Transpose_1793" [label="[1, 512, 13, 13]", style=solid]; -"84 Multiply_3937" -> "87 Transpose_1751" [label="[1, 256, 26, 26]", style=solid]; -"85 Transpose_1723" -> "88 Transpose_1723/fq_output_0" [label="[1, 128, 13, 13]", style=solid]; -"86 Transpose_1793" -> "89 Transpose_1793/fq_output_0" [label="[1, 512, 13, 13]", style=solid]; -"87 Transpose_1751" -> "90 Transpose_1757" [label="[1, 256, 26, 26]", style=solid]; -"88 Transpose_1723/fq_output_0" -> "91 leaky_re_lu_17/LeakyRelu" [label="[1, 128, 13, 13]", style=solid]; -"89 Transpose_1793/fq_output_0" -> "92 Convolution_749" [label="[1, 512, 13, 13]", style=solid]; -"90 Transpose_1757" -> "93 Transpose_1757/fq_output_0" [label="[1, 256, 26, 26]", style=solid]; -"91 leaky_re_lu_17/LeakyRelu" -> "94 up_sampling2d/Shape" [label="[1, 13, 13, 128]", style=solid]; -"91 leaky_re_lu_17/LeakyRelu" -> "95 up_sampling2d/resize/ResizeNearestNeighbor" [label="[1, 13, 13, 128]", style=solid]; -"92 Convolution_749" -> "96 Transpose_1799" [label="[1, 255, 13, 13]", style=solid]; -"93 Transpose_1757/fq_output_0" -> "97 Convolution_706" [label="[1, 256, 26, 26]", style=solid]; -"94 up_sampling2d/Shape" -> "98 up_sampling2d/strided_slice" [label="[4]", style=dashed]; -"95 up_sampling2d/resize/ResizeNearestNeighbor" -> "99 up_sampling2d/resize/ResizeNearestNeighbor/fq_output_0" [label="[1, 26, 26, 128]", style=solid]; -"96 Transpose_1799" -> "100 conv2d_17/BiasAdd" [label="[1, 255, 13, 13]", style=solid]; -"97 Convolution_706" -> "101 Transpose_1763" [label="[1, 255, 26, 26]", style=solid]; -"98 up_sampling2d/strided_slice" -> "102 up_sampling2d/mul" [label="[2]", style=dashed]; -"99 up_sampling2d/resize/ResizeNearestNeighbor/fq_output_0" -> "103 Transpose_1725" [label="[1, 26, 26, 128]", style=solid]; -"100 conv2d_17/BiasAdd" -> "104 conv2d_17/BiasAdd^0" [label="[1, 13, 13, 255]", style=solid]; -"101 Transpose_1763" -> "105 conv2d_20/BiasAdd" [label="[1, 255, 26, 26]", style=solid]; -"102 up_sampling2d/mul" -> "95 up_sampling2d/resize/ResizeNearestNeighbor" [label="[2]", style=dashed]; -"103 Transpose_1725" -> "81 Transpose_1727" [label="[1, 128, 26, 26]", style=solid]; -"105 conv2d_20/BiasAdd" -> "106 conv2d_20/BiasAdd^0" [label="[1, 26, 26, 255]", style=solid]; -"107 Constant_1762" -> "105 conv2d_20/BiasAdd" [label="[4]", style=dashed]; -"108 Transpose_1761" -> "101 Transpose_1763" [label="[1, 255, 1, 1]", style=solid]; -"109 Convolution_706/fq_weights_1" -> "97 Convolution_706" [label="[255, 256, 1, 1]", style=solid]; -"110 Constant_5705" -> "109 Convolution_706/fq_weights_1" [label="[255, 1, 1, 1]", style=solid]; -"111 Constant_5704" -> "109 Convolution_706/fq_weights_1" [label="[255, 1, 1, 1]", style=solid]; -"112 Constant_5703" -> "109 Convolution_706/fq_weights_1" [label="[255, 1, 1, 1]", style=solid]; -"113 Constant_5702" -> "109 Convolution_706/fq_weights_1" [label="[255, 1, 1, 1]", style=solid]; -"114 Transpose_705" -> "109 Convolution_706/fq_weights_1" [label="[255, 256, 1, 1]", style=solid]; -"115 Constant_5700" -> "93 Transpose_1757/fq_output_0" [label="[]", style=solid]; -"116 Constant_5699" -> "93 Transpose_1757/fq_output_0" [label="[]", style=solid]; -"117 Constant_5698" -> "93 Transpose_1757/fq_output_0" [label="[]", style=solid]; -"118 Constant_5697" -> "93 Transpose_1757/fq_output_0" [label="[]", style=solid]; -"119 Transpose_1755" -> "90 Transpose_1757" [label="[1, 1, 1, 1]", style=solid]; -"120 Constant_3945" -> "87 Transpose_1751" [label="[1, 256, 1, 1]", style=solid]; -"121 Multiply_3937/fq_weights_1" -> "84 Multiply_3937" [label="[256, 384, 3, 3]", style=solid]; -"122 Constant_5695" -> "121 Multiply_3937/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"123 Constant_5694" -> "121 Multiply_3937/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"124 Constant_5693" -> "121 Multiply_3937/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"125 Constant_5692" -> "121 Multiply_3937/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"126 Multiply_4070" -> "121 Multiply_3937/fq_weights_1" [label="[256, 384, 3, 3]", style=solid]; -"127 Constant_5565" -> "78 Transpose_1629/fq_output_0" [label="[]", style=solid]; -"128 Constant_5564" -> "78 Transpose_1629/fq_output_0" [label="[]", style=solid]; -"129 Constant_5563" -> "78 Transpose_1629/fq_output_0" [label="[]", style=solid]; -"130 Constant_5562" -> "78 Transpose_1629/fq_output_0" [label="[]", style=solid]; -"131 Transpose_1627" -> "76 Transpose_1629" [label="[1, 1, 1, 1]", style=solid]; -"132 Constant_3889" -> "73 Transpose_1623" [label="[1, 256, 1, 1]", style=solid]; -"133 Multiply_3881/fq_weights_1" -> "70 Multiply_3881" [label="[256, 256, 1, 1]", style=solid]; -"134 Constant_5660" -> "133 Multiply_3881/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"135 Constant_5659" -> "133 Multiply_3881/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"136 Constant_5658" -> "133 Multiply_3881/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"137 Constant_5657" -> "133 Multiply_3881/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"138 Multiply_4046" -> "133 Multiply_3881/fq_weights_1" [label="[256, 256, 1, 1]", style=solid]; -"139 Constant_5535" -> "64 Transpose_1565/fq_output_0" [label="[]", style=solid]; -"140 Constant_5534" -> "64 Transpose_1565/fq_output_0" [label="[]", style=solid]; -"141 Constant_5533" -> "64 Transpose_1565/fq_output_0" [label="[]", style=solid]; -"142 Constant_5532" -> "64 Transpose_1565/fq_output_0" [label="[]", style=solid]; -"143 Transpose_1563" -> "61 Transpose_1565" [label="[1, 1, 1, 1]", style=solid]; -"144 Constant_3861" -> "57 Transpose_1559" [label="[1, 128, 1, 1]", style=solid]; -"145 Multiply_3853/fq_weights_1" -> "53 Multiply_3853" [label="[128, 128, 3, 3]", style=solid]; -"146 Constant_5650" -> "145 Multiply_3853/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"147 Constant_5649" -> "145 Multiply_3853/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"148 Constant_5648" -> "145 Multiply_3853/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"149 Constant_5647" -> "145 Multiply_3853/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"150 Multiply_4034" -> "145 Multiply_3853/fq_weights_1" [label="[128, 128, 3, 3]", style=solid]; -"151 Constant_1531" -> "49 group_route_19/split" [label="[]", style=dashed]; -"152 Constant_5570" -> "45 Transpose_1530/fq_output_0" [label="[]", style=solid]; -"153 Constant_5569" -> "45 Transpose_1530/fq_output_0" [label="[]", style=solid]; -"154 Constant_5568" -> "45 Transpose_1530/fq_output_0" [label="[]", style=solid]; -"155 Constant_5567" -> "45 Transpose_1530/fq_output_0" [label="[]", style=solid]; -"156 Transpose_1528" -> "43 Transpose_1530" [label="[1, 1, 1, 1]", style=solid]; -"157 Constant_3847" -> "40 Transpose_1524" [label="[1, 256, 1, 1]", style=solid]; -"158 Multiply_3839/fq_weights_1" -> "36 Multiply_3839" [label="[256, 256, 3, 3]", style=solid]; -"159 Constant_5645" -> "158 Multiply_3839/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"160 Constant_5644" -> "158 Multiply_3839/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"161 Constant_5643" -> "158 Multiply_3839/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"162 Constant_5642" -> "158 Multiply_3839/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"163 Multiply_4028" -> "158 Multiply_3839/fq_weights_1" [label="[256, 256, 3, 3]", style=solid]; -"164 Constant_5560" -> "62 Transpose_1496/fq_output_0" [label="[]", style=solid]; -"165 Constant_5559" -> "62 Transpose_1496/fq_output_0" [label="[]", style=solid]; -"166 Constant_5558" -> "62 Transpose_1496/fq_output_0" [label="[]", style=solid]; -"167 Constant_5557" -> "62 Transpose_1496/fq_output_0" [label="[]", style=solid]; -"168 Transpose_1494" -> "59 Transpose_1496" [label="[1, 1, 1, 1]", style=solid]; -"169 Constant_3833" -> "55 Transpose_1490" [label="[1, 128, 1, 1]", style=solid]; -"170 Multiply_3825/fq_weights_1" -> "51 Multiply_3825" [label="[128, 128, 1, 1]", style=solid]; -"171 Constant_5640" -> "170 Multiply_3825/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"172 Constant_5639" -> "170 Multiply_3825/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"173 Constant_5638" -> "170 Multiply_3825/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"174 Constant_5637" -> "170 Multiply_3825/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"175 Multiply_4022" -> "170 Multiply_3825/fq_weights_1" [label="[128, 128, 1, 1]", style=solid]; -"176 Constant_5530" -> "44 Transpose_1432/fq_output_0" [label="[]", style=solid]; -"177 Constant_5529" -> "44 Transpose_1432/fq_output_0" [label="[]", style=solid]; -"178 Constant_5528" -> "44 Transpose_1432/fq_output_0" [label="[]", style=solid]; -"179 Constant_5527" -> "44 Transpose_1432/fq_output_0" [label="[]", style=solid]; -"180 Transpose_1430" -> "41 Transpose_1432" [label="[1, 1, 1, 1]", style=solid]; -"181 Constant_3805" -> "37 Transpose_1426" [label="[1, 64, 1, 1]", style=solid]; -"182 Multiply_3797/fq_weights_1" -> "33 Multiply_3797" [label="[64, 64, 3, 3]", style=solid]; -"183 Constant_5630" -> "182 Multiply_3797/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"184 Constant_5629" -> "182 Multiply_3797/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"185 Constant_5628" -> "182 Multiply_3797/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"186 Constant_5627" -> "182 Multiply_3797/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"187 Multiply_4010" -> "182 Multiply_3797/fq_weights_1" [label="[64, 64, 3, 3]", style=solid]; -"188 Constant_1398" -> "29 group_route_11/split" [label="[]", style=dashed]; -"189 Constant_5555" -> "25 Transpose_1397/fq_output_0" [label="[]", style=solid]; -"190 Constant_5554" -> "25 Transpose_1397/fq_output_0" [label="[]", style=solid]; -"191 Constant_5553" -> "25 Transpose_1397/fq_output_0" [label="[]", style=solid]; -"192 Constant_5552" -> "25 Transpose_1397/fq_output_0" [label="[]", style=solid]; -"193 Transpose_1395" -> "23 Transpose_1397" [label="[1, 1, 1, 1]", style=solid]; -"194 Constant_3791" -> "21 Transpose_1391" [label="[1, 128, 1, 1]", style=solid]; -"195 Multiply_3783/fq_weights_1" -> "19 Multiply_3783" [label="[128, 128, 3, 3]", style=solid]; -"196 Constant_5625" -> "195 Multiply_3783/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"197 Constant_5624" -> "195 Multiply_3783/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"198 Constant_5623" -> "195 Multiply_3783/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"199 Constant_5622" -> "195 Multiply_3783/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"200 Multiply_4004" -> "195 Multiply_3783/fq_weights_1" [label="[128, 128, 3, 3]", style=solid]; -"201 Constant_5550" -> "42 Transpose_1363/fq_output_0" [label="[]", style=solid]; -"202 Constant_5549" -> "42 Transpose_1363/fq_output_0" [label="[]", style=solid]; -"203 Constant_5548" -> "42 Transpose_1363/fq_output_0" [label="[]", style=solid]; -"204 Constant_5547" -> "42 Transpose_1363/fq_output_0" [label="[]", style=solid]; -"205 Transpose_1361" -> "39 Transpose_1363" [label="[1, 1, 1, 1]", style=solid]; -"206 Constant_3777" -> "35 Transpose_1357" [label="[1, 64, 1, 1]", style=solid]; -"207 Multiply_3769/fq_weights_1" -> "31 Multiply_3769" [label="[64, 64, 1, 1]", style=solid]; -"208 Constant_5620" -> "207 Multiply_3769/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"209 Constant_5619" -> "207 Multiply_3769/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"210 Constant_5618" -> "207 Multiply_3769/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"211 Constant_5617" -> "207 Multiply_3769/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"212 Multiply_3998" -> "207 Multiply_3769/fq_weights_1" [label="[64, 64, 1, 1]", style=solid]; -"213 Constant_5515" -> "24 Transpose_1299/fq_output_0" [label="[]", style=solid]; -"214 Constant_5514" -> "24 Transpose_1299/fq_output_0" [label="[]", style=solid]; -"215 Constant_5513" -> "24 Transpose_1299/fq_output_0" [label="[]", style=solid]; -"216 Constant_5512" -> "24 Transpose_1299/fq_output_0" [label="[]", style=solid]; -"217 Transpose_1297" -> "22 Transpose_1299" [label="[1, 1, 1, 1]", style=solid]; -"218 Constant_3749" -> "20 Transpose_1293" [label="[1, 32, 1, 1]", style=solid]; -"219 Multiply_3741/fq_weights_1" -> "18 Multiply_3741" [label="[32, 32, 3, 3]", style=solid]; -"220 Constant_5610" -> "219 Multiply_3741/fq_weights_1" [label="[32, 1, 1, 1]", style=solid]; -"221 Constant_5609" -> "219 Multiply_3741/fq_weights_1" [label="[32, 1, 1, 1]", style=solid]; -"222 Constant_5608" -> "219 Multiply_3741/fq_weights_1" [label="[32, 1, 1, 1]", style=solid]; -"223 Constant_5607" -> "219 Multiply_3741/fq_weights_1" [label="[32, 1, 1, 1]", style=solid]; -"224 Multiply_3986" -> "219 Multiply_3741/fq_weights_1" [label="[32, 32, 3, 3]", style=solid]; -"225 Constant_1265" -> "16 group_route_3/split" [label="[]", style=dashed]; -"226 Constant_5545" -> "14 Transpose_1264/fq_output_0" [label="[]", style=solid]; -"227 Constant_5544" -> "14 Transpose_1264/fq_output_0" [label="[]", style=solid]; -"228 Constant_5543" -> "14 Transpose_1264/fq_output_0" [label="[]", style=solid]; -"229 Constant_5542" -> "14 Transpose_1264/fq_output_0" [label="[]", style=solid]; -"230 Transpose_1262" -> "13 Transpose_1264" [label="[1, 1, 1, 1]", style=solid]; -"231 Constant_3735" -> "12 Transpose_1258" [label="[1, 64, 1, 1]", style=solid]; -"232 Multiply_3727/fq_weights_1" -> "11 Multiply_3727" [label="[64, 64, 3, 3]", style=solid]; -"233 Constant_5605" -> "232 Multiply_3727/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"234 Constant_5604" -> "232 Multiply_3727/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"235 Constant_5603" -> "232 Multiply_3727/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"236 Constant_5602" -> "232 Multiply_3727/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"237 Multiply_3980" -> "232 Multiply_3727/fq_weights_1" [label="[64, 64, 3, 3]", style=solid]; -"238 Constant_5600" -> "10 Transpose_1234/fq_output_0" [label="[]", style=solid]; -"239 Constant_5599" -> "10 Transpose_1234/fq_output_0" [label="[]", style=solid]; -"240 Constant_5598" -> "10 Transpose_1234/fq_output_0" [label="[]", style=solid]; -"241 Constant_5597" -> "10 Transpose_1234/fq_output_0" [label="[]", style=solid]; -"242 Transpose_1232" -> "9 Transpose_1234" [label="[1, 1, 1, 1]", style=solid]; -"243 Constant_3721" -> "8 Transpose_1228" [label="[1, 64, 1, 1]", style=solid]; -"244 Multiply_3713/fq_weights_1" -> "7 Multiply_3713" [label="[64, 32, 3, 3]", style=solid]; -"245 Constant_5595" -> "244 Multiply_3713/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"246 Constant_5594" -> "244 Multiply_3713/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"247 Constant_5593" -> "244 Multiply_3713/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"248 Constant_5592" -> "244 Multiply_3713/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"249 Multiply_3974" -> "244 Multiply_3713/fq_weights_1" [label="[64, 32, 3, 3]", style=solid]; -"250 Constant_5590" -> "6 Transpose_1177/fq_output_0" [label="[]", style=solid]; -"251 Constant_5589" -> "6 Transpose_1177/fq_output_0" [label="[]", style=solid]; -"252 Constant_5588" -> "6 Transpose_1177/fq_output_0" [label="[]", style=solid]; -"253 Constant_5587" -> "6 Transpose_1177/fq_output_0" [label="[]", style=solid]; -"254 Transpose_1175" -> "5 Transpose_1177" [label="[1, 1, 1, 1]", style=solid]; -"255 Constant_3707" -> "4 Transpose_1171" [label="[1, 32, 1, 1]", style=solid]; -"256 Multiply_3699/fq_weights_1" -> "3 Multiply_3699" [label="[32, 3, 3, 3]", style=solid]; -"257 Constant_5585" -> "256 Multiply_3699/fq_weights_1" [label="[32, 1, 1, 1]", style=solid]; -"258 Constant_5584" -> "256 Multiply_3699/fq_weights_1" [label="[32, 1, 1, 1]", style=solid]; -"259 Constant_5583" -> "256 Multiply_3699/fq_weights_1" [label="[32, 1, 1, 1]", style=solid]; -"260 Constant_5582" -> "256 Multiply_3699/fq_weights_1" [label="[32, 1, 1, 1]", style=solid]; -"261 Gather_4242" -> "256 Multiply_3699/fq_weights_1" [label="[32, 3, 3, 3]", style=solid]; -"262 Constant_2326" -> "2 Divide_2366" [label="[4]", style=dashed]; -"263 Constant_5580" -> "1 image_input/fq_output_0" [label="[]", style=solid]; -"264 Constant_5579" -> "1 image_input/fq_output_0" [label="[]", style=solid]; -"265 Constant_5578" -> "1 image_input/fq_output_0" [label="[]", style=solid]; -"266 Constant_5577" -> "1 image_input/fq_output_0" [label="[]", style=solid]; -"267 Constant_5520" -> "38 Transpose_1329/fq_output_0" [label="[]", style=solid]; -"268 Constant_5519" -> "38 Transpose_1329/fq_output_0" [label="[]", style=solid]; -"269 Constant_5518" -> "38 Transpose_1329/fq_output_0" [label="[]", style=solid]; -"270 Constant_5517" -> "38 Transpose_1329/fq_output_0" [label="[]", style=solid]; -"271 Transpose_1327" -> "34 Transpose_1329" [label="[1, 1, 1, 1]", style=solid]; -"272 Constant_3763" -> "30 Transpose_1323" [label="[1, 32, 1, 1]", style=solid]; -"273 Multiply_3755/fq_weights_1" -> "26 Multiply_3755" [label="[32, 32, 3, 3]", style=solid]; -"274 Constant_5615" -> "273 Multiply_3755/fq_weights_1" [label="[32, 1, 1, 1]", style=solid]; -"275 Constant_5614" -> "273 Multiply_3755/fq_weights_1" [label="[32, 1, 1, 1]", style=solid]; -"276 Constant_5613" -> "273 Multiply_3755/fq_weights_1" [label="[32, 1, 1, 1]", style=solid]; -"277 Constant_5612" -> "273 Multiply_3755/fq_weights_1" [label="[32, 1, 1, 1]", style=solid]; -"278 Multiply_3992" -> "273 Multiply_3755/fq_weights_1" [label="[32, 32, 3, 3]", style=solid]; -"279 Constant_5525" -> "58 Transpose_1462/fq_output_0" [label="[]", style=solid]; -"280 Constant_5524" -> "58 Transpose_1462/fq_output_0" [label="[]", style=solid]; -"281 Constant_5523" -> "58 Transpose_1462/fq_output_0" [label="[]", style=solid]; -"282 Constant_5522" -> "58 Transpose_1462/fq_output_0" [label="[]", style=solid]; -"283 Transpose_1460" -> "54 Transpose_1462" [label="[1, 1, 1, 1]", style=solid]; -"284 Constant_3819" -> "50 Transpose_1456" [label="[1, 64, 1, 1]", style=solid]; -"285 Multiply_3811/fq_weights_1" -> "46 Multiply_3811" [label="[64, 64, 3, 3]", style=solid]; -"286 Constant_5635" -> "285 Multiply_3811/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"287 Constant_5634" -> "285 Multiply_3811/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"288 Constant_5633" -> "285 Multiply_3811/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"289 Constant_5632" -> "285 Multiply_3811/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; -"290 Multiply_4016" -> "285 Multiply_3811/fq_weights_1" [label="[64, 64, 3, 3]", style=solid]; -"291 Constant_5540" -> "75 Transpose_1595/fq_output_0" [label="[]", style=solid]; -"292 Constant_5539" -> "75 Transpose_1595/fq_output_0" [label="[]", style=solid]; -"293 Constant_5538" -> "75 Transpose_1595/fq_output_0" [label="[]", style=solid]; -"294 Constant_5537" -> "75 Transpose_1595/fq_output_0" [label="[]", style=solid]; -"295 Transpose_1593" -> "72 Transpose_1595" [label="[1, 1, 1, 1]", style=solid]; -"296 Constant_3875" -> "69 Transpose_1589" [label="[1, 128, 1, 1]", style=solid]; -"297 Multiply_3867/fq_weights_1" -> "66 Multiply_3867" [label="[128, 128, 3, 3]", style=solid]; -"298 Constant_5655" -> "297 Multiply_3867/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"299 Constant_5654" -> "297 Multiply_3867/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"300 Constant_5653" -> "297 Multiply_3867/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"301 Constant_5652" -> "297 Multiply_3867/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"302 Multiply_4040" -> "297 Multiply_3867/fq_weights_1" [label="[128, 128, 3, 3]", style=solid]; -"303 Constant_1724" -> "103 Transpose_1725" [label="[4]", style=dashed]; -"304 Constant_5575" -> "99 up_sampling2d/resize/ResizeNearestNeighbor/fq_output_0" [label="[]", style=solid]; -"305 Constant_5574" -> "99 up_sampling2d/resize/ResizeNearestNeighbor/fq_output_0" [label="[]", style=solid]; -"306 Constant_5573" -> "99 up_sampling2d/resize/ResizeNearestNeighbor/fq_output_0" [label="[]", style=solid]; -"307 Constant_5572" -> "99 up_sampling2d/resize/ResizeNearestNeighbor/fq_output_0" [label="[]", style=solid]; -"308 Constant_669" -> "95 up_sampling2d/resize/ResizeNearestNeighbor" [label="[2]", style=dashed]; -"309 up_sampling2d/Const" -> "102 up_sampling2d/mul" [label="[2]", style=dashed]; -"310 up_sampling2d/strided_slice/stack_2" -> "98 up_sampling2d/strided_slice" [label="[1]", style=dashed]; -"311 up_sampling2d/strided_slice/stack_1" -> "98 up_sampling2d/strided_slice" [label="[1]", style=dashed]; -"312 up_sampling2d/strided_slice/stack" -> "98 up_sampling2d/strided_slice" [label="[1]", style=dashed]; -"313 Constant_1722" -> "91 leaky_re_lu_17/LeakyRelu" [label="[4]", style=dashed]; -"314 Constant_5690" -> "88 Transpose_1723/fq_output_0" [label="[]", style=solid]; -"315 Constant_5689" -> "88 Transpose_1723/fq_output_0" [label="[]", style=solid]; -"316 Constant_5688" -> "88 Transpose_1723/fq_output_0" [label="[]", style=solid]; -"317 Constant_5687" -> "88 Transpose_1723/fq_output_0" [label="[]", style=solid]; -"318 Transpose_1721" -> "85 Transpose_1723" [label="[1, 1, 1, 1]", style=solid]; -"319 Constant_3931" -> "82 Transpose_1717" [label="[1, 128, 1, 1]", style=solid]; -"320 Multiply_3923/fq_weights_1" -> "79 Multiply_3923" [label="[128, 256, 1, 1]", style=solid]; -"321 Constant_5685" -> "320 Multiply_3923/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"322 Constant_5684" -> "320 Multiply_3923/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"323 Constant_5683" -> "320 Multiply_3923/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"324 Constant_5682" -> "320 Multiply_3923/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; -"325 Multiply_4064" -> "320 Multiply_3923/fq_weights_1" [label="[128, 256, 1, 1]", style=solid]; -"326 Constant_5680" -> "77 Transpose_1693/fq_output_0" [label="[]", style=solid]; -"327 Constant_5679" -> "77 Transpose_1693/fq_output_0" [label="[]", style=solid]; -"328 Constant_5678" -> "77 Transpose_1693/fq_output_0" [label="[]", style=solid]; -"329 Constant_5677" -> "77 Transpose_1693/fq_output_0" [label="[]", style=solid]; -"330 Transpose_1691" -> "74 Transpose_1693" [label="[1, 1, 1, 1]", style=solid]; -"331 Constant_3917" -> "71 Transpose_1687" [label="[1, 256, 1, 1]", style=solid]; -"332 Multiply_3909/fq_weights_1" -> "68 Multiply_3909" [label="[256, 512, 1, 1]", style=solid]; -"333 Constant_5675" -> "332 Multiply_3909/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"334 Constant_5674" -> "332 Multiply_3909/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"335 Constant_5673" -> "332 Multiply_3909/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"336 Constant_5672" -> "332 Multiply_3909/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; -"337 Multiply_4058" -> "332 Multiply_3909/fq_weights_1" [label="[256, 512, 1, 1]", style=solid]; -"338 Constant_5670" -> "65 Transpose_1663/fq_output_0" [label="[]", style=solid]; -"339 Constant_5669" -> "65 Transpose_1663/fq_output_0" [label="[]", style=solid]; -"340 Constant_5668" -> "65 Transpose_1663/fq_output_0" [label="[]", style=solid]; -"341 Constant_5667" -> "65 Transpose_1663/fq_output_0" [label="[]", style=solid]; -"342 Transpose_1661" -> "63 Transpose_1663" [label="[1, 1, 1, 1]", style=solid]; -"343 Constant_3903" -> "60 Transpose_1657" [label="[1, 512, 1, 1]", style=solid]; -"344 Multiply_3895/fq_weights_1" -> "56 Multiply_3895" [label="[512, 512, 3, 3]", style=solid]; -"345 Constant_5665" -> "344 Multiply_3895/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"346 Constant_5664" -> "344 Multiply_3895/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"347 Constant_5663" -> "344 Multiply_3895/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"348 Constant_5662" -> "344 Multiply_3895/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; -"349 Multiply_4052" -> "344 Multiply_3895/fq_weights_1" [label="[512, 512, 3, 3]", style=solid]; -"350 Constant_1798" -> "100 conv2d_17/BiasAdd" [label="[4]", style=dashed]; -"351 Transpose_1797" -> "96 Transpose_1799" [label="[1, 255, 1, 1]", style=solid]; -"352 Convolution_749/fq_weights_1" -> "92 Convolution_749" [label="[255, 512, 1, 1]", style=solid]; -"353 Constant_5720" -> "352 Convolution_749/fq_weights_1" [label="[255, 1, 1, 1]", style=solid]; -"354 Constant_5719" -> "352 Convolution_749/fq_weights_1" [label="[255, 1, 1, 1]", style=solid]; -"355 Constant_5718" -> "352 Convolution_749/fq_weights_1" [label="[255, 1, 1, 1]", style=solid]; -"356 Constant_5717" -> "352 Convolution_749/fq_weights_1" [label="[255, 1, 1, 1]", style=solid]; -"357 Transpose_748" -> "352 Convolution_749/fq_weights_1" [label="[255, 512, 1, 1]", 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0.06186329573392868 - ] - ] - ], - [ - [ - [ - 0.052172090858221054 - ] - ] - ], - [ - [ - [ - 0.05656270310282707 - ] - ] - ], - [ - [ - [ - 0.04382876306772232 - ] - ] - ] - ] - } -} \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ComparisonBinaryModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ComparisonBinaryModel.dot deleted file mode 120000 index 65375fbc38c..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ComparisonBinaryModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/original_nncf_graph/ComparisonBinaryModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ComparisonBinaryModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ComparisonBinaryModel.dot new file mode 100644 index 00000000000..467811ae36f --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ComparisonBinaryModel.dot @@ -0,0 +1,19 @@ +strict digraph { +"0 Input" [id=0, type=Parameter]; +"1 Add" [id=1, type=Add]; +"2 Gather_6" [id=2, type=Gather]; +"3 GreaterEqual" [id=3, type=GreaterEqual]; +"4 Result_Add" [id=4, type=Result]; +"5 Convert" [id=5, type=Convert]; +"6 Constant_5" [id=6, type=Constant]; +"7 Constant_2" [id=7, type=Constant]; +"0 Input" -> "1 Add" [label="[1, 3, 4, 2]", style=solid]; +"0 Input" -> "2 Gather_6" [label="[1, 3, 4, 2]", style=solid]; +"0 Input" -> "3 GreaterEqual" [label="[1, 3, 4, 2]", style=solid]; +"1 Add" -> "4 Result_Add" [label="[1, 3, 4, 2, 3, 4, 2]", style=solid]; +"2 Gather_6" -> "1 Add" [label="[1, 3, 4, 2, 3, 4, 2]", style=solid]; +"3 GreaterEqual" -> "5 Convert" [label="[1, 3, 4, 2]", style=dashed]; +"5 Convert" -> "2 Gather_6" [label="[1, 3, 4, 2]", style=dashed]; +"6 Constant_5" -> "2 Gather_6" [label="[]", style=dashed]; +"7 Constant_2" -> "3 GreaterEqual" [label="[1, 3, 4, 2]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ConvModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ConvModel.dot deleted file mode 120000 index a3e92aedffa..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ConvModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/original_nncf_graph/ConvModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ConvModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ConvModel.dot new file mode 100644 index 00000000000..dcc2423384f --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ConvModel.dot @@ -0,0 +1,35 @@ +strict digraph { +"0 Input_1" [id=0, type=Parameter]; +"1 Input_2" [id=1, type=Parameter]; +"2 Sub" [id=2, type=Subtract]; +"3 Add" [id=3, type=Add]; +"4 Conv" [id=4, type=Convolution]; +"5 Mul" [id=5, type=Multiply]; +"6 Conv_Add" [id=6, type=Add]; +"7 Transpose" [id=7, type=Transpose]; +"8 Relu" [id=8, type=Relu]; +"9 Concat_15" [id=9, type=Concat]; +"10 Result" [id=10, type=Result]; +"11 Constant_13" [id=11, type=Constant]; +"12 Constant_11" [id=12, type=Constant]; +"13 Constant_9" [id=13, type=Constant]; +"14 Bias" [id=14, type=Constant]; +"15 Constant_3" [id=15, type=Constant]; +"16 Constant_1" [id=16, type=Constant]; +"0 Input_1" -> "2 Sub" [label="[1, 3, 4, 2]", style=solid]; +"1 Input_2" -> "3 Add" [label="[1, 3, 2, 4]", style=solid]; +"2 Sub" -> "4 Conv" [label="[1, 3, 4, 2]", style=solid]; +"3 Add" -> "5 Mul" [label="[1, 3, 2, 4]", style=solid]; +"4 Conv" -> "6 Conv_Add" [label="[1, 3, 4, 2]", style=solid]; +"5 Mul" -> "7 Transpose" [label="[1, 3, 2, 4]", style=solid]; +"6 Conv_Add" -> "8 Relu" [label="[1, 3, 4, 2]", style=solid]; +"7 Transpose" -> "9 Concat_15" [label="[1, 3, 4, 2]", style=solid]; +"8 Relu" -> "9 Concat_15" [label="[1, 3, 4, 2]", style=solid]; +"9 Concat_15" -> "10 Result" [label="[2, 3, 4, 2]", style=solid]; +"11 Constant_13" -> "7 Transpose" [label="[4]", style=dashed]; +"12 Constant_11" -> "5 Mul" [label="[1, 3, 1, 1]", style=solid]; +"13 Constant_9" -> "3 Add" [label="[1, 3, 1, 1]", style=solid]; +"14 Bias" -> "6 Conv_Add" [label="[1, 3, 1, 1]", style=solid]; +"15 Constant_3" -> "4 Conv" [label="[3, 3, 1, 1]", style=solid]; +"16 Constant_1" -> "2 Sub" [label="[1, 3, 1, 1]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ConvNotBiasModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ConvNotBiasModel.dot deleted file mode 120000 index f3be6e7735a..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ConvNotBiasModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/original_nncf_graph/ConvNotBiasModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ConvNotBiasModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ConvNotBiasModel.dot new file mode 100644 index 00000000000..a53e7699cce --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ConvNotBiasModel.dot @@ -0,0 +1,19 @@ +strict digraph { +"0 Input_1" [id=0, type=Parameter]; +"1 Sub" [id=1, type=Subtract]; +"2 Conv" [id=2, type=Convolution]; +"3 Conv_Add" [id=3, type=Add]; +"4 Relu" [id=4, type=Relu]; +"5 Result" [id=5, type=Result]; +"6 NotBias" [id=6, type=Constant]; +"7 Constant_143" [id=7, type=Constant]; +"8 Constant_141" [id=8, type=Constant]; +"0 Input_1" -> "1 Sub" [label="[1, 3, 4, 2]", style=solid]; +"1 Sub" -> "2 Conv" [label="[1, 3, 4, 2]", style=solid]; +"2 Conv" -> "3 Conv_Add" [label="[1, 3, 4, 2]", style=solid]; +"3 Conv_Add" -> "4 Relu" [label="[1, 3, 4, 2]", style=solid]; +"4 Relu" -> "5 Result" [label="[1, 3, 4, 2]", style=solid]; +"6 NotBias" -> "3 Conv_Add" [label="[1, 3, 4, 2]", style=solid]; +"7 Constant_143" -> "2 Conv" [label="[3, 3, 1, 1]", style=solid]; +"8 Constant_141" -> "1 Sub" [label="[1, 3, 1, 1]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/DepthwiseConvModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/DepthwiseConvModel.dot deleted file mode 120000 index a0e425247b9..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/DepthwiseConvModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/original_nncf_graph/DepthwiseConvModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/DepthwiseConvModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/DepthwiseConvModel.dot new file mode 100644 index 00000000000..884ed9bce29 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/DepthwiseConvModel.dot @@ -0,0 +1,15 @@ +strict digraph { +"0 Input_1" [id=0, type=Parameter]; +"1 Conv" [id=1, type=GroupConvolution]; +"2 Add" [id=2, type=Add]; +"3 Relu" [id=3, type=Relu]; +"4 Result" [id=4, type=Result]; +"5 Constant_4" [id=5, type=Constant]; +"6 Constant_2" [id=6, type=Constant]; +"0 Input_1" -> "1 Conv" [label="[1, 3, 5, 5]", style=solid]; +"1 Conv" -> "2 Add" [label="[1, 3, 3, 3]", style=solid]; +"2 Add" -> "3 Relu" [label="[1, 3, 3, 3]", style=solid]; +"3 Relu" -> "4 Result" [label="[1, 3, 3, 3]", style=solid]; +"5 Constant_4" -> "2 Add" [label="[1, 3, 1, 1]", style=solid]; +"6 Constant_2" -> "1 Conv" [label="[3, 1, 1, 3, 3]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/DynamicModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/DynamicModel.dot deleted file mode 120000 index 3577725c492..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/DynamicModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/original_nncf_graph/DynamicModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/DynamicModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/DynamicModel.dot new file mode 100644 index 00000000000..bf3926ef1ad --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/DynamicModel.dot @@ -0,0 +1,35 @@ +strict digraph { +"0 Input_1" [id=0, type=Parameter]; +"1 Input_2" [id=1, type=Parameter]; +"2 Sub" [id=2, type=Subtract]; +"3 Add" [id=3, type=Add]; +"4 Conv" [id=4, type=Convolution]; +"5 Mul" [id=5, type=Multiply]; +"6 Conv_Add" [id=6, type=Add]; +"7 Transpose" [id=7, type=Transpose]; +"8 Relu" [id=8, type=Relu]; +"9 Concat_58" [id=9, type=Concat]; +"10 Result" [id=10, type=Result]; +"11 Constant_56" [id=11, type=Constant]; +"12 Constant_54" [id=12, type=Constant]; +"13 Constant_52" [id=13, type=Constant]; +"14 Bias" [id=14, type=Constant]; +"15 Constant_46" [id=15, type=Constant]; +"16 Constant_44" [id=16, type=Constant]; +"0 Input_1" -> "2 Sub" [label="[99, 3, 4, 2]", style=solid]; +"1 Input_2" -> "3 Add" [label="[99, 3, 2, 4]", style=solid]; +"2 Sub" -> "4 Conv" [label="[99, 3, 4, 2]", style=solid]; +"3 Add" -> "5 Mul" [label="[99, 3, 2, 4]", style=solid]; +"4 Conv" -> "6 Conv_Add" [label="[99, 3, 4, 2]", style=solid]; +"5 Mul" -> "7 Transpose" [label="[99, 3, 2, 4]", style=solid]; +"6 Conv_Add" -> "8 Relu" [label="[99, 3, 4, 2]", style=solid]; +"7 Transpose" -> "9 Concat_58" [label="[99, 3, 4, 2]", style=solid]; +"8 Relu" -> "9 Concat_58" [label="[99, 3, 4, 2]", style=solid]; +"9 Concat_58" -> "10 Result" [label="[198, 3, 4, 2]", style=solid]; +"11 Constant_56" -> "7 Transpose" [label="[4]", style=dashed]; +"12 Constant_54" -> "5 Mul" [label="[1, 3, 1, 1]", style=solid]; +"13 Constant_52" -> "3 Add" [label="[1, 3, 1, 1]", style=solid]; +"14 Bias" -> "6 Conv_Add" [label="[1, 3, 1, 1]", style=solid]; +"15 Constant_46" -> "4 Conv" [label="[3, 3, 1, 1]", style=solid]; +"16 Constant_44" -> "2 Sub" [label="[1, 3, 1, 1]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/GroupNormalizationModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/GroupNormalizationModel.dot deleted file mode 120000 index 4790440afc8..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/GroupNormalizationModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/original_nncf_graph/GroupNormalizationModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/GroupNormalizationModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/GroupNormalizationModel.dot new file mode 100644 index 00000000000..44ba7698a92 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/GroupNormalizationModel.dot @@ -0,0 +1,29 @@ +strict digraph { +"0 Input_1" [id=0, type=Parameter]; +"1 Conv" [id=1, type=Convolution]; +"2 Conv_Add" [id=2, type=Add]; +"3 GroupNormalization_169" [id=3, type=GroupNormalization]; +"4 Relu" [id=4, type=Relu]; +"5 Mul" [id=5, type=Multiply]; +"6 Add" [id=6, type=Add]; +"7 Result" [id=7, type=Result]; +"8 Constant_173" [id=8, type=Constant]; +"9 Constant_171" [id=9, type=Constant]; +"10 Constant_168" [id=10, type=Constant]; +"11 Constant_167" [id=11, type=Constant]; +"12 Bias" [id=12, type=Constant]; +"13 Constant_163" [id=13, type=Constant]; +"0 Input_1" -> "1 Conv" [label="[1, 2, 3, 4, 4]", style=solid]; +"1 Conv" -> "2 Conv_Add" [label="[1, 4, 1, 2, 2]", style=solid]; +"2 Conv_Add" -> "3 GroupNormalization_169" [label="[1, 4, 3, 2, 2]", style=solid]; +"3 GroupNormalization_169" -> "4 Relu" [label="[1, 4, 3, 2, 2]", style=solid]; +"4 Relu" -> "5 Mul" [label="[1, 4, 3, 2, 2]", style=solid]; +"5 Mul" -> "6 Add" [label="[1, 4, 3, 2, 2]", style=solid]; +"6 Add" -> "7 Result" [label="[1, 4, 3, 2, 2]", style=solid]; +"8 Constant_173" -> "6 Add" [label="[1, 4, 1, 1, 1]", style=solid]; +"9 Constant_171" -> "5 Mul" [label="[1, 4, 1, 1, 1]", style=solid]; +"10 Constant_168" -> "3 GroupNormalization_169" [label="[4]", style=solid]; +"11 Constant_167" -> "3 GroupNormalization_169" [label="[4]", style=solid]; +"12 Bias" -> "2 Conv_Add" [label="[1, 1, 3, 1, 1]", style=solid]; +"13 Constant_163" -> "1 Conv" [label="[4, 2, 3, 3, 3]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/IntegerModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/IntegerModel.dot deleted file mode 120000 index e5a75e99702..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/IntegerModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/original_nncf_graph/IntegerModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/IntegerModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/IntegerModel.dot new file mode 100644 index 00000000000..63cc63bfa23 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/IntegerModel.dot @@ -0,0 +1,42 @@ +strict digraph { +"0 Input" [id=0, type=Parameter]; +"1 Convert_1" [id=1, type=Convert]; +"2 Gather_15" [id=2, type=Gather]; +"3 Gather_4" [id=3, type=Gather]; +"4 MatMul_2" [id=4, type=MatMul]; +"5 Gather_7" [id=5, type=Gather]; +"6 Add_1" [id=6, type=Add]; +"7 Gather_10" [id=7, type=Gather]; +"8 Result" [id=8, type=Result]; +"9 MatMul_1" [id=9, type=MatMul]; +"10 Constant_16" [id=10, type=Constant]; +"11 Constant_14" [id=11, type=Constant]; +"12 Constant_13" [id=12, type=Constant]; +"13 Constant_11" [id=13, type=Constant]; +"14 Constant_9" [id=14, type=Constant]; +"15 Constant_8" [id=15, type=Constant]; +"16 Constant_6" [id=16, type=Constant]; +"17 Constant_3" [id=17, type=Constant]; +"18 Constant_2" [id=18, type=Constant]; +"19 Constant_5" [id=19, type=Constant]; +"0 Input" -> "1 Convert_1" [label="[1, 192, 1]", style=solid]; +"0 Input" -> "2 Gather_15" [label="[1, 192, 1]", style=solid]; +"1 Convert_1" -> "3 Gather_4" [label="[1, 192, 1]", style=dashed]; +"2 Gather_15" -> "4 MatMul_2" [label="[1, 192]", style=solid]; +"3 Gather_4" -> "5 Gather_7" [label="[192, 1]", style=dashed]; +"4 MatMul_2" -> "6 Add_1" [label="[1, 160]", style=solid]; +"5 Gather_7" -> "7 Gather_10" [label="[192, 1, 160]", style=solid]; +"6 Add_1" -> "8 Result" [label="[1, 160]", style=solid]; +"7 Gather_10" -> "9 MatMul_1" [label="[1, 160]", style=solid]; +"9 MatMul_1" -> "6 Add_1" [label="[1, 160]", style=solid]; +"10 Constant_16" -> "4 MatMul_2" [label="[160, 192]", style=solid]; +"11 Constant_14" -> "2 Gather_15" [label="[]", style=dashed]; +"12 Constant_13" -> "2 Gather_15" [label="[]", style=dashed]; +"13 Constant_11" -> "9 MatMul_1" [label="[160, 160]", style=solid]; +"14 Constant_9" -> "7 Gather_10" [label="[]", style=dashed]; +"15 Constant_8" -> "7 Gather_10" [label="[]", style=dashed]; +"16 Constant_6" -> "5 Gather_7" [label="[]", style=dashed]; +"17 Constant_3" -> "3 Gather_4" [label="[]", style=dashed]; +"18 Constant_2" -> "3 Gather_4" [label="[]", style=dashed]; +"19 Constant_5" -> "5 Gather_7" [label="[369, 160]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/LSTMModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/LSTMModel.dot deleted file mode 120000 index fa71d03d9ba..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/LSTMModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/original_nncf_graph/LSTMModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/LSTMModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/LSTMModel.dot new file mode 100644 index 00000000000..b23d980fed3 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/LSTMModel.dot @@ -0,0 +1,60 @@ +strict digraph { +"0 Input" [id=0, type=Parameter]; +"1 ReadValue_1" [id=1, type=ReadValue]; +"2 Squeeze_1" [id=2, type=Squeeze]; +"3 Add" [id=3, type=Add]; +"4 MatMul_1" [id=4, type=MatMul]; +"5 MatMul_2" [id=5, type=MatMul]; +"6 Add_1" [id=6, type=Add]; +"7 Split_13" [id=7, type=Split]; +"8 Sigmoid_1" [id=8, type=Sigmoid]; +"9 Sigmoid_2" [id=9, type=Sigmoid]; +"10 Sigmoid_3" [id=10, type=Sigmoid]; +"11 Tanh_1" [id=11, type=Tanh]; +"12 Multiply_1" [id=12, type=Multiply]; +"13 Multiply_2" [id=13, type=Multiply]; +"14 Multiply_3" [id=14, type=Multiply]; +"15 Add_2" [id=15, type=Add]; +"16 Assign_1" [id=16, type=Assign]; +"17 MatMul_3" [id=17, type=MatMul]; +"18 Tanh_2" [id=18, type=Tanh]; +"19 Result" [id=19, type=Result]; +"20 Constant_12" [id=20, type=Constant]; +"21 Constant_9" [id=21, type=Constant]; +"22 Constant_7" [id=22, type=Constant]; +"23 Constant_5" [id=23, type=Constant]; +"24 Constant_3" [id=24, type=Constant]; +"25 Constant_1" [id=25, type=Constant]; +"26 Constant_18" [id=26, type=Constant]; +"27 Constant_25" [id=27, type=Constant]; +"0 Input" -> "2 Squeeze_1" [label="[1, 1, 128]", style=solid]; +"1 ReadValue_1" -> "3 Add" [label="[1, 64]", style=solid]; +"2 Squeeze_1" -> "4 MatMul_1" [label="[1, 128]", style=solid]; +"3 Add" -> "5 MatMul_2" [label="[1, 64]", style=solid]; +"4 MatMul_1" -> "6 Add_1" [label="[1, 256]", style=solid]; +"5 MatMul_2" -> "6 Add_1" [label="[1, 256]", style=solid]; +"6 Add_1" -> "7 Split_13" [label="[1, 256]", style=solid]; +"7 Split_13" -> "8 Sigmoid_1" [label="[1, 64]", style=solid]; +"7 Split_13" -> "9 Sigmoid_2" [label="[1, 64]", style=solid]; +"7 Split_13" -> "10 Sigmoid_3" [label="[1, 64]", style=solid]; +"7 Split_13" -> "11 Tanh_1" [label="[1, 64]", style=solid]; +"8 Sigmoid_1" -> "12 Multiply_1" [label="[1, 64]", style=solid]; +"9 Sigmoid_2" -> "13 Multiply_2" [label="[1, 64]", style=solid]; +"10 Sigmoid_3" -> "14 Multiply_3" [label="[1, 64]", style=solid]; +"11 Tanh_1" -> "13 Multiply_2" [label="[1, 64]", style=solid]; +"12 Multiply_1" -> "15 Add_2" [label="[1, 64]", style=solid]; +"13 Multiply_2" -> "15 Add_2" [label="[1, 64]", style=solid]; +"14 Multiply_3" -> "16 Assign_1" [label="[1, 64]", style=solid]; +"14 Multiply_3" -> "17 MatMul_3" [label="[1, 64]", style=solid]; +"15 Add_2" -> "18 Tanh_2" [label="[1, 64]", style=solid]; +"17 MatMul_3" -> "19 Result" [label="[1, 128]", style=solid]; +"18 Tanh_2" -> "14 Multiply_3" [label="[1, 64]", style=solid]; +"20 Constant_12" -> "7 Split_13" [label="[]", style=dashed]; +"21 Constant_9" -> "5 MatMul_2" [label="[256, 64]", style=solid]; +"22 Constant_7" -> "3 Add" [label="[1, 64]", style=solid]; +"23 Constant_5" -> "1 ReadValue_1" [label="[1, 64]", style=solid]; +"24 Constant_3" -> "4 MatMul_1" [label="[256, 128]", style=solid]; +"25 Constant_1" -> "2 Squeeze_1" [label="[]", style=dashed]; +"26 Constant_18" -> "12 Multiply_1" [label="[1, 64]", style=solid]; +"27 Constant_25" -> "17 MatMul_3" [label="[128, 64]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/LSTMSequenceModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/LSTMSequenceModel.dot deleted file mode 120000 index dd92e274992..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/LSTMSequenceModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/original_nncf_graph/LSTMSequenceModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/LSTMSequenceModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/LSTMSequenceModel.dot new file mode 100644 index 00000000000..91f5b08577c --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/LSTMSequenceModel.dot @@ -0,0 +1,23 @@ +strict digraph { +"0 X" [id=0, type=Parameter]; +"1 initial_hidden_state" [id=1, type=Parameter]; +"2 initial_cell_state" [id=2, type=Parameter]; +"3 LSTMSequence_7" [id=3, type=LSTMSequence]; +"4 MatMul" [id=4, type=MatMul]; +"5 Result" [id=5, type=Result]; +"6 Constant_8" [id=6, type=Constant]; +"7 Constant_6" [id=7, type=Constant]; +"8 Constant_5" [id=8, type=Constant]; +"9 Constant_4" [id=9, type=Constant]; +"10 Constant_3" [id=10, type=Constant]; +"0 X" -> "3 LSTMSequence_7" [label="[1, 2, 16]", style=solid]; +"1 initial_hidden_state" -> "3 LSTMSequence_7" [label="[1, 1, 128]", style=solid]; +"2 initial_cell_state" -> "3 LSTMSequence_7" [label="[1, 1, 128]", style=solid]; +"3 LSTMSequence_7" -> "4 MatMul" [label="[1, 1, 2, 128]", style=solid]; +"4 MatMul" -> "5 Result" [label="[1, 1, 2, 3]", style=solid]; +"6 Constant_8" -> "4 MatMul" [label="[1, 1, 128, 3]", style=solid]; +"7 Constant_6" -> "3 LSTMSequence_7" [label="[1, 512]", style=solid]; +"8 Constant_5" -> "3 LSTMSequence_7" [label="[1, 512, 128]", style=solid]; +"9 Constant_4" -> "3 LSTMSequence_7" [label="[1, 512, 16]", style=solid]; +"10 Constant_3" -> "3 LSTMSequence_7" [label="[1]", style=dashed]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/LinearModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/LinearModel.dot deleted file mode 120000 index 9646848954c..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/LinearModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/original_nncf_graph/LinearModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/LinearModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/LinearModel.dot new file mode 100644 index 00000000000..50c34d96235 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/LinearModel.dot @@ -0,0 +1,19 @@ +strict digraph { +"0 Input" [id=0, type=Parameter]; +"1 Reshape" [id=1, type=Reshape]; +"2 Add" [id=2, type=Add]; +"3 MatMul" [id=3, type=MatMul]; +"4 Result_Add" [id=4, type=Result]; +"5 Result_MatMul" [id=5, type=Result]; +"6 Constant_10" [id=6, type=Constant]; +"7 Constant_1" [id=7, type=Constant]; +"8 Constant_8" [id=8, type=Constant]; +"0 Input" -> "1 Reshape" [label="[1, 3, 4, 2]", style=solid]; +"1 Reshape" -> "2 Add" [label="[1, 3, 2, 4]", style=solid]; +"1 Reshape" -> "3 MatMul" [label="[1, 3, 2, 4]", style=solid]; +"2 Add" -> "4 Result_Add" [label="[1, 3, 2, 4]", style=solid]; +"3 MatMul" -> "5 Result_MatMul" [label="[1, 3, 2, 5]", style=solid]; +"6 Constant_10" -> "2 Add" [label="[1, 3, 2, 4]", style=solid]; +"7 Constant_1" -> "1 Reshape" [label="[4]", style=dashed]; +"8 Constant_8" -> "3 MatMul" [label="[1, 3, 4, 5]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/MatMul2DModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/MatMul2DModel.dot deleted file mode 120000 index dfa3adb9b6e..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/MatMul2DModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/original_nncf_graph/MatMul2DModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/MatMul2DModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/MatMul2DModel.dot new file mode 100644 index 00000000000..d7bd2d4b57d --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/MatMul2DModel.dot @@ -0,0 +1,13 @@ +strict digraph { +"0 Input" [id=0, type=Parameter]; +"1 MatMul" [id=1, type=MatMul]; +"2 Add" [id=2, type=Add]; +"3 Result" [id=3, type=Result]; +"4 Constant_32" [id=4, type=Constant]; +"5 Constant_30" [id=5, type=Constant]; +"0 Input" -> "1 MatMul" [label="[3, 5]", style=solid]; +"1 MatMul" -> "2 Add" [label="[3, 2]", style=solid]; +"2 Add" -> "3 Result" [label="[3, 2]", style=solid]; +"4 Constant_32" -> "2 Add" [label="[1, 2]", style=solid]; +"5 Constant_30" -> "1 MatMul" [label="[5, 2]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/MatmulSoftmaxMatmulBlock.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/MatmulSoftmaxMatmulBlock.dot deleted file mode 120000 index a9efb23cec1..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/MatmulSoftmaxMatmulBlock.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/original_nncf_graph/MatmulSoftmaxMatmulBlock.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/MatmulSoftmaxMatmulBlock.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/MatmulSoftmaxMatmulBlock.dot new file mode 100644 index 00000000000..55cb4dfe072 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/MatmulSoftmaxMatmulBlock.dot @@ -0,0 +1,18 @@ +strict digraph { +"0 Input" [id=0, type=Parameter]; +"1 MatMul_1" [id=1, type=MatMul]; +"2 Squeeze_1" [id=2, type=Squeeze]; +"3 Softmax_1" [id=3, type=Softmax]; +"4 MatMul_2" [id=4, type=MatMul]; +"5 Result" [id=5, type=Result]; +"6 Constant_178" [id=6, type=Constant]; +"7 Constant_180" [id=7, type=Constant]; +"0 Input" -> "1 MatMul_1" [label="[1, 1, 1]", style=solid]; +"0 Input" -> "2 Squeeze_1" [label="[1, 1, 1]", style=solid]; +"1 MatMul_1" -> "3 Softmax_1" [label="[1, 1, 1]", style=solid]; +"2 Squeeze_1" -> "4 MatMul_2" [label="[1, 1]", style=solid]; +"3 Softmax_1" -> "4 MatMul_2" [label="[1, 1, 1]", style=solid]; +"4 MatMul_2" -> "5 Result" [label="[1, 1, 1]", style=solid]; +"6 Constant_178" -> "2 Squeeze_1" [label="[]", style=dashed]; +"7 Constant_180" -> "1 MatMul_1" [label="[1, 1]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ScaleShiftReluModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ScaleShiftReluModel.dot deleted file mode 120000 index b690d6c90bd..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ScaleShiftReluModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/original_nncf_graph/ScaleShiftReluModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ScaleShiftReluModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ScaleShiftReluModel.dot new file mode 100644 index 00000000000..a811bd55053 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ScaleShiftReluModel.dot @@ -0,0 +1,23 @@ +strict digraph { +"0 Input" [id=0, type=Parameter]; +"1 MatMul" [id=1, type=MatMul]; +"2 Mul" [id=2, type=Multiply]; +"3 Add" [id=3, type=Add]; +"4 Relu" [id=4, type=Relu]; +"5 MatMul2" [id=5, type=MatMul]; +"6 Result" [id=6, type=Result]; +"7 Constant_45" [id=7, type=Constant]; +"8 Constant_42" [id=8, type=Constant]; +"9 Constant_40" [id=9, type=Constant]; +"10 Constant_38" [id=10, type=Constant]; +"0 Input" -> "1 MatMul" [label="[3, 5]", style=solid]; +"1 MatMul" -> "2 Mul" [label="[3, 2]", style=solid]; +"2 Mul" -> "3 Add" [label="[3, 2]", style=solid]; +"3 Add" -> "4 Relu" [label="[3, 2]", style=solid]; +"4 Relu" -> "5 MatMul2" [label="[3, 2]", style=solid]; +"5 MatMul2" -> "6 Result" [label="[3, 4]", style=solid]; +"7 Constant_45" -> "5 MatMul2" [label="[2, 4]", style=solid]; +"8 Constant_42" -> "3 Add" [label="[1, 2]", style=solid]; +"9 Constant_40" -> "2 Mul" [label="[1, 2]", style=solid]; +"10 Constant_38" -> "1 MatMul" [label="[5, 2]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/SeBlockModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/SeBlockModel.dot deleted file mode 120000 index d5bb68f136d..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/SeBlockModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/original_nncf_graph/SeBlockModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/SeBlockModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/SeBlockModel.dot new file mode 100644 index 00000000000..f3ba7b4bedb --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/SeBlockModel.dot @@ -0,0 +1,44 @@ +strict digraph { +"0 Input" [id=0, type=Parameter]; +"1 Conv0" [id=1, type=Convolution]; +"2 Add0" [id=2, type=Add]; +"3 Mul" [id=3, type=Multiply]; +"4 ReduceMean_6" [id=4, type=ReduceMean]; +"5 MatMul" [id=5, type=MatMul]; +"6 Conv" [id=6, type=Convolution]; +"7 Result" [id=7, type=Result]; +"8 Add" [id=8, type=Add]; +"9 Relu" [id=9, type=Relu]; +"10 Conv2" [id=10, type=Convolution]; +"11 Add2" [id=11, type=Add]; +"12 Sigmoid" [id=12, type=Sigmoid]; +"13 Constant_18" [id=13, type=Constant]; +"14 Constant_14" [id=14, type=Constant]; +"15 Constant_12" [id=15, type=Constant]; +"16 Constant_9" [id=16, type=Constant]; +"17 Constant_7" [id=17, type=Constant]; +"18 Constant_5" [id=18, type=Constant]; +"19 Constant_3" [id=19, type=Constant]; +"20 Constant_1" [id=20, type=Constant]; +"0 Input" -> "1 Conv0" [label="[1, 3, 5, 6]", style=solid]; +"1 Conv0" -> "2 Add0" [label="[1, 3, 5, 6]", style=solid]; +"2 Add0" -> "3 Mul" [label="[1, 3, 5, 6]", style=solid]; +"2 Add0" -> "4 ReduceMean_6" [label="[1, 3, 5, 6]", style=solid]; +"3 Mul" -> "5 MatMul" [label="[1, 3, 5, 6]", style=solid]; +"4 ReduceMean_6" -> "6 Conv" [label="[1, 3, 1, 1]", style=solid]; +"5 MatMul" -> "7 Result" [label="[1, 3, 5, 5]", style=solid]; +"6 Conv" -> "8 Add" [label="[1, 5, 1, 1]", style=solid]; +"8 Add" -> "9 Relu" [label="[1, 5, 1, 1]", style=solid]; +"9 Relu" -> "10 Conv2" [label="[1, 5, 1, 1]", style=solid]; +"10 Conv2" -> "11 Add2" [label="[1, 3, 1, 1]", style=solid]; +"11 Add2" -> "12 Sigmoid" [label="[1, 3, 1, 1]", style=solid]; +"12 Sigmoid" -> "3 Mul" [label="[1, 3, 1, 1]", style=solid]; +"13 Constant_18" -> "5 MatMul" [label="[1, 3, 6, 5]", style=solid]; +"14 Constant_14" -> "11 Add2" [label="[1, 3, 1, 1]", style=solid]; +"15 Constant_12" -> "10 Conv2" [label="[3, 5, 1, 1]", style=solid]; +"16 Constant_9" -> "8 Add" [label="[1, 5, 1, 1]", style=solid]; +"17 Constant_7" -> "6 Conv" [label="[5, 3, 1, 1]", style=solid]; +"18 Constant_5" -> "4 ReduceMean_6" [label="[2]", style=dashed]; +"19 Constant_3" -> "2 Add0" [label="[1, 3, 1, 1]", style=solid]; +"20 Constant_1" -> "1 Conv0" [label="[3, 3, 1, 1]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ShapeOfModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ShapeOfModel.dot deleted file mode 120000 index 99aef792a39..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ShapeOfModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/original_nncf_graph/ShapeOfModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ShapeOfModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ShapeOfModel.dot new file mode 100644 index 00000000000..234d08dc31d --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ShapeOfModel.dot @@ -0,0 +1,63 @@ +strict digraph { +"0 Input" [id=0, type=Parameter]; +"1 Conv_1" [id=1, type=Convolution]; +"2 Conv_Add_1" [id=2, type=Add]; +"3 Reshape_1" [id=3, type=Reshape]; +"4 ShapeOf_1" [id=4, type=ShapeOf]; +"5 Transpose" [id=5, type=Transpose]; +"6 Gather_33092" [id=6, type=Gather]; +"7 Conv_2" [id=7, type=Convolution]; +"8 Concat_33095" [id=8, type=Concat]; +"9 Conv_Add_2" [id=9, type=Add]; +"10 Reshape_2" [id=10, type=Reshape]; +"11 ShapeOf_2" [id=11, type=ShapeOf]; +"12 Conv_3" [id=12, type=Convolution]; +"13 Convert_1" [id=13, type=Convert]; +"14 Conv_Add_3" [id=14, type=Add]; +"15 Multiply" [id=15, type=Multiply]; +"16 Result" [id=16, type=Result]; +"17 Convert_2" [id=17, type=Convert]; +"18 Bias_3" [id=18, type=Constant]; +"19 Constant_33121" [id=19, type=Constant]; +"20 Constant_33107" [id=20, type=Constant]; +"21 Bias_2" [id=21, type=Constant]; +"22 Constant_33101" [id=22, type=Constant]; +"23 Constant_33099" [id=23, type=Constant]; +"24 Constant_33091" [id=24, type=Constant]; +"25 Constant_33090" [id=25, type=Constant]; +"26 Bias_1" [id=26, type=Constant]; +"27 Constant_33085" [id=27, type=Constant]; +"28 Constant_33094" [id=28, type=Constant]; +"29 Constant_33093" [id=29, type=Constant]; +"0 Input" -> "1 Conv_1" [label="[1, 3, 4, 2]", style=solid]; +"1 Conv_1" -> "2 Conv_Add_1" [label="[1, 3, 4, 2]", style=solid]; +"2 Conv_Add_1" -> "3 Reshape_1" [label="[1, 3, 4, 2]", style=solid]; +"2 Conv_Add_1" -> "4 ShapeOf_1" [label="[1, 3, 4, 2]", style=solid]; +"3 Reshape_1" -> "5 Transpose" [label="[1, 3, 4, 2]", style=solid]; +"4 ShapeOf_1" -> "6 Gather_33092" [label="[4]", style=dashed]; +"5 Transpose" -> "7 Conv_2" [label="[1, 3, 2, 4]", style=solid]; +"6 Gather_33092" -> "8 Concat_33095" [label="[2]", style=dashed]; +"7 Conv_2" -> "9 Conv_Add_2" [label="[1, 3, 2, 4]", style=solid]; +"8 Concat_33095" -> "3 Reshape_1" [label="[4]", style=dashed]; +"9 Conv_Add_2" -> "10 Reshape_2" [label="[1, 3, 2, 4]", style=solid]; +"9 Conv_Add_2" -> "11 ShapeOf_2" [label="[1, 3, 2, 4]", style=solid]; +"10 Reshape_2" -> "12 Conv_3" [label="[1, 3, 2, 4]", style=solid]; +"11 ShapeOf_2" -> "13 Convert_1" [label="[4]", style=dashed]; +"12 Conv_3" -> "14 Conv_Add_3" [label="[1, 3, 2, 4]", style=solid]; +"13 Convert_1" -> "15 Multiply" [label="[4]", style=solid]; +"14 Conv_Add_3" -> "16 Result" [label="[1, 3, 2, 4]", style=solid]; +"15 Multiply" -> "17 Convert_2" [label="[4]", style=solid]; +"17 Convert_2" -> "10 Reshape_2" [label="[4]", style=dashed]; +"18 Bias_3" -> "14 Conv_Add_3" [label="[1, 3, 1, 1]", style=solid]; +"19 Constant_33121" -> "12 Conv_3" [label="[3, 3, 1, 1]", style=solid]; +"20 Constant_33107" -> "15 Multiply" [label="[4]", style=solid]; +"21 Bias_2" -> "9 Conv_Add_2" [label="[1, 3, 1, 1]", style=solid]; +"22 Constant_33101" -> "7 Conv_2" [label="[3, 3, 1, 1]", style=solid]; +"23 Constant_33099" -> "5 Transpose" [label="[4]", style=dashed]; +"24 Constant_33091" -> "6 Gather_33092" [label="[]", style=dashed]; +"25 Constant_33090" -> "6 Gather_33092" [label="[2]", style=dashed]; +"26 Bias_1" -> "2 Conv_Add_1" [label="[1, 3, 1, 1]", style=solid]; +"27 Constant_33085" -> "1 Conv_1" [label="[3, 3, 1, 1]", style=solid]; +"28 Constant_33094" -> "8 Concat_33095" [label="[1]", style=dashed]; +"29 Constant_33093" -> "8 Concat_33095" [label="[1]", style=dashed]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/SharedConvModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/SharedConvModel.dot deleted file mode 120000 index f2389b194ea..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/SharedConvModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/original_nncf_graph/SharedConvModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/SharedConvModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/SharedConvModel.dot new file mode 100644 index 00000000000..2bc26e8711a --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/SharedConvModel.dot @@ -0,0 +1,14 @@ +strict digraph { +"0 Input" [id=0, type=Parameter]; +"1 Conv_1" [id=1, type=Convolution]; +"2 Conv_2" [id=2, type=Convolution]; +"3 Result_1" [id=3, type=Result]; +"4 Result_2" [id=4, type=Result]; +"5 Shared_conv_w" [id=5, type=Constant]; +"0 Input" -> "1 Conv_1" [label="[1, 3, 3, 3]", style=solid]; +"0 Input" -> "2 Conv_2" [label="[1, 3, 3, 3]", style=solid]; +"1 Conv_1" -> "3 Result_1" [label="[1, 3, 3, 3]", style=solid]; +"2 Conv_2" -> "4 Result_2" [label="[1, 3, 3, 3]", style=solid]; +"5 Shared_conv_w" -> "1 Conv_1" [label="[3, 3, 1, 1]", style=solid]; +"5 Shared_conv_w" -> "2 Conv_2" [label="[3, 3, 1, 1]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/UnifiedEmbeddingModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/UnifiedEmbeddingModel.dot deleted file mode 120000 index fcf92fa0732..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/UnifiedEmbeddingModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/original_nncf_graph/UnifiedEmbeddingModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/UnifiedEmbeddingModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/UnifiedEmbeddingModel.dot new file mode 100644 index 00000000000..b779ab79695 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/UnifiedEmbeddingModel.dot @@ -0,0 +1,28 @@ +strict digraph { +"0 Input" [id=0, type=Parameter]; +"1 Convert_1" [id=1, type=Convert]; +"2 MatMul_1" [id=2, type=MatMul]; +"3 Gather_1" [id=3, type=Gather]; +"4 Reshape_1" [id=4, type=Reshape]; +"5 Concat_12" [id=5, type=Concat]; +"6 MatMul_2" [id=6, type=MatMul]; +"7 Result" [id=7, type=Result]; +"8 matmul_2_data" [id=8, type=Constant]; +"9 Constant_8" [id=9, type=Constant]; +"10 matmul_1_data" [id=10, type=Constant]; +"11 Constant_4" [id=11, type=Constant]; +"12 gather_1_data" [id=12, type=Constant]; +"0 Input" -> "1 Convert_1" [label="[1, 3]", style=solid]; +"0 Input" -> "2 MatMul_1" [label="[1, 3]", style=solid]; +"1 Convert_1" -> "3 Gather_1" [label="[1, 3]", style=dashed]; +"2 MatMul_1" -> "4 Reshape_1" [label="[3, 1, 5]", style=solid]; +"3 Gather_1" -> "5 Concat_12" [label="[1, 3, 5]", style=solid]; +"4 Reshape_1" -> "5 Concat_12" [label="[1, 3, 5]", style=solid]; +"5 Concat_12" -> "6 MatMul_2" [label="[1, 6, 5]", style=solid]; +"6 MatMul_2" -> "7 Result" [label="[1, 6, 1]", style=solid]; +"8 matmul_2_data" -> "6 MatMul_2" [label="[1, 5]", style=solid]; +"9 Constant_8" -> "4 Reshape_1" [label="[3]", style=dashed]; +"10 matmul_1_data" -> "2 MatMul_1" [label="[3, 3, 5]", style=solid]; +"11 Constant_4" -> "3 Gather_1" [label="[]", style=dashed]; +"12 gather_1_data" -> "3 Gather_1" [label="[4, 5]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/WeightsModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/WeightsModel.dot deleted file mode 120000 index e290fd9bfe7..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/WeightsModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/original_nncf_graph/WeightsModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/WeightsModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/WeightsModel.dot new file mode 100644 index 00000000000..fe530ba099a --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/WeightsModel.dot @@ -0,0 +1,32 @@ +strict digraph { +"0 Input_1" [id=0, type=Parameter]; +"1 Conv" [id=1, type=Convolution]; +"2 Conv_backprop" [id=2, type=ConvolutionBackpropData]; +"3 MatMul_1" [id=3, type=MatMul]; +"4 MatMul" [id=4, type=MatMul]; +"5 MatMul_0" [id=5, type=MatMul]; +"6 Add_15" [id=6, type=Add]; +"7 Result" [id=7, type=Result]; +"8 weights_1" [id=8, type=Constant]; +"9 Constant_5" [id=9, type=Constant]; +"10 Constant_4" [id=10, type=Constant]; +"11 Constant_2" [id=11, type=Constant]; +"12 weights_0" [id=12, type=Constant]; +"13 MatMul_const" [id=13, type=MatMul]; +"0 Input_1" -> "1 Conv" [label="[1, 3, 5, 5]", style=solid]; +"1 Conv" -> "2 Conv_backprop" [label="[1, 3, 5, 5]", style=solid]; +"2 Conv_backprop" -> "3 MatMul_1" [label="[1, 3, 1, 1]", style=solid]; +"3 MatMul_1" -> "4 MatMul" [label="[1, 3, 1, 4]", style=solid]; +"3 MatMul_1" -> "5 MatMul_0" [label="[1, 3, 1, 4]", style=solid]; +"4 MatMul" -> "6 Add_15" [label="[1, 3, 1, 1]", style=solid]; +"5 MatMul_0" -> "4 MatMul" [label="[1, 3, 1, 4]", style=solid]; +"6 Add_15" -> "7 Result" [label="[1, 3, 4, 1]", style=solid]; +"8 weights_1" -> "3 MatMul_1" [label="[1, 4]", style=solid]; +"8 weights_1" -> "13 MatMul_const" [label="[1, 4]", style=solid]; +"9 Constant_5" -> "2 Conv_backprop" [label="[2]", style=dashed]; +"10 Constant_4" -> "2 Conv_backprop" [label="[3, 3, 1, 1]", style=solid]; +"11 Constant_2" -> "1 Conv" [label="[3, 3, 1, 1]", style=solid]; +"12 weights_0" -> "5 MatMul_0" [label="[1, 1]", style=solid]; +"12 weights_0" -> "13 MatMul_const" [label="[1, 1]", style=solid]; +"13 MatMul_const" -> "6 Add_15" [label="[4, 1]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/exctracted_ConvModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/exctracted_ConvModel.dot deleted file mode 120000 index e8418494fef..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/exctracted_ConvModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/original_nncf_graph/exctracted_ConvModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/exctracted_ConvModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/exctracted_ConvModel.dot new file mode 100644 index 00000000000..fc05c2e496a --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/exctracted_ConvModel.dot @@ -0,0 +1,9 @@ +strict digraph { +"0 Parameter_Conv" [id=0, type=Parameter]; +"1 Conv" [id=1, type=Convolution]; +"2 Result_Conv.0" [id=2, type=Result]; +"3 Constant_58" [id=3, type=Constant]; +"0 Parameter_Conv" -> "1 Conv" [label="[1, 3, 4, 2]", style=solid]; +"1 Conv" -> "2 Result_Conv.0" [label="[1, 3, 4, 2]", style=solid]; +"3 Constant_58" -> "1 Conv" [label="[3, 3, 1, 1]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/exctracted_QuantizedModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/exctracted_QuantizedModel.dot deleted file mode 120000 index 0ce2e696bfd..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/exctracted_QuantizedModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/original_nncf_graph/exctracted_QuantizedModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/exctracted_QuantizedModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/exctracted_QuantizedModel.dot new file mode 100644 index 00000000000..cb59d32c930 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/exctracted_QuantizedModel.dot @@ -0,0 +1,81 @@ +strict digraph { +"0 Parameter_Relu_1" [id=0, type=Parameter]; +"1 Parameter_Transpose" [id=1, type=Parameter]; +"2 Relu_1" [id=2, type=Relu]; +"3 Transpose" [id=3, type=Transpose]; +"4 Concat_1/fq_input_0" [id=4, type=FakeQuantize]; +"5 Concat_1" [id=5, type=Concat]; +"6 Add_2" [id=6, type=Add]; +"7 Conv_2" [id=7, type=Convolution]; +"8 Result_Add_2.0" [id=8, type=Result]; +"9 Relu_2" [id=9, type=Relu]; +"10 Conv_3/fq_input_0" [id=10, type=FakeQuantize]; +"11 Conv_3" [id=11, type=Convolution]; +"12 Result_Conv_3.0" [id=12, type=Result]; +"13 Add_2/fq_weights_0" [id=13, type=FakeQuantize]; +"14 Constant_128" [id=14, type=Constant]; +"15 Constant_127" [id=15, type=Constant]; +"16 Constant_126" [id=16, type=Constant]; +"17 Constant_125" [id=17, type=Constant]; +"18 Constant_124" [id=18, type=Constant]; +"19 Constant_96" [id=19, type=Constant]; +"20 Constant_101" [id=20, type=Constant]; +"21 Constant_100" [id=21, type=Constant]; +"22 Constant_99" [id=22, type=Constant]; +"23 Constant_98" [id=23, type=Constant]; +"24 Conv_3/fq_weights_0" [id=24, type=FakeQuantize]; +"25 Constant_121" [id=25, type=Constant]; +"26 Constant_120" [id=26, type=Constant]; +"27 Constant_119" [id=27, type=Constant]; +"28 Constant_118" [id=28, type=Constant]; +"29 Constant_117" [id=29, type=Constant]; +"30 Constant_115" [id=30, type=Constant]; +"31 Constant_114" [id=31, type=Constant]; +"32 Constant_113" [id=32, type=Constant]; +"33 Constant_112" [id=33, type=Constant]; +"34 Conv_2/fq_weights_0" [id=34, type=FakeQuantize]; +"35 Constant_108" [id=35, type=Constant]; +"36 Constant_107" [id=36, type=Constant]; +"37 Constant_106" [id=37, type=Constant]; +"38 Constant_105" [id=38, type=Constant]; +"39 Constant_104" [id=39, type=Constant]; +"0 Parameter_Relu_1" -> "2 Relu_1" [label="[1, 3, 14, 28]", style=solid]; +"1 Parameter_Transpose" -> "3 Transpose" [label="[1, 3, 28, 14]", style=solid]; +"2 Relu_1" -> "4 Concat_1/fq_input_0" [label="[1, 3, 14, 28]", style=solid]; +"3 Transpose" -> "5 Concat_1" [label="[1, 3, 14, 28]", style=solid]; +"4 Concat_1/fq_input_0" -> "5 Concat_1" [label="[1, 3, 14, 28]", style=solid]; +"5 Concat_1" -> "6 Add_2" [label="[1, 6, 14, 28]", style=solid]; +"5 Concat_1" -> "7 Conv_2" [label="[1, 6, 14, 28]", style=solid]; +"6 Add_2" -> "8 Result_Add_2.0" [label="[1, 6, 14, 28]", style=solid]; +"7 Conv_2" -> "9 Relu_2" [label="[1, 12, 14, 28]", style=solid]; +"9 Relu_2" -> "10 Conv_3/fq_input_0" [label="[1, 12, 14, 28]", style=solid]; +"10 Conv_3/fq_input_0" -> "11 Conv_3" [label="[1, 12, 14, 28]", style=solid]; +"11 Conv_3" -> "12 Result_Conv_3.0" [label="[1, 6, 14, 28]", style=solid]; +"13 Add_2/fq_weights_0" -> "6 Add_2" [label="[1, 6, 1, 1]", style=solid]; +"14 Constant_128" -> "13 Add_2/fq_weights_0" [label="[]", style=solid]; +"15 Constant_127" -> "13 Add_2/fq_weights_0" [label="[]", style=solid]; +"16 Constant_126" -> "13 Add_2/fq_weights_0" [label="[]", style=solid]; +"17 Constant_125" -> "13 Add_2/fq_weights_0" [label="[]", style=solid]; +"18 Constant_124" -> "13 Add_2/fq_weights_0" [label="[1, 6, 1, 1]", style=solid]; +"19 Constant_96" -> "3 Transpose" [label="[4]", style=dashed]; +"20 Constant_101" -> "4 Concat_1/fq_input_0" [label="[]", style=solid]; +"21 Constant_100" -> "4 Concat_1/fq_input_0" [label="[]", style=solid]; +"22 Constant_99" -> "4 Concat_1/fq_input_0" [label="[]", style=solid]; +"23 Constant_98" -> "4 Concat_1/fq_input_0" [label="[]", style=solid]; +"24 Conv_3/fq_weights_0" -> "11 Conv_3" [label="[6, 12, 1, 1]", style=solid]; +"25 Constant_121" -> "24 Conv_3/fq_weights_0" [label="[]", style=solid]; +"26 Constant_120" -> "24 Conv_3/fq_weights_0" [label="[]", style=solid]; +"27 Constant_119" -> "24 Conv_3/fq_weights_0" [label="[]", style=solid]; +"28 Constant_118" -> "24 Conv_3/fq_weights_0" [label="[]", style=solid]; +"29 Constant_117" -> "24 Conv_3/fq_weights_0" [label="[6, 12, 1, 1]", style=solid]; +"30 Constant_115" -> "10 Conv_3/fq_input_0" [label="[]", style=solid]; +"31 Constant_114" -> "10 Conv_3/fq_input_0" [label="[]", style=solid]; +"32 Constant_113" -> "10 Conv_3/fq_input_0" [label="[]", style=solid]; +"33 Constant_112" -> "10 Conv_3/fq_input_0" [label="[]", style=solid]; +"34 Conv_2/fq_weights_0" -> "7 Conv_2" [label="[12, 6, 1, 1]", style=solid]; +"35 Constant_108" -> "34 Conv_2/fq_weights_0" [label="[]", style=solid]; +"36 Constant_107" -> "34 Conv_2/fq_weights_0" [label="[]", style=solid]; +"37 Constant_106" -> "34 Conv_2/fq_weights_0" [label="[]", style=solid]; +"38 Constant_105" -> "34 Conv_2/fq_weights_0" [label="[]", style=solid]; +"39 Constant_104" -> "34 Conv_2/fq_weights_0" [label="[12, 6, 1, 1]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/googlenet-v3-pytorch.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/googlenet-v3-pytorch.dot deleted file mode 120000 index 29073a517a4..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/googlenet-v3-pytorch.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/original_nncf_graph/googlenet-v3-pytorch.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/googlenet-v3-pytorch.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/googlenet-v3-pytorch.dot new file mode 100644 index 00000000000..508b31bcc30 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/googlenet-v3-pytorch.dot @@ -0,0 +1,1052 @@ +strict digraph { +"0 data" [id=0, type=Parameter]; +"1 Multiply_4031" [id=1, type=Multiply]; +"2 Divide_1751" [id=2, type=Add]; +"3 /Conv2d_1a_3x3/conv/Conv/WithoutBiases" [id=3, type=Convolution]; +"4 /Conv2d_1a_3x3/conv/Conv" [id=4, type=Add]; +"5 /Conv2d_1a_3x3/Relu" [id=5, type=Relu]; +"6 /Conv2d_2a_3x3/conv/Conv/WithoutBiases" [id=6, type=Convolution]; +"7 /Conv2d_2a_3x3/conv/Conv" [id=7, type=Add]; +"8 /Conv2d_2a_3x3/Relu" [id=8, type=Relu]; +"9 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a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/mobilenet-v2-pytorch.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/original_nncf_graph/mobilenet-v2-pytorch.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/mobilenet-v2-pytorch.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/mobilenet-v2-pytorch.dot new file mode 100644 index 00000000000..32c7ca54b45 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/mobilenet-v2-pytorch.dot @@ -0,0 +1,545 @@ +strict digraph { +"0 data" [id=0, type=Parameter]; +"1 Multiply_5095" [id=1, type=Multiply]; +"2 Divide_1885" [id=2, type=Add]; +"3 /features/features.0/features.0.0/Conv/WithoutBiases" [id=3, type=Convolution]; +"4 /features/features.0/features.0.0/Conv" [id=4, type=Add]; +"5 /features/features.0/features.0.2/Clip" [id=5, type=Clamp]; +"6 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[label="[16, 32, 1, 1]", style=solid]; +"261 Reshape_186" -> "7 /features/features.1/conv/conv.0/conv.0.0/Conv" [label="[1, 32, 1, 1]", style=solid]; +"262 Reshape_134" -> "6 /features/features.1/conv/conv.0/conv.0.0/Conv/WithoutBiases" [label="[32, 1, 1, 3, 3]", style=solid]; +"263 Reshape_119" -> "4 /features/features.0/features.0.0/Conv" [label="[1, 32, 1, 1]", style=solid]; +"264 Gather_5168" -> "3 /features/features.0/features.0.0/Conv/WithoutBiases" [label="[32, 3, 3, 3]", style=solid]; +"265 Gather_5165" -> "2 Divide_1885" [label="[1, 3, 1, 1]", style=solid]; +"266 Gather_5162" -> "1 Multiply_5095" [label="[1, 3, 1, 1]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/mobilenet-v3-small-1.0-224-tf.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/mobilenet-v3-small-1.0-224-tf.dot deleted file mode 120000 index 616c5905eb0..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/mobilenet-v3-small-1.0-224-tf.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/original_nncf_graph/mobilenet-v3-small-1.0-224-tf.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/mobilenet-v3-small-1.0-224-tf.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/mobilenet-v3-small-1.0-224-tf.dot new file mode 100644 index 00000000000..195becdc1a1 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/mobilenet-v3-small-1.0-224-tf.dot @@ -0,0 +1,628 @@ +strict digraph { +"0 input_1" [id=0, type=Parameter]; +"1 Transpose_7780" [id=1, type=Transpose]; +"2 Transpose_7774" [id=2, type=Multiply]; +"3 Transpose_710" [id=3, type=Add]; +"4 Multiply_9167" [id=4, type=Convolution]; +"5 Transpose_5170" [id=5, type=Add]; +"6 Transpose_5188" [id=6, type=HSwish]; +"7 Multiply_9181" [id=7, 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[id=30, type=Add]; +"31 Multiply_9293" [id=31, type=Convolution]; +"32 Transpose_5430" [id=32, type=Relu]; +"33 Transpose_5508" [id=33, type=Add]; +"34 Multiply_9265" [id=34, type=GroupConvolution]; +"35 Transpose_5526" [id=35, type=HSwish]; +"36 Transpose_5454" [id=36, type=Add]; +"37 Multiply_9307" [id=37, type=GroupConvolution]; +"38 Transpose_5456" [id=38, type=Relu]; +"39 Transpose_5577" [id=39, type=Add]; +"40 Multiply_9279" [id=40, type=Convolution]; +"41 Transpose_5595" [id=41, type=HSwish]; +"42 Transpose_5480" [id=42, type=Add]; +"43 Transpose_5599" [id=43, type=ReduceMean]; +"44 Transpose_5631" [id=44, type=Multiply]; +"45 Convolution_1132" [id=45, type=Convolution]; +"46 Multiply_9321" [id=46, type=Convolution]; +"47 Transpose_5605" [id=47, type=Add]; +"48 Transpose_5655" [id=48, type=Add]; +"49 Transpose_5607" [id=49, type=Relu]; +"50 Multiply_9335" [id=50, type=Convolution]; +"51 Transpose_5803" [id=51, type=Add]; +"52 Convolution_1141" [id=52, type=Convolution]; +"53 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Transpose_6243" [id=98, type=Add]; +"99 Transpose_5771" [id=99, type=HSigmoid]; +"100 Transpose_5905" [id=100, type=Add]; +"101 Convolution_1473" [id=101, type=Convolution]; +"102 Transpose_6119" [id=102, type=Add]; +"103 Multiply_9503" [id=103, type=Convolution]; +"104 Transpose_5919" [id=104, type=HSigmoid]; +"105 Transpose_6053" [id=105, type=Add]; +"106 Transpose_6137" [id=106, type=HSwish]; +"107 Transpose_6267" [id=107, type=Add]; +"108 Transpose_6067" [id=108, type=HSigmoid]; +"109 Multiply_9475" [id=109, type=GroupConvolution]; +"110 Transpose_6285" [id=110, type=HSwish]; +"111 Transpose_6161" [id=111, type=Add]; +"112 Multiply_9517" [id=112, type=GroupConvolution]; +"113 Transpose_6179" [id=113, type=HSwish]; +"114 Transpose_6336" [id=114, type=Add]; +"115 Transpose_6183" [id=115, type=ReduceMean]; +"116 Transpose_6215" [id=116, type=Multiply]; +"117 Transpose_6354" [id=117, type=HSwish]; +"118 Convolution_1574" [id=118, type=Convolution]; +"119 Multiply_9489" [id=119, type=Convolution]; +"120 Transpose_6358" [id=120, type=ReduceMean]; +"121 Transpose_6390" [id=121, type=Multiply]; +"122 Transpose_6189" [id=122, type=Add]; +"123 Transpose_6239" [id=123, type=Add]; +"124 Convolution_1713" [id=124, type=Convolution]; +"125 Multiply_9531" [id=125, type=Convolution]; +"126 Transpose_6191" [id=126, type=Relu]; +"127 Transpose_6364" [id=127, type=Add]; +"128 Transpose_6414" [id=128, type=Add]; +"129 Convolution_1583" [id=129, type=Convolution]; +"130 Transpose_6366" [id=130, type=Relu]; +"131 Multiply_9545" [id=131, type=Convolution]; +"132 Transpose_6562" [id=132, type=Add]; +"133 Transpose_6197" [id=133, type=Add]; +"134 Convolution_1722" [id=134, type=Convolution]; +"135 Transpose_6438" [id=135, type=Add]; +"136 Multiply_9587" [id=136, type=Convolution]; +"137 Transpose_6710" [id=137, type=Add]; +"138 Transpose_6211" [id=138, type=HSigmoid]; +"139 Transpose_6372" [id=139, type=Add]; +"140 Transpose_6456" [id=140, type=HSwish]; +"141 Transpose_6586" [id=141, type=Add]; +"142 Multiply_9629" [id=142, type=Convolution]; +"143 Transpose_6386" [id=143, type=HSigmoid]; +"144 Multiply_9559" [id=144, type=GroupConvolution]; +"145 Transpose_6604" [id=145, type=HSwish]; +"146 Transpose_6734" [id=146, type=Add]; +"147 Transpose_6480" [id=147, type=Add]; +"148 Multiply_9601" [id=148, type=GroupConvolution]; +"149 Transpose_6752" [id=149, type=HSwish]; +"150 Transpose_6498" [id=150, type=HSwish]; +"151 Transpose_6628" [id=151, type=Add]; +"152 Transpose_6756" [id=152, type=ReduceMean]; +"153 Transpose_6502" [id=153, type=ReduceMean]; +"154 Transpose_6534" [id=154, type=Multiply]; +"155 Transpose_6646" [id=155, type=HSwish]; +"156 Convolution_2013" [id=156, type=Convolution]; +"157 Convolution_1823" [id=157, type=Convolution]; +"158 Multiply_9573" [id=158, type=Convolution]; +"159 Transpose_6650" [id=159, type=ReduceMean]; +"160 Transpose_6682" [id=160, type=Multiply]; +"161 Transpose_6762" [id=161, type=Add]; +"162 Transpose_6508" [id=162, type=Add]; +"163 Transpose_6558" [id=163, type=Add]; +"164 Convolution_1934" [id=164, type=Convolution]; +"165 Multiply_9615" [id=165, type=Convolution]; +"166 Transpose_6780" [id=166, type=HSwish]; +"167 Transpose_6510" [id=167, type=Relu]; +"168 Transpose_6656" [id=168, type=Add]; +"169 Transpose_6706" [id=169, type=Add]; +"170 Convolution_2025" [id=170, type=Convolution]; +"171 Convolution_1832" [id=171, type=Convolution]; +"172 Transpose_6658" [id=172, type=Relu]; +"173 Transpose_6786" [id=173, type=Add]; +"174 Transpose_6516" [id=174, type=Add]; +"175 Convolution_1943" [id=175, type=Convolution]; +"176 MobilenetV3small/Logits/BiasAdd" [id=176, type=Reshape]; +"177 Transpose_6530" [id=177, type=HSigmoid]; +"178 Transpose_6664" [id=178, type=Add]; +"179 MobilenetV3small/flatten/Reshape" [id=179, type=Reshape]; +"180 Transpose_6678" [id=180, type=HSigmoid]; +"181 MobilenetV3small/Predictions/Softmax" [id=181, type=Softmax]; +"182 Predictions" [id=182, type=Result]; +"183 MobilenetV3small/flatten/Const" [id=183, type=Constant]; +"184 Constant_8887" [id=184, type=Constant]; +"185 Transpose_6784" [id=185, type=Constant]; +"186 Transpose_2024" [id=186, type=Constant]; +"187 Transpose_6760" [id=187, type=Constant]; +"188 Transpose_2012" [id=188, type=Constant]; +"189 Constant_6754" [id=189, type=Constant]; +"190 Constant_9637" [id=190, type=Constant]; +"191 Multiply_9830" [id=191, type=Constant]; +"192 Constant_9623" [id=192, type=Constant]; +"193 Multiply_9824" [id=193, type=Constant]; +"194 Transpose_6662" [id=194, type=Constant]; +"195 Transpose_1942" [id=195, type=Constant]; +"196 Transpose_6654" [id=196, type=Constant]; +"197 Transpose_1933" [id=197, type=Constant]; +"198 Constant_6648" [id=198, type=Constant]; +"199 Constant_9609" [id=199, type=Constant]; +"200 Multiply_9819" [id=200, type=Constant]; +"201 Constant_9595" [id=201, type=Constant]; +"202 Multiply_9813" [id=202, type=Constant]; +"203 Constant_9581" [id=203, type=Constant]; +"204 Multiply_9807" [id=204, type=Constant]; +"205 Transpose_6514" [id=205, type=Constant]; +"206 Transpose_1831" [id=206, type=Constant]; +"207 Transpose_6506" [id=207, type=Constant]; +"208 Transpose_1822" [id=208, type=Constant]; +"209 Constant_6500" [id=209, type=Constant]; +"210 Constant_9567" [id=210, type=Constant]; +"211 Multiply_9802" [id=211, type=Constant]; +"212 Constant_9553" [id=212, type=Constant]; +"213 Multiply_9796" [id=213, type=Constant]; +"214 Constant_9539" [id=214, type=Constant]; +"215 Multiply_9790" [id=215, type=Constant]; +"216 Transpose_6370" [id=216, type=Constant]; +"217 Transpose_1721" [id=217, type=Constant]; +"218 Transpose_6362" [id=218, type=Constant]; +"219 Transpose_1712" [id=219, type=Constant]; +"220 Constant_6356" [id=220, type=Constant]; +"221 Constant_9525" [id=221, type=Constant]; +"222 Multiply_9785" [id=222, type=Constant]; +"223 Constant_9511" [id=223, type=Constant]; +"224 Multiply_9779" [id=224, type=Constant]; +"225 Constant_9497" [id=225, type=Constant]; +"226 Multiply_9773" [id=226, type=Constant]; +"227 Transpose_6195" [id=227, type=Constant]; +"228 Transpose_1582" [id=228, type=Constant]; +"229 Transpose_6187" [id=229, type=Constant]; +"230 Transpose_1573" [id=230, type=Constant]; +"231 Constant_6181" [id=231, type=Constant]; +"232 Constant_9483" [id=232, type=Constant]; +"233 Multiply_9768" [id=233, type=Constant]; +"234 Constant_9469" [id=234, type=Constant]; +"235 Multiply_9762" [id=235, type=Constant]; +"236 Constant_9455" [id=236, type=Constant]; +"237 Multiply_9756" [id=237, type=Constant]; +"238 Transpose_6051" [id=238, type=Constant]; +"239 Transpose_1472" [id=239, type=Constant]; +"240 Transpose_6043" [id=240, type=Constant]; +"241 Transpose_1463" [id=241, type=Constant]; +"242 Constant_6037" [id=242, type=Constant]; +"243 Constant_9441" [id=243, type=Constant]; +"244 Multiply_9751" [id=244, type=Constant]; +"245 Constant_9427" [id=245, type=Constant]; +"246 Multiply_9745" [id=246, type=Constant]; +"247 Constant_9413" [id=247, type=Constant]; +"248 Multiply_9739" [id=248, type=Constant]; +"249 Transpose_5903" [id=249, type=Constant]; +"250 Transpose_1361" [id=250, type=Constant]; +"251 Transpose_5895" [id=251, type=Constant]; +"252 Transpose_1352" [id=252, type=Constant]; +"253 Constant_5889" [id=253, type=Constant]; +"254 Constant_9399" [id=254, type=Constant]; +"255 Multiply_9734" [id=255, type=Constant]; +"256 Constant_9385" [id=256, type=Constant]; +"257 Multiply_9728" [id=257, type=Constant]; +"258 Constant_9371" [id=258, type=Constant]; +"259 Multiply_9722" [id=259, type=Constant]; +"260 Transpose_5755" [id=260, type=Constant]; +"261 Transpose_1250" [id=261, type=Constant]; +"262 Transpose_5747" [id=262, type=Constant]; +"263 Transpose_1241" [id=263, type=Constant]; +"264 Constant_5741" [id=264, type=Constant]; +"265 Constant_9357" [id=265, type=Constant]; +"266 Multiply_9717" [id=266, type=Constant]; +"267 Constant_9343" [id=267, type=Constant]; +"268 Multiply_9711" [id=268, type=Constant]; +"269 Constant_9329" [id=269, type=Constant]; +"270 Multiply_9705" [id=270, type=Constant]; +"271 Transpose_5611" [id=271, type=Constant]; +"272 Transpose_1140" [id=272, type=Constant]; +"273 Transpose_5603" [id=273, type=Constant]; +"274 Transpose_1131" [id=274, type=Constant]; +"275 Constant_5597" [id=275, type=Constant]; +"276 Constant_9315" [id=276, type=Constant]; +"277 Multiply_9700" [id=277, type=Constant]; +"278 Constant_9301" [id=278, type=Constant]; +"279 Multiply_9694" [id=279, type=Constant]; +"280 Constant_9287" [id=280, type=Constant]; +"281 Multiply_9688" [id=281, type=Constant]; +"282 Constant_9273" [id=282, type=Constant]; +"283 Multiply_9683" [id=283, type=Constant]; +"284 Constant_9259" [id=284, type=Constant]; +"285 Multiply_9677" [id=285, type=Constant]; +"286 Constant_9245" [id=286, type=Constant]; +"287 Multiply_9671" [id=287, type=Constant]; +"288 Constant_9231" [id=288, type=Constant]; +"289 Multiply_9666" [id=289, type=Constant]; +"290 Constant_9217" [id=290, type=Constant]; +"291 Multiply_9660" [id=291, type=Constant]; +"292 Constant_9203" [id=292, type=Constant]; +"293 Multiply_9654" [id=293, type=Constant]; +"294 Transpose_5257" [id=294, type=Constant]; +"295 Transpose_809" [id=295, type=Constant]; +"296 Transpose_5249" [id=296, type=Constant]; +"297 Transpose_800" [id=297, type=Constant]; +"298 Constant_5243" [id=298, type=Constant]; +"299 Constant_9189" [id=299, type=Constant]; +"300 Multiply_9649" [id=300, type=Constant]; +"301 Constant_9175" [id=301, type=Constant]; +"302 Gather_10068" [id=302, type=Constant]; +"303 Unsqueeze_7776" [id=303, type=Constant]; +"304 Unsqueeze_7782" [id=304, type=Constant]; +"305 Constant_7779" [id=305, type=Constant]; +"0 input_1" -> "1 Transpose_7780" [label="[1, 224, 224, 3]", style=solid]; +"1 Transpose_7780" -> "2 Transpose_7774" [label="[1, 3, 224, 224]", style=solid]; +"2 Transpose_7774" -> "3 Transpose_710" [label="[1, 3, 224, 224]", style=solid]; +"3 Transpose_710" -> "4 Multiply_9167" [label="[1, 3, 224, 224]", style=solid]; +"4 Multiply_9167" -> "5 Transpose_5170" [label="[1, 16, 112, 112]", style=solid]; +"5 Transpose_5170" -> "6 Transpose_5188" [label="[1, 16, 112, 112]", style=solid]; +"6 Transpose_5188" -> "7 Multiply_9181" [label="[1, 16, 112, 112]", style=solid]; +"7 Multiply_9181" -> "8 Transpose_5239" [label="[1, 16, 56, 56]", style=solid]; +"8 Transpose_5239" -> "9 Transpose_5241" [label="[1, 16, 56, 56]", style=solid]; +"9 Transpose_5241" -> "10 Transpose_5245" [label="[1, 16, 56, 56]", style=solid]; +"9 Transpose_5241" -> "11 Transpose_5277" [label="[1, 16, 56, 56]", style=solid]; +"10 Transpose_5245" -> "12 Convolution_801" [label="[1, 16, 1, 1]", style=solid]; +"11 Transpose_5277" -> "13 Multiply_9195" [label="[1, 16, 56, 56]", style=solid]; +"12 Convolution_801" -> "14 Transpose_5251" [label="[1, 8, 1, 1]", style=solid]; +"13 Multiply_9195" -> "15 Transpose_5301" [label="[1, 16, 56, 56]", style=solid]; +"14 Transpose_5251" -> "16 Transpose_5253" [label="[1, 8, 1, 1]", style=solid]; +"15 Transpose_5301" -> "17 Multiply_9209" [label="[1, 16, 56, 56]", style=solid]; +"16 Transpose_5253" -> "18 Convolution_810" [label="[1, 8, 1, 1]", style=solid]; +"17 Multiply_9209" -> "19 Transpose_5325" [label="[1, 72, 56, 56]", style=solid]; +"18 Convolution_810" -> "20 Transpose_5259" [label="[1, 16, 1, 1]", style=solid]; +"19 Transpose_5325" -> "21 Transpose_5327" [label="[1, 72, 56, 56]", style=solid]; +"20 Transpose_5259" -> "22 Transpose_5273" [label="[1, 16, 1, 1]", style=solid]; +"21 Transpose_5327" -> "23 Multiply_9223" [label="[1, 72, 56, 56]", style=solid]; +"22 Transpose_5273" -> "11 Transpose_5277" [label="[1, 16, 1, 1]", style=solid]; +"23 Multiply_9223" -> "24 Transpose_5378" [label="[1, 72, 28, 28]", style=solid]; +"24 Transpose_5378" -> "25 Transpose_5380" [label="[1, 72, 28, 28]", style=solid]; +"25 Transpose_5380" -> "26 Multiply_9237" [label="[1, 72, 28, 28]", style=solid]; +"26 Multiply_9237" -> "27 Transpose_5404" [label="[1, 24, 28, 28]", style=solid]; +"27 Transpose_5404" -> "28 Multiply_9251" [label="[1, 24, 28, 28]", style=solid]; +"27 Transpose_5404" -> "29 Transpose_5484" [label="[1, 24, 28, 28]", style=solid]; +"28 Multiply_9251" -> "30 Transpose_5428" [label="[1, 88, 28, 28]", style=solid]; +"29 Transpose_5484" -> "31 Multiply_9293" [label="[1, 24, 28, 28]", style=solid]; +"30 Transpose_5428" -> "32 Transpose_5430" [label="[1, 88, 28, 28]", style=solid]; +"31 Multiply_9293" -> "33 Transpose_5508" [label="[1, 96, 28, 28]", style=solid]; +"32 Transpose_5430" -> "34 Multiply_9265" [label="[1, 88, 28, 28]", style=solid]; +"33 Transpose_5508" -> "35 Transpose_5526" [label="[1, 96, 28, 28]", style=solid]; +"34 Multiply_9265" -> "36 Transpose_5454" [label="[1, 88, 28, 28]", style=solid]; +"35 Transpose_5526" -> "37 Multiply_9307" [label="[1, 96, 28, 28]", style=solid]; +"36 Transpose_5454" -> "38 Transpose_5456" [label="[1, 88, 28, 28]", style=solid]; +"37 Multiply_9307" -> "39 Transpose_5577" [label="[1, 96, 14, 14]", style=solid]; +"38 Transpose_5456" -> "40 Multiply_9279" [label="[1, 88, 28, 28]", style=solid]; +"39 Transpose_5577" -> "41 Transpose_5595" [label="[1, 96, 14, 14]", style=solid]; +"40 Multiply_9279" -> "42 Transpose_5480" [label="[1, 24, 28, 28]", style=solid]; +"41 Transpose_5595" -> "43 Transpose_5599" [label="[1, 96, 14, 14]", style=solid]; +"41 Transpose_5595" -> "44 Transpose_5631" [label="[1, 96, 14, 14]", style=solid]; +"42 Transpose_5480" -> "29 Transpose_5484" [label="[1, 24, 28, 28]", style=solid]; +"43 Transpose_5599" -> "45 Convolution_1132" [label="[1, 96, 1, 1]", style=solid]; +"44 Transpose_5631" -> "46 Multiply_9321" [label="[1, 96, 14, 14]", style=solid]; +"45 Convolution_1132" -> "47 Transpose_5605" [label="[1, 24, 1, 1]", style=solid]; +"46 Multiply_9321" -> "48 Transpose_5655" [label="[1, 40, 14, 14]", style=solid]; +"47 Transpose_5605" -> "49 Transpose_5607" [label="[1, 24, 1, 1]", style=solid]; +"48 Transpose_5655" -> "50 Multiply_9335" [label="[1, 40, 14, 14]", style=solid]; +"48 Transpose_5655" -> "51 Transpose_5803" [label="[1, 40, 14, 14]", style=solid]; +"49 Transpose_5607" -> "52 Convolution_1141" [label="[1, 24, 1, 1]", style=solid]; +"50 Multiply_9335" -> "53 Transpose_5679" [label="[1, 240, 14, 14]", style=solid]; +"51 Transpose_5803" -> "54 Multiply_9377" [label="[1, 40, 14, 14]", style=solid]; +"51 Transpose_5803" -> "55 Transpose_5951" [label="[1, 40, 14, 14]", style=solid]; +"52 Convolution_1141" -> "56 Transpose_5613" [label="[1, 96, 1, 1]", style=solid]; +"53 Transpose_5679" -> "57 Transpose_5697" [label="[1, 240, 14, 14]", style=solid]; +"54 Multiply_9377" -> "58 Transpose_5827" [label="[1, 240, 14, 14]", style=solid]; +"55 Transpose_5951" -> "59 Multiply_9419" [label="[1, 40, 14, 14]", style=solid]; +"56 Transpose_5613" -> "60 Transpose_5627" [label="[1, 96, 1, 1]", style=solid]; +"57 Transpose_5697" -> "61 Multiply_9349" [label="[1, 240, 14, 14]", style=solid]; +"58 Transpose_5827" -> "62 Transpose_5845" [label="[1, 240, 14, 14]", style=solid]; +"59 Multiply_9419" -> "63 Transpose_5975" [label="[1, 120, 14, 14]", style=solid]; +"60 Transpose_5627" -> "44 Transpose_5631" [label="[1, 96, 1, 1]", style=solid]; +"61 Multiply_9349" -> "64 Transpose_5721" [label="[1, 240, 14, 14]", style=solid]; +"62 Transpose_5845" -> "65 Multiply_9391" [label="[1, 240, 14, 14]", style=solid]; +"63 Transpose_5975" -> "66 Transpose_5993" [label="[1, 120, 14, 14]", style=solid]; +"64 Transpose_5721" -> "67 Transpose_5739" [label="[1, 240, 14, 14]", style=solid]; +"65 Multiply_9391" -> "68 Transpose_5869" [label="[1, 240, 14, 14]", style=solid]; +"66 Transpose_5993" -> "69 Multiply_9433" [label="[1, 120, 14, 14]", style=solid]; +"67 Transpose_5739" -> "70 Transpose_5743" [label="[1, 240, 14, 14]", style=solid]; +"67 Transpose_5739" -> "71 Transpose_5775" [label="[1, 240, 14, 14]", style=solid]; +"68 Transpose_5869" -> "72 Transpose_5887" [label="[1, 240, 14, 14]", style=solid]; +"69 Multiply_9433" -> "73 Transpose_6017" [label="[1, 120, 14, 14]", style=solid]; +"70 Transpose_5743" -> "74 Convolution_1242" [label="[1, 240, 1, 1]", style=solid]; +"71 Transpose_5775" -> "75 Multiply_9363" [label="[1, 240, 14, 14]", style=solid]; +"72 Transpose_5887" -> "76 Transpose_5891" [label="[1, 240, 14, 14]", style=solid]; +"72 Transpose_5887" -> "77 Transpose_5923" [label="[1, 240, 14, 14]", style=solid]; +"73 Transpose_6017" -> "78 Transpose_6035" [label="[1, 120, 14, 14]", style=solid]; +"74 Convolution_1242" -> "79 Transpose_5749" [label="[1, 64, 1, 1]", style=solid]; +"75 Multiply_9363" -> "80 Transpose_5799" [label="[1, 40, 14, 14]", style=solid]; +"76 Transpose_5891" -> "81 Convolution_1353" [label="[1, 240, 1, 1]", style=solid]; +"77 Transpose_5923" -> "82 Multiply_9405" [label="[1, 240, 14, 14]", style=solid]; +"78 Transpose_6035" -> "83 Transpose_6039" [label="[1, 120, 14, 14]", style=solid]; +"78 Transpose_6035" -> "84 Transpose_6071" [label="[1, 120, 14, 14]", style=solid]; +"79 Transpose_5749" -> "85 Transpose_5751" [label="[1, 64, 1, 1]", style=solid]; +"80 Transpose_5799" -> "51 Transpose_5803" [label="[1, 40, 14, 14]", style=solid]; +"81 Convolution_1353" -> "86 Transpose_5897" [label="[1, 64, 1, 1]", style=solid]; +"82 Multiply_9405" -> "87 Transpose_5947" [label="[1, 40, 14, 14]", style=solid]; +"83 Transpose_6039" -> "88 Convolution_1464" [label="[1, 120, 1, 1]", style=solid]; +"84 Transpose_6071" -> "89 Multiply_9447" [label="[1, 120, 14, 14]", style=solid]; +"85 Transpose_5751" -> "90 Convolution_1251" [label="[1, 64, 1, 1]", style=solid]; +"86 Transpose_5897" -> "91 Transpose_5899" [label="[1, 64, 1, 1]", style=solid]; +"87 Transpose_5947" -> "55 Transpose_5951" [label="[1, 40, 14, 14]", style=solid]; +"88 Convolution_1464" -> "92 Transpose_6045" [label="[1, 32, 1, 1]", style=solid]; +"89 Multiply_9447" -> "93 Transpose_6095" [label="[1, 48, 14, 14]", style=solid]; +"90 Convolution_1251" -> "94 Transpose_5757" [label="[1, 240, 1, 1]", style=solid]; +"91 Transpose_5899" -> "95 Convolution_1362" [label="[1, 64, 1, 1]", style=solid]; +"92 Transpose_6045" -> "96 Transpose_6047" [label="[1, 32, 1, 1]", style=solid]; +"93 Transpose_6095" -> "97 Multiply_9461" [label="[1, 48, 14, 14]", style=solid]; +"93 Transpose_6095" -> "98 Transpose_6243" [label="[1, 48, 14, 14]", style=solid]; +"94 Transpose_5757" -> "99 Transpose_5771" [label="[1, 240, 1, 1]", style=solid]; +"95 Convolution_1362" -> "100 Transpose_5905" [label="[1, 240, 1, 1]", style=solid]; +"96 Transpose_6047" -> "101 Convolution_1473" [label="[1, 32, 1, 1]", style=solid]; +"97 Multiply_9461" -> "102 Transpose_6119" [label="[1, 144, 14, 14]", style=solid]; +"98 Transpose_6243" -> "103 Multiply_9503" [label="[1, 48, 14, 14]", style=solid]; +"99 Transpose_5771" -> "71 Transpose_5775" [label="[1, 240, 1, 1]", style=solid]; +"100 Transpose_5905" -> "104 Transpose_5919" [label="[1, 240, 1, 1]", style=solid]; +"101 Convolution_1473" -> "105 Transpose_6053" [label="[1, 120, 1, 1]", style=solid]; +"102 Transpose_6119" -> "106 Transpose_6137" [label="[1, 144, 14, 14]", style=solid]; +"103 Multiply_9503" -> "107 Transpose_6267" [label="[1, 288, 14, 14]", style=solid]; +"104 Transpose_5919" -> "77 Transpose_5923" [label="[1, 240, 1, 1]", style=solid]; +"105 Transpose_6053" -> "108 Transpose_6067" [label="[1, 120, 1, 1]", style=solid]; +"106 Transpose_6137" -> "109 Multiply_9475" [label="[1, 144, 14, 14]", style=solid]; +"107 Transpose_6267" -> "110 Transpose_6285" [label="[1, 288, 14, 14]", style=solid]; +"108 Transpose_6067" -> "84 Transpose_6071" [label="[1, 120, 1, 1]", style=solid]; +"109 Multiply_9475" -> "111 Transpose_6161" [label="[1, 144, 14, 14]", style=solid]; +"110 Transpose_6285" -> "112 Multiply_9517" [label="[1, 288, 14, 14]", style=solid]; +"111 Transpose_6161" -> "113 Transpose_6179" [label="[1, 144, 14, 14]", style=solid]; +"112 Multiply_9517" -> "114 Transpose_6336" [label="[1, 288, 7, 7]", style=solid]; +"113 Transpose_6179" -> "115 Transpose_6183" [label="[1, 144, 14, 14]", style=solid]; +"113 Transpose_6179" -> "116 Transpose_6215" [label="[1, 144, 14, 14]", style=solid]; +"114 Transpose_6336" -> "117 Transpose_6354" [label="[1, 288, 7, 7]", style=solid]; +"115 Transpose_6183" -> "118 Convolution_1574" [label="[1, 144, 1, 1]", style=solid]; +"116 Transpose_6215" -> "119 Multiply_9489" [label="[1, 144, 14, 14]", style=solid]; +"117 Transpose_6354" -> "120 Transpose_6358" [label="[1, 288, 7, 7]", style=solid]; +"117 Transpose_6354" -> "121 Transpose_6390" [label="[1, 288, 7, 7]", style=solid]; +"118 Convolution_1574" -> "122 Transpose_6189" [label="[1, 40, 1, 1]", style=solid]; +"119 Multiply_9489" -> "123 Transpose_6239" [label="[1, 48, 14, 14]", style=solid]; +"120 Transpose_6358" -> "124 Convolution_1713" [label="[1, 288, 1, 1]", style=solid]; +"121 Transpose_6390" -> "125 Multiply_9531" [label="[1, 288, 7, 7]", style=solid]; +"122 Transpose_6189" -> "126 Transpose_6191" [label="[1, 40, 1, 1]", style=solid]; +"123 Transpose_6239" -> "98 Transpose_6243" [label="[1, 48, 14, 14]", style=solid]; +"124 Convolution_1713" -> "127 Transpose_6364" [label="[1, 72, 1, 1]", style=solid]; +"125 Multiply_9531" -> "128 Transpose_6414" [label="[1, 96, 7, 7]", style=solid]; +"126 Transpose_6191" -> "129 Convolution_1583" [label="[1, 40, 1, 1]", style=solid]; +"127 Transpose_6364" -> "130 Transpose_6366" [label="[1, 72, 1, 1]", style=solid]; +"128 Transpose_6414" -> "131 Multiply_9545" [label="[1, 96, 7, 7]", style=solid]; +"128 Transpose_6414" -> "132 Transpose_6562" [label="[1, 96, 7, 7]", style=solid]; +"129 Convolution_1583" -> "133 Transpose_6197" [label="[1, 144, 1, 1]", style=solid]; +"130 Transpose_6366" -> "134 Convolution_1722" [label="[1, 72, 1, 1]", style=solid]; +"131 Multiply_9545" -> "135 Transpose_6438" [label="[1, 576, 7, 7]", style=solid]; +"132 Transpose_6562" -> "136 Multiply_9587" [label="[1, 96, 7, 7]", style=solid]; +"132 Transpose_6562" -> "137 Transpose_6710" [label="[1, 96, 7, 7]", style=solid]; +"133 Transpose_6197" -> "138 Transpose_6211" [label="[1, 144, 1, 1]", style=solid]; +"134 Convolution_1722" -> "139 Transpose_6372" [label="[1, 288, 1, 1]", style=solid]; +"135 Transpose_6438" -> "140 Transpose_6456" [label="[1, 576, 7, 7]", style=solid]; +"136 Multiply_9587" -> "141 Transpose_6586" [label="[1, 576, 7, 7]", style=solid]; +"137 Transpose_6710" -> "142 Multiply_9629" [label="[1, 96, 7, 7]", style=solid]; +"138 Transpose_6211" -> "116 Transpose_6215" [label="[1, 144, 1, 1]", style=solid]; +"139 Transpose_6372" -> "143 Transpose_6386" [label="[1, 288, 1, 1]", style=solid]; +"140 Transpose_6456" -> "144 Multiply_9559" [label="[1, 576, 7, 7]", style=solid]; +"141 Transpose_6586" -> "145 Transpose_6604" [label="[1, 576, 7, 7]", style=solid]; +"142 Multiply_9629" -> "146 Transpose_6734" [label="[1, 576, 7, 7]", style=solid]; +"143 Transpose_6386" -> "121 Transpose_6390" [label="[1, 288, 1, 1]", style=solid]; +"144 Multiply_9559" -> "147 Transpose_6480" [label="[1, 576, 7, 7]", style=solid]; +"145 Transpose_6604" -> "148 Multiply_9601" [label="[1, 576, 7, 7]", style=solid]; +"146 Transpose_6734" -> "149 Transpose_6752" [label="[1, 576, 7, 7]", style=solid]; +"147 Transpose_6480" -> "150 Transpose_6498" [label="[1, 576, 7, 7]", style=solid]; +"148 Multiply_9601" -> "151 Transpose_6628" [label="[1, 576, 7, 7]", style=solid]; +"149 Transpose_6752" -> "152 Transpose_6756" [label="[1, 576, 7, 7]", style=solid]; +"150 Transpose_6498" -> "153 Transpose_6502" [label="[1, 576, 7, 7]", style=solid]; +"150 Transpose_6498" -> "154 Transpose_6534" [label="[1, 576, 7, 7]", style=solid]; +"151 Transpose_6628" -> "155 Transpose_6646" [label="[1, 576, 7, 7]", style=solid]; +"152 Transpose_6756" -> "156 Convolution_2013" [label="[1, 576, 1, 1]", style=solid]; +"153 Transpose_6502" -> "157 Convolution_1823" [label="[1, 576, 1, 1]", style=solid]; +"154 Transpose_6534" -> "158 Multiply_9573" [label="[1, 576, 7, 7]", style=solid]; +"155 Transpose_6646" -> "159 Transpose_6650" [label="[1, 576, 7, 7]", style=solid]; +"155 Transpose_6646" -> "160 Transpose_6682" [label="[1, 576, 7, 7]", style=solid]; +"156 Convolution_2013" -> "161 Transpose_6762" [label="[1, 1024, 1, 1]", style=solid]; +"157 Convolution_1823" -> "162 Transpose_6508" [label="[1, 144, 1, 1]", style=solid]; +"158 Multiply_9573" -> "163 Transpose_6558" [label="[1, 96, 7, 7]", style=solid]; +"159 Transpose_6650" -> "164 Convolution_1934" [label="[1, 576, 1, 1]", style=solid]; +"160 Transpose_6682" -> "165 Multiply_9615" [label="[1, 576, 7, 7]", style=solid]; +"161 Transpose_6762" -> "166 Transpose_6780" [label="[1, 1024, 1, 1]", style=solid]; +"162 Transpose_6508" -> "167 Transpose_6510" [label="[1, 144, 1, 1]", style=solid]; +"163 Transpose_6558" -> "132 Transpose_6562" [label="[1, 96, 7, 7]", style=solid]; +"164 Convolution_1934" -> "168 Transpose_6656" [label="[1, 144, 1, 1]", style=solid]; +"165 Multiply_9615" -> "169 Transpose_6706" [label="[1, 96, 7, 7]", style=solid]; +"166 Transpose_6780" -> "170 Convolution_2025" [label="[1, 1024, 1, 1]", style=solid]; +"167 Transpose_6510" -> "171 Convolution_1832" [label="[1, 144, 1, 1]", style=solid]; +"168 Transpose_6656" -> "172 Transpose_6658" [label="[1, 144, 1, 1]", style=solid]; +"169 Transpose_6706" -> "137 Transpose_6710" [label="[1, 96, 7, 7]", style=solid]; +"170 Convolution_2025" -> "173 Transpose_6786" [label="[1, 1000, 1, 1]", style=solid]; +"171 Convolution_1832" -> "174 Transpose_6516" [label="[1, 576, 1, 1]", style=solid]; +"172 Transpose_6658" -> "175 Convolution_1943" [label="[1, 144, 1, 1]", style=solid]; +"173 Transpose_6786" -> "176 MobilenetV3small/Logits/BiasAdd" [label="[1, 1000, 1, 1]", style=solid]; +"174 Transpose_6516" -> "177 Transpose_6530" [label="[1, 576, 1, 1]", style=solid]; +"175 Convolution_1943" -> "178 Transpose_6664" [label="[1, 576, 1, 1]", style=solid]; +"176 MobilenetV3small/Logits/BiasAdd" -> "179 MobilenetV3small/flatten/Reshape" [label="[1, 1, 1, 1000]", style=solid]; +"177 Transpose_6530" -> "154 Transpose_6534" [label="[1, 576, 1, 1]", style=solid]; +"178 Transpose_6664" -> "180 Transpose_6678" [label="[1, 576, 1, 1]", style=solid]; +"179 MobilenetV3small/flatten/Reshape" -> "181 MobilenetV3small/Predictions/Softmax" [label="[1, 1000]", style=solid]; +"180 Transpose_6678" -> "160 Transpose_6682" [label="[1, 576, 1, 1]", style=solid]; +"181 MobilenetV3small/Predictions/Softmax" -> "182 Predictions" [label="[1, 1000]", style=solid]; +"183 MobilenetV3small/flatten/Const" -> "179 MobilenetV3small/flatten/Reshape" [label="[2]", style=dashed]; +"184 Constant_8887" -> "176 MobilenetV3small/Logits/BiasAdd" [label="[4]", style=dashed]; +"185 Transpose_6784" -> "173 Transpose_6786" [label="[1, 1000, 1, 1]", style=solid]; +"186 Transpose_2024" -> "170 Convolution_2025" [label="[1000, 1024, 1, 1]", style=solid]; +"187 Transpose_6760" -> "161 Transpose_6762" [label="[1, 1024, 1, 1]", style=solid]; +"188 Transpose_2012" -> "156 Convolution_2013" [label="[1024, 576, 1, 1]", style=solid]; +"189 Constant_6754" -> "152 Transpose_6756" [label="[2]", style=dashed]; +"190 Constant_9637" -> "146 Transpose_6734" [label="[1, 576, 1, 1]", style=solid]; +"191 Multiply_9830" -> "142 Multiply_9629" [label="[576, 96, 1, 1]", style=solid]; +"192 Constant_9623" -> "169 Transpose_6706" [label="[1, 96, 1, 1]", style=solid]; +"193 Multiply_9824" -> "165 Multiply_9615" [label="[96, 576, 1, 1]", style=solid]; +"194 Transpose_6662" -> "178 Transpose_6664" [label="[1, 576, 1, 1]", style=solid]; +"195 Transpose_1942" -> "175 Convolution_1943" [label="[576, 144, 1, 1]", style=solid]; +"196 Transpose_6654" -> "168 Transpose_6656" [label="[1, 144, 1, 1]", style=solid]; +"197 Transpose_1933" -> "164 Convolution_1934" [label="[144, 576, 1, 1]", style=solid]; +"198 Constant_6648" -> "159 Transpose_6650" [label="[2]", style=dashed]; +"199 Constant_9609" -> "151 Transpose_6628" [label="[1, 576, 1, 1]", style=solid]; +"200 Multiply_9819" -> "148 Multiply_9601" [label="[576, 1, 1, 5, 5]", style=solid]; +"201 Constant_9595" -> "141 Transpose_6586" [label="[1, 576, 1, 1]", style=solid]; +"202 Multiply_9813" -> "136 Multiply_9587" [label="[576, 96, 1, 1]", style=solid]; +"203 Constant_9581" -> "163 Transpose_6558" [label="[1, 96, 1, 1]", style=solid]; +"204 Multiply_9807" -> "158 Multiply_9573" [label="[96, 576, 1, 1]", style=solid]; +"205 Transpose_6514" -> "174 Transpose_6516" [label="[1, 576, 1, 1]", style=solid]; +"206 Transpose_1831" -> "171 Convolution_1832" [label="[576, 144, 1, 1]", style=solid]; +"207 Transpose_6506" -> "162 Transpose_6508" [label="[1, 144, 1, 1]", style=solid]; +"208 Transpose_1822" -> "157 Convolution_1823" [label="[144, 576, 1, 1]", style=solid]; +"209 Constant_6500" -> "153 Transpose_6502" [label="[2]", style=dashed]; +"210 Constant_9567" -> "147 Transpose_6480" [label="[1, 576, 1, 1]", style=solid]; +"211 Multiply_9802" -> "144 Multiply_9559" [label="[576, 1, 1, 5, 5]", style=solid]; +"212 Constant_9553" -> "135 Transpose_6438" [label="[1, 576, 1, 1]", style=solid]; +"213 Multiply_9796" -> "131 Multiply_9545" [label="[576, 96, 1, 1]", style=solid]; +"214 Constant_9539" -> "128 Transpose_6414" [label="[1, 96, 1, 1]", style=solid]; +"215 Multiply_9790" -> "125 Multiply_9531" [label="[96, 288, 1, 1]", style=solid]; +"216 Transpose_6370" -> "139 Transpose_6372" [label="[1, 288, 1, 1]", style=solid]; +"217 Transpose_1721" -> "134 Convolution_1722" [label="[288, 72, 1, 1]", style=solid]; +"218 Transpose_6362" -> "127 Transpose_6364" [label="[1, 72, 1, 1]", style=solid]; +"219 Transpose_1712" -> "124 Convolution_1713" [label="[72, 288, 1, 1]", style=solid]; +"220 Constant_6356" -> "120 Transpose_6358" [label="[2]", style=dashed]; +"221 Constant_9525" -> "114 Transpose_6336" [label="[1, 288, 1, 1]", style=solid]; +"222 Multiply_9785" -> "112 Multiply_9517" [label="[288, 1, 1, 5, 5]", style=solid]; +"223 Constant_9511" -> "107 Transpose_6267" [label="[1, 288, 1, 1]", style=solid]; +"224 Multiply_9779" -> "103 Multiply_9503" [label="[288, 48, 1, 1]", style=solid]; +"225 Constant_9497" -> "123 Transpose_6239" [label="[1, 48, 1, 1]", style=solid]; +"226 Multiply_9773" -> "119 Multiply_9489" [label="[48, 144, 1, 1]", style=solid]; +"227 Transpose_6195" -> "133 Transpose_6197" [label="[1, 144, 1, 1]", style=solid]; +"228 Transpose_1582" -> "129 Convolution_1583" [label="[144, 40, 1, 1]", style=solid]; +"229 Transpose_6187" -> "122 Transpose_6189" [label="[1, 40, 1, 1]", style=solid]; +"230 Transpose_1573" -> "118 Convolution_1574" [label="[40, 144, 1, 1]", style=solid]; +"231 Constant_6181" -> "115 Transpose_6183" [label="[2]", style=dashed]; +"232 Constant_9483" -> "111 Transpose_6161" [label="[1, 144, 1, 1]", style=solid]; +"233 Multiply_9768" -> "109 Multiply_9475" [label="[144, 1, 1, 5, 5]", style=solid]; +"234 Constant_9469" -> "102 Transpose_6119" [label="[1, 144, 1, 1]", style=solid]; +"235 Multiply_9762" -> "97 Multiply_9461" [label="[144, 48, 1, 1]", style=solid]; +"236 Constant_9455" -> "93 Transpose_6095" [label="[1, 48, 1, 1]", style=solid]; +"237 Multiply_9756" -> "89 Multiply_9447" [label="[48, 120, 1, 1]", style=solid]; +"238 Transpose_6051" -> "105 Transpose_6053" [label="[1, 120, 1, 1]", style=solid]; +"239 Transpose_1472" -> "101 Convolution_1473" [label="[120, 32, 1, 1]", style=solid]; +"240 Transpose_6043" -> "92 Transpose_6045" [label="[1, 32, 1, 1]", style=solid]; +"241 Transpose_1463" -> "88 Convolution_1464" [label="[32, 120, 1, 1]", style=solid]; +"242 Constant_6037" -> "83 Transpose_6039" [label="[2]", style=dashed]; +"243 Constant_9441" -> "73 Transpose_6017" [label="[1, 120, 1, 1]", style=solid]; +"244 Multiply_9751" -> "69 Multiply_9433" [label="[120, 1, 1, 5, 5]", style=solid]; +"245 Constant_9427" -> "63 Transpose_5975" [label="[1, 120, 1, 1]", style=solid]; +"246 Multiply_9745" -> "59 Multiply_9419" [label="[120, 40, 1, 1]", style=solid]; +"247 Constant_9413" -> "87 Transpose_5947" [label="[1, 40, 1, 1]", style=solid]; +"248 Multiply_9739" -> "82 Multiply_9405" [label="[40, 240, 1, 1]", style=solid]; +"249 Transpose_5903" -> "100 Transpose_5905" [label="[1, 240, 1, 1]", style=solid]; +"250 Transpose_1361" -> "95 Convolution_1362" [label="[240, 64, 1, 1]", style=solid]; +"251 Transpose_5895" -> "86 Transpose_5897" [label="[1, 64, 1, 1]", style=solid]; +"252 Transpose_1352" -> "81 Convolution_1353" [label="[64, 240, 1, 1]", style=solid]; +"253 Constant_5889" -> "76 Transpose_5891" [label="[2]", style=dashed]; +"254 Constant_9399" -> "68 Transpose_5869" [label="[1, 240, 1, 1]", style=solid]; +"255 Multiply_9734" -> "65 Multiply_9391" [label="[240, 1, 1, 5, 5]", style=solid]; +"256 Constant_9385" -> "58 Transpose_5827" [label="[1, 240, 1, 1]", style=solid]; +"257 Multiply_9728" -> "54 Multiply_9377" [label="[240, 40, 1, 1]", style=solid]; +"258 Constant_9371" -> "80 Transpose_5799" [label="[1, 40, 1, 1]", style=solid]; +"259 Multiply_9722" -> "75 Multiply_9363" [label="[40, 240, 1, 1]", style=solid]; +"260 Transpose_5755" -> "94 Transpose_5757" [label="[1, 240, 1, 1]", style=solid]; +"261 Transpose_1250" -> "90 Convolution_1251" [label="[240, 64, 1, 1]", style=solid]; +"262 Transpose_5747" -> "79 Transpose_5749" [label="[1, 64, 1, 1]", style=solid]; +"263 Transpose_1241" -> "74 Convolution_1242" [label="[64, 240, 1, 1]", style=solid]; +"264 Constant_5741" -> "70 Transpose_5743" [label="[2]", style=dashed]; +"265 Constant_9357" -> "64 Transpose_5721" [label="[1, 240, 1, 1]", style=solid]; +"266 Multiply_9717" -> "61 Multiply_9349" [label="[240, 1, 1, 5, 5]", style=solid]; +"267 Constant_9343" -> "53 Transpose_5679" [label="[1, 240, 1, 1]", style=solid]; +"268 Multiply_9711" -> "50 Multiply_9335" [label="[240, 40, 1, 1]", style=solid]; +"269 Constant_9329" -> "48 Transpose_5655" [label="[1, 40, 1, 1]", style=solid]; +"270 Multiply_9705" -> "46 Multiply_9321" [label="[40, 96, 1, 1]", style=solid]; +"271 Transpose_5611" -> "56 Transpose_5613" [label="[1, 96, 1, 1]", style=solid]; +"272 Transpose_1140" -> "52 Convolution_1141" [label="[96, 24, 1, 1]", style=solid]; +"273 Transpose_5603" -> "47 Transpose_5605" [label="[1, 24, 1, 1]", style=solid]; +"274 Transpose_1131" -> "45 Convolution_1132" [label="[24, 96, 1, 1]", style=solid]; +"275 Constant_5597" -> "43 Transpose_5599" [label="[2]", style=dashed]; +"276 Constant_9315" -> "39 Transpose_5577" [label="[1, 96, 1, 1]", style=solid]; +"277 Multiply_9700" -> "37 Multiply_9307" [label="[96, 1, 1, 5, 5]", style=solid]; +"278 Constant_9301" -> "33 Transpose_5508" [label="[1, 96, 1, 1]", style=solid]; +"279 Multiply_9694" -> "31 Multiply_9293" [label="[96, 24, 1, 1]", style=solid]; +"280 Constant_9287" -> "42 Transpose_5480" [label="[1, 24, 1, 1]", style=solid]; +"281 Multiply_9688" -> "40 Multiply_9279" [label="[24, 88, 1, 1]", style=solid]; +"282 Constant_9273" -> "36 Transpose_5454" [label="[1, 88, 1, 1]", style=solid]; +"283 Multiply_9683" -> "34 Multiply_9265" [label="[88, 1, 1, 3, 3]", style=solid]; +"284 Constant_9259" -> "30 Transpose_5428" [label="[1, 88, 1, 1]", style=solid]; +"285 Multiply_9677" -> "28 Multiply_9251" [label="[88, 24, 1, 1]", style=solid]; +"286 Constant_9245" -> "27 Transpose_5404" [label="[1, 24, 1, 1]", style=solid]; +"287 Multiply_9671" -> "26 Multiply_9237" [label="[24, 72, 1, 1]", style=solid]; +"288 Constant_9231" -> "24 Transpose_5378" [label="[1, 72, 1, 1]", style=solid]; +"289 Multiply_9666" -> "23 Multiply_9223" [label="[72, 1, 1, 3, 3]", style=solid]; +"290 Constant_9217" -> "19 Transpose_5325" [label="[1, 72, 1, 1]", style=solid]; +"291 Multiply_9660" -> "17 Multiply_9209" [label="[72, 16, 1, 1]", style=solid]; +"292 Constant_9203" -> "15 Transpose_5301" [label="[1, 16, 1, 1]", style=solid]; +"293 Multiply_9654" -> "13 Multiply_9195" [label="[16, 16, 1, 1]", style=solid]; +"294 Transpose_5257" -> "20 Transpose_5259" [label="[1, 16, 1, 1]", style=solid]; +"295 Transpose_809" -> "18 Convolution_810" [label="[16, 8, 1, 1]", style=solid]; +"296 Transpose_5249" -> "14 Transpose_5251" [label="[1, 8, 1, 1]", style=solid]; +"297 Transpose_800" -> "12 Convolution_801" [label="[8, 16, 1, 1]", style=solid]; +"298 Constant_5243" -> "10 Transpose_5245" [label="[2]", style=dashed]; +"299 Constant_9189" -> "8 Transpose_5239" [label="[1, 16, 1, 1]", style=solid]; +"300 Multiply_9649" -> "7 Multiply_9181" [label="[16, 1, 1, 3, 3]", style=solid]; +"301 Constant_9175" -> "5 Transpose_5170" [label="[1, 16, 1, 1]", style=solid]; +"302 Gather_10068" -> "4 Multiply_9167" [label="[16, 3, 3, 3]", style=solid]; +"303 Unsqueeze_7776" -> "3 Transpose_710" [label="[1, 1, 1, 1]", style=solid]; +"304 Unsqueeze_7782" -> "2 Transpose_7774" [label="[1, 1, 1, 1]", style=solid]; +"305 Constant_7779" -> "1 Transpose_7780" [label="[4]", style=dashed]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/removed_nodes_in_QuantizedModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/removed_nodes_in_QuantizedModel.dot deleted file mode 120000 index 8d5aea5575a..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/removed_nodes_in_QuantizedModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/original_nncf_graph/removed_nodes_in_QuantizedModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/removed_nodes_in_QuantizedModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/removed_nodes_in_QuantizedModel.dot new file mode 100644 index 00000000000..7ab98ea6599 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/removed_nodes_in_QuantizedModel.dot @@ -0,0 +1,92 @@ +strict digraph { +"0 Input_1" [id=0, type=Parameter]; +"1 Input_2" [id=1, type=Parameter]; +"2 Conv_1" [id=2, type=Convolution]; +"3 Mul" [id=3, type=Multiply]; +"4 Relu_1" [id=4, type=Relu]; +"5 Add_1" [id=5, type=Add]; +"6 Concat_1" [id=6, type=Concat]; +"7 Transpose/fq_input_0" [id=7, type=FakeQuantize]; +"8 Add_2" [id=8, type=Add]; +"9 Conv_2" [id=9, type=Convolution]; +"10 Transpose" [id=10, type=Transpose]; +"11 Concat_2" [id=11, type=Concat]; +"12 Relu_2" [id=12, type=Relu]; +"13 Reshape_237" [id=13, type=Reshape]; +"14 Conv_3/fq_input_0" [id=14, type=FakeQuantize]; +"15 MatMul_244" [id=15, type=MatMul]; +"16 Conv_3" [id=16, type=Convolution]; +"17 Result" [id=17, type=Result]; +"18 Constant_243" [id=18, type=Constant]; +"19 Constant_236" [id=19, type=Constant]; +"20 Constant_228" [id=20, type=Constant]; +"21 Constant_200" [id=21, type=Constant]; +"22 Constant_198" [id=22, type=Constant]; +"23 Constant_197" [id=23, type=Constant]; +"24 Constant_196" [id=24, type=Constant]; +"25 Constant_195" [id=25, type=Constant]; +"26 Constant_193" [id=26, type=Constant]; +"27 Constant_191" [id=27, type=Constant]; +"28 Conv_1/fq_weights_0" [id=28, type=FakeQuantize]; +"29 Constant_186" [id=29, type=Constant]; +"30 Constant_185" [id=30, type=Constant]; +"31 Constant_184" [id=31, type=Constant]; +"32 Constant_183" [id=32, type=Constant]; +"33 Constant_182" [id=33, type=Constant]; +"34 Constant_221" [id=34, type=Constant]; +"35 Constant_219" [id=35, type=Constant]; +"36 Constant_218" [id=36, type=Constant]; +"37 Constant_217" [id=37, type=Constant]; +"38 Constant_216" [id=38, type=Constant]; +"39 Conv_2/fq_weights_0" [id=39, type=FakeQuantize]; +"40 Constant_212" [id=40, type=Constant]; +"41 Constant_211" [id=41, type=Constant]; +"42 Constant_210" [id=42, type=Constant]; +"43 Constant_209" [id=43, type=Constant]; +"44 Constant_208" [id=44, type=Constant]; +"0 Input_1" -> "2 Conv_1" [label="[1, 3, 14, 28]", style=solid]; +"1 Input_2" -> "3 Mul" [label="[1, 3, 28, 14]", style=solid]; +"2 Conv_1" -> "4 Relu_1" [label="[1, 3, 14, 28]", style=solid]; +"3 Mul" -> "5 Add_1" [label="[1, 3, 28, 14]", style=solid]; +"4 Relu_1" -> "6 Concat_1" [label="[1, 3, 14, 28]", style=solid]; +"5 Add_1" -> "7 Transpose/fq_input_0" [label="[1, 3, 28, 14]", style=solid]; +"6 Concat_1" -> "8 Add_2" [label="[1, 6, 14, 28]", style=solid]; +"6 Concat_1" -> "9 Conv_2" [label="[1, 6, 14, 28]", style=solid]; +"7 Transpose/fq_input_0" -> "10 Transpose" [label="[1, 3, 28, 14]", style=solid]; +"8 Add_2" -> "11 Concat_2" [label="[1, 6, 14, 28]", style=solid]; +"9 Conv_2" -> "12 Relu_2" [label="[1, 12, 14, 28]", style=solid]; +"10 Transpose" -> "6 Concat_1" [label="[1, 3, 14, 28]", style=solid]; +"11 Concat_2" -> "13 Reshape_237" [label="[1, 12, 14, 28]", style=solid]; +"12 Relu_2" -> "14 Conv_3/fq_input_0" [label="[1, 12, 14, 28]", style=solid]; +"13 Reshape_237" -> "15 MatMul_244" [label="[2, 2352]", style=solid]; +"14 Conv_3/fq_input_0" -> "16 Conv_3" [label="[1, 12, 14, 28]", style=solid]; +"15 MatMul_244" -> "17 Result" [label="[2, 100]", style=solid]; +"16 Conv_3" -> "11 Concat_2" [label="[1, 6, 14, 28]", style=solid]; +"18 Constant_243" -> "15 MatMul_244" [label="[100, 2352]", style=solid]; +"19 Constant_236" -> "13 Reshape_237" [label="[2]", style=dashed]; +"20 Constant_228" -> "8 Add_2" [label="[1, 6, 1, 1]", style=solid]; +"21 Constant_200" -> "10 Transpose" [label="[4]", style=dashed]; +"22 Constant_198" -> "7 Transpose/fq_input_0" [label="[]", style=solid]; +"23 Constant_197" -> "7 Transpose/fq_input_0" [label="[]", style=solid]; +"24 Constant_196" -> "7 Transpose/fq_input_0" [label="[]", style=solid]; +"25 Constant_195" -> "7 Transpose/fq_input_0" [label="[]", style=solid]; +"26 Constant_193" -> "5 Add_1" [label="[1, 3, 1, 1]", style=solid]; +"27 Constant_191" -> "3 Mul" [label="[1, 3, 1, 1]", style=solid]; +"28 Conv_1/fq_weights_0" -> "2 Conv_1" [label="[3, 3, 1, 1]", style=solid]; +"29 Constant_186" -> "28 Conv_1/fq_weights_0" [label="[]", style=solid]; +"30 Constant_185" -> "28 Conv_1/fq_weights_0" [label="[]", style=solid]; +"31 Constant_184" -> "28 Conv_1/fq_weights_0" [label="[]", style=solid]; +"32 Constant_183" -> "28 Conv_1/fq_weights_0" [label="[]", style=solid]; +"33 Constant_182" -> "28 Conv_1/fq_weights_0" [label="[3, 3, 1, 1]", style=solid]; +"34 Constant_221" -> "16 Conv_3" [label="[6, 12, 1, 1]", style=solid]; +"35 Constant_219" -> "14 Conv_3/fq_input_0" [label="[]", style=solid]; +"36 Constant_218" -> "14 Conv_3/fq_input_0" [label="[]", style=solid]; +"37 Constant_217" -> "14 Conv_3/fq_input_0" [label="[]", style=solid]; +"38 Constant_216" -> "14 Conv_3/fq_input_0" [label="[]", style=solid]; +"39 Conv_2/fq_weights_0" -> "9 Conv_2" [label="[12, 6, 1, 1]", style=solid]; +"40 Constant_212" -> "39 Conv_2/fq_weights_0" [label="[]", style=solid]; +"41 Constant_211" -> "39 Conv_2/fq_weights_0" [label="[]", style=solid]; +"42 Constant_210" -> "39 Conv_2/fq_weights_0" [label="[]", style=solid]; +"43 Constant_209" -> "39 Conv_2/fq_weights_0" [label="[]", style=solid]; +"44 Constant_208" -> "39 Conv_2/fq_weights_0" [label="[12, 6, 1, 1]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/resnet-18-pytorch.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/resnet-18-pytorch.dot deleted file mode 120000 index a10a9c052f0..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/resnet-18-pytorch.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/original_nncf_graph/resnet-18-pytorch.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/resnet-18-pytorch.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/resnet-18-pytorch.dot new file mode 100644 index 00000000000..24fecd18ab3 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/resnet-18-pytorch.dot @@ -0,0 +1,249 @@ +strict digraph { +"0 data" [id=0, type=Parameter]; +"1 Multiply_1715" [id=1, type=Multiply]; +"2 Divide_401" [id=2, type=Add]; +"3 /conv1/Conv/WithoutBiases" [id=3, type=Convolution]; +"4 /conv1/Conv" [id=4, type=Add]; +"5 /relu/Relu" [id=5, type=Relu]; +"6 /maxpool/MaxPool" [id=6, type=MaxPool]; +"7 /layer1/layer1.0/Add" [id=7, type=Add]; +"8 /layer1/layer1.0/conv1/Conv/WithoutBiases" [id=8, type=Convolution]; +"9 /layer1/layer1.0/relu_1/Relu" [id=9, type=Relu]; +"10 /layer1/layer1.0/conv1/Conv" [id=10, type=Add]; +"11 /layer1/layer1.1/Add" [id=11, type=Add]; +"12 /layer1/layer1.1/conv1/Conv/WithoutBiases" [id=12, type=Convolution]; +"13 /layer1/layer1.0/relu/Relu" [id=13, type=Relu]; +"14 /layer1/layer1.1/relu_1/Relu" [id=14, type=Relu]; +"15 /layer1/layer1.1/conv1/Conv" [id=15, type=Add]; +"16 /layer1/layer1.0/conv2/Conv/WithoutBiases" [id=16, type=Convolution]; +"17 /layer2/layer2.0/conv1/Conv/WithoutBiases" [id=17, type=Convolution]; +"18 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases" [id=18, type=Convolution]; +"19 /layer1/layer1.1/relu/Relu" [id=19, type=Relu]; +"20 /layer1/layer1.0/conv2/Conv" [id=20, type=Add]; +"21 /layer2/layer2.0/conv1/Conv" [id=21, type=Add]; +"22 /layer2/layer2.0/downsample/downsample.0/Conv" [id=22, type=Add]; +"23 /layer1/layer1.1/conv2/Conv/WithoutBiases" [id=23, type=Convolution]; +"24 /layer2/layer2.0/relu/Relu" [id=24, type=Relu]; +"25 /layer2/layer2.0/Add" [id=25, type=Add]; +"26 /layer1/layer1.1/conv2/Conv" [id=26, type=Add]; +"27 /layer2/layer2.0/conv2/Conv/WithoutBiases" [id=27, type=Convolution]; +"28 /layer2/layer2.0/relu_1/Relu" [id=28, type=Relu]; +"29 /layer2/layer2.0/conv2/Conv" [id=29, type=Add]; +"30 /layer2/layer2.1/Add" [id=30, type=Add]; +"31 /layer2/layer2.1/conv1/Conv/WithoutBiases" [id=31, type=Convolution]; +"32 /layer2/layer2.1/relu_1/Relu" [id=32, type=Relu]; +"33 /layer2/layer2.1/conv1/Conv" [id=33, type=Add]; +"34 /layer3/layer3.0/conv1/Conv/WithoutBiases" [id=34, type=Convolution]; +"35 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases" [id=35, type=Convolution]; +"36 /layer2/layer2.1/relu/Relu" [id=36, type=Relu]; +"37 /layer3/layer3.0/conv1/Conv" [id=37, type=Add]; +"38 /layer3/layer3.0/downsample/downsample.0/Conv" [id=38, type=Add]; +"39 /layer2/layer2.1/conv2/Conv/WithoutBiases" [id=39, type=Convolution]; +"40 /layer3/layer3.0/relu/Relu" [id=40, type=Relu]; +"41 /layer3/layer3.0/Add" [id=41, type=Add]; +"42 /layer2/layer2.1/conv2/Conv" [id=42, type=Add]; +"43 /layer3/layer3.0/conv2/Conv/WithoutBiases" [id=43, type=Convolution]; +"44 /layer3/layer3.0/relu_1/Relu" [id=44, type=Relu]; +"45 /layer3/layer3.0/conv2/Conv" [id=45, type=Add]; +"46 /layer3/layer3.1/Add" [id=46, type=Add]; +"47 /layer3/layer3.1/conv1/Conv/WithoutBiases" [id=47, type=Convolution]; +"48 /layer3/layer3.1/relu_1/Relu" [id=48, type=Relu]; +"49 /layer3/layer3.1/conv1/Conv" [id=49, type=Add]; +"50 /layer4/layer4.0/conv1/Conv/WithoutBiases" [id=50, type=Convolution]; +"51 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases" [id=51, type=Convolution]; +"52 /layer3/layer3.1/relu/Relu" [id=52, type=Relu]; +"53 /layer4/layer4.0/conv1/Conv" [id=53, type=Add]; +"54 /layer4/layer4.0/downsample/downsample.0/Conv" [id=54, type=Add]; +"55 /layer3/layer3.1/conv2/Conv/WithoutBiases" [id=55, type=Convolution]; +"56 /layer4/layer4.0/relu/Relu" [id=56, type=Relu]; +"57 /layer4/layer4.0/Add" [id=57, type=Add]; +"58 /layer3/layer3.1/conv2/Conv" [id=58, type=Add]; +"59 /layer4/layer4.0/conv2/Conv/WithoutBiases" [id=59, type=Convolution]; +"60 /layer4/layer4.0/relu_1/Relu" [id=60, type=Relu]; +"61 /layer4/layer4.0/conv2/Conv" [id=61, type=Add]; +"62 /layer4/layer4.1/Add" [id=62, type=Add]; +"63 /layer4/layer4.1/conv1/Conv/WithoutBiases" [id=63, type=Convolution]; +"64 /layer4/layer4.1/relu_1/Relu" [id=64, type=Relu]; +"65 /layer4/layer4.1/conv1/Conv" [id=65, type=Add]; +"66 /avgpool/GlobalAveragePool" [id=66, type=ReduceMean]; +"67 /layer4/layer4.1/relu/Relu" [id=67, type=Relu]; +"68 /Flatten" [id=68, type=Reshape]; +"69 /layer4/layer4.1/conv2/Conv/WithoutBiases" [id=69, type=Convolution]; +"70 /fc/Gemm/WithoutBiases" [id=70, type=MatMul]; +"71 /layer4/layer4.1/conv2/Conv" [id=71, type=Add]; +"72 prob" [id=72, type=Add]; +"73 prob/sink_port_0" [id=73, type=Result]; +"74 Constant_1789" [id=74, type=Constant]; +"75 fc.weight" [id=75, type=Constant]; +"76 Constant_380" [id=76, type=Constant]; +"77 Range_376" [id=77, type=Constant]; +"78 Reshape_331" [id=78, type=Constant]; +"79 onnx^^Conv_244" [id=79, label="79 onnx::Conv_244", type=Constant]; +"80 Reshape_250" [id=80, type=Constant]; +"81 onnx^^Conv_229" [id=81, label="81 onnx::Conv_229", type=Constant]; +"82 Reshape_169" [id=82, type=Constant]; +"83 onnx^^Conv_214" [id=83, label="83 onnx::Conv_214", type=Constant]; +"84 Reshape_55" [id=84, type=Constant]; +"85 Gather_1788" [id=85, type=Constant]; +"86 Gather_1785" [id=86, type=Constant]; +"87 Gather_1782" [id=87, type=Constant]; +"88 Reshape_88" [id=88, type=Constant]; +"89 onnx^^Conv_199" [id=89, label="89 onnx::Conv_199", type=Constant]; +"90 Reshape_72" [id=90, type=Constant]; +"91 onnx^^Conv_196" [id=91, label="91 onnx::Conv_196", type=Constant]; +"92 Reshape_121" [id=92, type=Constant]; +"93 onnx^^Conv_205" [id=93, label="93 onnx::Conv_205", type=Constant]; +"94 Reshape_105" [id=94, type=Constant]; +"95 onnx^^Conv_202" [id=95, label="95 onnx::Conv_202", type=Constant]; +"96 Reshape_154" [id=96, type=Constant]; +"97 onnx^^Conv_211" [id=97, label="97 onnx::Conv_211", type=Constant]; +"98 Reshape_138" [id=98, type=Constant]; +"99 onnx^^Conv_208" [id=99, label="99 onnx::Conv_208", type=Constant]; +"100 Reshape_202" [id=100, type=Constant]; +"101 onnx^^Conv_220" [id=101, label="101 onnx::Conv_220", type=Constant]; +"102 Reshape_186" [id=102, type=Constant]; +"103 onnx^^Conv_217" [id=103, label="103 onnx::Conv_217", type=Constant]; +"104 Reshape_235" [id=104, type=Constant]; +"105 onnx^^Conv_226" [id=105, label="105 onnx::Conv_226", type=Constant]; +"106 Reshape_219" [id=106, type=Constant]; +"107 onnx^^Conv_223" [id=107, label="107 onnx::Conv_223", type=Constant]; +"108 Reshape_283" [id=108, type=Constant]; +"109 onnx^^Conv_235" [id=109, label="109 onnx::Conv_235", type=Constant]; +"110 Reshape_267" [id=110, type=Constant]; +"111 onnx^^Conv_232" [id=111, label="111 onnx::Conv_232", type=Constant]; +"112 Reshape_316" [id=112, type=Constant]; +"113 onnx^^Conv_241" [id=113, label="113 onnx::Conv_241", type=Constant]; +"114 Reshape_300" [id=114, type=Constant]; +"115 onnx^^Conv_238" [id=115, label="115 onnx::Conv_238", type=Constant]; +"116 Reshape_364" [id=116, type=Constant]; +"117 onnx^^Conv_250" [id=117, label="117 onnx::Conv_250", type=Constant]; +"118 Reshape_348" [id=118, type=Constant]; +"119 onnx^^Conv_247" [id=119, label="119 onnx::Conv_247", type=Constant]; +"0 data" -> "1 Multiply_1715" [label="[1, 3, 224, 224]", style=solid]; +"1 Multiply_1715" -> "2 Divide_401" [label="[1, 3, 224, 224]", style=solid]; +"2 Divide_401" -> "3 /conv1/Conv/WithoutBiases" [label="[1, 3, 224, 224]", style=solid]; +"3 /conv1/Conv/WithoutBiases" -> "4 /conv1/Conv" [label="[1, 64, 112, 112]", style=solid]; +"4 /conv1/Conv" -> "5 /relu/Relu" [label="[1, 64, 112, 112]", style=solid]; +"5 /relu/Relu" -> "6 /maxpool/MaxPool" [label="[1, 64, 112, 112]", style=solid]; +"6 /maxpool/MaxPool" -> "7 /layer1/layer1.0/Add" [label="[1, 64, 56, 56]", style=solid]; +"6 /maxpool/MaxPool" -> "8 /layer1/layer1.0/conv1/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; +"7 /layer1/layer1.0/Add" -> "9 /layer1/layer1.0/relu_1/Relu" [label="[1, 64, 56, 56]", style=solid]; +"8 /layer1/layer1.0/conv1/Conv/WithoutBiases" -> "10 /layer1/layer1.0/conv1/Conv" [label="[1, 64, 56, 56]", style=solid]; +"9 /layer1/layer1.0/relu_1/Relu" -> "11 /layer1/layer1.1/Add" [label="[1, 64, 56, 56]", style=solid]; +"9 /layer1/layer1.0/relu_1/Relu" -> "12 /layer1/layer1.1/conv1/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; +"10 /layer1/layer1.0/conv1/Conv" -> "13 /layer1/layer1.0/relu/Relu" [label="[1, 64, 56, 56]", style=solid]; +"11 /layer1/layer1.1/Add" -> "14 /layer1/layer1.1/relu_1/Relu" [label="[1, 64, 56, 56]", style=solid]; +"12 /layer1/layer1.1/conv1/Conv/WithoutBiases" -> "15 /layer1/layer1.1/conv1/Conv" [label="[1, 64, 56, 56]", style=solid]; +"13 /layer1/layer1.0/relu/Relu" -> "16 /layer1/layer1.0/conv2/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; +"14 /layer1/layer1.1/relu_1/Relu" -> "17 /layer2/layer2.0/conv1/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; +"14 /layer1/layer1.1/relu_1/Relu" -> "18 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; +"15 /layer1/layer1.1/conv1/Conv" -> "19 /layer1/layer1.1/relu/Relu" [label="[1, 64, 56, 56]", style=solid]; +"16 /layer1/layer1.0/conv2/Conv/WithoutBiases" -> "20 /layer1/layer1.0/conv2/Conv" [label="[1, 64, 56, 56]", style=solid]; +"17 /layer2/layer2.0/conv1/Conv/WithoutBiases" -> "21 /layer2/layer2.0/conv1/Conv" [label="[1, 128, 28, 28]", style=solid]; +"18 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases" -> "22 /layer2/layer2.0/downsample/downsample.0/Conv" [label="[1, 128, 28, 28]", style=solid]; +"19 /layer1/layer1.1/relu/Relu" -> "23 /layer1/layer1.1/conv2/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; +"20 /layer1/layer1.0/conv2/Conv" -> "7 /layer1/layer1.0/Add" [label="[1, 64, 56, 56]", style=solid]; +"21 /layer2/layer2.0/conv1/Conv" -> "24 /layer2/layer2.0/relu/Relu" [label="[1, 128, 28, 28]", style=solid]; +"22 /layer2/layer2.0/downsample/downsample.0/Conv" -> "25 /layer2/layer2.0/Add" [label="[1, 128, 28, 28]", style=solid]; +"23 /layer1/layer1.1/conv2/Conv/WithoutBiases" -> "26 /layer1/layer1.1/conv2/Conv" [label="[1, 64, 56, 56]", style=solid]; +"24 /layer2/layer2.0/relu/Relu" -> "27 /layer2/layer2.0/conv2/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; +"25 /layer2/layer2.0/Add" -> "28 /layer2/layer2.0/relu_1/Relu" [label="[1, 128, 28, 28]", style=solid]; +"26 /layer1/layer1.1/conv2/Conv" -> "11 /layer1/layer1.1/Add" [label="[1, 64, 56, 56]", style=solid]; +"27 /layer2/layer2.0/conv2/Conv/WithoutBiases" -> "29 /layer2/layer2.0/conv2/Conv" [label="[1, 128, 28, 28]", style=solid]; +"28 /layer2/layer2.0/relu_1/Relu" -> "30 /layer2/layer2.1/Add" [label="[1, 128, 28, 28]", style=solid]; +"28 /layer2/layer2.0/relu_1/Relu" -> "31 /layer2/layer2.1/conv1/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; +"29 /layer2/layer2.0/conv2/Conv" -> "25 /layer2/layer2.0/Add" [label="[1, 128, 28, 28]", style=solid]; +"30 /layer2/layer2.1/Add" -> "32 /layer2/layer2.1/relu_1/Relu" [label="[1, 128, 28, 28]", style=solid]; +"31 /layer2/layer2.1/conv1/Conv/WithoutBiases" -> "33 /layer2/layer2.1/conv1/Conv" [label="[1, 128, 28, 28]", style=solid]; +"32 /layer2/layer2.1/relu_1/Relu" -> "34 /layer3/layer3.0/conv1/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; +"32 /layer2/layer2.1/relu_1/Relu" -> "35 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; +"33 /layer2/layer2.1/conv1/Conv" -> "36 /layer2/layer2.1/relu/Relu" [label="[1, 128, 28, 28]", style=solid]; +"34 /layer3/layer3.0/conv1/Conv/WithoutBiases" -> "37 /layer3/layer3.0/conv1/Conv" [label="[1, 256, 14, 14]", style=solid]; +"35 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases" -> "38 /layer3/layer3.0/downsample/downsample.0/Conv" [label="[1, 256, 14, 14]", style=solid]; +"36 /layer2/layer2.1/relu/Relu" -> "39 /layer2/layer2.1/conv2/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; +"37 /layer3/layer3.0/conv1/Conv" -> "40 /layer3/layer3.0/relu/Relu" [label="[1, 256, 14, 14]", style=solid]; +"38 /layer3/layer3.0/downsample/downsample.0/Conv" -> "41 /layer3/layer3.0/Add" [label="[1, 256, 14, 14]", style=solid]; +"39 /layer2/layer2.1/conv2/Conv/WithoutBiases" -> "42 /layer2/layer2.1/conv2/Conv" [label="[1, 128, 28, 28]", style=solid]; +"40 /layer3/layer3.0/relu/Relu" -> "43 /layer3/layer3.0/conv2/Conv/WithoutBiases" [label="[1, 256, 14, 14]", style=solid]; +"41 /layer3/layer3.0/Add" -> "44 /layer3/layer3.0/relu_1/Relu" [label="[1, 256, 14, 14]", style=solid]; +"42 /layer2/layer2.1/conv2/Conv" -> "30 /layer2/layer2.1/Add" [label="[1, 128, 28, 28]", style=solid]; +"43 /layer3/layer3.0/conv2/Conv/WithoutBiases" -> "45 /layer3/layer3.0/conv2/Conv" [label="[1, 256, 14, 14]", style=solid]; +"44 /layer3/layer3.0/relu_1/Relu" -> "46 /layer3/layer3.1/Add" [label="[1, 256, 14, 14]", style=solid]; +"44 /layer3/layer3.0/relu_1/Relu" -> "47 /layer3/layer3.1/conv1/Conv/WithoutBiases" [label="[1, 256, 14, 14]", style=solid]; +"45 /layer3/layer3.0/conv2/Conv" -> "41 /layer3/layer3.0/Add" [label="[1, 256, 14, 14]", style=solid]; +"46 /layer3/layer3.1/Add" -> "48 /layer3/layer3.1/relu_1/Relu" [label="[1, 256, 14, 14]", style=solid]; +"47 /layer3/layer3.1/conv1/Conv/WithoutBiases" -> "49 /layer3/layer3.1/conv1/Conv" [label="[1, 256, 14, 14]", style=solid]; +"48 /layer3/layer3.1/relu_1/Relu" -> "50 /layer4/layer4.0/conv1/Conv/WithoutBiases" [label="[1, 256, 14, 14]", style=solid]; +"48 /layer3/layer3.1/relu_1/Relu" -> "51 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases" [label="[1, 256, 14, 14]", style=solid]; +"49 /layer3/layer3.1/conv1/Conv" -> "52 /layer3/layer3.1/relu/Relu" [label="[1, 256, 14, 14]", style=solid]; +"50 /layer4/layer4.0/conv1/Conv/WithoutBiases" -> "53 /layer4/layer4.0/conv1/Conv" [label="[1, 512, 7, 7]", style=solid]; +"51 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases" -> "54 /layer4/layer4.0/downsample/downsample.0/Conv" [label="[1, 512, 7, 7]", style=solid]; +"52 /layer3/layer3.1/relu/Relu" -> "55 /layer3/layer3.1/conv2/Conv/WithoutBiases" [label="[1, 256, 14, 14]", style=solid]; +"53 /layer4/layer4.0/conv1/Conv" -> "56 /layer4/layer4.0/relu/Relu" [label="[1, 512, 7, 7]", style=solid]; +"54 /layer4/layer4.0/downsample/downsample.0/Conv" -> "57 /layer4/layer4.0/Add" [label="[1, 512, 7, 7]", style=solid]; +"55 /layer3/layer3.1/conv2/Conv/WithoutBiases" -> "58 /layer3/layer3.1/conv2/Conv" [label="[1, 256, 14, 14]", style=solid]; +"56 /layer4/layer4.0/relu/Relu" -> "59 /layer4/layer4.0/conv2/Conv/WithoutBiases" [label="[1, 512, 7, 7]", style=solid]; +"57 /layer4/layer4.0/Add" -> "60 /layer4/layer4.0/relu_1/Relu" [label="[1, 512, 7, 7]", style=solid]; +"58 /layer3/layer3.1/conv2/Conv" -> "46 /layer3/layer3.1/Add" [label="[1, 256, 14, 14]", style=solid]; +"59 /layer4/layer4.0/conv2/Conv/WithoutBiases" -> "61 /layer4/layer4.0/conv2/Conv" [label="[1, 512, 7, 7]", style=solid]; +"60 /layer4/layer4.0/relu_1/Relu" -> "62 /layer4/layer4.1/Add" [label="[1, 512, 7, 7]", style=solid]; +"60 /layer4/layer4.0/relu_1/Relu" -> "63 /layer4/layer4.1/conv1/Conv/WithoutBiases" [label="[1, 512, 7, 7]", style=solid]; +"61 /layer4/layer4.0/conv2/Conv" -> "57 /layer4/layer4.0/Add" [label="[1, 512, 7, 7]", style=solid]; +"62 /layer4/layer4.1/Add" -> "64 /layer4/layer4.1/relu_1/Relu" [label="[1, 512, 7, 7]", style=solid]; +"63 /layer4/layer4.1/conv1/Conv/WithoutBiases" -> "65 /layer4/layer4.1/conv1/Conv" [label="[1, 512, 7, 7]", style=solid]; +"64 /layer4/layer4.1/relu_1/Relu" -> "66 /avgpool/GlobalAveragePool" [label="[1, 512, 7, 7]", style=solid]; +"65 /layer4/layer4.1/conv1/Conv" -> "67 /layer4/layer4.1/relu/Relu" [label="[1, 512, 7, 7]", style=solid]; +"66 /avgpool/GlobalAveragePool" -> "68 /Flatten" [label="[1, 512, 1, 1]", style=solid]; +"67 /layer4/layer4.1/relu/Relu" -> "69 /layer4/layer4.1/conv2/Conv/WithoutBiases" [label="[1, 512, 7, 7]", style=solid]; +"68 /Flatten" -> "70 /fc/Gemm/WithoutBiases" [label="[1, 512]", style=solid]; +"69 /layer4/layer4.1/conv2/Conv/WithoutBiases" -> "71 /layer4/layer4.1/conv2/Conv" [label="[1, 512, 7, 7]", style=solid]; +"70 /fc/Gemm/WithoutBiases" -> "72 prob" [label="[1, 1000]", style=solid]; +"71 /layer4/layer4.1/conv2/Conv" -> "62 /layer4/layer4.1/Add" [label="[1, 512, 7, 7]", style=solid]; +"72 prob" -> "73 prob/sink_port_0" [label="[1, 1000]", style=solid]; +"74 Constant_1789" -> "72 prob" [label="[1, 1000]", style=solid]; +"75 fc.weight" -> "70 /fc/Gemm/WithoutBiases" [label="[1000, 512]", style=solid]; +"76 Constant_380" -> "68 /Flatten" [label="[2]", style=dashed]; +"77 Range_376" -> "66 /avgpool/GlobalAveragePool" [label="[2]", style=dashed]; +"78 Reshape_331" -> "54 /layer4/layer4.0/downsample/downsample.0/Conv" [label="[1, 512, 1, 1]", style=solid]; +"79 onnx^^Conv_244" -> "51 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases" [label="[512, 256, 1, 1]", style=solid]; +"80 Reshape_250" -> "38 /layer3/layer3.0/downsample/downsample.0/Conv" [label="[1, 256, 1, 1]", style=solid]; +"81 onnx^^Conv_229" -> "35 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases" [label="[256, 128, 1, 1]", style=solid]; +"82 Reshape_169" -> "22 /layer2/layer2.0/downsample/downsample.0/Conv" [label="[1, 128, 1, 1]", style=solid]; +"83 onnx^^Conv_214" -> "18 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases" [label="[128, 64, 1, 1]", style=solid]; +"84 Reshape_55" -> "4 /conv1/Conv" [label="[1, 64, 1, 1]", style=solid]; +"85 Gather_1788" -> "3 /conv1/Conv/WithoutBiases" [label="[64, 3, 7, 7]", style=solid]; +"86 Gather_1785" -> "2 Divide_401" [label="[1, 3, 1, 1]", style=solid]; +"87 Gather_1782" -> "1 Multiply_1715" [label="[1, 3, 1, 1]", style=solid]; +"88 Reshape_88" -> "20 /layer1/layer1.0/conv2/Conv" [label="[1, 64, 1, 1]", style=solid]; +"89 onnx^^Conv_199" -> "16 /layer1/layer1.0/conv2/Conv/WithoutBiases" [label="[64, 64, 3, 3]", style=solid]; +"90 Reshape_72" -> "10 /layer1/layer1.0/conv1/Conv" [label="[1, 64, 1, 1]", style=solid]; +"91 onnx^^Conv_196" -> "8 /layer1/layer1.0/conv1/Conv/WithoutBiases" [label="[64, 64, 3, 3]", style=solid]; +"92 Reshape_121" -> "26 /layer1/layer1.1/conv2/Conv" [label="[1, 64, 1, 1]", style=solid]; +"93 onnx^^Conv_205" -> "23 /layer1/layer1.1/conv2/Conv/WithoutBiases" [label="[64, 64, 3, 3]", style=solid]; +"94 Reshape_105" -> "15 /layer1/layer1.1/conv1/Conv" [label="[1, 64, 1, 1]", style=solid]; +"95 onnx^^Conv_202" -> "12 /layer1/layer1.1/conv1/Conv/WithoutBiases" [label="[64, 64, 3, 3]", style=solid]; +"96 Reshape_154" -> "29 /layer2/layer2.0/conv2/Conv" [label="[1, 128, 1, 1]", style=solid]; +"97 onnx^^Conv_211" -> "27 /layer2/layer2.0/conv2/Conv/WithoutBiases" [label="[128, 128, 3, 3]", style=solid]; +"98 Reshape_138" -> "21 /layer2/layer2.0/conv1/Conv" [label="[1, 128, 1, 1]", style=solid]; +"99 onnx^^Conv_208" -> "17 /layer2/layer2.0/conv1/Conv/WithoutBiases" [label="[128, 64, 3, 3]", style=solid]; +"100 Reshape_202" -> "42 /layer2/layer2.1/conv2/Conv" [label="[1, 128, 1, 1]", style=solid]; +"101 onnx^^Conv_220" -> "39 /layer2/layer2.1/conv2/Conv/WithoutBiases" [label="[128, 128, 3, 3]", style=solid]; +"102 Reshape_186" -> "33 /layer2/layer2.1/conv1/Conv" [label="[1, 128, 1, 1]", style=solid]; +"103 onnx^^Conv_217" -> "31 /layer2/layer2.1/conv1/Conv/WithoutBiases" [label="[128, 128, 3, 3]", style=solid]; +"104 Reshape_235" -> "45 /layer3/layer3.0/conv2/Conv" [label="[1, 256, 1, 1]", style=solid]; +"105 onnx^^Conv_226" -> "43 /layer3/layer3.0/conv2/Conv/WithoutBiases" [label="[256, 256, 3, 3]", style=solid]; +"106 Reshape_219" -> "37 /layer3/layer3.0/conv1/Conv" [label="[1, 256, 1, 1]", style=solid]; +"107 onnx^^Conv_223" -> "34 /layer3/layer3.0/conv1/Conv/WithoutBiases" [label="[256, 128, 3, 3]", style=solid]; +"108 Reshape_283" -> "58 /layer3/layer3.1/conv2/Conv" [label="[1, 256, 1, 1]", style=solid]; +"109 onnx^^Conv_235" -> "55 /layer3/layer3.1/conv2/Conv/WithoutBiases" [label="[256, 256, 3, 3]", style=solid]; +"110 Reshape_267" -> "49 /layer3/layer3.1/conv1/Conv" [label="[1, 256, 1, 1]", style=solid]; +"111 onnx^^Conv_232" -> "47 /layer3/layer3.1/conv1/Conv/WithoutBiases" [label="[256, 256, 3, 3]", style=solid]; +"112 Reshape_316" -> "61 /layer4/layer4.0/conv2/Conv" [label="[1, 512, 1, 1]", style=solid]; +"113 onnx^^Conv_241" -> "59 /layer4/layer4.0/conv2/Conv/WithoutBiases" [label="[512, 512, 3, 3]", style=solid]; +"114 Reshape_300" -> "53 /layer4/layer4.0/conv1/Conv" [label="[1, 512, 1, 1]", style=solid]; +"115 onnx^^Conv_238" -> "50 /layer4/layer4.0/conv1/Conv/WithoutBiases" [label="[512, 256, 3, 3]", style=solid]; +"116 Reshape_364" -> "71 /layer4/layer4.1/conv2/Conv" [label="[1, 512, 1, 1]", style=solid]; +"117 onnx^^Conv_250" -> "69 /layer4/layer4.1/conv2/Conv/WithoutBiases" [label="[512, 512, 3, 3]", style=solid]; +"118 Reshape_348" -> "65 /layer4/layer4.1/conv1/Conv" [label="[1, 512, 1, 1]", style=solid]; +"119 onnx^^Conv_247" -> "63 /layer4/layer4.1/conv1/Conv/WithoutBiases" [label="[512, 512, 3, 3]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ssd_mobilenet_v1_coco.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ssd_mobilenet_v1_coco.dot deleted file mode 120000 index 0047688dd6f..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ssd_mobilenet_v1_coco.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/original_nncf_graph/ssd_mobilenet_v1_coco.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ssd_mobilenet_v1_coco.dot b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ssd_mobilenet_v1_coco.dot new file mode 100644 index 00000000000..a6a110d28df --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/original_nncf_graph/ssd_mobilenet_v1_coco.dot @@ -0,0 +1,752 @@ +strict digraph { +"0 image_tensor" [id=0, type=Parameter]; +"1 Convert_2817" [id=1, type=Convert]; +"2 ToFloat" [id=2, type=Transpose]; +"3 Preprocessor/mul" [id=3, type=Multiply]; +"4 PriorBoxClustered_0/1_port" [id=4, type=ShapeOf]; +"5 Preprocessor/sub" [id=5, type=Add]; +"6 PriorBoxClustered_0/ss_1_port" [id=6, type=StridedSlice]; +"7 PriorBoxClustered_1/ss_1_port" [id=7, type=StridedSlice]; +"8 PriorBoxClustered_2/ss_1_port" [id=8, type=StridedSlice]; +"9 PriorBoxClustered_3/ss_1_port" [id=9, type=StridedSlice]; +"10 PriorBoxClustered_4/ss_1_port" [id=10, type=StridedSlice]; +"11 PriorBoxClustered_5/ss_1_port" [id=11, type=StridedSlice]; +"12 FeatureExtractor/MobilenetV1/MobilenetV1/Conv2d_0/BatchNorm/batchnorm/mul_1" [id=12, type=Convolution]; +"13 PriorBoxClustered_0/naked_not_unsqueezed" [id=13, type=PriorBoxClustered]; +"14 PriorBoxClustered_1/naked_not_unsqueezed" [id=14, type=PriorBoxClustered]; +"15 PriorBoxClustered_2/naked_not_unsqueezed" [id=15, type=PriorBoxClustered]; +"16 PriorBoxClustered_3/naked_not_unsqueezed" [id=16, type=PriorBoxClustered]; +"17 PriorBoxClustered_4/naked_not_unsqueezed" [id=17, type=PriorBoxClustered]; +"18 PriorBoxClustered_5/naked_not_unsqueezed" [id=18, type=PriorBoxClustered]; +"19 FeatureExtractor/MobilenetV1/MobilenetV1/Conv2d_0/BatchNorm/batchnorm/add_1" [id=19, type=Add]; +"20 PriorBoxClustered_0" [id=20, type=Unsqueeze]; +"21 PriorBoxClustered_1" [id=21, type=Unsqueeze]; +"22 PriorBoxClustered_2" [id=22, type=Unsqueeze]; +"23 PriorBoxClustered_3" [id=23, type=Unsqueeze]; +"24 PriorBoxClustered_4" [id=24, type=Unsqueeze]; +"25 PriorBoxClustered_5" [id=25, type=Unsqueeze]; +"26 FeatureExtractor/MobilenetV1/MobilenetV1/Conv2d_0/Relu6" [id=26, type=Clamp]; +"27 ConcatPriorBoxesClustered" [id=27, type=Concat]; +"28 FeatureExtractor/MobilenetV1/MobilenetV1/Conv2d_1_depthwise/depthwise" [id=28, type=GroupConvolution]; +"29 DetectionOutput" [id=29, type=DetectionOutput]; +"30 FeatureExtractor/MobilenetV1/MobilenetV1/Conv2d_1_depthwise/BatchNorm/batchnorm/add_1" [id=30, type=Add]; +"31 detection_boxes" [id=31, type=Result]; +"32 FeatureExtractor/MobilenetV1/MobilenetV1/Conv2d_1_depthwise/Relu6" [id=32, type=Clamp]; +"33 FeatureExtractor/MobilenetV1/MobilenetV1/Conv2d_1_pointwise/BatchNorm/batchnorm/mul_1" [id=33, type=Convolution]; +"34 FeatureExtractor/MobilenetV1/MobilenetV1/Conv2d_1_pointwise/BatchNorm/batchnorm/add_1" [id=34, type=Add]; +"35 FeatureExtractor/MobilenetV1/MobilenetV1/Conv2d_1_pointwise/Relu6" [id=35, type=Clamp]; +"36 FeatureExtractor/MobilenetV1/MobilenetV1/Conv2d_2_depthwise/depthwise" [id=36, type=GroupConvolution]; +"37 FeatureExtractor/MobilenetV1/MobilenetV1/Conv2d_2_depthwise/BatchNorm/batchnorm/add_1" [id=37, type=Add]; +"38 FeatureExtractor/MobilenetV1/MobilenetV1/Conv2d_2_depthwise/Relu6" [id=38, type=Clamp]; +"39 FeatureExtractor/MobilenetV1/MobilenetV1/Conv2d_2_pointwise/BatchNorm/batchnorm/mul_1" [id=39, type=Convolution]; +"40 FeatureExtractor/MobilenetV1/MobilenetV1/Conv2d_2_pointwise/BatchNorm/batchnorm/add_1" [id=40, type=Add]; +"41 FeatureExtractor/MobilenetV1/MobilenetV1/Conv2d_2_pointwise/Relu6" [id=41, type=Clamp]; +"42 FeatureExtractor/MobilenetV1/MobilenetV1/Conv2d_3_depthwise/depthwise" [id=42, type=GroupConvolution]; +"43 FeatureExtractor/MobilenetV1/MobilenetV1/Conv2d_3_depthwise/BatchNorm/batchnorm/add_1" [id=43, type=Add]; +"44 FeatureExtractor/MobilenetV1/MobilenetV1/Conv2d_3_depthwise/Relu6" [id=44, type=Clamp]; +"45 FeatureExtractor/MobilenetV1/MobilenetV1/Conv2d_3_pointwise/BatchNorm/batchnorm/mul_1" [id=45, type=Convolution]; +"46 FeatureExtractor/MobilenetV1/MobilenetV1/Conv2d_3_pointwise/BatchNorm/batchnorm/add_1" [id=46, type=Add]; +"47 FeatureExtractor/MobilenetV1/MobilenetV1/Conv2d_3_pointwise/Relu6" [id=47, type=Clamp]; +"48 FeatureExtractor/MobilenetV1/MobilenetV1/Conv2d_4_depthwise/depthwise" [id=48, type=GroupConvolution]; +"49 FeatureExtractor/MobilenetV1/MobilenetV1/Conv2d_4_depthwise/BatchNorm/batchnorm/add_1" [id=49, type=Add]; +"50 FeatureExtractor/MobilenetV1/MobilenetV1/Conv2d_4_depthwise/Relu6" [id=50, type=Clamp]; +"51 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a/tests/openvino/native/data/2023.2/reference_graphs/quantized/ConvModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/quantized/ConvModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/ConvModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/ConvModel.dot new file mode 100644 index 00000000000..125ee7ec102 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/ConvModel.dot @@ -0,0 +1,55 @@ +strict digraph { +"0 Input_1" [id=0, type=Parameter]; +"1 Input_2" [id=1, type=Parameter]; +"2 Sub" [id=2, type=Subtract]; +"3 Add" [id=3, type=Add]; +"4 Sub/fq_output_0" [id=4, type=FakeQuantize]; +"5 Mul" [id=5, type=Multiply]; +"6 Conv" [id=6, type=Convolution]; +"7 Transpose" [id=7, type=Transpose]; +"8 Conv_Add" [id=8, type=Add]; +"9 Concat_32" [id=9, type=Concat]; +"10 Relu" [id=10, type=Relu]; +"11 Result" [id=11, type=Result]; +"12 Constant_30" [id=12, 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type=Constant]; +"18 Constant_12901" [id=18, type=Constant]; +"0 Input_1" -> "1 Sub" [label="[1, 3, 4, 2]", style=solid]; +"1 Sub" -> "2 Sub/fq_output_0" [label="[1, 3, 4, 2]", style=solid]; +"2 Sub/fq_output_0" -> "3 Conv" [label="[1, 3, 4, 2]", style=solid]; +"3 Conv" -> "4 Conv_Add" [label="[1, 3, 4, 2]", style=solid]; +"4 Conv_Add" -> "5 Relu" [label="[1, 3, 4, 2]", style=solid]; +"5 Relu" -> "6 Result" [label="[1, 3, 4, 2]", style=solid]; +"7 NotBias" -> "4 Conv_Add" [label="[1, 3, 4, 2]", style=solid]; +"8 Conv/fq_weights_1" -> "3 Conv" [label="[3, 3, 1, 1]", style=solid]; +"9 Constant_14951" -> "8 Conv/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"10 Constant_14950" -> "8 Conv/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"11 Constant_14949" -> "8 Conv/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"12 Constant_14948" -> "8 Conv/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"13 Constant_12903" -> "8 Conv/fq_weights_1" [label="[3, 3, 1, 1]", style=solid]; +"14 Constant_14946" -> "2 Sub/fq_output_0" [label="[]", style=solid]; +"15 Constant_14945" -> "2 Sub/fq_output_0" [label="[]", style=solid]; +"16 Constant_14944" -> "2 Sub/fq_output_0" [label="[]", style=solid]; +"17 Constant_14943" -> "2 Sub/fq_output_0" [label="[]", style=solid]; +"18 Constant_12901" -> "1 Sub" [label="[1, 3, 1, 1]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConv3DModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConv3DModel.dot deleted file mode 120000 index 925cd74344e..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConv3DModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/quantized/DepthwiseConv3DModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConv3DModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConv3DModel.dot new file mode 100644 index 00000000000..e485b5780d1 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConv3DModel.dot @@ -0,0 +1,33 @@ +strict digraph { +"0 Input_1" [id=0, type=Parameter]; +"1 Input_1/fq_output_0" [id=1, type=FakeQuantize]; +"2 Conv3D" [id=2, type=GroupConvolution]; +"3 Add" [id=3, type=Add]; +"4 Result" [id=4, type=Result]; +"5 Constant_4" [id=5, type=Constant]; +"6 Conv3D/fq_weights_1" [id=6, type=FakeQuantize]; +"7 Constant_2046" [id=7, type=Constant]; +"8 Constant_2045" [id=8, type=Constant]; +"9 Constant_2044" [id=9, type=Constant]; +"10 Constant_2043" [id=10, type=Constant]; +"11 Constant_2" [id=11, type=Constant]; +"12 Constant_2041" [id=12, type=Constant]; +"13 Constant_2040" [id=13, type=Constant]; +"14 Constant_2039" [id=14, type=Constant]; +"15 Constant_2038" [id=15, type=Constant]; +"0 Input_1" -> "1 Input_1/fq_output_0" [label="[1, 3, 7]", style=solid]; +"1 Input_1/fq_output_0" -> "2 Conv3D" [label="[1, 3, 7]", style=solid]; +"2 Conv3D" -> "3 Add" [label="[1, 3, 3]", style=solid]; +"3 Add" -> "4 Result" [label="[1, 3, 3]", style=solid]; +"5 Constant_4" -> "3 Add" [label="[1, 3, 1]", style=solid]; +"6 Conv3D/fq_weights_1" -> "2 Conv3D" [label="[3, 1, 1, 5]", style=solid]; +"7 Constant_2046" -> "6 Conv3D/fq_weights_1" [label="[1, 1, 1, 1]", style=solid]; +"8 Constant_2045" -> "6 Conv3D/fq_weights_1" [label="[1, 1, 1, 1]", style=solid]; +"9 Constant_2044" -> "6 Conv3D/fq_weights_1" [label="[1, 1, 1, 1]", style=solid]; +"10 Constant_2043" -> "6 Conv3D/fq_weights_1" [label="[1, 1, 1, 1]", style=solid]; +"11 Constant_2" -> "6 Conv3D/fq_weights_1" [label="[3, 1, 1, 5]", style=solid]; +"12 Constant_2041" -> "1 Input_1/fq_output_0" [label="[1, 3, 1]", style=solid]; +"13 Constant_2040" -> "1 Input_1/fq_output_0" [label="[1, 3, 1]", style=solid]; +"14 Constant_2039" -> "1 Input_1/fq_output_0" [label="[1, 3, 1]", style=solid]; +"15 Constant_2038" -> "1 Input_1/fq_output_0" [label="[1, 3, 1]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConv4DModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConv4DModel.dot deleted file mode 120000 index a2f28a4ca4d..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConv4DModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/quantized/DepthwiseConv4DModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConv4DModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConv4DModel.dot new file mode 100644 index 00000000000..4f85164604c --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConv4DModel.dot @@ -0,0 +1,35 @@ +strict digraph { +"0 Input_1" [id=0, type=Parameter]; +"1 Input_1/fq_output_0" [id=1, type=FakeQuantize]; +"2 Conv4D" [id=2, type=GroupConvolution]; +"3 Add" [id=3, type=Add]; +"4 Relu" [id=4, type=Relu]; +"5 Result" [id=5, type=Result]; +"6 Constant_4" [id=6, type=Constant]; +"7 Conv4D/fq_weights_1" [id=7, type=FakeQuantize]; +"8 Constant_2051" [id=8, type=Constant]; +"9 Constant_2050" [id=9, type=Constant]; +"10 Constant_2049" [id=10, type=Constant]; +"11 Constant_2048" [id=11, type=Constant]; +"12 Constant_2" [id=12, type=Constant]; +"13 Constant_2046" [id=13, type=Constant]; +"14 Constant_2045" [id=14, type=Constant]; +"15 Constant_2044" [id=15, type=Constant]; +"16 Constant_2043" [id=16, type=Constant]; +"0 Input_1" -> "1 Input_1/fq_output_0" [label="[1, 3, 5, 5]", style=solid]; +"1 Input_1/fq_output_0" -> "2 Conv4D" [label="[1, 3, 5, 5]", style=solid]; +"2 Conv4D" -> "3 Add" [label="[1, 3, 3, 3]", style=solid]; +"3 Add" -> "4 Relu" [label="[1, 3, 3, 3]", style=solid]; +"4 Relu" -> "5 Result" [label="[1, 3, 3, 3]", style=solid]; +"6 Constant_4" -> "3 Add" [label="[1, 3, 1, 1]", style=solid]; +"7 Conv4D/fq_weights_1" -> "2 Conv4D" [label="[3, 1, 1, 3, 3]", style=solid]; +"8 Constant_2051" -> "7 Conv4D/fq_weights_1" [label="[1, 1, 1, 1, 1]", style=solid]; +"9 Constant_2050" -> "7 Conv4D/fq_weights_1" [label="[1, 1, 1, 1, 1]", style=solid]; +"10 Constant_2049" -> "7 Conv4D/fq_weights_1" [label="[1, 1, 1, 1, 1]", style=solid]; +"11 Constant_2048" -> "7 Conv4D/fq_weights_1" [label="[1, 1, 1, 1, 1]", style=solid]; +"12 Constant_2" -> "7 Conv4D/fq_weights_1" [label="[3, 1, 1, 3, 3]", style=solid]; +"13 Constant_2046" -> "1 Input_1/fq_output_0" [label="[1, 3, 1, 1]", style=solid]; +"14 Constant_2045" -> "1 Input_1/fq_output_0" [label="[1, 3, 1, 1]", style=solid]; +"15 Constant_2044" -> "1 Input_1/fq_output_0" [label="[1, 3, 1, 1]", style=solid]; +"16 Constant_2043" -> "1 Input_1/fq_output_0" [label="[1, 3, 1, 1]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConv5DModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConv5DModel.dot deleted file mode 120000 index 53ecd8222a4..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConv5DModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/quantized/DepthwiseConv5DModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConv5DModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConv5DModel.dot new file mode 100644 index 00000000000..a5bc30bfccb --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConv5DModel.dot @@ -0,0 +1,33 @@ +strict digraph { +"0 Input_1" [id=0, type=Parameter]; +"1 Input_1/fq_output_0" [id=1, type=FakeQuantize]; +"2 Conv5D" [id=2, type=GroupConvolution]; +"3 Add" [id=3, type=Add]; +"4 Result" [id=4, type=Result]; +"5 Constant_4" [id=5, type=Constant]; +"6 Conv5D/fq_weights_1" [id=6, type=FakeQuantize]; +"7 Constant_2046" [id=7, type=Constant]; +"8 Constant_2045" [id=8, type=Constant]; +"9 Constant_2044" [id=9, type=Constant]; +"10 Constant_2043" [id=10, type=Constant]; +"11 Constant_2" [id=11, type=Constant]; +"12 Constant_2041" [id=12, type=Constant]; +"13 Constant_2040" [id=13, type=Constant]; +"14 Constant_2039" [id=14, type=Constant]; +"15 Constant_2038" [id=15, type=Constant]; +"0 Input_1" -> "1 Input_1/fq_output_0" [label="[1, 3, 7, 6, 5]", style=solid]; +"1 Input_1/fq_output_0" -> "2 Conv5D" [label="[1, 3, 7, 6, 5]", style=solid]; +"2 Conv5D" -> "3 Add" [label="[1, 3, 3, 3, 3]", style=solid]; +"3 Add" -> "4 Result" [label="[1, 3, 3, 3, 3]", style=solid]; +"5 Constant_4" -> "3 Add" [label="[1, 3, 1, 1, 1]", style=solid]; +"6 Conv5D/fq_weights_1" -> "2 Conv5D" [label="[3, 1, 1, 5, 4, 3]", style=solid]; +"7 Constant_2046" -> "6 Conv5D/fq_weights_1" [label="[1, 1, 1, 1, 1, 1]", style=solid]; +"8 Constant_2045" -> "6 Conv5D/fq_weights_1" [label="[1, 1, 1, 1, 1, 1]", style=solid]; +"9 Constant_2044" -> "6 Conv5D/fq_weights_1" [label="[1, 1, 1, 1, 1, 1]", style=solid]; +"10 Constant_2043" -> "6 Conv5D/fq_weights_1" [label="[1, 1, 1, 1, 1, 1]", style=solid]; +"11 Constant_2" -> "6 Conv5D/fq_weights_1" [label="[3, 1, 1, 5, 4, 3]", style=solid]; +"12 Constant_2041" -> "1 Input_1/fq_output_0" [label="[1, 3, 1, 1, 1]", style=solid]; +"13 Constant_2040" -> "1 Input_1/fq_output_0" [label="[1, 3, 1, 1, 1]", style=solid]; +"14 Constant_2039" -> "1 Input_1/fq_output_0" [label="[1, 3, 1, 1, 1]", style=solid]; +"15 Constant_2038" -> "1 Input_1/fq_output_0" [label="[1, 3, 1, 1, 1]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConvModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConvModel.dot deleted file mode 120000 index c7e309face6..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConvModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/quantized/DepthwiseConvModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConvModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConvModel.dot new file mode 100644 index 00000000000..ad694143041 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/DepthwiseConvModel.dot @@ -0,0 +1,35 @@ +strict digraph { +"0 Input_1" [id=0, type=Parameter]; +"1 Input_1/fq_output_0" [id=1, type=FakeQuantize]; +"2 Conv" [id=2, type=GroupConvolution]; +"3 Add" [id=3, type=Add]; +"4 Relu" [id=4, type=Relu]; +"5 Result" [id=5, type=Result]; +"6 Constant_11" [id=6, type=Constant]; +"7 Conv/fq_weights_1" [id=7, type=FakeQuantize]; +"8 Constant_2060" [id=8, type=Constant]; +"9 Constant_2059" [id=9, type=Constant]; +"10 Constant_2058" [id=10, type=Constant]; +"11 Constant_2057" [id=11, type=Constant]; +"12 Constant_9" [id=12, type=Constant]; +"13 Constant_2055" [id=13, type=Constant]; +"14 Constant_2054" [id=14, type=Constant]; +"15 Constant_2053" [id=15, type=Constant]; +"16 Constant_2052" [id=16, type=Constant]; +"0 Input_1" -> "1 Input_1/fq_output_0" [label="[1, 3, 5, 5]", style=solid]; +"1 Input_1/fq_output_0" -> "2 Conv" [label="[1, 3, 5, 5]", style=solid]; +"2 Conv" -> "3 Add" [label="[1, 3, 3, 3]", style=solid]; +"3 Add" -> "4 Relu" [label="[1, 3, 3, 3]", style=solid]; +"4 Relu" -> "5 Result" [label="[1, 3, 3, 3]", style=solid]; +"6 Constant_11" -> "3 Add" [label="[1, 3, 1, 1]", style=solid]; +"7 Conv/fq_weights_1" -> "2 Conv" [label="[3, 1, 1, 3, 3]", style=solid]; +"8 Constant_2060" -> "7 Conv/fq_weights_1" [label="[1, 1, 1, 1, 1]", style=solid]; +"9 Constant_2059" -> "7 Conv/fq_weights_1" [label="[1, 1, 1, 1, 1]", style=solid]; +"10 Constant_2058" -> "7 Conv/fq_weights_1" [label="[1, 1, 1, 1, 1]", style=solid]; +"11 Constant_2057" -> "7 Conv/fq_weights_1" [label="[1, 1, 1, 1, 1]", style=solid]; +"12 Constant_9" -> "7 Conv/fq_weights_1" [label="[3, 1, 1, 3, 3]", style=solid]; +"13 Constant_2055" -> "1 Input_1/fq_output_0" [label="[1, 3, 1, 1]", style=solid]; +"14 Constant_2054" -> "1 Input_1/fq_output_0" [label="[1, 3, 1, 1]", style=solid]; +"15 Constant_2053" -> "1 Input_1/fq_output_0" [label="[1, 3, 1, 1]", style=solid]; +"16 Constant_2052" -> "1 Input_1/fq_output_0" [label="[1, 3, 1, 1]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/DynamicModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/DynamicModel.dot deleted file mode 120000 index 912944ed752..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/quantized/DynamicModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/quantized/DynamicModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/DynamicModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/DynamicModel.dot new file mode 100644 index 00000000000..1633fc0a5b4 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/DynamicModel.dot @@ -0,0 +1,55 @@ +strict digraph { +"0 Input_1" [id=0, type=Parameter]; +"1 Input_2" [id=1, type=Parameter]; +"2 Sub" [id=2, type=Subtract]; +"3 Add" [id=3, type=Add]; +"4 Sub/fq_output_0" [id=4, type=FakeQuantize]; +"5 Mul" [id=5, type=Multiply]; +"6 Conv" [id=6, type=Convolution]; +"7 Transpose" [id=7, type=Transpose]; +"8 Conv_Add" [id=8, type=Add]; +"9 Concat_8690" [id=9, type=Concat]; +"10 Relu" [id=10, type=Relu]; +"11 Result" [id=11, type=Result]; +"12 Constant_8688" [id=12, type=Constant]; +"13 Constant_8686" [id=13, type=Constant]; +"14 Constant_8684" [id=14, type=Constant]; +"15 Bias" [id=15, type=Constant]; +"16 Conv/fq_weights_1" [id=16, type=FakeQuantize]; +"17 Constant_10833" [id=17, type=Constant]; +"18 Constant_10832" [id=18, type=Constant]; +"19 Constant_10831" [id=19, type=Constant]; +"20 Constant_10830" [id=20, type=Constant]; +"21 Constant_8678" [id=21, type=Constant]; +"22 Constant_10828" [id=22, type=Constant]; +"23 Constant_10827" [id=23, type=Constant]; +"24 Constant_10826" [id=24, type=Constant]; +"25 Constant_10825" [id=25, type=Constant]; +"26 Constant_8676" [id=26, type=Constant]; +"0 Input_1" -> "2 Sub" [label="[99, 3, 4, 2]", style=solid]; +"1 Input_2" -> "3 Add" [label="[99, 3, 2, 4]", style=solid]; +"2 Sub" -> "4 Sub/fq_output_0" [label="[99, 3, 4, 2]", style=solid]; +"3 Add" -> "5 Mul" [label="[99, 3, 2, 4]", style=solid]; +"4 Sub/fq_output_0" -> "6 Conv" [label="[99, 3, 4, 2]", style=solid]; +"5 Mul" -> "7 Transpose" [label="[99, 3, 2, 4]", style=solid]; +"6 Conv" -> "8 Conv_Add" [label="[99, 3, 4, 2]", style=solid]; +"7 Transpose" -> "9 Concat_8690" [label="[99, 3, 4, 2]", style=solid]; +"8 Conv_Add" -> "10 Relu" [label="[99, 3, 4, 2]", style=solid]; +"9 Concat_8690" -> "11 Result" [label="[198, 3, 4, 2]", style=solid]; +"10 Relu" -> "9 Concat_8690" [label="[99, 3, 4, 2]", style=solid]; +"12 Constant_8688" -> "7 Transpose" [label="[4]", style=dashed]; +"13 Constant_8686" -> "5 Mul" [label="[1, 3, 1, 1]", style=solid]; +"14 Constant_8684" -> "3 Add" [label="[1, 3, 1, 1]", style=solid]; +"15 Bias" -> "8 Conv_Add" [label="[1, 3, 1, 1]", style=solid]; +"16 Conv/fq_weights_1" -> "6 Conv" [label="[3, 3, 1, 1]", style=solid]; +"17 Constant_10833" -> "16 Conv/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"18 Constant_10832" -> "16 Conv/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"19 Constant_10831" -> "16 Conv/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"20 Constant_10830" -> "16 Conv/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"21 Constant_8678" -> "16 Conv/fq_weights_1" [label="[3, 3, 1, 1]", style=solid]; +"22 Constant_10828" -> "4 Sub/fq_output_0" [label="[]", style=solid]; +"23 Constant_10827" -> "4 Sub/fq_output_0" [label="[]", style=solid]; +"24 Constant_10826" -> "4 Sub/fq_output_0" [label="[]", style=solid]; +"25 Constant_10825" -> "4 Sub/fq_output_0" [label="[]", style=solid]; +"26 Constant_8676" -> "2 Sub" [label="[1, 3, 1, 1]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_F.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_F.dot deleted file mode 120000 index 3c96834ce5d..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_F.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_F.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_F.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_F.dot new file mode 100644 index 00000000000..f97ac8a2d68 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_F.dot @@ -0,0 +1,81 @@ +strict digraph { +"0 X" [id=0, type=Parameter]; +"1 initial_hidden_state" [id=1, type=Parameter]; +"2 X/fq_output_0" [id=2, type=FakeQuantize]; +"3 initial_hidden_state/fq_output_0" [id=3, type=FakeQuantize]; +"4 GRUSequence" [id=4, type=GRUSequence]; +"5 GRUSequence/fq_output_0" [id=5, type=FakeQuantize]; +"6 MatMul" [id=6, type=MatMul]; +"7 Result" [id=7, type=Result]; +"8 MatMul/fq_weights_1" [id=8, type=FakeQuantize]; +"9 Constant_2541" [id=9, type=Constant]; +"10 Constant_2540" [id=10, type=Constant]; +"11 Constant_2539" [id=11, type=Constant]; +"12 Constant_2538" [id=12, type=Constant]; +"13 Constant_8" [id=13, type=Constant]; +"14 Constant_2526" [id=14, type=Constant]; +"15 Constant_2525" [id=15, type=Constant]; +"16 Constant_2524" [id=16, type=Constant]; +"17 Constant_2523" [id=17, type=Constant]; +"18 Constant_6" [id=18, type=Constant]; +"19 GRUSequence/fq_weights_4" [id=19, type=FakeQuantize]; +"20 Constant_2536" [id=20, type=Constant]; +"21 Constant_2535" [id=21, type=Constant]; +"22 Constant_2534" [id=22, type=Constant]; +"23 Constant_2533" [id=23, type=Constant]; +"24 Constant_5" [id=24, type=Constant]; +"25 GRUSequence/fq_weights_3" [id=25, type=FakeQuantize]; +"26 Constant_2531" [id=26, type=Constant]; +"27 Constant_2530" [id=27, type=Constant]; +"28 Constant_2529" [id=28, type=Constant]; +"29 Constant_2528" [id=29, type=Constant]; +"30 Constant_4" [id=30, type=Constant]; +"31 Constant_3" [id=31, type=Constant]; +"32 Constant_2521" [id=32, type=Constant]; +"33 Constant_2520" [id=33, type=Constant]; +"34 Constant_2519" [id=34, type=Constant]; +"35 Constant_2518" [id=35, type=Constant]; +"36 Constant_2516" [id=36, type=Constant]; +"37 Constant_2515" [id=37, type=Constant]; +"38 Constant_2514" [id=38, type=Constant]; +"39 Constant_2513" [id=39, type=Constant]; +"0 X" -> "2 X/fq_output_0" [label="[3, 2, 16]", style=solid]; +"1 initial_hidden_state" -> "3 initial_hidden_state/fq_output_0" [label="[3, 1, 128]", style=solid]; +"2 X/fq_output_0" -> "4 GRUSequence" [label="[3, 2, 16]", style=solid]; +"3 initial_hidden_state/fq_output_0" -> "4 GRUSequence" [label="[3, 1, 128]", style=solid]; +"4 GRUSequence" -> "5 GRUSequence/fq_output_0" [label="[3, 1, 2, 128]", style=solid]; +"5 GRUSequence/fq_output_0" -> "6 MatMul" [label="[3, 1, 2, 128]", style=solid]; +"6 MatMul" -> "7 Result" [label="[3, 1, 2, 3]", style=solid]; +"8 MatMul/fq_weights_1" -> "6 MatMul" [label="[3, 1, 128, 3]", style=solid]; +"9 Constant_2541" -> "8 MatMul/fq_weights_1" [label="[3, 1, 1, 3]", style=solid]; +"10 Constant_2540" -> "8 MatMul/fq_weights_1" [label="[3, 1, 1, 3]", style=solid]; +"11 Constant_2539" -> "8 MatMul/fq_weights_1" [label="[3, 1, 1, 3]", style=solid]; +"12 Constant_2538" -> "8 MatMul/fq_weights_1" [label="[3, 1, 1, 3]", style=solid]; +"13 Constant_8" -> "8 MatMul/fq_weights_1" [label="[3, 1, 128, 3]", style=solid]; +"14 Constant_2526" -> "5 GRUSequence/fq_output_0" [label="[]", style=solid]; +"15 Constant_2525" -> "5 GRUSequence/fq_output_0" [label="[]", style=solid]; +"16 Constant_2524" -> "5 GRUSequence/fq_output_0" [label="[]", style=solid]; +"17 Constant_2523" -> "5 GRUSequence/fq_output_0" [label="[]", style=solid]; +"18 Constant_6" -> "4 GRUSequence" [label="[1, 384]", style=solid]; +"19 GRUSequence/fq_weights_4" -> "4 GRUSequence" [label="[1, 384, 128]", style=solid]; +"20 Constant_2536" -> "19 GRUSequence/fq_weights_4" [label="[1, 384, 1]", style=solid]; +"21 Constant_2535" -> "19 GRUSequence/fq_weights_4" [label="[1, 384, 1]", style=solid]; +"22 Constant_2534" -> "19 GRUSequence/fq_weights_4" [label="[1, 384, 1]", style=solid]; +"23 Constant_2533" -> "19 GRUSequence/fq_weights_4" [label="[1, 384, 1]", style=solid]; +"24 Constant_5" -> "19 GRUSequence/fq_weights_4" [label="[1, 384, 128]", style=solid]; +"25 GRUSequence/fq_weights_3" -> "4 GRUSequence" [label="[1, 384, 16]", style=solid]; +"26 Constant_2531" -> "25 GRUSequence/fq_weights_3" [label="[1, 384, 1]", style=solid]; +"27 Constant_2530" -> "25 GRUSequence/fq_weights_3" [label="[1, 384, 1]", style=solid]; +"28 Constant_2529" -> "25 GRUSequence/fq_weights_3" [label="[1, 384, 1]", style=solid]; +"29 Constant_2528" -> "25 GRUSequence/fq_weights_3" [label="[1, 384, 1]", style=solid]; +"30 Constant_4" -> "25 GRUSequence/fq_weights_3" [label="[1, 384, 16]", style=solid]; +"31 Constant_3" -> "4 GRUSequence" [label="[3]", style=dashed]; +"32 Constant_2521" -> "3 initial_hidden_state/fq_output_0" [label="[]", style=solid]; +"33 Constant_2520" -> "3 initial_hidden_state/fq_output_0" [label="[]", style=solid]; +"34 Constant_2519" -> "3 initial_hidden_state/fq_output_0" [label="[]", style=solid]; +"35 Constant_2518" -> "3 initial_hidden_state/fq_output_0" [label="[]", style=solid]; +"36 Constant_2516" -> "2 X/fq_output_0" [label="[]", style=solid]; +"37 Constant_2515" -> "2 X/fq_output_0" [label="[]", style=solid]; +"38 Constant_2514" -> "2 X/fq_output_0" [label="[]", style=solid]; +"39 Constant_2513" -> "2 X/fq_output_0" [label="[]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_T.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_T.dot deleted file mode 120000 index 01711f4a26c..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_T.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_T.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_T.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_T.dot new file mode 100644 index 00000000000..a9819020b25 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_T.dot @@ -0,0 +1,41 @@ +strict digraph { +"0 X" [id=0, type=Parameter]; +"1 initial_hidden_state" [id=1, type=Parameter]; +"2 GRUSequence" [id=2, type=GRUSequence]; +"3 GRUSequence/fq_output_0" [id=3, type=FakeQuantize]; +"4 MatMul" [id=4, type=MatMul]; +"5 Result" [id=5, type=Result]; +"6 MatMul/fq_weights_1" [id=6, type=FakeQuantize]; +"7 Constant_2205" [id=7, type=Constant]; +"8 Constant_2204" [id=8, type=Constant]; +"9 Constant_2203" [id=9, type=Constant]; +"10 Constant_2202" [id=10, type=Constant]; +"11 Constant_8" [id=11, type=Constant]; +"12 Constant_2200" [id=12, type=Constant]; +"13 Constant_2199" [id=13, type=Constant]; +"14 Constant_2198" [id=14, type=Constant]; +"15 Constant_2197" [id=15, type=Constant]; +"16 Constant_6" [id=16, type=Constant]; +"17 Constant_5" [id=17, type=Constant]; +"18 Constant_4" [id=18, type=Constant]; +"19 Constant_3" [id=19, type=Constant]; +"0 X" -> "2 GRUSequence" [label="[3, 2, 16]", style=solid]; +"1 initial_hidden_state" -> "2 GRUSequence" [label="[3, 1, 128]", style=solid]; +"2 GRUSequence" -> "3 GRUSequence/fq_output_0" [label="[3, 1, 2, 128]", style=solid]; +"3 GRUSequence/fq_output_0" -> "4 MatMul" [label="[3, 1, 2, 128]", style=solid]; +"4 MatMul" -> "5 Result" [label="[3, 1, 2, 3]", style=solid]; +"6 MatMul/fq_weights_1" -> "4 MatMul" [label="[3, 1, 128, 3]", style=solid]; +"7 Constant_2205" -> "6 MatMul/fq_weights_1" [label="[3, 1, 1, 3]", style=solid]; +"8 Constant_2204" -> "6 MatMul/fq_weights_1" [label="[3, 1, 1, 3]", style=solid]; +"9 Constant_2203" -> "6 MatMul/fq_weights_1" [label="[3, 1, 1, 3]", style=solid]; +"10 Constant_2202" -> "6 MatMul/fq_weights_1" [label="[3, 1, 1, 3]", style=solid]; +"11 Constant_8" -> "6 MatMul/fq_weights_1" [label="[3, 1, 128, 3]", style=solid]; +"12 Constant_2200" -> "3 GRUSequence/fq_output_0" [label="[]", style=solid]; +"13 Constant_2199" -> "3 GRUSequence/fq_output_0" [label="[]", style=solid]; +"14 Constant_2198" -> "3 GRUSequence/fq_output_0" [label="[]", style=solid]; +"15 Constant_2197" -> "3 GRUSequence/fq_output_0" [label="[]", style=solid]; +"16 Constant_6" -> "2 GRUSequence" [label="[1, 512]", style=solid]; +"17 Constant_5" -> "2 GRUSequence" [label="[1, 384, 128]", style=solid]; +"18 Constant_4" -> "2 GRUSequence" [label="[1, 384, 16]", style=solid]; +"19 Constant_3" -> "2 GRUSequence" [label="[3]", style=dashed]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/GroupNormalizationModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/GroupNormalizationModel.dot deleted file mode 120000 index bf9f263e91f..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/quantized/GroupNormalizationModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/quantized/GroupNormalizationModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/GroupNormalizationModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/GroupNormalizationModel.dot new file mode 100644 index 00000000000..90d267ee9dd --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/GroupNormalizationModel.dot @@ -0,0 +1,69 @@ +strict digraph { +"0 Input_1" [id=0, type=Parameter]; +"1 Input_1/fq_output_0" [id=1, type=FakeQuantize]; +"2 Conv" [id=2, type=Convolution]; +"3 Conv_Add" [id=3, type=Add]; +"4 Conv_Add/fq_output_0" [id=4, type=FakeQuantize]; +"5 GroupNormalization_27318" [id=5, type=GroupNormalization]; +"6 Relu" [id=6, type=Relu]; +"7 Relu/fq_output_0" [id=7, type=FakeQuantize]; +"8 Mul" [id=8, type=Multiply]; +"9 Add" [id=9, type=Add]; +"10 Result" [id=10, type=Result]; +"11 Constant_27322" [id=11, type=Constant]; +"12 Constant_27320" [id=12, type=Constant]; +"13 Constant_29930" [id=13, type=Constant]; +"14 Constant_29929" [id=14, type=Constant]; +"15 Constant_29928" [id=15, type=Constant]; +"16 Constant_29927" [id=16, type=Constant]; +"17 Constant_27317" [id=17, type=Constant]; +"18 Constant_27316" [id=18, type=Constant]; +"19 Constant_29925" [id=19, type=Constant]; +"20 Constant_29924" [id=20, type=Constant]; +"21 Constant_29923" [id=21, type=Constant]; +"22 Constant_29922" [id=22, type=Constant]; +"23 Bias" [id=23, type=Constant]; +"24 Conv/fq_weights_1" [id=24, type=FakeQuantize]; +"25 Constant_29920" [id=25, type=Constant]; +"26 Constant_29919" [id=26, type=Constant]; +"27 Constant_29918" [id=27, type=Constant]; +"28 Constant_29917" [id=28, type=Constant]; +"29 Constant_27312" [id=29, type=Constant]; +"30 Constant_29915" [id=30, type=Constant]; +"31 Constant_29914" [id=31, type=Constant]; +"32 Constant_29913" [id=32, type=Constant]; +"33 Constant_29912" [id=33, type=Constant]; +"0 Input_1" -> "1 Input_1/fq_output_0" [label="[1, 2, 3, 4, 4]", style=solid]; +"1 Input_1/fq_output_0" -> "2 Conv" [label="[1, 2, 3, 4, 4]", style=solid]; +"2 Conv" -> "3 Conv_Add" [label="[1, 4, 1, 2, 2]", style=solid]; +"3 Conv_Add" -> "4 Conv_Add/fq_output_0" [label="[1, 4, 3, 2, 2]", style=solid]; +"4 Conv_Add/fq_output_0" -> "5 GroupNormalization_27318" [label="[1, 4, 3, 2, 2]", style=solid]; +"5 GroupNormalization_27318" -> "6 Relu" [label="[1, 4, 3, 2, 2]", style=solid]; +"6 Relu" -> "7 Relu/fq_output_0" [label="[1, 4, 3, 2, 2]", style=solid]; +"7 Relu/fq_output_0" -> "8 Mul" [label="[1, 4, 3, 2, 2]", style=solid]; +"8 Mul" -> "9 Add" [label="[1, 4, 3, 2, 2]", style=solid]; +"9 Add" -> "10 Result" [label="[1, 4, 3, 2, 2]", style=solid]; +"11 Constant_27322" -> "9 Add" [label="[1, 4, 1, 1, 1]", style=solid]; +"12 Constant_27320" -> "8 Mul" [label="[1, 4, 1, 1, 1]", style=solid]; +"13 Constant_29930" -> "7 Relu/fq_output_0" [label="[]", style=solid]; +"14 Constant_29929" -> "7 Relu/fq_output_0" [label="[]", style=solid]; +"15 Constant_29928" -> "7 Relu/fq_output_0" [label="[]", style=solid]; +"16 Constant_29927" -> "7 Relu/fq_output_0" [label="[]", style=solid]; +"17 Constant_27317" -> "5 GroupNormalization_27318" [label="[4]", style=solid]; +"18 Constant_27316" -> "5 GroupNormalization_27318" [label="[4]", style=solid]; +"19 Constant_29925" -> "4 Conv_Add/fq_output_0" [label="[]", style=solid]; +"20 Constant_29924" -> "4 Conv_Add/fq_output_0" [label="[]", style=solid]; +"21 Constant_29923" -> "4 Conv_Add/fq_output_0" [label="[]", style=solid]; +"22 Constant_29922" -> "4 Conv_Add/fq_output_0" [label="[]", style=solid]; +"23 Bias" -> "3 Conv_Add" [label="[1, 1, 3, 1, 1]", style=solid]; +"24 Conv/fq_weights_1" -> "2 Conv" [label="[4, 2, 3, 3, 3]", style=solid]; +"25 Constant_29920" -> "24 Conv/fq_weights_1" [label="[4, 1, 1, 1, 1]", style=solid]; +"26 Constant_29919" -> "24 Conv/fq_weights_1" [label="[4, 1, 1, 1, 1]", style=solid]; +"27 Constant_29918" -> "24 Conv/fq_weights_1" [label="[4, 1, 1, 1, 1]", style=solid]; +"28 Constant_29917" -> "24 Conv/fq_weights_1" [label="[4, 1, 1, 1, 1]", style=solid]; +"29 Constant_27312" -> "24 Conv/fq_weights_1" [label="[4, 2, 3, 3, 3]", style=solid]; +"30 Constant_29915" -> "1 Input_1/fq_output_0" [label="[]", style=solid]; +"31 Constant_29914" -> "1 Input_1/fq_output_0" [label="[]", style=solid]; +"32 Constant_29913" -> "1 Input_1/fq_output_0" [label="[]", style=solid]; +"33 Constant_29912" -> "1 Input_1/fq_output_0" [label="[]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/IfModel_else.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/IfModel_else.dot deleted file mode 120000 index 9c7f8751cc3..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/quantized/IfModel_else.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/quantized/IfModel_else.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/IfModel_else.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/IfModel_else.dot new file mode 100644 index 00000000000..10e35270838 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/IfModel_else.dot @@ -0,0 +1,51 @@ +strict digraph { +"0 Input_1" [id=0, type=Parameter]; +"1 Input_2" [id=1, type=Parameter]; +"2 Sub" [id=2, type=Subtract]; +"3 Add" [id=3, type=Add]; +"4 Sub/fq_output_0" [id=4, type=FakeQuantize]; +"5 Mul" [id=5, type=Multiply]; +"6 Conv" [id=6, type=Convolution]; +"7 Transpose" [id=7, type=Transpose]; +"8 Conv_Add" [id=8, type=Add]; +"9 Concat_70" [id=9, type=Concat]; +"10 Relu" [id=10, type=Relu]; +"11 Result" [id=11, type=Result]; +"12 Constant_68" [id=12, type=Constant]; +"13 Constant_66" [id=13, type=Constant]; +"14 Constant_64" [id=14, type=Constant]; +"15 Bias" [id=15, type=Constant]; +"16 Conv/fq_weights_1" [id=16, type=Multiply]; +"17 Constant_12068" [id=17, type=Constant]; +"18 Convert_12170" [id=18, type=Convert]; +"19 Constant_58" [id=19, type=Constant]; +"20 Constant_9391" [id=20, type=Constant]; +"21 Constant_9390" [id=21, type=Constant]; +"22 Constant_9389" [id=22, type=Constant]; +"23 Constant_9388" [id=23, type=Constant]; +"24 Constant_56" [id=24, type=Constant]; +"0 Input_1" -> "2 Sub" [label="[1, 3, 4, 2]", style=solid]; +"1 Input_2" -> "3 Add" [label="[1, 3, 2, 4]", style=solid]; +"2 Sub" -> "4 Sub/fq_output_0" [label="[1, 3, 4, 2]", style=solid]; +"3 Add" -> "5 Mul" [label="[1, 3, 2, 4]", style=solid]; +"4 Sub/fq_output_0" -> "6 Conv" [label="[1, 3, 4, 2]", style=solid]; +"5 Mul" -> "7 Transpose" [label="[1, 3, 2, 4]", style=solid]; +"6 Conv" -> "8 Conv_Add" [label="[1, 3, 4, 2]", style=solid]; +"7 Transpose" -> "9 Concat_70" [label="[1, 3, 4, 2]", style=solid]; +"8 Conv_Add" -> "10 Relu" [label="[1, 3, 4, 2]", style=solid]; +"9 Concat_70" -> "11 Result" [label="[2, 3, 4, 2]", style=solid]; +"10 Relu" -> "9 Concat_70" [label="[1, 3, 4, 2]", style=solid]; +"12 Constant_68" -> "7 Transpose" [label="[4]", style=dashed]; +"13 Constant_66" -> "5 Mul" [label="[1, 3, 1, 1]", style=solid]; +"14 Constant_64" -> "3 Add" [label="[1, 3, 1, 1]", style=solid]; +"15 Bias" -> "8 Conv_Add" [label="[1, 3, 1, 1]", style=solid]; +"16 Conv/fq_weights_1" -> "6 Conv" [label="[3, 3, 1, 1]", style=solid]; +"17 Constant_12068" -> "16 Conv/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"18 Convert_12170" -> "16 Conv/fq_weights_1" [label="[3, 3, 1, 1]", style=solid]; +"19 Constant_58" -> "18 Convert_12170" [label="[3, 3, 1, 1]", style=dashed]; +"20 Constant_9391" -> "4 Sub/fq_output_0" [label="[]", style=solid]; +"21 Constant_9390" -> "4 Sub/fq_output_0" [label="[]", style=solid]; +"22 Constant_9389" -> "4 Sub/fq_output_0" [label="[]", style=solid]; +"23 Constant_9388" -> "4 Sub/fq_output_0" [label="[]", style=solid]; +"24 Constant_56" -> "2 Sub" [label="[1, 3, 1, 1]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/IfModel_main.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/IfModel_main.dot deleted file mode 120000 index 039a21a9f27..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/quantized/IfModel_main.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/quantized/IfModel_main.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/IfModel_main.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/IfModel_main.dot new file mode 100644 index 00000000000..33223cf313e --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/IfModel_main.dot @@ -0,0 +1,11 @@ +strict digraph { +"0 Input_1" [id=0, type=Parameter]; +"1 Input_2" [id=1, type=Parameter]; +"2 Cond_input" [id=2, type=Parameter]; +"3 If_72" [id=3, type=If]; +"4 Result" [id=4, type=Result]; +"0 Input_1" -> "3 If_72" [label="[1, 3, 4, 2]", style=solid]; +"1 Input_2" -> "3 If_72" [label="[1, 3, 2, 4]", style=solid]; +"2 Cond_input" -> "3 If_72" [label="[]", style=dashed]; +"3 If_72" -> "4 Result" [label="[2, 3, 4, 2]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/IfModel_then.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/IfModel_then.dot deleted file mode 120000 index d975f652815..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/quantized/IfModel_then.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/quantized/IfModel_then.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/IfModel_then.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/IfModel_then.dot new file mode 100644 index 00000000000..732b69959db --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/IfModel_then.dot @@ -0,0 +1,51 @@ +strict digraph { +"0 Input_1" [id=0, type=Parameter]; +"1 Input_2" [id=1, type=Parameter]; +"2 Sub" [id=2, type=Subtract]; +"3 Add" [id=3, type=Add]; +"4 Sub/fq_output_0" [id=4, type=FakeQuantize]; +"5 Mul" [id=5, type=Multiply]; +"6 Conv" [id=6, type=Convolution]; +"7 Transpose" [id=7, type=Transpose]; +"8 Conv_Add" [id=8, type=Add]; +"9 Concat_36" [id=9, type=Concat]; +"10 Relu" [id=10, type=Relu]; +"11 Result" [id=11, type=Result]; +"12 Constant_34" [id=12, type=Constant]; +"13 Constant_32" [id=13, type=Constant]; +"14 Constant_30" [id=14, type=Constant]; +"15 Bias" [id=15, type=Constant]; +"16 Conv/fq_weights_1" [id=16, type=Multiply]; +"17 Constant_11914" [id=17, type=Constant]; +"18 Convert_12016" [id=18, type=Convert]; +"19 Constant_24" [id=19, type=Constant]; +"20 Constant_4685" [id=20, type=Constant]; +"21 Constant_4684" [id=21, type=Constant]; +"22 Constant_4683" [id=22, type=Constant]; +"23 Constant_4682" [id=23, type=Constant]; +"24 Constant_22" [id=24, type=Constant]; +"0 Input_1" -> "2 Sub" [label="[1, 3, 4, 2]", style=solid]; +"1 Input_2" -> "3 Add" [label="[1, 3, 2, 4]", style=solid]; +"2 Sub" -> "4 Sub/fq_output_0" [label="[1, 3, 4, 2]", style=solid]; +"3 Add" -> "5 Mul" [label="[1, 3, 2, 4]", style=solid]; +"4 Sub/fq_output_0" -> "6 Conv" [label="[1, 3, 4, 2]", style=solid]; +"5 Mul" -> "7 Transpose" [label="[1, 3, 2, 4]", style=solid]; +"6 Conv" -> "8 Conv_Add" [label="[1, 3, 4, 2]", style=solid]; +"7 Transpose" -> "9 Concat_36" [label="[1, 3, 4, 2]", style=solid]; +"8 Conv_Add" -> "10 Relu" [label="[1, 3, 4, 2]", style=solid]; +"9 Concat_36" -> "11 Result" [label="[2, 3, 4, 2]", style=solid]; +"10 Relu" -> "9 Concat_36" [label="[1, 3, 4, 2]", style=solid]; +"12 Constant_34" -> "7 Transpose" [label="[4]", style=dashed]; +"13 Constant_32" -> "5 Mul" [label="[1, 3, 1, 1]", style=solid]; +"14 Constant_30" -> "3 Add" [label="[1, 3, 1, 1]", style=solid]; +"15 Bias" -> "8 Conv_Add" [label="[1, 3, 1, 1]", style=solid]; +"16 Conv/fq_weights_1" -> "6 Conv" [label="[3, 3, 1, 1]", style=solid]; +"17 Constant_11914" -> "16 Conv/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"18 Convert_12016" -> "16 Conv/fq_weights_1" [label="[3, 3, 1, 1]", style=solid]; +"19 Constant_24" -> "18 Convert_12016" [label="[3, 3, 1, 1]", style=dashed]; +"20 Constant_4685" -> "4 Sub/fq_output_0" [label="[]", style=solid]; +"21 Constant_4684" -> "4 Sub/fq_output_0" [label="[]", style=solid]; +"22 Constant_4683" -> "4 Sub/fq_output_0" [label="[]", style=solid]; +"23 Constant_4682" -> "4 Sub/fq_output_0" [label="[]", style=solid]; +"24 Constant_22" -> "2 Sub" [label="[1, 3, 1, 1]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/IntegerModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/IntegerModel.dot deleted file mode 120000 index baca43a4f1e..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/quantized/IntegerModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/quantized/IntegerModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/IntegerModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/IntegerModel.dot new file mode 100644 index 00000000000..03cfb73b101 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/IntegerModel.dot @@ -0,0 +1,102 @@ +strict digraph { +"0 Input" [id=0, type=Parameter]; +"1 Convert_1" [id=1, type=Convert]; +"2 Gather_4/fq_input_0" [id=2, type=FakeQuantize]; +"3 Gather_1" [id=3, type=Gather]; +"4 Gather_4" [id=4, type=Gather]; +"5 Gather_2" [id=5, type=Gather]; +"6 MatMul_2" [id=6, type=MatMul]; +"7 Gather_3" [id=7, type=Gather]; +"8 MatMul_2/fq_output_0" [id=8, type=FakeQuantize]; +"9 MatMul_1" [id=9, type=MatMul]; +"10 Add_1" [id=10, type=Add]; +"11 MatMul_1/fq_output_0" [id=11, type=FakeQuantize]; +"12 Result" [id=12, type=Result]; +"13 Constant_7164" [id=13, type=Constant]; +"14 Constant_7163" [id=14, type=Constant]; +"15 Constant_7162" [id=15, type=Constant]; +"16 Constant_7161" [id=16, type=Constant]; +"17 MatMul_2/fq_weights_1" [id=17, type=FakeQuantize]; +"18 Constant_7169" [id=18, type=Constant]; +"19 Constant_7168" [id=19, type=Constant]; +"20 Constant_7167" [id=20, type=Constant]; +"21 Constant_7166" [id=21, type=Constant]; +"22 Constant_4701" [id=22, type=Constant]; +"23 Constant_4699" [id=23, type=Constant]; +"24 Constant_4698" [id=24, type=Constant]; +"25 Constant_7159" [id=25, type=Constant]; +"26 Constant_7158" [id=26, type=Constant]; +"27 Constant_7157" [id=27, type=Constant]; +"28 Constant_7156" [id=28, type=Constant]; +"29 Constant_7179" [id=29, type=Constant]; +"30 Constant_7178" [id=30, type=Constant]; +"31 Constant_7177" [id=31, type=Constant]; +"32 Constant_7176" [id=32, type=Constant]; +"33 MatMul_1/fq_weights_1" [id=33, type=FakeQuantize]; +"34 Constant_7184" [id=34, type=Constant]; +"35 Constant_7183" [id=35, type=Constant]; +"36 Constant_7182" [id=36, type=Constant]; +"37 Constant_7181" [id=37, type=Constant]; +"38 Constant_4696" [id=38, type=Constant]; +"39 Constant_4694" [id=39, type=Constant]; +"40 Constant_4693" [id=40, type=Constant]; +"41 Constant_4691" [id=41, type=Constant]; +"42 Constant_4688" [id=42, type=Constant]; +"43 Constant_4687" [id=43, type=Constant]; +"44 Gather_2/fq_weights_0" [id=44, type=FakeQuantize]; +"45 Constant_7174" [id=45, type=Constant]; +"46 Constant_7173" [id=46, type=Constant]; +"47 Constant_7172" [id=47, type=Constant]; +"48 Constant_7171" [id=48, type=Constant]; +"49 Constant_4690" [id=49, type=Constant]; +"0 Input" -> "1 Convert_1" [label="[1, 192, 1]", style=solid]; +"0 Input" -> "2 Gather_4/fq_input_0" [label="[1, 192, 1]", style=solid]; +"1 Convert_1" -> "3 Gather_1" [label="[1, 192, 1]", style=dashed]; +"2 Gather_4/fq_input_0" -> "4 Gather_4" [label="[1, 192, 1]", style=solid]; +"3 Gather_1" -> "5 Gather_2" [label="[192, 1]", style=dashed]; +"4 Gather_4" -> "6 MatMul_2" [label="[1, 192]", style=solid]; +"5 Gather_2" -> "7 Gather_3" [label="[192, 1, 160]", style=solid]; +"6 MatMul_2" -> "8 MatMul_2/fq_output_0" [label="[1, 160]", style=solid]; +"7 Gather_3" -> "9 MatMul_1" [label="[1, 160]", style=solid]; +"8 MatMul_2/fq_output_0" -> "10 Add_1" [label="[1, 160]", style=solid]; +"9 MatMul_1" -> "11 MatMul_1/fq_output_0" [label="[1, 160]", style=solid]; +"10 Add_1" -> "12 Result" [label="[1, 160]", style=solid]; +"11 MatMul_1/fq_output_0" -> "10 Add_1" [label="[1, 160]", style=solid]; +"13 Constant_7164" -> "8 MatMul_2/fq_output_0" [label="[]", style=solid]; +"14 Constant_7163" -> "8 MatMul_2/fq_output_0" [label="[]", style=solid]; +"15 Constant_7162" -> "8 MatMul_2/fq_output_0" [label="[]", style=solid]; +"16 Constant_7161" -> "8 MatMul_2/fq_output_0" [label="[]", style=solid]; +"17 MatMul_2/fq_weights_1" -> "6 MatMul_2" [label="[160, 192]", style=solid]; +"18 Constant_7169" -> "17 MatMul_2/fq_weights_1" [label="[160, 1]", style=solid]; +"19 Constant_7168" -> "17 MatMul_2/fq_weights_1" [label="[160, 1]", style=solid]; +"20 Constant_7167" -> "17 MatMul_2/fq_weights_1" [label="[160, 1]", style=solid]; +"21 Constant_7166" -> "17 MatMul_2/fq_weights_1" [label="[160, 1]", style=solid]; +"22 Constant_4701" -> "17 MatMul_2/fq_weights_1" [label="[160, 192]", style=solid]; +"23 Constant_4699" -> "4 Gather_4" [label="[]", style=dashed]; +"24 Constant_4698" -> "4 Gather_4" [label="[]", style=dashed]; +"25 Constant_7159" -> "2 Gather_4/fq_input_0" [label="[]", style=solid]; +"26 Constant_7158" -> "2 Gather_4/fq_input_0" [label="[]", style=solid]; +"27 Constant_7157" -> "2 Gather_4/fq_input_0" [label="[]", style=solid]; +"28 Constant_7156" -> "2 Gather_4/fq_input_0" [label="[]", style=solid]; +"29 Constant_7179" -> "11 MatMul_1/fq_output_0" [label="[]", style=solid]; +"30 Constant_7178" -> "11 MatMul_1/fq_output_0" [label="[]", style=solid]; +"31 Constant_7177" -> "11 MatMul_1/fq_output_0" [label="[]", style=solid]; +"32 Constant_7176" -> "11 MatMul_1/fq_output_0" [label="[]", style=solid]; +"33 MatMul_1/fq_weights_1" -> "9 MatMul_1" [label="[160, 160]", style=solid]; +"34 Constant_7184" -> "33 MatMul_1/fq_weights_1" [label="[160, 1]", style=solid]; +"35 Constant_7183" -> "33 MatMul_1/fq_weights_1" [label="[160, 1]", style=solid]; +"36 Constant_7182" -> "33 MatMul_1/fq_weights_1" [label="[160, 1]", style=solid]; +"37 Constant_7181" -> "33 MatMul_1/fq_weights_1" [label="[160, 1]", style=solid]; +"38 Constant_4696" -> "33 MatMul_1/fq_weights_1" [label="[160, 160]", style=solid]; +"39 Constant_4694" -> "7 Gather_3" [label="[]", style=dashed]; +"40 Constant_4693" -> "7 Gather_3" [label="[]", style=dashed]; +"41 Constant_4691" -> "5 Gather_2" [label="[]", style=dashed]; +"42 Constant_4688" -> "3 Gather_1" [label="[]", style=dashed]; +"43 Constant_4687" -> "3 Gather_1" [label="[]", style=dashed]; +"44 Gather_2/fq_weights_0" -> "5 Gather_2" [label="[369, 160]", style=solid]; +"45 Constant_7174" -> "44 Gather_2/fq_weights_0" [label="[]", style=solid]; +"46 Constant_7173" -> "44 Gather_2/fq_weights_0" [label="[]", style=solid]; +"47 Constant_7172" -> "44 Gather_2/fq_weights_0" [label="[]", style=solid]; +"48 Constant_7171" -> "44 Gather_2/fq_weights_0" [label="[]", style=solid]; +"49 Constant_4690" -> "44 Gather_2/fq_weights_0" [label="[369, 160]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/LSTMModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/LSTMModel.dot deleted file mode 120000 index 10126fd058c..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/quantized/LSTMModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/quantized/LSTMModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/LSTMModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/LSTMModel.dot new file mode 100644 index 00000000000..d3f5a2d2558 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/LSTMModel.dot @@ -0,0 +1,220 @@ +strict digraph { +"0 Input" [id=0, type=Parameter]; +"1 ReadValue_1" [id=1, type=ReadValue]; +"2 Input/fq_output_0" [id=2, type=FakeQuantize]; +"3 ReadValue_1/fq_output_0" [id=3, type=FakeQuantize]; +"4 Squeeze_1" [id=4, type=Squeeze]; +"5 Add" [id=5, type=Add]; +"6 MatMul_1" [id=6, type=MatMul]; +"7 Add/fq_output_0" [id=7, type=FakeQuantize]; +"8 MatMul_1/fq_output_0" [id=8, type=FakeQuantize]; +"9 MatMul_2" [id=9, type=MatMul]; +"10 Add_1" [id=10, type=Add]; +"11 MatMul_2/fq_output_0" [id=11, type=FakeQuantize]; +"12 Split_6052" [id=12, type=Split]; +"13 Sigmoid_1" [id=13, type=Sigmoid]; +"14 Sigmoid_2" [id=14, type=Sigmoid]; +"15 Sigmoid_3" [id=15, type=Sigmoid]; +"16 Tanh_1" [id=16, type=Tanh]; +"17 Sigmoid_1/fq_output_0" [id=17, type=FakeQuantize]; +"18 Sigmoid_2/fq_output_0" [id=18, type=FakeQuantize]; +"19 Sigmoid_3/fq_output_0" [id=19, type=FakeQuantize]; +"20 Tanh_1/fq_output_0" [id=20, type=FakeQuantize]; +"21 Multiply_1" [id=21, type=Multiply]; +"22 Multiply_2" [id=22, type=Multiply]; +"23 Multiply_3" [id=23, type=Multiply]; +"24 Multiply_1/fq_output_0" [id=24, type=FakeQuantize]; +"25 Multiply_2/fq_output_0" [id=25, type=FakeQuantize]; +"26 Assign_1" [id=26, type=Assign]; +"27 MatMul_3/fq_input_0" [id=27, type=FakeQuantize]; +"28 Add_2" [id=28, type=Add]; +"29 MatMul_3" [id=29, type=MatMul]; +"30 Tanh_2" [id=30, type=Tanh]; +"31 Result" [id=31, type=Result]; +"32 Tanh_2/fq_output_0" [id=32, type=FakeQuantize]; +"33 Constant_9029" [id=33, type=Constant]; +"34 Constant_9028" [id=34, type=Constant]; +"35 Constant_9027" [id=35, type=Constant]; +"36 Constant_9026" [id=36, type=Constant]; +"37 Constant_8999" [id=37, type=Constant]; +"38 Constant_8998" [id=38, type=Constant]; +"39 Constant_8997" [id=39, type=Constant]; +"40 Constant_8996" [id=40, type=Constant]; +"41 Constant_9014" [id=41, type=Constant]; +"42 Constant_9013" [id=42, type=Constant]; +"43 Constant_9012" [id=43, type=Constant]; +"44 Constant_9011" [id=44, type=Constant]; +"45 Constant_6051" [id=45, type=Constant]; +"46 Constant_8989" [id=46, type=Constant]; +"47 Constant_8988" [id=47, type=Constant]; +"48 Constant_8987" [id=48, type=Constant]; +"49 Constant_8986" [id=49, type=Constant]; +"50 MatMul_2/fq_weights_1" [id=50, type=FakeQuantize]; +"51 Constant_9039" [id=51, type=Constant]; +"52 Constant_9038" [id=52, type=Constant]; +"53 Constant_9037" [id=53, type=Constant]; +"54 Constant_9036" [id=54, type=Constant]; +"55 Constant_6048" [id=55, type=Constant]; +"56 Constant_8974" [id=56, type=Constant]; +"57 Constant_8973" [id=57, type=Constant]; +"58 Constant_8972" [id=58, type=Constant]; +"59 Constant_8971" [id=59, type=Constant]; +"60 Constant_6046" [id=60, type=Constant]; +"61 Constant_9004" [id=61, type=Constant]; +"62 Constant_9003" [id=62, type=Constant]; +"63 Constant_9002" [id=63, type=Constant]; +"64 Constant_9001" [id=64, type=Constant]; +"65 Constant_6044" [id=65, type=Constant]; +"66 Constant_8984" [id=66, type=Constant]; +"67 Constant_8983" [id=67, type=Constant]; +"68 Constant_8982" [id=68, type=Constant]; +"69 Constant_8981" [id=69, type=Constant]; +"70 MatMul_1/fq_weights_1" [id=70, type=FakeQuantize]; +"71 Constant_9034" [id=71, type=Constant]; +"72 Constant_9033" [id=72, type=Constant]; +"73 Constant_9032" [id=73, type=Constant]; +"74 Constant_9031" [id=74, type=Constant]; +"75 Constant_6042" [id=75, type=Constant]; +"76 Constant_6040" [id=76, type=Constant]; +"77 Constant_8979" [id=77, type=Constant]; +"78 Constant_8978" [id=78, type=Constant]; +"79 Constant_8977" [id=79, type=Constant]; +"80 Constant_8976" [id=80, type=Constant]; +"81 Constant_9024" [id=81, type=Constant]; +"82 Constant_9023" [id=82, type=Constant]; +"83 Constant_9022" [id=83, type=Constant]; +"84 Constant_9021" [id=84, type=Constant]; +"85 Constant_8994" [id=85, type=Constant]; +"86 Constant_8993" [id=86, type=Constant]; +"87 Constant_8992" [id=87, type=Constant]; +"88 Constant_8991" [id=88, type=Constant]; +"89 Constant_6057" [id=89, type=Constant]; +"90 Constant_9009" [id=90, type=Constant]; +"91 Constant_9008" [id=91, type=Constant]; +"92 Constant_9007" [id=92, type=Constant]; +"93 Constant_9006" [id=93, type=Constant]; +"94 Constant_9019" [id=94, type=Constant]; +"95 Constant_9018" [id=95, type=Constant]; +"96 Constant_9017" [id=96, type=Constant]; +"97 Constant_9016" [id=97, type=Constant]; +"98 MatMul_3/fq_weights_1" [id=98, type=FakeQuantize]; +"99 Constant_9044" [id=99, type=Constant]; +"100 Constant_9043" [id=100, type=Constant]; +"101 Constant_9042" [id=101, type=Constant]; +"102 Constant_9041" [id=102, type=Constant]; +"103 Constant_6064" [id=103, type=Constant]; +"104 Constant_8969" [id=104, type=Constant]; +"105 Constant_8968" [id=105, type=Constant]; +"106 Constant_8967" [id=106, type=Constant]; +"107 Constant_8966" [id=107, type=Constant]; +"0 Input" -> "2 Input/fq_output_0" [label="[1, 1, 128]", style=solid]; +"1 ReadValue_1" -> "3 ReadValue_1/fq_output_0" [label="[1, 64]", style=solid]; +"2 Input/fq_output_0" -> "4 Squeeze_1" [label="[1, 1, 128]", style=solid]; +"3 ReadValue_1/fq_output_0" -> "5 Add" [label="[1, 64]", style=solid]; +"4 Squeeze_1" -> "6 MatMul_1" [label="[1, 128]", style=solid]; +"5 Add" -> "7 Add/fq_output_0" [label="[1, 64]", style=solid]; +"6 MatMul_1" -> "8 MatMul_1/fq_output_0" [label="[1, 256]", style=solid]; +"7 Add/fq_output_0" -> "9 MatMul_2" [label="[1, 64]", style=solid]; +"8 MatMul_1/fq_output_0" -> "10 Add_1" [label="[1, 256]", style=solid]; +"9 MatMul_2" -> "11 MatMul_2/fq_output_0" [label="[1, 256]", style=solid]; +"10 Add_1" -> "12 Split_6052" [label="[1, 256]", style=solid]; +"11 MatMul_2/fq_output_0" -> "10 Add_1" [label="[1, 256]", style=solid]; +"12 Split_6052" -> "13 Sigmoid_1" [label="[1, 64]", style=solid]; +"12 Split_6052" -> "14 Sigmoid_2" [label="[1, 64]", style=solid]; +"12 Split_6052" -> "15 Sigmoid_3" [label="[1, 64]", style=solid]; +"12 Split_6052" -> "16 Tanh_1" [label="[1, 64]", style=solid]; +"13 Sigmoid_1" -> "17 Sigmoid_1/fq_output_0" [label="[1, 64]", style=solid]; +"14 Sigmoid_2" -> "18 Sigmoid_2/fq_output_0" [label="[1, 64]", style=solid]; +"15 Sigmoid_3" -> "19 Sigmoid_3/fq_output_0" [label="[1, 64]", style=solid]; +"16 Tanh_1" -> "20 Tanh_1/fq_output_0" [label="[1, 64]", style=solid]; +"17 Sigmoid_1/fq_output_0" -> "21 Multiply_1" [label="[1, 64]", style=solid]; +"18 Sigmoid_2/fq_output_0" -> "22 Multiply_2" [label="[1, 64]", style=solid]; +"19 Sigmoid_3/fq_output_0" -> "23 Multiply_3" [label="[1, 64]", style=solid]; +"20 Tanh_1/fq_output_0" -> "22 Multiply_2" [label="[1, 64]", style=solid]; +"21 Multiply_1" -> "24 Multiply_1/fq_output_0" [label="[1, 64]", style=solid]; +"22 Multiply_2" -> "25 Multiply_2/fq_output_0" [label="[1, 64]", style=solid]; +"23 Multiply_3" -> "26 Assign_1" [label="[1, 64]", style=solid]; +"23 Multiply_3" -> "27 MatMul_3/fq_input_0" [label="[1, 64]", style=solid]; +"24 Multiply_1/fq_output_0" -> "28 Add_2" [label="[1, 64]", style=solid]; +"25 Multiply_2/fq_output_0" -> "28 Add_2" [label="[1, 64]", style=solid]; +"27 MatMul_3/fq_input_0" -> "29 MatMul_3" [label="[1, 64]", style=solid]; +"28 Add_2" -> "30 Tanh_2" [label="[1, 64]", style=solid]; +"29 MatMul_3" -> "31 Result" [label="[1, 128]", style=solid]; +"30 Tanh_2" -> "32 Tanh_2/fq_output_0" [label="[1, 64]", style=solid]; +"32 Tanh_2/fq_output_0" -> "23 Multiply_3" [label="[1, 64]", style=solid]; +"33 Constant_9029" -> "32 Tanh_2/fq_output_0" [label="[]", style=solid]; +"34 Constant_9028" -> "32 Tanh_2/fq_output_0" [label="[]", style=solid]; +"35 Constant_9027" -> "32 Tanh_2/fq_output_0" [label="[]", style=solid]; +"36 Constant_9026" -> "32 Tanh_2/fq_output_0" [label="[]", style=solid]; +"37 Constant_8999" -> "25 Multiply_2/fq_output_0" [label="[]", style=solid]; +"38 Constant_8998" -> "25 Multiply_2/fq_output_0" [label="[]", style=solid]; +"39 Constant_8997" -> "25 Multiply_2/fq_output_0" [label="[]", style=solid]; +"40 Constant_8996" -> "25 Multiply_2/fq_output_0" [label="[]", style=solid]; +"41 Constant_9014" -> "18 Sigmoid_2/fq_output_0" [label="[]", style=solid]; +"42 Constant_9013" -> "18 Sigmoid_2/fq_output_0" [label="[]", style=solid]; +"43 Constant_9012" -> "18 Sigmoid_2/fq_output_0" [label="[]", style=solid]; +"44 Constant_9011" -> "18 Sigmoid_2/fq_output_0" [label="[]", style=solid]; +"45 Constant_6051" -> "12 Split_6052" [label="[]", style=dashed]; +"46 Constant_8989" -> "11 MatMul_2/fq_output_0" [label="[]", style=solid]; +"47 Constant_8988" -> "11 MatMul_2/fq_output_0" [label="[]", style=solid]; +"48 Constant_8987" -> "11 MatMul_2/fq_output_0" [label="[]", style=solid]; +"49 Constant_8986" -> "11 MatMul_2/fq_output_0" [label="[]", style=solid]; +"50 MatMul_2/fq_weights_1" -> "9 MatMul_2" [label="[256, 64]", style=solid]; +"51 Constant_9039" -> "50 MatMul_2/fq_weights_1" [label="[256, 1]", style=solid]; +"52 Constant_9038" -> "50 MatMul_2/fq_weights_1" [label="[256, 1]", style=solid]; +"53 Constant_9037" -> "50 MatMul_2/fq_weights_1" [label="[256, 1]", style=solid]; +"54 Constant_9036" -> "50 MatMul_2/fq_weights_1" [label="[256, 1]", style=solid]; +"55 Constant_6048" -> "50 MatMul_2/fq_weights_1" [label="[256, 64]", style=solid]; +"56 Constant_8974" -> "7 Add/fq_output_0" [label="[]", style=solid]; +"57 Constant_8973" -> "7 Add/fq_output_0" [label="[]", style=solid]; +"58 Constant_8972" -> "7 Add/fq_output_0" [label="[]", style=solid]; +"59 Constant_8971" -> "7 Add/fq_output_0" [label="[]", style=solid]; +"60 Constant_6046" -> "5 Add" [label="[1, 64]", style=solid]; +"61 Constant_9004" -> "3 ReadValue_1/fq_output_0" [label="[]", style=solid]; +"62 Constant_9003" -> "3 ReadValue_1/fq_output_0" [label="[]", style=solid]; +"63 Constant_9002" -> "3 ReadValue_1/fq_output_0" [label="[]", style=solid]; +"64 Constant_9001" -> "3 ReadValue_1/fq_output_0" [label="[]", style=solid]; +"65 Constant_6044" -> "1 ReadValue_1" [label="[1, 64]", style=solid]; +"66 Constant_8984" -> "8 MatMul_1/fq_output_0" [label="[]", style=solid]; +"67 Constant_8983" -> "8 MatMul_1/fq_output_0" [label="[]", style=solid]; +"68 Constant_8982" -> "8 MatMul_1/fq_output_0" [label="[]", style=solid]; +"69 Constant_8981" -> "8 MatMul_1/fq_output_0" [label="[]", style=solid]; +"70 MatMul_1/fq_weights_1" -> "6 MatMul_1" [label="[256, 128]", style=solid]; +"71 Constant_9034" -> "70 MatMul_1/fq_weights_1" [label="[256, 1]", style=solid]; +"72 Constant_9033" -> "70 MatMul_1/fq_weights_1" [label="[256, 1]", style=solid]; +"73 Constant_9032" -> "70 MatMul_1/fq_weights_1" [label="[256, 1]", style=solid]; +"74 Constant_9031" -> "70 MatMul_1/fq_weights_1" [label="[256, 1]", style=solid]; +"75 Constant_6042" -> "70 MatMul_1/fq_weights_1" [label="[256, 128]", style=solid]; +"76 Constant_6040" -> "4 Squeeze_1" [label="[]", style=dashed]; +"77 Constant_8979" -> "2 Input/fq_output_0" [label="[]", style=solid]; +"78 Constant_8978" -> "2 Input/fq_output_0" [label="[]", style=solid]; +"79 Constant_8977" -> "2 Input/fq_output_0" [label="[]", style=solid]; +"80 Constant_8976" -> "2 Input/fq_output_0" [label="[]", style=solid]; +"81 Constant_9024" -> "20 Tanh_1/fq_output_0" [label="[]", style=solid]; +"82 Constant_9023" -> "20 Tanh_1/fq_output_0" [label="[]", style=solid]; +"83 Constant_9022" -> "20 Tanh_1/fq_output_0" [label="[]", style=solid]; +"84 Constant_9021" -> "20 Tanh_1/fq_output_0" [label="[]", style=solid]; +"85 Constant_8994" -> "24 Multiply_1/fq_output_0" [label="[]", style=solid]; +"86 Constant_8993" -> "24 Multiply_1/fq_output_0" [label="[]", style=solid]; +"87 Constant_8992" -> "24 Multiply_1/fq_output_0" [label="[]", style=solid]; +"88 Constant_8991" -> "24 Multiply_1/fq_output_0" [label="[]", style=solid]; +"89 Constant_6057" -> "21 Multiply_1" [label="[1, 64]", style=solid]; +"90 Constant_9009" -> "17 Sigmoid_1/fq_output_0" [label="[]", style=solid]; +"91 Constant_9008" -> "17 Sigmoid_1/fq_output_0" [label="[]", style=solid]; +"92 Constant_9007" -> "17 Sigmoid_1/fq_output_0" [label="[]", style=solid]; +"93 Constant_9006" -> "17 Sigmoid_1/fq_output_0" [label="[]", style=solid]; +"94 Constant_9019" -> "19 Sigmoid_3/fq_output_0" [label="[]", style=solid]; +"95 Constant_9018" -> "19 Sigmoid_3/fq_output_0" [label="[]", style=solid]; +"96 Constant_9017" -> "19 Sigmoid_3/fq_output_0" [label="[]", style=solid]; +"97 Constant_9016" -> "19 Sigmoid_3/fq_output_0" [label="[]", style=solid]; +"98 MatMul_3/fq_weights_1" -> "29 MatMul_3" [label="[128, 64]", style=solid]; +"99 Constant_9044" -> "98 MatMul_3/fq_weights_1" [label="[128, 1]", style=solid]; +"100 Constant_9043" -> "98 MatMul_3/fq_weights_1" [label="[128, 1]", style=solid]; +"101 Constant_9042" -> "98 MatMul_3/fq_weights_1" [label="[128, 1]", style=solid]; +"102 Constant_9041" -> "98 MatMul_3/fq_weights_1" [label="[128, 1]", style=solid]; +"103 Constant_6064" -> "98 MatMul_3/fq_weights_1" [label="[128, 64]", style=solid]; +"104 Constant_8969" -> "27 MatMul_3/fq_input_0" [label="[]", style=solid]; +"105 Constant_8968" -> "27 MatMul_3/fq_input_0" [label="[]", style=solid]; +"106 Constant_8967" -> "27 MatMul_3/fq_input_0" [label="[]", style=solid]; +"107 Constant_8966" -> "27 MatMul_3/fq_input_0" [label="[]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/LSTMSequenceModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/LSTMSequenceModel.dot deleted file mode 120000 index 6cdc8a9ffaa..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/quantized/LSTMSequenceModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/quantized/LSTMSequenceModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/LSTMSequenceModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/LSTMSequenceModel.dot new file mode 100644 index 00000000000..3167389ce2d --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/LSTMSequenceModel.dot @@ -0,0 +1,93 @@ +strict digraph { +"0 X" [id=0, type=Parameter]; +"1 initial_hidden_state" [id=1, type=Parameter]; +"2 initial_cell_state" [id=2, type=Parameter]; +"3 X/fq_output_0" [id=3, type=FakeQuantize]; +"4 initial_hidden_state/fq_output_0" [id=4, type=FakeQuantize]; +"5 initial_cell_state/fq_output_0" [id=5, type=FakeQuantize]; +"6 LSTMSequence_7" [id=6, type=LSTMSequence]; +"7 LSTMSequence_7/fq_output_0" [id=7, type=FakeQuantize]; +"8 MatMul" [id=8, type=MatMul]; +"9 Result" [id=9, type=Result]; +"10 MatMul/fq_weights_1" [id=10, type=FakeQuantize]; +"11 Constant_2122" [id=11, type=Constant]; +"12 Constant_2121" [id=12, type=Constant]; +"13 Constant_2120" [id=13, type=Constant]; +"14 Constant_2119" [id=14, type=Constant]; +"15 Constant_8" [id=15, type=Constant]; +"16 Constant_2092" [id=16, type=Constant]; +"17 Constant_2091" [id=17, type=Constant]; +"18 Constant_2090" [id=18, type=Constant]; +"19 Constant_2089" [id=19, type=Constant]; +"20 Constant_6" [id=20, type=Constant]; +"21 LSTMSequence_7/fq_weights_5" [id=21, type=FakeQuantize]; +"22 Constant_2117" [id=22, type=Constant]; +"23 Constant_2116" [id=23, type=Constant]; +"24 Constant_2115" [id=24, type=Constant]; +"25 Constant_2114" [id=25, type=Constant]; +"26 Constant_5" [id=26, type=Constant]; +"27 LSTMSequence_7/fq_weights_4" [id=27, type=FakeQuantize]; +"28 Constant_2112" [id=28, type=Constant]; +"29 Constant_2111" [id=29, type=Constant]; +"30 Constant_2110" [id=30, type=Constant]; +"31 Constant_2109" [id=31, type=Constant]; +"32 Constant_4" [id=32, type=Constant]; +"33 Constant_3" [id=33, type=Constant]; +"34 Constant_2102" [id=34, type=Constant]; +"35 Constant_2101" [id=35, type=Constant]; +"36 Constant_2100" [id=36, type=Constant]; +"37 Constant_2099" [id=37, type=Constant]; +"38 Constant_2107" [id=38, type=Constant]; +"39 Constant_2106" [id=39, type=Constant]; +"40 Constant_2105" [id=40, type=Constant]; +"41 Constant_2104" [id=41, type=Constant]; +"42 Constant_2097" [id=42, type=Constant]; +"43 Constant_2096" [id=43, type=Constant]; +"44 Constant_2095" [id=44, type=Constant]; +"45 Constant_2094" [id=45, type=Constant]; +"0 X" -> "3 X/fq_output_0" [label="[1, 2, 16]", style=solid]; +"1 initial_hidden_state" -> "4 initial_hidden_state/fq_output_0" [label="[1, 1, 128]", style=solid]; +"2 initial_cell_state" -> "5 initial_cell_state/fq_output_0" [label="[1, 1, 128]", style=solid]; +"3 X/fq_output_0" -> "6 LSTMSequence_7" [label="[1, 2, 16]", style=solid]; +"4 initial_hidden_state/fq_output_0" -> "6 LSTMSequence_7" [label="[1, 1, 128]", style=solid]; +"5 initial_cell_state/fq_output_0" -> "6 LSTMSequence_7" [label="[1, 1, 128]", style=solid]; +"6 LSTMSequence_7" -> "7 LSTMSequence_7/fq_output_0" [label="[1, 1, 2, 128]", style=solid]; +"7 LSTMSequence_7/fq_output_0" -> "8 MatMul" [label="[1, 1, 2, 128]", style=solid]; +"8 MatMul" -> "9 Result" [label="[1, 1, 2, 3]", style=solid]; +"10 MatMul/fq_weights_1" -> "8 MatMul" [label="[1, 1, 128, 3]", style=solid]; +"11 Constant_2122" -> "10 MatMul/fq_weights_1" [label="[1, 1, 1, 1]", style=solid]; +"12 Constant_2121" -> "10 MatMul/fq_weights_1" [label="[1, 1, 1, 1]", style=solid]; +"13 Constant_2120" -> "10 MatMul/fq_weights_1" [label="[1, 1, 1, 1]", style=solid]; +"14 Constant_2119" -> "10 MatMul/fq_weights_1" [label="[1, 1, 1, 1]", style=solid]; +"15 Constant_8" -> "10 MatMul/fq_weights_1" [label="[1, 1, 128, 3]", style=solid]; +"16 Constant_2092" -> "7 LSTMSequence_7/fq_output_0" [label="[]", style=solid]; +"17 Constant_2091" -> "7 LSTMSequence_7/fq_output_0" [label="[]", style=solid]; +"18 Constant_2090" -> "7 LSTMSequence_7/fq_output_0" [label="[]", style=solid]; +"19 Constant_2089" -> "7 LSTMSequence_7/fq_output_0" [label="[]", style=solid]; +"20 Constant_6" -> "6 LSTMSequence_7" [label="[1, 512]", style=solid]; +"21 LSTMSequence_7/fq_weights_5" -> "6 LSTMSequence_7" [label="[1, 512, 128]", style=solid]; +"22 Constant_2117" -> "21 LSTMSequence_7/fq_weights_5" [label="[1, 1, 1]", style=solid]; +"23 Constant_2116" -> "21 LSTMSequence_7/fq_weights_5" [label="[1, 1, 1]", style=solid]; +"24 Constant_2115" -> "21 LSTMSequence_7/fq_weights_5" [label="[1, 1, 1]", style=solid]; +"25 Constant_2114" -> "21 LSTMSequence_7/fq_weights_5" [label="[1, 1, 1]", style=solid]; +"26 Constant_5" -> "21 LSTMSequence_7/fq_weights_5" [label="[1, 512, 128]", style=solid]; +"27 LSTMSequence_7/fq_weights_4" -> "6 LSTMSequence_7" [label="[1, 512, 16]", style=solid]; +"28 Constant_2112" -> "27 LSTMSequence_7/fq_weights_4" [label="[1, 1, 1]", style=solid]; +"29 Constant_2111" -> "27 LSTMSequence_7/fq_weights_4" [label="[1, 1, 1]", style=solid]; +"30 Constant_2110" -> "27 LSTMSequence_7/fq_weights_4" [label="[1, 1, 1]", style=solid]; +"31 Constant_2109" -> "27 LSTMSequence_7/fq_weights_4" [label="[1, 1, 1]", style=solid]; +"32 Constant_4" -> "27 LSTMSequence_7/fq_weights_4" [label="[1, 512, 16]", style=solid]; +"33 Constant_3" -> "6 LSTMSequence_7" [label="[1]", style=dashed]; +"34 Constant_2102" -> "5 initial_cell_state/fq_output_0" [label="[]", style=solid]; +"35 Constant_2101" -> "5 initial_cell_state/fq_output_0" [label="[]", style=solid]; +"36 Constant_2100" -> "5 initial_cell_state/fq_output_0" [label="[]", style=solid]; +"37 Constant_2099" -> "5 initial_cell_state/fq_output_0" [label="[]", style=solid]; +"38 Constant_2107" -> "4 initial_hidden_state/fq_output_0" [label="[]", style=solid]; +"39 Constant_2106" -> "4 initial_hidden_state/fq_output_0" [label="[]", style=solid]; +"40 Constant_2105" -> "4 initial_hidden_state/fq_output_0" [label="[]", style=solid]; +"41 Constant_2104" -> "4 initial_hidden_state/fq_output_0" [label="[]", style=solid]; +"42 Constant_2097" -> "3 X/fq_output_0" [label="[]", style=solid]; +"43 Constant_2096" -> "3 X/fq_output_0" [label="[]", style=solid]; +"44 Constant_2095" -> "3 X/fq_output_0" [label="[]", style=solid]; +"45 Constant_2094" -> "3 X/fq_output_0" [label="[]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/LinearModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/LinearModel.dot deleted file mode 120000 index bb4e769e70e..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/quantized/LinearModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/quantized/LinearModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/LinearModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/LinearModel.dot new file mode 100644 index 00000000000..0812509444f --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/LinearModel.dot @@ -0,0 +1,39 @@ +strict digraph { +"0 Input" [id=0, type=Parameter]; +"1 Input/fq_output_0" [id=1, type=FakeQuantize]; +"2 Reshape" [id=2, type=Reshape]; +"3 Add" [id=3, type=Add]; +"4 MatMul" [id=4, type=MatMul]; +"5 Result_Add" [id=5, type=Result]; +"6 Result_MatMul" [id=6, type=Result]; +"7 Constant_10" [id=7, type=Constant]; +"8 Constant_1" [id=8, type=Constant]; +"9 Constant_2174" [id=9, type=Constant]; +"10 Constant_2173" [id=10, type=Constant]; +"11 Constant_2172" [id=11, type=Constant]; +"12 Constant_2171" [id=12, type=Constant]; +"13 MatMul/fq_weights_1" [id=13, type=FakeQuantize]; +"14 Constant_2179" [id=14, type=Constant]; +"15 Constant_2178" [id=15, type=Constant]; +"16 Constant_2177" [id=16, type=Constant]; +"17 Constant_2176" [id=17, type=Constant]; +"18 Constant_8" [id=18, type=Constant]; +"0 Input" -> "1 Input/fq_output_0" [label="[1, 3, 4, 2]", style=solid]; +"1 Input/fq_output_0" -> "2 Reshape" [label="[1, 3, 4, 2]", style=solid]; +"2 Reshape" -> "3 Add" [label="[1, 3, 2, 4]", style=solid]; +"2 Reshape" -> "4 MatMul" [label="[1, 3, 2, 4]", style=solid]; +"3 Add" -> "5 Result_Add" [label="[1, 3, 2, 4]", style=solid]; +"4 MatMul" -> "6 Result_MatMul" [label="[1, 3, 2, 5]", style=solid]; +"7 Constant_10" -> "3 Add" [label="[1, 3, 2, 4]", style=solid]; +"8 Constant_1" -> "2 Reshape" [label="[4]", style=dashed]; +"9 Constant_2174" -> "1 Input/fq_output_0" [label="[]", style=solid]; +"10 Constant_2173" -> "1 Input/fq_output_0" [label="[]", style=solid]; +"11 Constant_2172" -> "1 Input/fq_output_0" [label="[]", style=solid]; +"12 Constant_2171" -> "1 Input/fq_output_0" [label="[]", style=solid]; +"13 MatMul/fq_weights_1" -> "4 MatMul" [label="[1, 3, 4, 5]", style=solid]; +"14 Constant_2179" -> "13 MatMul/fq_weights_1" [label="[1, 1, 1, 1]", style=solid]; +"15 Constant_2178" -> "13 MatMul/fq_weights_1" [label="[1, 1, 1, 1]", style=solid]; +"16 Constant_2177" -> "13 MatMul/fq_weights_1" [label="[1, 1, 1, 1]", style=solid]; +"17 Constant_2176" -> "13 MatMul/fq_weights_1" [label="[1, 1, 1, 1]", style=solid]; +"18 Constant_8" -> "13 MatMul/fq_weights_1" [label="[1, 3, 4, 5]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/MatMul2DModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/MatMul2DModel.dot deleted file mode 120000 index 8a4c93568cb..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/quantized/MatMul2DModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/quantized/MatMul2DModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/MatMul2DModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/MatMul2DModel.dot new file mode 100644 index 00000000000..d91b4017f69 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/MatMul2DModel.dot @@ -0,0 +1,33 @@ +strict digraph { +"0 Input" [id=0, type=Parameter]; +"1 Input/fq_output_0" [id=1, type=FakeQuantize]; +"2 MatMul" [id=2, type=MatMul]; +"3 Add" [id=3, type=Add]; +"4 Result" [id=4, type=Result]; +"5 Constant_4429" [id=5, type=Constant]; +"6 MatMul/fq_weights_1" [id=6, type=FakeQuantize]; +"7 Constant_6480" [id=7, type=Constant]; +"8 Constant_6479" [id=8, type=Constant]; +"9 Constant_6478" [id=9, type=Constant]; +"10 Constant_6477" [id=10, type=Constant]; +"11 Constant_4427" [id=11, type=Constant]; +"12 Constant_6475" [id=12, type=Constant]; +"13 Constant_6474" [id=13, type=Constant]; +"14 Constant_6473" [id=14, type=Constant]; +"15 Constant_6472" [id=15, type=Constant]; +"0 Input" -> "1 Input/fq_output_0" [label="[3, 5]", style=solid]; +"1 Input/fq_output_0" -> "2 MatMul" [label="[3, 5]", style=solid]; +"2 MatMul" -> "3 Add" [label="[3, 2]", style=solid]; +"3 Add" -> "4 Result" [label="[3, 2]", style=solid]; +"5 Constant_4429" -> "3 Add" [label="[1, 2]", style=solid]; +"6 MatMul/fq_weights_1" -> "2 MatMul" [label="[5, 2]", style=solid]; +"7 Constant_6480" -> "6 MatMul/fq_weights_1" [label="[5, 1]", style=solid]; +"8 Constant_6479" -> "6 MatMul/fq_weights_1" [label="[5, 1]", style=solid]; +"9 Constant_6478" -> "6 MatMul/fq_weights_1" [label="[5, 1]", style=solid]; +"10 Constant_6477" -> "6 MatMul/fq_weights_1" [label="[5, 1]", style=solid]; +"11 Constant_4427" -> "6 MatMul/fq_weights_1" [label="[5, 2]", style=solid]; +"12 Constant_6475" -> "1 Input/fq_output_0" [label="[]", style=solid]; +"13 Constant_6474" -> "1 Input/fq_output_0" [label="[]", style=solid]; +"14 Constant_6473" -> "1 Input/fq_output_0" [label="[]", style=solid]; +"15 Constant_6472" -> "1 Input/fq_output_0" [label="[]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/MatmulSoftmaxMatmulBlock.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/MatmulSoftmaxMatmulBlock.dot deleted file mode 120000 index 5af75360301..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/quantized/MatmulSoftmaxMatmulBlock.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/quantized/MatmulSoftmaxMatmulBlock.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/MatmulSoftmaxMatmulBlock.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/MatmulSoftmaxMatmulBlock.dot new file mode 100644 index 00000000000..76e0ecd3ac6 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/MatmulSoftmaxMatmulBlock.dot @@ -0,0 +1,38 @@ +strict digraph { +"0 Input" [id=0, type=Parameter]; +"1 MatMul_1/fq_input_0" [id=1, type=FakeQuantize]; +"2 Squeeze_1" [id=2, type=Squeeze]; +"3 MatMul_1" [id=3, type=MatMul]; +"4 MatMul_2" [id=4, type=MatMul]; +"5 Softmax_1" [id=5, type=Softmax]; +"6 Result" [id=6, type=Result]; +"7 Constant_2" [id=7, type=Constant]; +"8 MatMul_1/fq_weights_1" [id=8, type=FakeQuantize]; +"9 Constant_2199" [id=9, type=Constant]; +"10 Constant_2198" [id=10, type=Constant]; +"11 Constant_2197" [id=11, type=Constant]; +"12 Constant_2196" [id=12, type=Constant]; +"13 Constant_4" [id=13, type=Constant]; +"14 Constant_2194" [id=14, type=Constant]; +"15 Constant_2193" [id=15, type=Constant]; +"16 Constant_2192" [id=16, type=Constant]; +"17 Constant_2191" [id=17, type=Constant]; +"0 Input" -> "1 MatMul_1/fq_input_0" [label="[1, 1, 1]", style=solid]; +"0 Input" -> "2 Squeeze_1" [label="[1, 1, 1]", style=solid]; +"1 MatMul_1/fq_input_0" -> "3 MatMul_1" [label="[1, 1, 1]", style=solid]; +"2 Squeeze_1" -> "4 MatMul_2" [label="[1, 1]", style=solid]; +"3 MatMul_1" -> "5 Softmax_1" [label="[1, 1, 1]", style=solid]; +"4 MatMul_2" -> "6 Result" [label="[1, 1, 1]", style=solid]; +"5 Softmax_1" -> "4 MatMul_2" [label="[1, 1, 1]", style=solid]; +"7 Constant_2" -> "2 Squeeze_1" [label="[]", style=dashed]; +"8 MatMul_1/fq_weights_1" -> "3 MatMul_1" [label="[1, 1]", style=solid]; +"9 Constant_2199" -> "8 MatMul_1/fq_weights_1" [label="[1, 1]", style=solid]; +"10 Constant_2198" -> "8 MatMul_1/fq_weights_1" [label="[1, 1]", style=solid]; +"11 Constant_2197" -> "8 MatMul_1/fq_weights_1" [label="[1, 1]", style=solid]; +"12 Constant_2196" -> "8 MatMul_1/fq_weights_1" [label="[1, 1]", style=solid]; +"13 Constant_4" -> "8 MatMul_1/fq_weights_1" [label="[1, 1]", style=solid]; +"14 Constant_2194" -> "1 MatMul_1/fq_input_0" [label="[]", style=solid]; +"15 Constant_2193" -> "1 MatMul_1/fq_input_0" [label="[]", style=solid]; +"16 Constant_2192" -> "1 MatMul_1/fq_input_0" [label="[]", style=solid]; +"17 Constant_2191" -> "1 MatMul_1/fq_input_0" [label="[]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/ScaleShiftReluModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/ScaleShiftReluModel.dot deleted file mode 120000 index 0843c2335c0..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/quantized/ScaleShiftReluModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/quantized/ScaleShiftReluModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/ScaleShiftReluModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/ScaleShiftReluModel.dot new file mode 100644 index 00000000000..6044c82c814 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/ScaleShiftReluModel.dot @@ -0,0 +1,73 @@ +strict digraph { +"0 Input" [id=0, type=Parameter]; +"1 Input/fq_output_0" [id=1, type=FakeQuantize]; +"2 MatMul" [id=2, type=MatMul]; +"3 MatMul/fq_output_0" [id=3, type=FakeQuantize]; +"4 Mul" [id=4, type=Multiply]; +"5 Add" [id=5, type=Add]; +"6 Relu" [id=6, type=Relu]; +"7 Relu/fq_output_0" [id=7, type=FakeQuantize]; +"8 MatMul2" [id=8, type=MatMul]; +"9 Result" [id=9, type=Result]; +"10 MatMul2/fq_weights_1" [id=10, type=FakeQuantize]; +"11 Constant_2156" [id=11, type=Constant]; +"12 Constant_2155" [id=12, type=Constant]; +"13 Constant_2154" [id=13, type=Constant]; +"14 Constant_2153" [id=14, type=Constant]; +"15 Constant_8" [id=15, type=Constant]; +"16 Constant_2146" [id=16, type=Constant]; +"17 Constant_2145" [id=17, type=Constant]; +"18 Constant_2144" [id=18, type=Constant]; +"19 Constant_2143" [id=19, type=Constant]; +"20 Constant_5" [id=20, type=Constant]; +"21 Constant_3" [id=21, type=Constant]; +"22 Constant_2141" [id=22, type=Constant]; +"23 Constant_2140" [id=23, type=Constant]; +"24 Constant_2139" [id=24, type=Constant]; +"25 Constant_2138" [id=25, type=Constant]; +"26 MatMul/fq_weights_1" [id=26, type=FakeQuantize]; +"27 Constant_2151" [id=27, type=Constant]; +"28 Constant_2150" [id=28, type=Constant]; +"29 Constant_2149" [id=29, type=Constant]; +"30 Constant_2148" [id=30, type=Constant]; +"31 Constant_1" [id=31, type=Constant]; +"32 Constant_2136" [id=32, type=Constant]; +"33 Constant_2135" [id=33, type=Constant]; +"34 Constant_2134" [id=34, type=Constant]; +"35 Constant_2133" [id=35, type=Constant]; +"0 Input" -> "1 Input/fq_output_0" [label="[3, 5]", style=solid]; +"1 Input/fq_output_0" -> "2 MatMul" [label="[3, 5]", style=solid]; +"2 MatMul" -> "3 MatMul/fq_output_0" [label="[3, 2]", style=solid]; +"3 MatMul/fq_output_0" -> "4 Mul" [label="[3, 2]", style=solid]; +"4 Mul" -> "5 Add" [label="[3, 2]", style=solid]; +"5 Add" -> "6 Relu" [label="[3, 2]", style=solid]; +"6 Relu" -> "7 Relu/fq_output_0" [label="[3, 2]", style=solid]; +"7 Relu/fq_output_0" -> "8 MatMul2" [label="[3, 2]", style=solid]; +"8 MatMul2" -> "9 Result" [label="[3, 4]", style=solid]; +"10 MatMul2/fq_weights_1" -> "8 MatMul2" [label="[2, 4]", style=solid]; +"11 Constant_2156" -> "10 MatMul2/fq_weights_1" [label="[2, 1]", style=solid]; +"12 Constant_2155" -> "10 MatMul2/fq_weights_1" [label="[2, 1]", style=solid]; +"13 Constant_2154" -> "10 MatMul2/fq_weights_1" [label="[2, 1]", style=solid]; +"14 Constant_2153" -> "10 MatMul2/fq_weights_1" [label="[2, 1]", style=solid]; +"15 Constant_8" -> "10 MatMul2/fq_weights_1" [label="[2, 4]", style=solid]; +"16 Constant_2146" -> "7 Relu/fq_output_0" [label="[]", style=solid]; +"17 Constant_2145" -> "7 Relu/fq_output_0" [label="[]", style=solid]; +"18 Constant_2144" -> "7 Relu/fq_output_0" [label="[]", style=solid]; +"19 Constant_2143" -> "7 Relu/fq_output_0" [label="[]", style=solid]; +"20 Constant_5" -> "5 Add" [label="[1, 2]", style=solid]; +"21 Constant_3" -> "4 Mul" [label="[1, 2]", style=solid]; +"22 Constant_2141" -> "3 MatMul/fq_output_0" [label="[]", style=solid]; +"23 Constant_2140" -> "3 MatMul/fq_output_0" [label="[]", style=solid]; +"24 Constant_2139" -> "3 MatMul/fq_output_0" [label="[]", style=solid]; +"25 Constant_2138" -> "3 MatMul/fq_output_0" [label="[]", style=solid]; +"26 MatMul/fq_weights_1" -> "2 MatMul" [label="[5, 2]", style=solid]; +"27 Constant_2151" -> "26 MatMul/fq_weights_1" [label="[5, 1]", style=solid]; +"28 Constant_2150" -> "26 MatMul/fq_weights_1" [label="[5, 1]", style=solid]; +"29 Constant_2149" -> "26 MatMul/fq_weights_1" [label="[5, 1]", style=solid]; +"30 Constant_2148" -> "26 MatMul/fq_weights_1" [label="[5, 1]", style=solid]; +"31 Constant_1" -> "26 MatMul/fq_weights_1" [label="[5, 2]", style=solid]; +"32 Constant_2136" -> "1 Input/fq_output_0" [label="[]", style=solid]; +"33 Constant_2135" -> "1 Input/fq_output_0" [label="[]", style=solid]; +"34 Constant_2134" -> "1 Input/fq_output_0" [label="[]", style=solid]; +"35 Constant_2133" -> "1 Input/fq_output_0" [label="[]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/SeBlockModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/SeBlockModel.dot deleted file mode 120000 index 8dbbc00598d..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/quantized/SeBlockModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/quantized/SeBlockModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/SeBlockModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/SeBlockModel.dot new file mode 100644 index 00000000000..2553a125010 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/SeBlockModel.dot @@ -0,0 +1,104 @@ +strict digraph { +"0 Input" [id=0, type=Parameter]; +"1 Input/fq_output_0" [id=1, type=FakeQuantize]; +"2 Conv0" [id=2, type=Convolution]; +"3 Add0" [id=3, type=Add]; +"4 Add0/fq_output_0" [id=4, type=FakeQuantize]; +"5 Mul" [id=5, type=Multiply]; +"6 ReduceMean_31402" [id=6, type=ReduceMean]; +"7 Mul/fq_output_0" [id=7, type=FakeQuantize]; +"8 Conv" [id=8, type=Convolution]; +"9 MatMul" [id=9, type=MatMul]; +"10 Add" [id=10, type=Add]; +"11 Result" [id=11, type=Result]; +"12 Relu" [id=12, type=Relu]; +"13 Conv2" [id=13, type=Convolution]; +"14 Add2" [id=14, type=Add]; +"15 Sigmoid" [id=15, type=Sigmoid]; +"16 Sigmoid/fq_output_0" [id=16, type=FakeQuantize]; +"17 MatMul/fq_weights_1" [id=17, type=FakeQuantize]; +"18 Constant_33914" [id=18, type=Constant]; +"19 Constant_33913" [id=19, type=Constant]; +"20 Constant_33912" [id=20, type=Constant]; +"21 Constant_33911" [id=21, type=Constant]; +"22 Constant_31414" [id=22, type=Constant]; +"23 Constant_33909" [id=23, type=Constant]; +"24 Constant_33908" [id=24, type=Constant]; +"25 Constant_33907" [id=25, type=Constant]; +"26 Constant_33906" [id=26, type=Constant]; +"27 Constant_33904" [id=27, type=Constant]; +"28 Constant_33903" [id=28, type=Constant]; +"29 Constant_33902" [id=29, type=Constant]; +"30 Constant_33901" [id=30, type=Constant]; +"31 Constant_31410" [id=31, type=Constant]; +"32 Constant_31408" [id=32, type=Constant]; +"33 Constant_31405" [id=33, type=Constant]; +"34 Constant_31403" [id=34, type=Constant]; +"35 Constant_31401" [id=35, type=Constant]; +"36 Constant_33899" [id=36, type=Constant]; +"37 Constant_33898" [id=37, type=Constant]; +"38 Constant_33897" [id=38, type=Constant]; +"39 Constant_33896" [id=39, type=Constant]; +"40 Constant_31399" [id=40, type=Constant]; +"41 Conv0/fq_weights_1" [id=41, type=FakeQuantize]; +"42 Constant_33894" [id=42, type=Constant]; +"43 Constant_33893" [id=43, type=Constant]; +"44 Constant_33892" [id=44, type=Constant]; +"45 Constant_33891" [id=45, type=Constant]; +"46 Constant_31397" [id=46, type=Constant]; +"47 Constant_33889" [id=47, type=Constant]; +"48 Constant_33888" [id=48, type=Constant]; +"49 Constant_33887" [id=49, type=Constant]; +"50 Constant_33886" [id=50, type=Constant]; +"0 Input" -> "1 Input/fq_output_0" [label="[1, 3, 5, 6]", style=solid]; +"1 Input/fq_output_0" -> "2 Conv0" [label="[1, 3, 5, 6]", style=solid]; +"2 Conv0" -> "3 Add0" [label="[1, 3, 5, 6]", style=solid]; +"3 Add0" -> "4 Add0/fq_output_0" [label="[1, 3, 5, 6]", style=solid]; +"4 Add0/fq_output_0" -> "5 Mul" [label="[1, 3, 5, 6]", style=solid]; +"4 Add0/fq_output_0" -> "6 ReduceMean_31402" [label="[1, 3, 5, 6]", style=solid]; +"5 Mul" -> "7 Mul/fq_output_0" [label="[1, 3, 5, 6]", style=solid]; +"6 ReduceMean_31402" -> "8 Conv" [label="[1, 3, 1, 1]", style=solid]; +"7 Mul/fq_output_0" -> "9 MatMul" [label="[1, 3, 5, 6]", style=solid]; +"8 Conv" -> "10 Add" [label="[1, 5, 1, 1]", style=solid]; +"9 MatMul" -> "11 Result" [label="[1, 3, 5, 5]", style=solid]; +"10 Add" -> "12 Relu" [label="[1, 5, 1, 1]", style=solid]; +"12 Relu" -> "13 Conv2" [label="[1, 5, 1, 1]", style=solid]; +"13 Conv2" -> "14 Add2" [label="[1, 3, 1, 1]", style=solid]; +"14 Add2" -> "15 Sigmoid" [label="[1, 3, 1, 1]", style=solid]; +"15 Sigmoid" -> "16 Sigmoid/fq_output_0" [label="[1, 3, 1, 1]", style=solid]; +"16 Sigmoid/fq_output_0" -> "5 Mul" [label="[1, 3, 1, 1]", style=solid]; +"17 MatMul/fq_weights_1" -> "9 MatMul" [label="[6, 5]", style=solid]; +"18 Constant_33914" -> "17 MatMul/fq_weights_1" [label="[1, 5]", style=solid]; +"19 Constant_33913" -> "17 MatMul/fq_weights_1" [label="[1, 5]", style=solid]; +"20 Constant_33912" -> "17 MatMul/fq_weights_1" [label="[1, 5]", style=solid]; +"21 Constant_33911" -> "17 MatMul/fq_weights_1" [label="[1, 5]", style=solid]; +"22 Constant_31414" -> "17 MatMul/fq_weights_1" [label="[6, 5]", style=solid]; +"23 Constant_33909" -> "7 Mul/fq_output_0" [label="[]", style=solid]; +"24 Constant_33908" -> "7 Mul/fq_output_0" [label="[]", style=solid]; +"25 Constant_33907" -> "7 Mul/fq_output_0" [label="[]", style=solid]; +"26 Constant_33906" -> "7 Mul/fq_output_0" [label="[]", style=solid]; +"27 Constant_33904" -> "16 Sigmoid/fq_output_0" [label="[]", style=solid]; +"28 Constant_33903" -> "16 Sigmoid/fq_output_0" [label="[]", style=solid]; +"29 Constant_33902" -> "16 Sigmoid/fq_output_0" [label="[]", style=solid]; +"30 Constant_33901" -> "16 Sigmoid/fq_output_0" [label="[]", style=solid]; +"31 Constant_31410" -> "14 Add2" [label="[1, 3, 1, 1]", style=solid]; +"32 Constant_31408" -> "13 Conv2" [label="[3, 5, 1, 1]", style=solid]; +"33 Constant_31405" -> "10 Add" [label="[1, 5, 1, 1]", style=solid]; +"34 Constant_31403" -> "8 Conv" [label="[5, 3, 1, 1]", style=solid]; +"35 Constant_31401" -> "6 ReduceMean_31402" [label="[2]", style=dashed]; +"36 Constant_33899" -> "4 Add0/fq_output_0" [label="[]", style=solid]; +"37 Constant_33898" -> "4 Add0/fq_output_0" [label="[]", style=solid]; +"38 Constant_33897" -> "4 Add0/fq_output_0" [label="[]", style=solid]; +"39 Constant_33896" -> "4 Add0/fq_output_0" [label="[]", style=solid]; +"40 Constant_31399" -> "3 Add0" [label="[1, 3, 1, 1]", style=solid]; +"41 Conv0/fq_weights_1" -> "2 Conv0" [label="[3, 3, 1, 1]", style=solid]; +"42 Constant_33894" -> "41 Conv0/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"43 Constant_33893" -> "41 Conv0/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"44 Constant_33892" -> "41 Conv0/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"45 Constant_33891" -> "41 Conv0/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"46 Constant_31397" -> "41 Conv0/fq_weights_1" [label="[3, 3, 1, 1]", style=solid]; +"47 Constant_33889" -> "1 Input/fq_output_0" [label="[]", style=solid]; +"48 Constant_33888" -> "1 Input/fq_output_0" [label="[]", style=solid]; +"49 Constant_33887" -> "1 Input/fq_output_0" [label="[]", style=solid]; +"50 Constant_33886" -> "1 Input/fq_output_0" [label="[]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/ShapeOfModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/ShapeOfModel.dot deleted file mode 120000 index 2519aba5a06..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/quantized/ShapeOfModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/quantized/ShapeOfModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/ShapeOfModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/ShapeOfModel.dot new file mode 100644 index 00000000000..036af485468 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/ShapeOfModel.dot @@ -0,0 +1,123 @@ +strict digraph { +"0 Input" [id=0, type=Parameter]; +"1 Input/fq_output_0" [id=1, type=FakeQuantize]; +"2 Conv_1" [id=2, type=Convolution]; +"3 Conv_Add_1" [id=3, type=Add]; +"4 Conv_Add_1/fq_output_0" [id=4, type=FakeQuantize]; +"5 Reshape_1" [id=5, type=Reshape]; +"6 ShapeOf_1" [id=6, type=ShapeOf]; +"7 Transpose" [id=7, type=Transpose]; +"8 Gather_96538" [id=8, type=Gather]; +"9 Conv_2" [id=9, type=Convolution]; +"10 Concat_96541" [id=10, type=Concat]; +"11 Conv_Add_2" [id=11, type=Add]; +"12 Conv_Add_2/fq_output_0" [id=12, type=FakeQuantize]; +"13 Reshape_2" [id=13, type=Reshape]; +"14 ShapeOf_2" [id=14, type=ShapeOf]; +"15 Conv_3" [id=15, type=Convolution]; +"16 Convert_1" [id=16, type=Convert]; +"17 Conv_Add_3" [id=17, type=Add]; +"18 Multiply" [id=18, type=Multiply]; +"19 Result" [id=19, type=Result]; +"20 Convert_2" [id=20, type=Convert]; +"21 Bias_3" [id=21, type=Constant]; +"22 Conv_3/fq_weights_1" [id=22, type=FakeQuantize]; +"23 Constant_98766" [id=23, type=Constant]; +"24 Constant_98765" [id=24, type=Constant]; +"25 Constant_98764" [id=25, type=Constant]; +"26 Constant_98763" [id=26, type=Constant]; +"27 Constant_96567" [id=27, type=Constant]; +"28 Constant_96553" [id=28, type=Constant]; +"29 Constant_98746" [id=29, type=Constant]; +"30 Constant_98745" [id=30, type=Constant]; +"31 Constant_98744" [id=31, type=Constant]; +"32 Constant_98743" [id=32, type=Constant]; +"33 Bias_2" [id=33, type=Constant]; +"34 Conv_2/fq_weights_1" [id=34, type=FakeQuantize]; +"35 Constant_98761" [id=35, type=Constant]; +"36 Constant_98760" [id=36, type=Constant]; +"37 Constant_98759" [id=37, type=Constant]; +"38 Constant_98758" [id=38, type=Constant]; +"39 Constant_96547" [id=39, type=Constant]; +"40 Constant_96545" [id=40, type=Constant]; +"41 Constant_96537" [id=41, type=Constant]; +"42 Constant_96536" [id=42, type=Constant]; +"43 Constant_98741" [id=43, type=Constant]; +"44 Constant_98740" [id=44, type=Constant]; +"45 Constant_98739" [id=45, type=Constant]; +"46 Constant_98738" [id=46, type=Constant]; +"47 Bias_1" [id=47, type=Constant]; +"48 Conv_1/fq_weights_1" [id=48, type=FakeQuantize]; +"49 Constant_98756" [id=49, type=Constant]; +"50 Constant_98755" [id=50, type=Constant]; +"51 Constant_98754" [id=51, type=Constant]; +"52 Constant_98753" [id=52, type=Constant]; +"53 Constant_96531" [id=53, type=Constant]; +"54 Constant_98751" [id=54, type=Constant]; +"55 Constant_98750" [id=55, type=Constant]; +"56 Constant_98749" [id=56, type=Constant]; +"57 Constant_98748" [id=57, type=Constant]; +"58 Constant_96540" [id=58, type=Constant]; +"59 Constant_96539" [id=59, type=Constant]; +"0 Input" -> "1 Input/fq_output_0" [label="[1, 3, 4, 2]", style=solid]; +"1 Input/fq_output_0" -> "2 Conv_1" [label="[1, 3, 4, 2]", style=solid]; +"2 Conv_1" -> "3 Conv_Add_1" [label="[1, 3, 4, 2]", style=solid]; +"3 Conv_Add_1" -> "4 Conv_Add_1/fq_output_0" [label="[1, 3, 4, 2]", style=solid]; +"4 Conv_Add_1/fq_output_0" -> "5 Reshape_1" [label="[1, 3, 4, 2]", style=solid]; +"4 Conv_Add_1/fq_output_0" -> "6 ShapeOf_1" [label="[1, 3, 4, 2]", style=solid]; +"5 Reshape_1" -> "7 Transpose" [label="[1, 3, 4, 2]", style=solid]; +"6 ShapeOf_1" -> "8 Gather_96538" [label="[4]", style=dashed]; +"7 Transpose" -> "9 Conv_2" [label="[1, 3, 2, 4]", style=solid]; +"8 Gather_96538" -> "10 Concat_96541" [label="[2]", style=dashed]; +"9 Conv_2" -> "11 Conv_Add_2" [label="[1, 3, 2, 4]", style=solid]; +"10 Concat_96541" -> "5 Reshape_1" [label="[4]", style=dashed]; +"11 Conv_Add_2" -> "12 Conv_Add_2/fq_output_0" [label="[1, 3, 2, 4]", style=solid]; +"12 Conv_Add_2/fq_output_0" -> "13 Reshape_2" [label="[1, 3, 2, 4]", style=solid]; +"12 Conv_Add_2/fq_output_0" -> "14 ShapeOf_2" [label="[1, 3, 2, 4]", style=solid]; +"13 Reshape_2" -> "15 Conv_3" [label="[1, 3, 2, 4]", style=solid]; +"14 ShapeOf_2" -> "16 Convert_1" [label="[4]", style=dashed]; +"15 Conv_3" -> "17 Conv_Add_3" [label="[1, 3, 2, 4]", style=solid]; +"16 Convert_1" -> "18 Multiply" [label="[4]", style=solid]; +"17 Conv_Add_3" -> "19 Result" [label="[1, 3, 2, 4]", style=solid]; +"18 Multiply" -> "20 Convert_2" [label="[4]", style=solid]; +"20 Convert_2" -> "13 Reshape_2" [label="[4]", style=dashed]; +"21 Bias_3" -> "17 Conv_Add_3" [label="[1, 3, 1, 1]", style=solid]; +"22 Conv_3/fq_weights_1" -> "15 Conv_3" [label="[3, 3, 1, 1]", style=solid]; +"23 Constant_98766" -> "22 Conv_3/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"24 Constant_98765" -> "22 Conv_3/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"25 Constant_98764" -> "22 Conv_3/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"26 Constant_98763" -> "22 Conv_3/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"27 Constant_96567" -> "22 Conv_3/fq_weights_1" [label="[3, 3, 1, 1]", style=solid]; +"28 Constant_96553" -> "18 Multiply" [label="[4]", style=solid]; +"29 Constant_98746" -> "12 Conv_Add_2/fq_output_0" [label="[]", style=solid]; +"30 Constant_98745" -> "12 Conv_Add_2/fq_output_0" [label="[]", style=solid]; +"31 Constant_98744" -> "12 Conv_Add_2/fq_output_0" [label="[]", style=solid]; +"32 Constant_98743" -> "12 Conv_Add_2/fq_output_0" [label="[]", style=solid]; +"33 Bias_2" -> "11 Conv_Add_2" [label="[1, 3, 1, 1]", style=solid]; +"34 Conv_2/fq_weights_1" -> "9 Conv_2" [label="[3, 3, 1, 1]", style=solid]; +"35 Constant_98761" -> "34 Conv_2/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"36 Constant_98760" -> "34 Conv_2/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"37 Constant_98759" -> "34 Conv_2/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"38 Constant_98758" -> "34 Conv_2/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"39 Constant_96547" -> "34 Conv_2/fq_weights_1" [label="[3, 3, 1, 1]", style=solid]; +"40 Constant_96545" -> "7 Transpose" [label="[4]", style=dashed]; +"41 Constant_96537" -> "8 Gather_96538" [label="[]", style=dashed]; +"42 Constant_96536" -> "8 Gather_96538" [label="[2]", style=dashed]; +"43 Constant_98741" -> "4 Conv_Add_1/fq_output_0" [label="[]", style=solid]; +"44 Constant_98740" -> "4 Conv_Add_1/fq_output_0" [label="[]", style=solid]; +"45 Constant_98739" -> "4 Conv_Add_1/fq_output_0" [label="[]", style=solid]; +"46 Constant_98738" -> "4 Conv_Add_1/fq_output_0" [label="[]", style=solid]; +"47 Bias_1" -> "3 Conv_Add_1" [label="[1, 3, 1, 1]", style=solid]; +"48 Conv_1/fq_weights_1" -> "2 Conv_1" [label="[3, 3, 1, 1]", style=solid]; +"49 Constant_98756" -> "48 Conv_1/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"50 Constant_98755" -> "48 Conv_1/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"51 Constant_98754" -> "48 Conv_1/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"52 Constant_98753" -> "48 Conv_1/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"53 Constant_96531" -> "48 Conv_1/fq_weights_1" [label="[3, 3, 1, 1]", style=solid]; +"54 Constant_98751" -> "1 Input/fq_output_0" [label="[]", style=solid]; +"55 Constant_98750" -> "1 Input/fq_output_0" [label="[]", style=solid]; +"56 Constant_98749" -> "1 Input/fq_output_0" [label="[]", style=solid]; +"57 Constant_98748" -> "1 Input/fq_output_0" [label="[]", style=solid]; +"58 Constant_96540" -> "10 Concat_96541" [label="[1]", style=dashed]; +"59 Constant_96539" -> "10 Concat_96541" [label="[1]", style=dashed]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/SharedConvModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/SharedConvModel.dot deleted file mode 120000 index e9e2a4e9d92..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/quantized/SharedConvModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/quantized/SharedConvModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/SharedConvModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/SharedConvModel.dot new file mode 100644 index 00000000000..7d5cf4429e2 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/SharedConvModel.dot @@ -0,0 +1,34 @@ +strict digraph { +"0 Input" [id=0, type=Parameter]; +"1 Input/fq_output_0" [id=1, type=FakeQuantize]; +"2 Conv_1" [id=2, type=Convolution]; +"3 Conv_2" [id=3, type=Convolution]; +"4 Result_1" [id=4, type=Result]; +"5 Result_2" [id=5, type=Result]; +"6 Conv_1/fq_weights_1" [id=6, type=FakeQuantize]; +"7 Constant_2070" [id=7, type=Constant]; +"8 Constant_2069" [id=8, type=Constant]; +"9 Constant_2068" [id=9, type=Constant]; +"10 Constant_2067" [id=10, type=Constant]; +"11 Shared_conv_w" [id=11, type=Constant]; +"12 Constant_2065" [id=12, type=Constant]; +"13 Constant_2064" [id=13, type=Constant]; +"14 Constant_2063" [id=14, type=Constant]; +"15 Constant_2062" [id=15, type=Constant]; +"0 Input" -> "1 Input/fq_output_0" [label="[1, 3, 3, 3]", style=solid]; +"1 Input/fq_output_0" -> "2 Conv_1" [label="[1, 3, 3, 3]", style=solid]; +"1 Input/fq_output_0" -> "3 Conv_2" [label="[1, 3, 3, 3]", style=solid]; +"2 Conv_1" -> "4 Result_1" [label="[1, 3, 3, 3]", style=solid]; +"3 Conv_2" -> "5 Result_2" [label="[1, 3, 3, 3]", style=solid]; +"6 Conv_1/fq_weights_1" -> "2 Conv_1" [label="[3, 3, 1, 1]", style=solid]; +"6 Conv_1/fq_weights_1" -> "3 Conv_2" [label="[3, 3, 1, 1]", style=solid]; +"7 Constant_2070" -> "6 Conv_1/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"8 Constant_2069" -> "6 Conv_1/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"9 Constant_2068" -> "6 Conv_1/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"10 Constant_2067" -> "6 Conv_1/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"11 Shared_conv_w" -> "6 Conv_1/fq_weights_1" [label="[3, 3, 1, 1]", style=solid]; +"12 Constant_2065" -> "1 Input/fq_output_0" [label="[]", style=solid]; +"13 Constant_2064" -> "1 Input/fq_output_0" [label="[]", style=solid]; +"14 Constant_2063" -> "1 Input/fq_output_0" [label="[]", style=solid]; +"15 Constant_2062" -> "1 Input/fq_output_0" [label="[]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/UnifiedEmbeddingModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/UnifiedEmbeddingModel.dot deleted file mode 120000 index 53096448b08..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/quantized/UnifiedEmbeddingModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/quantized/UnifiedEmbeddingModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/UnifiedEmbeddingModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/UnifiedEmbeddingModel.dot new file mode 100644 index 00000000000..24cd2d4545e --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/UnifiedEmbeddingModel.dot @@ -0,0 +1,78 @@ +strict digraph { +"0 Input" [id=0, type=Parameter]; +"1 Convert_1" [id=1, type=Convert]; +"2 MatMul_1/fq_input_0" [id=2, type=FakeQuantize]; +"3 Gather_1" [id=3, type=Gather]; +"4 MatMul_1" [id=4, type=MatMul]; +"5 Concat_12" [id=5, type=Concat]; +"6 MatMul_1/fq_output_0" [id=6, type=FakeQuantize]; +"7 MatMul_2" [id=7, type=MatMul]; +"8 Reshape_1" [id=8, type=Reshape]; +"9 Result" [id=9, type=Result]; +"10 MatMul_2/fq_weights_1" [id=10, type=FakeQuantize]; +"11 Constant_2323" [id=11, type=Constant]; +"12 Constant_2322" [id=12, type=Constant]; +"13 Constant_2321" [id=13, type=Constant]; +"14 Constant_2320" [id=14, type=Constant]; +"15 matmul_2_data" [id=15, type=Constant]; +"16 Constant_8" [id=16, type=Constant]; +"17 Constant_2303" [id=17, type=Constant]; +"18 Constant_2302" [id=18, type=Constant]; +"19 Constant_2301" [id=19, type=Constant]; +"20 Constant_2300" [id=20, type=Constant]; +"21 MatMul_1/fq_weights_1" [id=21, type=FakeQuantize]; +"22 Constant_2318" [id=22, type=Constant]; +"23 Constant_2317" [id=23, type=Constant]; +"24 Constant_2316" [id=24, type=Constant]; +"25 Constant_2315" [id=25, type=Constant]; +"26 matmul_1_data" [id=26, type=Constant]; +"27 Constant_2313" [id=27, type=Constant]; +"28 Constant_2312" [id=28, type=Constant]; +"29 Constant_2311" [id=29, type=Constant]; +"30 Constant_2310" [id=30, type=Constant]; +"31 Constant_4" [id=31, type=Constant]; +"32 Gather_1/fq_weights_0" [id=32, type=FakeQuantize]; +"33 Constant_2308" [id=33, type=Constant]; +"34 Constant_2307" [id=34, type=Constant]; +"35 Constant_2306" [id=35, type=Constant]; +"36 Constant_2305" [id=36, type=Constant]; +"37 gather_1_data" [id=37, type=Constant]; +"0 Input" -> "1 Convert_1" [label="[1, 3]", style=solid]; +"0 Input" -> "2 MatMul_1/fq_input_0" [label="[1, 3]", style=solid]; +"1 Convert_1" -> "3 Gather_1" [label="[1, 3]", style=dashed]; +"2 MatMul_1/fq_input_0" -> "4 MatMul_1" [label="[1, 3]", style=solid]; +"3 Gather_1" -> "5 Concat_12" [label="[1, 3, 5]", style=solid]; +"4 MatMul_1" -> "6 MatMul_1/fq_output_0" [label="[3, 1, 5]", style=solid]; +"5 Concat_12" -> "7 MatMul_2" [label="[1, 6, 5]", style=solid]; +"6 MatMul_1/fq_output_0" -> "8 Reshape_1" [label="[3, 1, 5]", style=solid]; +"7 MatMul_2" -> "9 Result" [label="[1, 6, 1]", style=solid]; +"8 Reshape_1" -> "5 Concat_12" [label="[1, 3, 5]", style=solid]; +"10 MatMul_2/fq_weights_1" -> "7 MatMul_2" [label="[1, 5]", style=solid]; +"11 Constant_2323" -> "10 MatMul_2/fq_weights_1" [label="[1, 1]", style=solid]; +"12 Constant_2322" -> "10 MatMul_2/fq_weights_1" [label="[1, 1]", style=solid]; +"13 Constant_2321" -> "10 MatMul_2/fq_weights_1" [label="[1, 1]", style=solid]; +"14 Constant_2320" -> "10 MatMul_2/fq_weights_1" [label="[1, 1]", style=solid]; +"15 matmul_2_data" -> "10 MatMul_2/fq_weights_1" [label="[1, 5]", style=solid]; +"16 Constant_8" -> "8 Reshape_1" [label="[3]", style=dashed]; +"17 Constant_2303" -> "6 MatMul_1/fq_output_0" [label="[]", style=solid]; +"18 Constant_2302" -> "6 MatMul_1/fq_output_0" [label="[]", style=solid]; +"19 Constant_2301" -> "6 MatMul_1/fq_output_0" [label="[]", style=solid]; +"20 Constant_2300" -> "6 MatMul_1/fq_output_0" [label="[]", style=solid]; +"21 MatMul_1/fq_weights_1" -> "4 MatMul_1" [label="[3, 3, 5]", style=solid]; +"22 Constant_2318" -> "21 MatMul_1/fq_weights_1" [label="[3, 1, 5]", style=solid]; +"23 Constant_2317" -> "21 MatMul_1/fq_weights_1" [label="[3, 1, 5]", style=solid]; +"24 Constant_2316" -> "21 MatMul_1/fq_weights_1" [label="[3, 1, 5]", style=solid]; +"25 Constant_2315" -> "21 MatMul_1/fq_weights_1" [label="[3, 1, 5]", style=solid]; +"26 matmul_1_data" -> "21 MatMul_1/fq_weights_1" [label="[3, 3, 5]", style=solid]; +"27 Constant_2313" -> "2 MatMul_1/fq_input_0" [label="[]", style=solid]; +"28 Constant_2312" -> "2 MatMul_1/fq_input_0" [label="[]", style=solid]; +"29 Constant_2311" -> "2 MatMul_1/fq_input_0" [label="[]", style=solid]; +"30 Constant_2310" -> "2 MatMul_1/fq_input_0" [label="[]", style=solid]; +"31 Constant_4" -> "3 Gather_1" [label="[]", style=dashed]; +"32 Gather_1/fq_weights_0" -> "3 Gather_1" [label="[4, 5]", style=solid]; +"33 Constant_2308" -> "32 Gather_1/fq_weights_0" [label="[]", style=solid]; +"34 Constant_2307" -> "32 Gather_1/fq_weights_0" [label="[]", style=solid]; +"35 Constant_2306" -> "32 Gather_1/fq_weights_0" [label="[]", style=solid]; +"36 Constant_2305" -> "32 Gather_1/fq_weights_0" [label="[]", style=solid]; +"37 gather_1_data" -> "32 Gather_1/fq_weights_0" [label="[4, 5]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/WeightsModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/WeightsModel.dot deleted file mode 120000 index d21f9c32761..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/quantized/WeightsModel.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/quantized/WeightsModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/WeightsModel.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/WeightsModel.dot new file mode 100644 index 00000000000..c61a2ce4397 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/WeightsModel.dot @@ -0,0 +1,122 @@ +strict digraph { +"0 Input_1" [id=0, type=Parameter]; +"1 Input_1/fq_output_0" [id=1, type=FakeQuantize]; +"2 Conv" [id=2, type=Convolution]; +"3 Conv/fq_output_0" [id=3, type=FakeQuantize]; +"4 Conv_backprop" [id=4, type=ConvolutionBackpropData]; +"5 Conv_backprop/fq_output_0" [id=5, type=FakeQuantize]; +"6 MatMul_1" [id=6, type=MatMul]; +"7 MatMul_1/fq_output_0" [id=7, type=FakeQuantize]; +"8 MatMul" [id=8, type=MatMul]; +"9 MatMul_0" [id=9, type=MatMul]; +"10 Add_15" [id=10, type=Add]; +"11 MatMul_0/fq_output_0" [id=11, type=FakeQuantize]; +"12 Result" [id=12, type=Result]; +"13 Constant_2959" [id=13, type=Constant]; +"14 Constant_2958" [id=14, type=Constant]; +"15 Constant_2957" [id=15, type=Constant]; +"16 Constant_2956" [id=16, type=Constant]; +"17 MatMul_1/fq_weights_1" [id=17, type=FakeQuantize]; +"18 Constant_2964" [id=18, type=Constant]; +"19 Constant_2963" [id=19, type=Constant]; +"20 Constant_2962" [id=20, type=Constant]; +"21 Constant_2961" [id=21, type=Constant]; +"22 weights_1" [id=22, type=Constant]; +"23 Constant_2949" [id=23, type=Constant]; +"24 Constant_2948" [id=24, type=Constant]; +"25 Constant_2947" [id=25, type=Constant]; +"26 Constant_2946" [id=26, type=Constant]; +"27 Constant_5" [id=27, type=Constant]; +"28 Conv_backprop/fq_weights_1" [id=28, type=FakeQuantize]; +"29 Constant_2954" [id=29, type=Constant]; +"30 Constant_2953" [id=30, type=Constant]; +"31 Constant_2952" [id=31, type=Constant]; +"32 Constant_2951" [id=32, type=Constant]; +"33 Constant_4" [id=33, type=Constant]; +"34 Constant_2939" [id=34, type=Constant]; +"35 Constant_2938" [id=35, type=Constant]; +"36 Constant_2937" [id=36, type=Constant]; +"37 Constant_2936" [id=37, type=Constant]; +"38 Conv/fq_weights_1" [id=38, type=FakeQuantize]; +"39 Constant_2944" [id=39, type=Constant]; +"40 Constant_2943" [id=40, type=Constant]; +"41 Constant_2942" [id=41, type=Constant]; +"42 Constant_2941" [id=42, type=Constant]; +"43 Constant_2" [id=43, type=Constant]; +"44 Constant_2934" [id=44, type=Constant]; +"45 Constant_2933" [id=45, type=Constant]; +"46 Constant_2932" [id=46, type=Constant]; 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Constant_2963" -> "17 MatMul_1/fq_weights_1" [label="[1, 4]", style=solid]; +"20 Constant_2962" -> "17 MatMul_1/fq_weights_1" [label="[1, 4]", style=solid]; +"21 Constant_2961" -> "17 MatMul_1/fq_weights_1" [label="[1, 4]", style=solid]; +"22 weights_1" -> "17 MatMul_1/fq_weights_1" [label="[1, 4]", style=solid]; +"22 weights_1" -> "58 MatMul_const" [label="[1, 4]", style=solid]; +"23 Constant_2949" -> "5 Conv_backprop/fq_output_0" [label="[]", style=solid]; +"24 Constant_2948" -> "5 Conv_backprop/fq_output_0" [label="[]", style=solid]; +"25 Constant_2947" -> "5 Conv_backprop/fq_output_0" [label="[]", style=solid]; +"26 Constant_2946" -> "5 Conv_backprop/fq_output_0" [label="[]", style=solid]; +"27 Constant_5" -> "4 Conv_backprop" [label="[2]", style=dashed]; +"28 Conv_backprop/fq_weights_1" -> "4 Conv_backprop" [label="[3, 3, 1, 1]", style=solid]; +"29 Constant_2954" -> "28 Conv_backprop/fq_weights_1" [label="[1, 3, 1, 1]", style=solid]; +"30 Constant_2953" -> "28 Conv_backprop/fq_weights_1" [label="[1, 3, 1, 1]", style=solid]; +"31 Constant_2952" -> "28 Conv_backprop/fq_weights_1" [label="[1, 3, 1, 1]", style=solid]; +"32 Constant_2951" -> "28 Conv_backprop/fq_weights_1" [label="[1, 3, 1, 1]", style=solid]; +"33 Constant_4" -> "28 Conv_backprop/fq_weights_1" [label="[3, 3, 1, 1]", style=solid]; +"34 Constant_2939" -> "3 Conv/fq_output_0" [label="[]", style=solid]; +"35 Constant_2938" -> "3 Conv/fq_output_0" [label="[]", style=solid]; +"36 Constant_2937" -> "3 Conv/fq_output_0" [label="[]", style=solid]; +"37 Constant_2936" -> "3 Conv/fq_output_0" [label="[]", style=solid]; +"38 Conv/fq_weights_1" -> "2 Conv" [label="[3, 3, 1, 1]", style=solid]; +"39 Constant_2944" -> "38 Conv/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"40 Constant_2943" -> "38 Conv/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"41 Constant_2942" -> "38 Conv/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"42 Constant_2941" -> "38 Conv/fq_weights_1" [label="[3, 1, 1, 1]", style=solid]; +"43 Constant_2" -> "38 Conv/fq_weights_1" [label="[3, 3, 1, 1]", style=solid]; +"44 Constant_2934" -> "1 Input_1/fq_output_0" [label="[]", style=solid]; +"45 Constant_2933" -> "1 Input_1/fq_output_0" [label="[]", style=solid]; +"46 Constant_2932" -> "1 Input_1/fq_output_0" [label="[]", style=solid]; +"47 Constant_2931" -> "1 Input_1/fq_output_0" [label="[]", style=solid]; +"48 Constant_2969" -> "11 MatMul_0/fq_output_0" [label="[]", style=solid]; +"49 Constant_2968" -> "11 MatMul_0/fq_output_0" [label="[]", style=solid]; +"50 Constant_2967" -> "11 MatMul_0/fq_output_0" [label="[]", style=solid]; +"51 Constant_2966" -> "11 MatMul_0/fq_output_0" [label="[]", style=solid]; +"52 MatMul_0/fq_weights_0" -> "9 MatMul_0" [label="[1, 1]", style=solid]; +"53 Constant_2974" -> "52 MatMul_0/fq_weights_0" [label="[1, 1]", style=solid]; +"54 Constant_2973" -> "52 MatMul_0/fq_weights_0" [label="[1, 1]", style=solid]; +"55 Constant_2972" -> "52 MatMul_0/fq_weights_0" [label="[1, 1]", style=solid]; +"56 Constant_2971" -> "52 MatMul_0/fq_weights_0" [label="[1, 1]", style=solid]; +"57 weights_0" -> "52 MatMul_0/fq_weights_0" [label="[1, 1]", style=solid]; +"57 weights_0" -> "58 MatMul_const" [label="[1, 1]", style=solid]; +"58 MatMul_const" -> "10 Add_15" [label="[4, 1]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/mobilenet-v2-pytorch_performance.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/mobilenet-v2-pytorch_performance.dot deleted file mode 120000 index 4d27a957555..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/quantized/mobilenet-v2-pytorch_performance.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/quantized/mobilenet-v2-pytorch_performance.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/mobilenet-v2-pytorch_performance.dot 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Constant_41472" [id=423, type=Constant]; +"424 Constant_41471" [id=424, type=Constant]; +"425 Constant_41470" [id=425, type=Constant]; +"426 Constant_41468" [id=426, type=Constant]; +"427 Constant_41467" [id=427, type=Constant]; +"428 Constant_41466" [id=428, type=Constant]; +"429 Constant_41465" [id=429, type=Constant]; +"430 Reshape_1322" [id=430, type=Constant]; +"431 /features/features.12/conv/conv.2/Conv/WithoutBiases/fq_weights_1" [id=431, type=FakeQuantize]; +"432 Constant_41463" [id=432, type=Constant]; +"433 Constant_41462" [id=433, type=Constant]; +"434 Constant_41461" [id=434, type=Constant]; +"435 Constant_41460" [id=435, type=Constant]; +"436 onnx^^Conv_643" [id=436, label="436 onnx::Conv_643", type=Constant]; +"437 Constant_41458" [id=437, type=Constant]; +"438 Constant_41457" [id=438, type=Constant]; +"439 Constant_41456" [id=439, type=Constant]; +"440 Constant_41455" [id=440, type=Constant]; +"441 Reshape_1303" [id=441, type=Constant]; +"442 /features/features.12/conv/conv.1/conv.1.0/Conv/WithoutBiases/fq_weights_1" [id=442, type=FakeQuantize]; +"443 Constant_41453" [id=443, type=Constant]; +"444 Constant_41452" [id=444, type=Constant]; +"445 Constant_41451" [id=445, type=Constant]; +"446 Constant_41450" [id=446, type=Constant]; +"447 Reshape_1251" [id=447, type=Constant]; +"448 Constant_41448" [id=448, type=Constant]; +"449 Constant_41447" [id=449, type=Constant]; +"450 Constant_41446" [id=450, type=Constant]; +"451 Constant_41445" [id=451, type=Constant]; +"452 Reshape_1236" [id=452, type=Constant]; +"453 /features/features.12/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [id=453, type=FakeQuantize]; +"454 Constant_41443" [id=454, type=Constant]; +"455 Constant_41442" [id=455, type=Constant]; +"456 Constant_41441" [id=456, type=Constant]; +"457 Constant_41440" [id=457, type=Constant]; +"458 onnx^^Conv_637" [id=458, label="458 onnx::Conv_637", type=Constant]; +"459 Constant_41438" [id=459, type=Constant]; +"460 Constant_41437" [id=460, type=Constant]; +"461 Constant_41436" [id=461, type=Constant]; +"462 Constant_41435" [id=462, type=Constant]; +"463 Reshape_1221" [id=463, type=Constant]; +"464 /features/features.11/conv/conv.2/Conv/WithoutBiases/fq_weights_1" [id=464, type=FakeQuantize]; +"465 Constant_41433" [id=465, type=Constant]; +"466 Constant_41432" [id=466, type=Constant]; +"467 Constant_41431" [id=467, type=Constant]; +"468 Constant_41430" [id=468, type=Constant]; +"469 onnx^^Conv_634" [id=469, label="469 onnx::Conv_634", type=Constant]; +"470 Constant_41428" [id=470, type=Constant]; +"471 Constant_41427" [id=471, type=Constant]; +"472 Constant_41426" [id=472, type=Constant]; +"473 Constant_41425" [id=473, type=Constant]; +"474 Reshape_1202" [id=474, type=Constant]; +"475 /features/features.11/conv/conv.1/conv.1.0/Conv/WithoutBiases/fq_weights_1" [id=475, type=FakeQuantize]; +"476 Constant_41423" [id=476, type=Constant]; +"477 Constant_41422" [id=477, type=Constant]; +"478 Constant_41421" [id=478, type=Constant]; +"479 Constant_41420" [id=479, type=Constant]; +"480 Reshape_1150" [id=480, type=Constant]; +"481 Constant_41418" [id=481, type=Constant]; +"482 Constant_41417" [id=482, type=Constant]; +"483 Constant_41416" [id=483, type=Constant]; +"484 Constant_41415" [id=484, type=Constant]; +"485 Reshape_1135" [id=485, type=Constant]; +"486 /features/features.11/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [id=486, type=FakeQuantize]; +"487 Constant_41413" [id=487, type=Constant]; +"488 Constant_41412" [id=488, type=Constant]; +"489 Constant_41411" [id=489, type=Constant]; +"490 Constant_41410" [id=490, type=Constant]; +"491 onnx^^Conv_628" [id=491, label="491 onnx::Conv_628", type=Constant]; +"492 Constant_41408" [id=492, type=Constant]; +"493 Constant_41407" [id=493, type=Constant]; +"494 Constant_41406" [id=494, type=Constant]; +"495 Constant_41405" [id=495, type=Constant]; +"496 Constant_41403" [id=496, type=Constant]; +"497 Constant_41402" [id=497, type=Constant]; +"498 Constant_41401" [id=498, type=Constant]; +"499 Constant_41400" [id=499, type=Constant]; +"500 Reshape_1119" [id=500, type=Constant]; +"501 /features/features.10/conv/conv.2/Conv/WithoutBiases/fq_weights_1" [id=501, type=FakeQuantize]; +"502 Constant_41398" [id=502, type=Constant]; +"503 Constant_41397" [id=503, type=Constant]; +"504 Constant_41396" [id=504, type=Constant]; +"505 Constant_41395" [id=505, type=Constant]; +"506 onnx^^Conv_625" [id=506, label="506 onnx::Conv_625", type=Constant]; +"507 Constant_41393" [id=507, type=Constant]; +"508 Constant_41392" [id=508, type=Constant]; +"509 Constant_41391" [id=509, type=Constant]; +"510 Constant_41390" [id=510, type=Constant]; +"511 Reshape_1100" [id=511, type=Constant]; +"512 /features/features.10/conv/conv.1/conv.1.0/Conv/WithoutBiases/fq_weights_1" [id=512, type=FakeQuantize]; +"513 Constant_41388" [id=513, type=Constant]; +"514 Constant_41387" [id=514, type=Constant]; +"515 Constant_41386" [id=515, type=Constant]; +"516 Constant_41385" [id=516, type=Constant]; +"517 Reshape_1048" [id=517, type=Constant]; +"518 Constant_41383" [id=518, type=Constant]; +"519 Constant_41382" [id=519, type=Constant]; +"520 Constant_41381" [id=520, type=Constant]; +"521 Constant_41380" [id=521, type=Constant]; +"522 Reshape_1033" [id=522, type=Constant]; +"523 /features/features.10/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [id=523, type=FakeQuantize]; +"524 Constant_41378" [id=524, type=Constant]; +"525 Constant_41377" [id=525, type=Constant]; +"526 Constant_41376" [id=526, type=Constant]; +"527 Constant_41375" [id=527, type=Constant]; +"528 onnx^^Conv_619" [id=528, label="528 onnx::Conv_619", type=Constant]; +"529 Constant_41373" [id=529, type=Constant]; +"530 Constant_41372" [id=530, type=Constant]; +"531 Constant_41371" [id=531, type=Constant]; +"532 Constant_41370" [id=532, type=Constant]; +"533 Constant_41368" [id=533, type=Constant]; +"534 Constant_41367" [id=534, type=Constant]; +"535 Constant_41366" [id=535, type=Constant]; +"536 Constant_41365" [id=536, type=Constant]; +"537 Reshape_1017" [id=537, type=Constant]; +"538 /features/features.9/conv/conv.2/Conv/WithoutBiases/fq_weights_1" [id=538, type=FakeQuantize]; +"539 Constant_41363" [id=539, type=Constant]; +"540 Constant_41362" [id=540, type=Constant]; +"541 Constant_41361" [id=541, type=Constant]; +"542 Constant_41360" [id=542, type=Constant]; +"543 onnx^^Conv_616" [id=543, label="543 onnx::Conv_616", type=Constant]; +"544 Constant_41358" [id=544, type=Constant]; +"545 Constant_41357" [id=545, type=Constant]; +"546 Constant_41356" [id=546, type=Constant]; +"547 Constant_41355" [id=547, type=Constant]; +"548 Reshape_998" [id=548, type=Constant]; +"549 /features/features.9/conv/conv.1/conv.1.0/Conv/WithoutBiases/fq_weights_1" [id=549, type=FakeQuantize]; +"550 Constant_41353" [id=550, type=Constant]; +"551 Constant_41352" [id=551, type=Constant]; +"552 Constant_41351" [id=552, type=Constant]; +"553 Constant_41350" [id=553, type=Constant]; +"554 Reshape_946" [id=554, type=Constant]; +"555 Constant_41348" [id=555, type=Constant]; +"556 Constant_41347" [id=556, type=Constant]; +"557 Constant_41346" [id=557, type=Constant]; +"558 Constant_41345" [id=558, type=Constant]; +"559 Reshape_931" [id=559, type=Constant]; +"560 /features/features.9/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [id=560, type=FakeQuantize]; +"561 Constant_41343" [id=561, type=Constant]; +"562 Constant_41342" [id=562, type=Constant]; +"563 Constant_41341" [id=563, type=Constant]; +"564 Constant_41340" [id=564, type=Constant]; +"565 onnx^^Conv_610" [id=565, label="565 onnx::Conv_610", type=Constant]; +"566 Constant_41338" [id=566, type=Constant]; +"567 Constant_41337" [id=567, type=Constant]; +"568 Constant_41336" [id=568, type=Constant]; +"569 Constant_41335" [id=569, type=Constant]; +"570 Constant_41333" [id=570, type=Constant]; +"571 Constant_41332" [id=571, type=Constant]; +"572 Constant_41331" [id=572, type=Constant]; +"573 Constant_41330" [id=573, type=Constant]; +"574 Reshape_915" [id=574, type=Constant]; +"575 /features/features.8/conv/conv.2/Conv/WithoutBiases/fq_weights_1" [id=575, type=FakeQuantize]; +"576 Constant_41328" [id=576, type=Constant]; +"577 Constant_41327" [id=577, type=Constant]; +"578 Constant_41326" [id=578, type=Constant]; +"579 Constant_41325" [id=579, type=Constant]; +"580 onnx^^Conv_607" [id=580, label="580 onnx::Conv_607", type=Constant]; +"581 Constant_41323" [id=581, type=Constant]; +"582 Constant_41322" [id=582, type=Constant]; +"583 Constant_41321" [id=583, type=Constant]; +"584 Constant_41320" [id=584, type=Constant]; +"585 Reshape_896" [id=585, type=Constant]; +"586 /features/features.8/conv/conv.1/conv.1.0/Conv/WithoutBiases/fq_weights_1" [id=586, type=FakeQuantize]; +"587 Constant_41318" [id=587, type=Constant]; +"588 Constant_41317" [id=588, type=Constant]; +"589 Constant_41316" [id=589, type=Constant]; +"590 Constant_41315" [id=590, type=Constant]; +"591 Reshape_844" [id=591, type=Constant]; +"592 Constant_41313" [id=592, type=Constant]; +"593 Constant_41312" [id=593, type=Constant]; +"594 Constant_41311" [id=594, type=Constant]; +"595 Constant_41310" [id=595, type=Constant]; +"596 Reshape_829" [id=596, type=Constant]; +"597 /features/features.8/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [id=597, type=FakeQuantize]; +"598 Constant_41308" [id=598, type=Constant]; +"599 Constant_41307" [id=599, type=Constant]; +"600 Constant_41306" [id=600, type=Constant]; +"601 Constant_41305" [id=601, type=Constant]; +"602 onnx^^Conv_601" [id=602, label="602 onnx::Conv_601", type=Constant]; +"603 Constant_41303" [id=603, type=Constant]; +"604 Constant_41302" [id=604, type=Constant]; +"605 Constant_41301" [id=605, type=Constant]; +"606 Constant_41300" [id=606, type=Constant]; +"607 Reshape_814" [id=607, type=Constant]; +"608 /features/features.7/conv/conv.2/Conv/WithoutBiases/fq_weights_1" [id=608, type=FakeQuantize]; +"609 Constant_41298" [id=609, type=Constant]; +"610 Constant_41297" [id=610, type=Constant]; +"611 Constant_41296" [id=611, type=Constant]; +"612 Constant_41295" [id=612, type=Constant]; +"613 onnx^^Conv_598" [id=613, label="613 onnx::Conv_598", type=Constant]; +"614 Constant_41293" [id=614, type=Constant]; +"615 Constant_41292" [id=615, type=Constant]; +"616 Constant_41291" [id=616, type=Constant]; +"617 Constant_41290" [id=617, type=Constant]; +"618 Reshape_795" [id=618, type=Constant]; +"619 /features/features.7/conv/conv.1/conv.1.0/Conv/WithoutBiases/fq_weights_1" [id=619, type=FakeQuantize]; +"620 Constant_41288" [id=620, type=Constant]; +"621 Constant_41287" [id=621, type=Constant]; +"622 Constant_41286" [id=622, type=Constant]; +"623 Constant_41285" [id=623, type=Constant]; +"624 Reshape_743" [id=624, type=Constant]; +"625 Constant_41283" [id=625, type=Constant]; +"626 Constant_41282" [id=626, type=Constant]; +"627 Constant_41281" [id=627, type=Constant]; +"628 Constant_41280" [id=628, type=Constant]; +"629 Reshape_728" [id=629, type=Constant]; +"630 /features/features.7/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [id=630, type=FakeQuantize]; +"631 Constant_41278" [id=631, type=Constant]; +"632 Constant_41277" [id=632, type=Constant]; +"633 Constant_41276" [id=633, type=Constant]; +"634 Constant_41275" [id=634, type=Constant]; +"635 onnx^^Conv_592" [id=635, label="635 onnx::Conv_592", type=Constant]; +"636 Constant_41273" [id=636, type=Constant]; +"637 Constant_41272" [id=637, type=Constant]; +"638 Constant_41271" [id=638, type=Constant]; +"639 Constant_41270" [id=639, type=Constant]; +"640 Constant_41268" [id=640, type=Constant]; +"641 Constant_41267" [id=641, type=Constant]; +"642 Constant_41266" [id=642, type=Constant]; +"643 Constant_41265" [id=643, type=Constant]; +"644 Reshape_712" [id=644, type=Constant]; +"645 /features/features.6/conv/conv.2/Conv/WithoutBiases/fq_weights_1" [id=645, type=FakeQuantize]; +"646 Constant_41263" [id=646, type=Constant]; +"647 Constant_41262" [id=647, type=Constant]; +"648 Constant_41261" [id=648, type=Constant]; +"649 Constant_41260" [id=649, type=Constant]; +"650 onnx^^Conv_589" [id=650, label="650 onnx::Conv_589", type=Constant]; +"651 Constant_41258" [id=651, type=Constant]; +"652 Constant_41257" [id=652, type=Constant]; +"653 Constant_41256" [id=653, type=Constant]; +"654 Constant_41255" [id=654, type=Constant]; +"655 Reshape_693" [id=655, type=Constant]; +"656 /features/features.6/conv/conv.1/conv.1.0/Conv/WithoutBiases/fq_weights_1" [id=656, type=FakeQuantize]; +"657 Constant_41253" [id=657, type=Constant]; +"658 Constant_41252" [id=658, type=Constant]; +"659 Constant_41251" [id=659, type=Constant]; +"660 Constant_41250" [id=660, type=Constant]; +"661 Reshape_641" [id=661, type=Constant]; +"662 Constant_41248" [id=662, type=Constant]; +"663 Constant_41247" [id=663, type=Constant]; +"664 Constant_41246" [id=664, type=Constant]; +"665 Constant_41245" [id=665, type=Constant]; +"666 Reshape_626" [id=666, type=Constant]; +"667 /features/features.6/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [id=667, type=FakeQuantize]; +"668 Constant_41243" [id=668, type=Constant]; +"669 Constant_41242" [id=669, type=Constant]; +"670 Constant_41241" [id=670, type=Constant]; +"671 Constant_41240" [id=671, type=Constant]; +"672 onnx^^Conv_583" [id=672, label="672 onnx::Conv_583", type=Constant]; +"673 Constant_41238" [id=673, type=Constant]; +"674 Constant_41237" [id=674, type=Constant]; +"675 Constant_41236" [id=675, type=Constant]; +"676 Constant_41235" [id=676, type=Constant]; +"677 Constant_41233" [id=677, type=Constant]; +"678 Constant_41232" [id=678, type=Constant]; +"679 Constant_41231" [id=679, type=Constant]; +"680 Constant_41230" [id=680, type=Constant]; +"681 Reshape_610" [id=681, type=Constant]; +"682 /features/features.5/conv/conv.2/Conv/WithoutBiases/fq_weights_1" [id=682, type=FakeQuantize]; +"683 Constant_41228" [id=683, type=Constant]; +"684 Constant_41227" [id=684, type=Constant]; +"685 Constant_41226" [id=685, type=Constant]; +"686 Constant_41225" [id=686, type=Constant]; +"687 onnx^^Conv_580" [id=687, label="687 onnx::Conv_580", type=Constant]; +"688 Constant_41223" [id=688, type=Constant]; +"689 Constant_41222" [id=689, type=Constant]; +"690 Constant_41221" [id=690, type=Constant]; +"691 Constant_41220" [id=691, type=Constant]; +"692 Reshape_591" [id=692, type=Constant]; +"693 /features/features.5/conv/conv.1/conv.1.0/Conv/WithoutBiases/fq_weights_1" [id=693, type=FakeQuantize]; +"694 Constant_41218" [id=694, type=Constant]; +"695 Constant_41217" [id=695, type=Constant]; +"696 Constant_41216" [id=696, type=Constant]; +"697 Constant_41215" [id=697, type=Constant]; +"698 Reshape_539" [id=698, type=Constant]; +"699 Constant_41213" [id=699, type=Constant]; +"700 Constant_41212" [id=700, type=Constant]; +"701 Constant_41211" [id=701, type=Constant]; +"702 Constant_41210" [id=702, type=Constant]; +"703 Reshape_524" [id=703, type=Constant]; +"704 /features/features.5/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [id=704, type=FakeQuantize]; +"705 Constant_41208" [id=705, type=Constant]; +"706 Constant_41207" [id=706, type=Constant]; +"707 Constant_41206" [id=707, type=Constant]; +"708 Constant_41205" [id=708, type=Constant]; +"709 onnx^^Conv_574" [id=709, label="709 onnx::Conv_574", type=Constant]; +"710 Constant_41203" [id=710, type=Constant]; +"711 Constant_41202" [id=711, type=Constant]; +"712 Constant_41201" [id=712, type=Constant]; +"713 Constant_41200" [id=713, type=Constant]; +"714 Reshape_509" [id=714, type=Constant]; +"715 /features/features.4/conv/conv.2/Conv/WithoutBiases/fq_weights_1" [id=715, type=FakeQuantize]; +"716 Constant_41198" [id=716, type=Constant]; +"717 Constant_41197" [id=717, type=Constant]; +"718 Constant_41196" [id=718, type=Constant]; +"719 Constant_41195" [id=719, type=Constant]; +"720 onnx^^Conv_571" [id=720, label="720 onnx::Conv_571", type=Constant]; +"721 Constant_41193" [id=721, type=Constant]; +"722 Constant_41192" [id=722, type=Constant]; +"723 Constant_41191" [id=723, type=Constant]; +"724 Constant_41190" [id=724, type=Constant]; +"725 Reshape_490" [id=725, type=Constant]; +"726 /features/features.4/conv/conv.1/conv.1.0/Conv/WithoutBiases/fq_weights_1" [id=726, type=FakeQuantize]; +"727 Constant_41188" [id=727, type=Constant]; +"728 Constant_41187" [id=728, type=Constant]; +"729 Constant_41186" [id=729, type=Constant]; +"730 Constant_41185" [id=730, type=Constant]; +"731 Reshape_438" [id=731, type=Constant]; +"732 Constant_41183" [id=732, type=Constant]; +"733 Constant_41182" [id=733, type=Constant]; +"734 Constant_41181" [id=734, type=Constant]; +"735 Constant_41180" [id=735, type=Constant]; +"736 Reshape_423" [id=736, type=Constant]; +"737 /features/features.4/conv/conv.0/conv.0.0/Conv/WithoutBiases/fq_weights_1" [id=737, type=FakeQuantize]; +"738 Constant_41178" [id=738, type=Constant]; +"739 Constant_41177" [id=739, type=Constant]; +"740 Constant_41176" 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/features/features.0/features.0.0/Conv/WithoutBiases/fq_weights_1" -> "4 /features/features.0/features.0.0/Conv/WithoutBiases" [label="[32, 3, 3, 3]", style=solid]; +"841 Constant_41083" -> "840 /features/features.0/features.0.0/Conv/WithoutBiases/fq_weights_1" [label="[32, 1, 1, 1]", style=solid]; +"842 Constant_41082" -> "840 /features/features.0/features.0.0/Conv/WithoutBiases/fq_weights_1" [label="[32, 1, 1, 1]", style=solid]; +"843 Constant_41081" -> "840 /features/features.0/features.0.0/Conv/WithoutBiases/fq_weights_1" [label="[32, 1, 1, 1]", style=solid]; +"844 Constant_41080" -> "840 /features/features.0/features.0.0/Conv/WithoutBiases/fq_weights_1" [label="[32, 1, 1, 1]", style=solid]; +"845 Gather_5168" -> "840 /features/features.0/features.0.0/Conv/WithoutBiases/fq_weights_1" [label="[32, 3, 3, 3]", style=solid]; +"846 Constant_41078" -> "3 Divide_1885/fq_output_0" [label="[]", style=solid]; +"847 Constant_41077" -> "3 Divide_1885/fq_output_0" [label="[]", style=solid]; +"848 Constant_41076" -> "3 Divide_1885/fq_output_0" [label="[]", style=solid]; +"849 Constant_41075" -> "3 Divide_1885/fq_output_0" [label="[]", style=solid]; +"850 Gather_5165" -> "2 Divide_1885" [label="[1, 3, 1, 1]", style=solid]; +"851 Gather_5162" -> "1 Multiply_5095" [label="[1, 3, 1, 1]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/mobilenet-v3-small-1.0-224-tf_performance.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/mobilenet-v3-small-1.0-224-tf_performance.dot deleted file mode 120000 index f0885dae083..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/quantized/mobilenet-v3-small-1.0-224-tf_performance.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/quantized/mobilenet-v3-small-1.0-224-tf_performance.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/mobilenet-v3-small-1.0-224-tf_performance.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/mobilenet-v3-small-1.0-224-tf_performance.dot new file mode 100644 index 00000000000..46e74566032 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/mobilenet-v3-small-1.0-224-tf_performance.dot @@ -0,0 +1,1598 @@ +strict digraph { +"0 input_1" [id=0, type=Parameter]; +"1 Transpose_7780" [id=1, type=Transpose]; +"2 Transpose_7774" [id=2, type=Multiply]; +"3 Transpose_710" [id=3, type=Add]; +"4 Transpose_710/fq_output_0" [id=4, type=FakeQuantize]; +"5 Multiply_9167" [id=5, type=Convolution]; +"6 Transpose_5170" [id=6, type=Add]; +"7 Transpose_5188" [id=7, type=HSwish]; +"8 Transpose_5188/fq_output_0" [id=8, type=FakeQuantize]; +"9 Multiply_9181" [id=9, type=GroupConvolution]; +"10 Transpose_5239" [id=10, type=Add]; +"11 Transpose_5241" [id=11, type=Relu]; +"12 Transpose_5241/fq_output_0" [id=12, type=FakeQuantize]; +"13 Transpose_5245" [id=13, type=ReduceMean]; +"14 Transpose_5277" [id=14, type=Multiply]; +"15 Convolution_801" [id=15, type=Convolution]; +"16 Transpose_5277/fq_output_0" [id=16, type=FakeQuantize]; +"17 Transpose_5251" [id=17, type=Add]; +"18 Multiply_9195" [id=18, type=Convolution]; +"19 Transpose_5253" [id=19, type=Relu]; +"20 Transpose_5301" [id=20, type=Add]; +"21 Convolution_810" [id=21, type=Convolution]; +"22 Transpose_5301/fq_output_0" [id=22, type=FakeQuantize]; +"23 Transpose_5259" [id=23, type=Add]; +"24 Multiply_9209" [id=24, type=Convolution]; +"25 Transpose_5273" [id=25, type=HSigmoid]; +"26 Transpose_5325" [id=26, type=Add]; +"27 Transpose_5273/fq_output_0" [id=27, type=FakeQuantize]; +"28 Transpose_5327" [id=28, type=Relu]; +"29 Transpose_5327/fq_output_0" [id=29, type=FakeQuantize]; +"30 Multiply_9223" [id=30, type=GroupConvolution]; +"31 Transpose_5378" [id=31, type=Add]; +"32 Transpose_5380" [id=32, type=Relu]; +"33 Transpose_5380/fq_output_0" [id=33, type=FakeQuantize]; +"34 Multiply_9237" [id=34, type=Convolution]; +"35 Transpose_5404" [id=35, type=Add]; +"36 Transpose_5404/fq_output_0" [id=36, type=FakeQuantize]; +"37 Multiply_9251" [id=37, type=Convolution]; +"38 Transpose_5484" [id=38, type=Add]; +"39 Transpose_5428" [id=39, type=Add]; +"40 Transpose_5484/fq_output_0" [id=40, type=FakeQuantize]; +"41 Transpose_5430" [id=41, type=Relu]; +"42 Multiply_9293" [id=42, type=Convolution]; +"43 Transpose_5430/fq_output_0" [id=43, type=FakeQuantize]; +"44 Transpose_5508" [id=44, type=Add]; +"45 Multiply_9265" [id=45, type=GroupConvolution]; +"46 Transpose_5526" [id=46, type=HSwish]; +"47 Transpose_5454" [id=47, type=Add]; +"48 Transpose_5526/fq_output_0" [id=48, type=FakeQuantize]; +"49 Transpose_5456" [id=49, type=Relu]; +"50 Multiply_9307" [id=50, type=GroupConvolution]; +"51 Transpose_5456/fq_output_0" [id=51, type=FakeQuantize]; +"52 Transpose_5577" [id=52, type=Add]; +"53 Multiply_9279" [id=53, type=Convolution]; +"54 Transpose_5595" [id=54, type=HSwish]; +"55 Transpose_5480" [id=55, type=Add]; +"56 Transpose_5595/fq_output_0" [id=56, type=FakeQuantize]; +"57 Transpose_5480/fq_output_0" [id=57, type=FakeQuantize]; +"58 Transpose_5599" [id=58, type=ReduceMean]; +"59 Transpose_5631" [id=59, type=Multiply]; +"60 Convolution_1132" [id=60, type=Convolution]; +"61 Transpose_5631/fq_output_0" [id=61, type=FakeQuantize]; +"62 Transpose_5605" [id=62, type=Add]; +"63 Multiply_9321" [id=63, type=Convolution]; +"64 Transpose_5607" [id=64, type=Relu]; +"65 Transpose_5655" [id=65, type=Add]; +"66 Convolution_1141" [id=66, type=Convolution]; +"67 Transpose_5655/fq_output_0" [id=67, type=FakeQuantize]; +"68 Transpose_5613" [id=68, type=Add]; +"69 Multiply_9335" [id=69, type=Convolution]; +"70 Transpose_5803" [id=70, type=Add]; +"71 Transpose_5627" [id=71, type=HSigmoid]; +"72 Transpose_5679" [id=72, type=Add]; +"73 Transpose_5803/fq_output_0" [id=73, type=FakeQuantize]; +"74 Transpose_5627/fq_output_0" [id=74, type=FakeQuantize]; +"75 Transpose_5697" [id=75, type=HSwish]; +"76 Multiply_9377" [id=76, type=Convolution]; +"77 Transpose_5951" [id=77, type=Add]; +"78 Transpose_5697/fq_output_0" [id=78, type=FakeQuantize]; +"79 Transpose_5827" [id=79, type=Add]; +"80 Transpose_5951/fq_output_0" [id=80, type=FakeQuantize]; +"81 Multiply_9349" [id=81, type=GroupConvolution]; +"82 Transpose_5845" [id=82, type=HSwish]; +"83 Multiply_9419" [id=83, type=Convolution]; +"84 Transpose_5721" [id=84, type=Add]; +"85 Transpose_5845/fq_output_0" [id=85, type=FakeQuantize]; +"86 Transpose_5975" [id=86, type=Add]; +"87 Transpose_5739" [id=87, type=HSwish]; +"88 Multiply_9391" [id=88, type=GroupConvolution]; +"89 Transpose_5993" [id=89, type=HSwish]; +"90 Transpose_5739/fq_output_0" [id=90, type=FakeQuantize]; +"91 Transpose_5869" [id=91, type=Add]; +"92 Transpose_5993/fq_output_0" [id=92, type=FakeQuantize]; +"93 Transpose_5743" [id=93, type=ReduceMean]; +"94 Transpose_5775" [id=94, type=Multiply]; +"95 Transpose_5887" [id=95, type=HSwish]; +"96 Multiply_9433" [id=96, type=GroupConvolution]; +"97 Convolution_1242" [id=97, type=Convolution]; +"98 Transpose_5775/fq_output_0" [id=98, type=FakeQuantize]; +"99 Transpose_5887/fq_output_0" [id=99, type=FakeQuantize]; +"100 Transpose_6017" [id=100, type=Add]; +"101 Transpose_5749" [id=101, type=Add]; +"102 Multiply_9363" [id=102, type=Convolution]; +"103 Transpose_5891" [id=103, type=ReduceMean]; +"104 Transpose_5923" [id=104, type=Multiply]; +"105 Transpose_6035" [id=105, type=HSwish]; +"106 Transpose_5751" [id=106, type=Relu]; +"107 Transpose_5799" [id=107, type=Add]; +"108 Convolution_1353" [id=108, type=Convolution]; +"109 Transpose_5923/fq_output_0" [id=109, type=FakeQuantize]; +"110 Transpose_6035/fq_output_0" [id=110, type=FakeQuantize]; +"111 Convolution_1251" [id=111, type=Convolution]; +"112 Transpose_5799/fq_output_0" [id=112, type=FakeQuantize]; +"113 Transpose_5897" [id=113, type=Add]; +"114 Multiply_9405" [id=114, type=Convolution]; +"115 Transpose_6039" [id=115, type=ReduceMean]; +"116 Transpose_6071" [id=116, type=Multiply]; +"117 Transpose_5757" [id=117, type=Add]; +"118 Transpose_5899" [id=118, type=Relu]; +"119 Transpose_5947" [id=119, type=Add]; +"120 Convolution_1464" [id=120, type=Convolution]; +"121 Transpose_6071/fq_output_0" [id=121, type=FakeQuantize]; +"122 Transpose_5771" [id=122, type=HSigmoid]; +"123 Convolution_1362" [id=123, type=Convolution]; +"124 Transpose_5947/fq_output_0" [id=124, type=FakeQuantize]; +"125 Transpose_6045" [id=125, type=Add]; +"126 Multiply_9447" [id=126, type=Convolution]; +"127 Transpose_5771/fq_output_0" [id=127, type=FakeQuantize]; +"128 Transpose_5905" [id=128, type=Add]; +"129 Transpose_6047" [id=129, type=Relu]; +"130 Transpose_6095" [id=130, type=Add]; +"131 Transpose_5919" [id=131, type=HSigmoid]; +"132 Convolution_1473" [id=132, type=Convolution]; +"133 Transpose_6095/fq_output_0" [id=133, type=FakeQuantize]; +"134 Transpose_5919/fq_output_0" [id=134, type=FakeQuantize]; +"135 Transpose_6053" [id=135, type=Add]; +"136 Multiply_9461" [id=136, type=Convolution]; +"137 Transpose_6243" [id=137, type=Add]; +"138 Transpose_6067" [id=138, type=HSigmoid]; +"139 Transpose_6119" [id=139, type=Add]; +"140 Transpose_6243/fq_output_0" [id=140, type=FakeQuantize]; +"141 Transpose_6067/fq_output_0" [id=141, type=FakeQuantize]; +"142 Transpose_6137" [id=142, type=HSwish]; +"143 Multiply_9503" [id=143, type=Convolution]; +"144 Transpose_6137/fq_output_0" [id=144, type=FakeQuantize]; +"145 Transpose_6267" [id=145, type=Add]; +"146 Multiply_9475" [id=146, type=GroupConvolution]; +"147 Transpose_6285" [id=147, type=HSwish]; +"148 Transpose_6161" [id=148, type=Add]; +"149 Transpose_6285/fq_output_0" [id=149, type=FakeQuantize]; +"150 Transpose_6179" [id=150, type=HSwish]; +"151 Multiply_9517" [id=151, type=GroupConvolution]; +"152 Transpose_6179/fq_output_0" [id=152, type=FakeQuantize]; +"153 Transpose_6336" [id=153, type=Add]; +"154 Transpose_6183" [id=154, type=ReduceMean]; +"155 Transpose_6215" [id=155, type=Multiply]; +"156 Transpose_6354" [id=156, type=HSwish]; +"157 Convolution_1574" [id=157, type=Convolution]; +"158 Transpose_6215/fq_output_0" [id=158, type=FakeQuantize]; +"159 Transpose_6354/fq_output_0" [id=159, type=FakeQuantize]; +"160 Transpose_6189" [id=160, type=Add]; +"161 Multiply_9489" [id=161, type=Convolution]; +"162 Transpose_6358" [id=162, type=ReduceMean]; +"163 Transpose_6390" [id=163, type=Multiply]; +"164 Transpose_6191" [id=164, type=Relu]; +"165 Transpose_6239" [id=165, type=Add]; +"166 Convolution_1713" [id=166, type=Convolution]; +"167 Transpose_6390/fq_output_0" [id=167, type=FakeQuantize]; +"168 Convolution_1583" [id=168, type=Convolution]; +"169 Transpose_6239/fq_output_0" [id=169, type=FakeQuantize]; +"170 Transpose_6364" [id=170, type=Add]; +"171 Multiply_9531" [id=171, type=Convolution]; +"172 Transpose_6197" [id=172, type=Add]; +"173 Transpose_6366" [id=173, type=Relu]; +"174 Transpose_6414" [id=174, type=Add]; +"175 Transpose_6211" [id=175, type=HSigmoid]; +"176 Convolution_1722" [id=176, type=Convolution]; +"177 Transpose_6414/fq_output_0" [id=177, type=FakeQuantize]; +"178 Transpose_6211/fq_output_0" [id=178, type=FakeQuantize]; +"179 Transpose_6372" [id=179, type=Add]; +"180 Multiply_9545" [id=180, type=Convolution]; +"181 Transpose_6562" [id=181, type=Add]; +"182 Transpose_6386" [id=182, type=HSigmoid]; +"183 Transpose_6438" [id=183, type=Add]; +"184 Transpose_6562/fq_output_0" [id=184, type=FakeQuantize]; +"185 Transpose_6386/fq_output_0" [id=185, type=FakeQuantize]; +"186 Transpose_6456" [id=186, type=HSwish]; +"187 Multiply_9587" [id=187, type=Convolution]; +"188 Transpose_6710" [id=188, type=Add]; +"189 Transpose_6456/fq_output_0" [id=189, type=FakeQuantize]; +"190 Transpose_6586" [id=190, type=Add]; +"191 Transpose_6710/fq_output_0" [id=191, type=FakeQuantize]; +"192 Multiply_9559" [id=192, type=GroupConvolution]; +"193 Transpose_6604" [id=193, type=HSwish]; +"194 Multiply_9629" [id=194, type=Convolution]; +"195 Transpose_6480" [id=195, type=Add]; +"196 Transpose_6604/fq_output_0" [id=196, type=FakeQuantize]; +"197 Transpose_6734" [id=197, type=Add]; +"198 Transpose_6498" [id=198, type=HSwish]; +"199 Multiply_9601" [id=199, type=GroupConvolution]; +"200 Transpose_6752" [id=200, type=HSwish]; +"201 Transpose_6498/fq_output_0" [id=201, type=FakeQuantize]; +"202 Transpose_6628" [id=202, type=Add]; +"203 Transpose_6752/fq_output_0" [id=203, type=FakeQuantize]; +"204 Transpose_6502" [id=204, type=ReduceMean]; +"205 Transpose_6534" [id=205, type=Multiply]; +"206 Transpose_6646" [id=206, type=HSwish]; +"207 Transpose_6756" [id=207, type=ReduceMean]; +"208 Convolution_1823" [id=208, type=Convolution]; +"209 Transpose_6534/fq_output_0" [id=209, type=FakeQuantize]; +"210 Transpose_6646/fq_output_0" [id=210, type=FakeQuantize]; +"211 Transpose_6756/fq_output_0" [id=211, type=FakeQuantize]; +"212 Transpose_6508" [id=212, type=Add]; +"213 Multiply_9573" [id=213, type=Convolution]; +"214 Transpose_6650" [id=214, type=ReduceMean]; +"215 Transpose_6682" [id=215, type=Multiply]; +"216 Convolution_2013" [id=216, type=Convolution]; +"217 Transpose_6510" [id=217, type=Relu]; +"218 Transpose_6558" [id=218, type=Add]; +"219 Convolution_1934" [id=219, type=Convolution]; +"220 Transpose_6682/fq_output_0" [id=220, type=FakeQuantize]; +"221 Transpose_6762" [id=221, type=Add]; +"222 Convolution_1832" [id=222, type=Convolution]; +"223 Transpose_6558/fq_output_0" [id=223, type=FakeQuantize]; +"224 Transpose_6656" [id=224, type=Add]; +"225 Multiply_9615" [id=225, type=Convolution]; +"226 Transpose_6780" [id=226, type=HSwish]; +"227 Transpose_6516" [id=227, type=Add]; +"228 Transpose_6658" [id=228, type=Relu]; +"229 Transpose_6706" [id=229, type=Add]; +"230 Transpose_6780/fq_output_0" [id=230, type=FakeQuantize]; +"231 Transpose_6530" [id=231, type=HSigmoid]; +"232 Convolution_1943" [id=232, type=Convolution]; +"233 Transpose_6706/fq_output_0" [id=233, type=FakeQuantize]; +"234 Convolution_2025" [id=234, type=Convolution]; +"235 Transpose_6530/fq_output_0" [id=235, type=FakeQuantize]; +"236 Transpose_6664" [id=236, type=Add]; +"237 Transpose_6786" [id=237, type=Add]; +"238 Transpose_6678" [id=238, type=HSigmoid]; +"239 MobilenetV3small/Logits/BiasAdd" [id=239, type=Reshape]; +"240 Transpose_6678/fq_output_0" [id=240, type=FakeQuantize]; +"241 MobilenetV3small/flatten/Reshape" [id=241, type=Reshape]; +"242 MobilenetV3small/Predictions/Softmax" [id=242, type=Softmax]; +"243 Predictions" [id=243, type=Result]; +"244 MobilenetV3small/flatten/Const" [id=244, type=Constant]; +"245 Constant_8887" [id=245, type=Constant]; +"246 Transpose_6784" [id=246, type=Constant]; +"247 Convolution_2025/fq_weights_1" [id=247, type=FakeQuantize]; +"248 Constant_11502" [id=248, type=Constant]; +"249 Constant_11501" [id=249, type=Constant]; +"250 Constant_11500" [id=250, type=Constant]; +"251 Constant_11499" [id=251, type=Constant]; +"252 Transpose_2024" [id=252, type=Constant]; +"253 Constant_11497" [id=253, type=Constant]; +"254 Constant_11496" [id=254, type=Constant]; +"255 Constant_11495" [id=255, type=Constant]; +"256 Constant_11494" [id=256, type=Constant]; +"257 Transpose_6760" [id=257, type=Constant]; +"258 Convolution_2013/fq_weights_1" [id=258, type=FakeQuantize]; +"259 Constant_11492" [id=259, type=Constant]; +"260 Constant_11491" [id=260, type=Constant]; +"261 Constant_11490" [id=261, type=Constant]; +"262 Constant_11489" [id=262, type=Constant]; +"263 Transpose_2012" [id=263, type=Constant]; +"264 Constant_11487" [id=264, type=Constant]; +"265 Constant_11486" [id=265, type=Constant]; +"266 Constant_11485" [id=266, type=Constant]; +"267 Constant_11484" [id=267, type=Constant]; +"268 Constant_6754" [id=268, type=Constant]; +"269 Constant_11482" [id=269, type=Constant]; +"270 Constant_11481" [id=270, type=Constant]; +"271 Constant_11480" [id=271, type=Constant]; +"272 Constant_11479" [id=272, type=Constant]; +"273 Constant_9637" [id=273, type=Constant]; +"274 Multiply_9629/fq_weights_1" [id=274, type=FakeQuantize]; +"275 Constant_11477" [id=275, type=Constant]; +"276 Constant_11476" [id=276, type=Constant]; +"277 Constant_11475" [id=277, type=Constant]; +"278 Constant_11474" [id=278, type=Constant]; +"279 Multiply_9830" [id=279, type=Constant]; +"280 Constant_11472" [id=280, type=Constant]; +"281 Constant_11471" [id=281, type=Constant]; +"282 Constant_11470" [id=282, type=Constant]; +"283 Constant_11469" [id=283, type=Constant]; +"284 Constant_11467" [id=284, type=Constant]; +"285 Constant_11466" [id=285, type=Constant]; +"286 Constant_11465" [id=286, type=Constant]; +"287 Constant_11464" [id=287, type=Constant]; +"288 Constant_9623" [id=288, type=Constant]; +"289 Multiply_9615/fq_weights_1" [id=289, type=FakeQuantize]; +"290 Constant_11462" [id=290, type=Constant]; +"291 Constant_11461" [id=291, type=Constant]; +"292 Constant_11460" [id=292, type=Constant]; +"293 Constant_11459" [id=293, type=Constant]; +"294 Multiply_9824" [id=294, type=Constant]; +"295 Constant_11457" [id=295, type=Constant]; +"296 Constant_11456" [id=296, type=Constant]; +"297 Constant_11455" [id=297, type=Constant]; +"298 Constant_11454" [id=298, type=Constant]; +"299 Constant_11452" [id=299, type=Constant]; +"300 Constant_11451" [id=300, type=Constant]; +"301 Constant_11450" [id=301, type=Constant]; +"302 Constant_11449" [id=302, type=Constant]; +"303 Transpose_6662" [id=303, type=Constant]; +"304 Transpose_1942" [id=304, type=Constant]; +"305 Transpose_6654" [id=305, type=Constant]; +"306 Transpose_1933" [id=306, type=Constant]; +"307 Constant_6648" [id=307, type=Constant]; +"308 Constant_11447" [id=308, type=Constant]; +"309 Constant_11446" [id=309, type=Constant]; +"310 Constant_11445" [id=310, type=Constant]; +"311 Constant_11444" [id=311, type=Constant]; +"312 Constant_9609" [id=312, type=Constant]; +"313 Multiply_9601/fq_weights_1" [id=313, type=FakeQuantize]; +"314 Constant_11442" [id=314, type=Constant]; +"315 Constant_11441" [id=315, type=Constant]; +"316 Constant_11440" [id=316, type=Constant]; +"317 Constant_11439" [id=317, type=Constant]; +"318 Multiply_9819" [id=318, type=Constant]; +"319 Constant_11437" [id=319, type=Constant]; +"320 Constant_11436" [id=320, type=Constant]; +"321 Constant_11435" [id=321, type=Constant]; +"322 Constant_11434" [id=322, type=Constant]; +"323 Constant_9595" [id=323, type=Constant]; +"324 Multiply_9587/fq_weights_1" [id=324, type=FakeQuantize]; +"325 Constant_11432" [id=325, type=Constant]; +"326 Constant_11431" [id=326, type=Constant]; +"327 Constant_11430" [id=327, type=Constant]; +"328 Constant_11429" [id=328, type=Constant]; +"329 Multiply_9813" [id=329, type=Constant]; +"330 Constant_11427" [id=330, type=Constant]; +"331 Constant_11426" [id=331, type=Constant]; +"332 Constant_11425" [id=332, type=Constant]; +"333 Constant_11424" [id=333, type=Constant]; +"334 Constant_11422" [id=334, type=Constant]; +"335 Constant_11421" [id=335, type=Constant]; +"336 Constant_11420" [id=336, type=Constant]; +"337 Constant_11419" [id=337, type=Constant]; +"338 Constant_9581" [id=338, type=Constant]; +"339 Multiply_9573/fq_weights_1" [id=339, type=FakeQuantize]; +"340 Constant_11417" [id=340, type=Constant]; +"341 Constant_11416" [id=341, type=Constant]; +"342 Constant_11415" [id=342, type=Constant]; +"343 Constant_11414" [id=343, type=Constant]; +"344 Multiply_9807" [id=344, type=Constant]; +"345 Constant_11412" [id=345, type=Constant]; +"346 Constant_11411" [id=346, type=Constant]; +"347 Constant_11410" [id=347, type=Constant]; +"348 Constant_11409" [id=348, type=Constant]; +"349 Constant_11407" [id=349, type=Constant]; +"350 Constant_11406" [id=350, type=Constant]; +"351 Constant_11405" [id=351, type=Constant]; +"352 Constant_11404" [id=352, type=Constant]; +"353 Transpose_6514" [id=353, type=Constant]; +"354 Transpose_1831" [id=354, type=Constant]; +"355 Transpose_6506" [id=355, type=Constant]; +"356 Transpose_1822" [id=356, type=Constant]; +"357 Constant_6500" [id=357, type=Constant]; +"358 Constant_11402" [id=358, type=Constant]; +"359 Constant_11401" [id=359, type=Constant]; +"360 Constant_11400" [id=360, type=Constant]; +"361 Constant_11399" [id=361, type=Constant]; +"362 Constant_9567" [id=362, type=Constant]; +"363 Multiply_9559/fq_weights_1" [id=363, type=FakeQuantize]; +"364 Constant_11397" [id=364, type=Constant]; +"365 Constant_11396" [id=365, type=Constant]; +"366 Constant_11395" [id=366, type=Constant]; +"367 Constant_11394" [id=367, type=Constant]; +"368 Multiply_9802" [id=368, type=Constant]; +"369 Constant_11392" [id=369, type=Constant]; +"370 Constant_11391" [id=370, type=Constant]; +"371 Constant_11390" [id=371, type=Constant]; +"372 Constant_11389" [id=372, type=Constant]; +"373 Constant_9553" [id=373, type=Constant]; +"374 Multiply_9545/fq_weights_1" [id=374, type=FakeQuantize]; +"375 Constant_11387" [id=375, type=Constant]; +"376 Constant_11386" [id=376, type=Constant]; +"377 Constant_11385" [id=377, type=Constant]; +"378 Constant_11384" [id=378, type=Constant]; +"379 Multiply_9796" [id=379, type=Constant]; +"380 Constant_11382" [id=380, type=Constant]; +"381 Constant_11381" [id=381, type=Constant]; +"382 Constant_11380" [id=382, type=Constant]; +"383 Constant_11379" [id=383, type=Constant]; +"384 Constant_9539" [id=384, type=Constant]; +"385 Multiply_9531/fq_weights_1" [id=385, type=FakeQuantize]; +"386 Constant_11377" [id=386, type=Constant]; +"387 Constant_11376" [id=387, type=Constant]; +"388 Constant_11375" [id=388, type=Constant]; +"389 Constant_11374" [id=389, type=Constant]; +"390 Multiply_9790" [id=390, type=Constant]; +"391 Constant_11372" [id=391, type=Constant]; +"392 Constant_11371" [id=392, type=Constant]; +"393 Constant_11370" [id=393, type=Constant]; +"394 Constant_11369" [id=394, type=Constant]; +"395 Constant_11367" [id=395, type=Constant]; +"396 Constant_11366" [id=396, type=Constant]; +"397 Constant_11365" [id=397, type=Constant]; +"398 Constant_11364" [id=398, type=Constant]; +"399 Transpose_6370" [id=399, type=Constant]; +"400 Transpose_1721" [id=400, type=Constant]; +"401 Transpose_6362" [id=401, type=Constant]; +"402 Transpose_1712" [id=402, type=Constant]; +"403 Constant_6356" [id=403, type=Constant]; +"404 Constant_11362" [id=404, type=Constant]; +"405 Constant_11361" [id=405, type=Constant]; +"406 Constant_11360" [id=406, type=Constant]; +"407 Constant_11359" [id=407, type=Constant]; +"408 Constant_9525" [id=408, type=Constant]; +"409 Multiply_9517/fq_weights_1" [id=409, type=FakeQuantize]; +"410 Constant_11357" [id=410, type=Constant]; +"411 Constant_11356" [id=411, type=Constant]; +"412 Constant_11355" [id=412, type=Constant]; +"413 Constant_11354" [id=413, type=Constant]; +"414 Multiply_9785" [id=414, type=Constant]; +"415 Constant_11352" [id=415, type=Constant]; +"416 Constant_11351" [id=416, type=Constant]; +"417 Constant_11350" [id=417, type=Constant]; +"418 Constant_11349" [id=418, type=Constant]; +"419 Constant_9511" [id=419, type=Constant]; +"420 Multiply_9503/fq_weights_1" [id=420, type=FakeQuantize]; +"421 Constant_11347" [id=421, type=Constant]; +"422 Constant_11346" [id=422, type=Constant]; +"423 Constant_11345" [id=423, type=Constant]; +"424 Constant_11344" [id=424, type=Constant]; +"425 Multiply_9779" [id=425, type=Constant]; +"426 Constant_11342" [id=426, type=Constant]; +"427 Constant_11341" [id=427, type=Constant]; +"428 Constant_11340" [id=428, type=Constant]; +"429 Constant_11339" [id=429, type=Constant]; +"430 Constant_11337" [id=430, type=Constant]; +"431 Constant_11336" [id=431, type=Constant]; +"432 Constant_11335" [id=432, type=Constant]; +"433 Constant_11334" [id=433, type=Constant]; +"434 Constant_9497" [id=434, type=Constant]; +"435 Multiply_9489/fq_weights_1" [id=435, type=FakeQuantize]; +"436 Constant_11332" [id=436, type=Constant]; +"437 Constant_11331" [id=437, type=Constant]; +"438 Constant_11330" [id=438, type=Constant]; +"439 Constant_11329" [id=439, type=Constant]; +"440 Multiply_9773" [id=440, type=Constant]; +"441 Constant_11327" [id=441, type=Constant]; +"442 Constant_11326" [id=442, type=Constant]; +"443 Constant_11325" [id=443, type=Constant]; +"444 Constant_11324" [id=444, type=Constant]; +"445 Constant_11322" [id=445, type=Constant]; +"446 Constant_11321" [id=446, type=Constant]; +"447 Constant_11320" [id=447, type=Constant]; +"448 Constant_11319" [id=448, type=Constant]; +"449 Transpose_6195" [id=449, type=Constant]; +"450 Transpose_1582" [id=450, type=Constant]; +"451 Transpose_6187" [id=451, type=Constant]; +"452 Transpose_1573" [id=452, type=Constant]; +"453 Constant_6181" [id=453, type=Constant]; +"454 Constant_11317" [id=454, type=Constant]; +"455 Constant_11316" [id=455, type=Constant]; +"456 Constant_11315" [id=456, type=Constant]; +"457 Constant_11314" [id=457, type=Constant]; +"458 Constant_9483" [id=458, type=Constant]; +"459 Multiply_9475/fq_weights_1" [id=459, type=FakeQuantize]; +"460 Constant_11312" [id=460, type=Constant]; +"461 Constant_11311" [id=461, type=Constant]; +"462 Constant_11310" [id=462, type=Constant]; +"463 Constant_11309" [id=463, type=Constant]; +"464 Multiply_9768" [id=464, type=Constant]; +"465 Constant_11307" [id=465, type=Constant]; +"466 Constant_11306" [id=466, type=Constant]; +"467 Constant_11305" [id=467, type=Constant]; +"468 Constant_11304" [id=468, type=Constant]; +"469 Constant_9469" [id=469, type=Constant]; +"470 Multiply_9461/fq_weights_1" [id=470, type=FakeQuantize]; +"471 Constant_11302" [id=471, type=Constant]; +"472 Constant_11301" [id=472, type=Constant]; +"473 Constant_11300" [id=473, type=Constant]; +"474 Constant_11299" [id=474, type=Constant]; +"475 Multiply_9762" [id=475, type=Constant]; +"476 Constant_11297" [id=476, type=Constant]; +"477 Constant_11296" [id=477, type=Constant]; +"478 Constant_11295" [id=478, type=Constant]; +"479 Constant_11294" [id=479, type=Constant]; +"480 Constant_9455" [id=480, type=Constant]; +"481 Multiply_9447/fq_weights_1" [id=481, type=FakeQuantize]; +"482 Constant_11292" [id=482, type=Constant]; +"483 Constant_11291" [id=483, type=Constant]; +"484 Constant_11290" [id=484, type=Constant]; +"485 Constant_11289" [id=485, type=Constant]; +"486 Multiply_9756" [id=486, type=Constant]; +"487 Constant_11287" [id=487, type=Constant]; +"488 Constant_11286" [id=488, type=Constant]; +"489 Constant_11285" [id=489, type=Constant]; +"490 Constant_11284" [id=490, type=Constant]; +"491 Constant_11282" [id=491, type=Constant]; +"492 Constant_11281" [id=492, type=Constant]; +"493 Constant_11280" [id=493, type=Constant]; +"494 Constant_11279" [id=494, type=Constant]; +"495 Transpose_6051" [id=495, type=Constant]; +"496 Transpose_1472" [id=496, type=Constant]; +"497 Transpose_6043" [id=497, type=Constant]; +"498 Transpose_1463" [id=498, type=Constant]; +"499 Constant_6037" [id=499, type=Constant]; +"500 Constant_11277" [id=500, type=Constant]; +"501 Constant_11276" [id=501, type=Constant]; +"502 Constant_11275" [id=502, type=Constant]; +"503 Constant_11274" [id=503, type=Constant]; +"504 Constant_9441" [id=504, type=Constant]; +"505 Multiply_9433/fq_weights_1" [id=505, type=FakeQuantize]; +"506 Constant_11272" [id=506, type=Constant]; +"507 Constant_11271" [id=507, type=Constant]; +"508 Constant_11270" [id=508, type=Constant]; +"509 Constant_11269" [id=509, type=Constant]; +"510 Multiply_9751" [id=510, type=Constant]; +"511 Constant_11267" [id=511, type=Constant]; +"512 Constant_11266" [id=512, type=Constant]; +"513 Constant_11265" [id=513, type=Constant]; +"514 Constant_11264" [id=514, type=Constant]; +"515 Constant_9427" [id=515, type=Constant]; +"516 Multiply_9419/fq_weights_1" [id=516, type=FakeQuantize]; +"517 Constant_11262" [id=517, type=Constant]; +"518 Constant_11261" [id=518, type=Constant]; +"519 Constant_11260" [id=519, type=Constant]; +"520 Constant_11259" [id=520, type=Constant]; +"521 Multiply_9745" [id=521, type=Constant]; +"522 Constant_11257" [id=522, type=Constant]; +"523 Constant_11256" [id=523, type=Constant]; +"524 Constant_11255" [id=524, type=Constant]; +"525 Constant_11254" [id=525, type=Constant]; +"526 Constant_11252" [id=526, type=Constant]; +"527 Constant_11251" [id=527, type=Constant]; +"528 Constant_11250" [id=528, type=Constant]; +"529 Constant_11249" [id=529, type=Constant]; +"530 Constant_9413" [id=530, type=Constant]; +"531 Multiply_9405/fq_weights_1" [id=531, type=FakeQuantize]; +"532 Constant_11247" [id=532, type=Constant]; +"533 Constant_11246" [id=533, type=Constant]; +"534 Constant_11245" [id=534, type=Constant]; +"535 Constant_11244" [id=535, type=Constant]; +"536 Multiply_9739" [id=536, type=Constant]; +"537 Constant_11242" [id=537, type=Constant]; +"538 Constant_11241" [id=538, type=Constant]; +"539 Constant_11240" [id=539, type=Constant]; +"540 Constant_11239" [id=540, type=Constant]; +"541 Constant_11237" [id=541, type=Constant]; +"542 Constant_11236" [id=542, type=Constant]; +"543 Constant_11235" [id=543, type=Constant]; +"544 Constant_11234" [id=544, type=Constant]; +"545 Transpose_5903" [id=545, type=Constant]; +"546 Transpose_1361" [id=546, type=Constant]; +"547 Transpose_5895" [id=547, type=Constant]; +"548 Transpose_1352" [id=548, type=Constant]; +"549 Constant_5889" [id=549, type=Constant]; +"550 Constant_11232" [id=550, type=Constant]; +"551 Constant_11231" [id=551, type=Constant]; +"552 Constant_11230" [id=552, type=Constant]; +"553 Constant_11229" [id=553, type=Constant]; +"554 Constant_9399" [id=554, type=Constant]; +"555 Multiply_9391/fq_weights_1" [id=555, type=FakeQuantize]; +"556 Constant_11227" [id=556, type=Constant]; +"557 Constant_11226" [id=557, type=Constant]; +"558 Constant_11225" [id=558, type=Constant]; +"559 Constant_11224" [id=559, type=Constant]; +"560 Multiply_9734" [id=560, type=Constant]; +"561 Constant_11222" [id=561, type=Constant]; +"562 Constant_11221" [id=562, type=Constant]; +"563 Constant_11220" [id=563, type=Constant]; +"564 Constant_11219" [id=564, type=Constant]; +"565 Constant_9385" [id=565, type=Constant]; +"566 Multiply_9377/fq_weights_1" [id=566, type=FakeQuantize]; +"567 Constant_11217" [id=567, type=Constant]; +"568 Constant_11216" [id=568, type=Constant]; +"569 Constant_11215" [id=569, type=Constant]; +"570 Constant_11214" [id=570, type=Constant]; +"571 Multiply_9728" [id=571, type=Constant]; +"572 Constant_11212" [id=572, type=Constant]; +"573 Constant_11211" [id=573, type=Constant]; +"574 Constant_11210" [id=574, type=Constant]; +"575 Constant_11209" [id=575, type=Constant]; +"576 Constant_11207" [id=576, type=Constant]; +"577 Constant_11206" [id=577, type=Constant]; +"578 Constant_11205" [id=578, type=Constant]; +"579 Constant_11204" [id=579, type=Constant]; +"580 Constant_9371" [id=580, type=Constant]; +"581 Multiply_9363/fq_weights_1" [id=581, type=FakeQuantize]; +"582 Constant_11202" [id=582, type=Constant]; +"583 Constant_11201" [id=583, type=Constant]; +"584 Constant_11200" [id=584, type=Constant]; +"585 Constant_11199" [id=585, type=Constant]; +"586 Multiply_9722" [id=586, type=Constant]; +"587 Constant_11197" [id=587, type=Constant]; +"588 Constant_11196" [id=588, type=Constant]; +"589 Constant_11195" [id=589, type=Constant]; +"590 Constant_11194" [id=590, type=Constant]; +"591 Constant_11192" [id=591, type=Constant]; +"592 Constant_11191" [id=592, type=Constant]; +"593 Constant_11190" [id=593, type=Constant]; +"594 Constant_11189" [id=594, type=Constant]; +"595 Transpose_5755" [id=595, type=Constant]; +"596 Transpose_1250" [id=596, type=Constant]; +"597 Transpose_5747" [id=597, type=Constant]; +"598 Transpose_1241" [id=598, type=Constant]; +"599 Constant_5741" [id=599, type=Constant]; +"600 Constant_11187" [id=600, type=Constant]; +"601 Constant_11186" [id=601, type=Constant]; +"602 Constant_11185" [id=602, type=Constant]; +"603 Constant_11184" [id=603, type=Constant]; +"604 Constant_9357" [id=604, type=Constant]; +"605 Multiply_9349/fq_weights_1" [id=605, type=FakeQuantize]; +"606 Constant_11182" [id=606, type=Constant]; +"607 Constant_11181" [id=607, type=Constant]; +"608 Constant_11180" [id=608, type=Constant]; +"609 Constant_11179" [id=609, type=Constant]; +"610 Multiply_9717" [id=610, type=Constant]; +"611 Constant_11177" [id=611, type=Constant]; +"612 Constant_11176" [id=612, type=Constant]; +"613 Constant_11175" [id=613, type=Constant]; +"614 Constant_11174" [id=614, type=Constant]; +"615 Constant_9343" [id=615, type=Constant]; +"616 Multiply_9335/fq_weights_1" [id=616, type=FakeQuantize]; +"617 Constant_11172" [id=617, type=Constant]; +"618 Constant_11171" [id=618, type=Constant]; +"619 Constant_11170" [id=619, type=Constant]; +"620 Constant_11169" [id=620, type=Constant]; +"621 Multiply_9711" [id=621, type=Constant]; +"622 Constant_11167" [id=622, type=Constant]; +"623 Constant_11166" [id=623, type=Constant]; +"624 Constant_11165" [id=624, type=Constant]; +"625 Constant_11164" [id=625, type=Constant]; +"626 Constant_9329" [id=626, type=Constant]; +"627 Multiply_9321/fq_weights_1" [id=627, type=FakeQuantize]; +"628 Constant_11162" [id=628, type=Constant]; +"629 Constant_11161" [id=629, type=Constant]; +"630 Constant_11160" [id=630, type=Constant]; +"631 Constant_11159" [id=631, type=Constant]; +"632 Multiply_9705" [id=632, type=Constant]; +"633 Constant_11157" [id=633, type=Constant]; +"634 Constant_11156" [id=634, type=Constant]; +"635 Constant_11155" [id=635, type=Constant]; +"636 Constant_11154" [id=636, type=Constant]; +"637 Constant_11152" [id=637, type=Constant]; +"638 Constant_11151" [id=638, type=Constant]; +"639 Constant_11150" [id=639, type=Constant]; +"640 Constant_11149" [id=640, type=Constant]; +"641 Transpose_5611" [id=641, type=Constant]; +"642 Transpose_1140" [id=642, type=Constant]; +"643 Transpose_5603" [id=643, type=Constant]; +"644 Transpose_1131" [id=644, type=Constant]; +"645 Constant_5597" [id=645, type=Constant]; +"646 Constant_11147" [id=646, type=Constant]; +"647 Constant_11146" [id=647, type=Constant]; +"648 Constant_11145" [id=648, type=Constant]; +"649 Constant_11144" [id=649, type=Constant]; +"650 Constant_9315" [id=650, type=Constant]; +"651 Multiply_9307/fq_weights_1" [id=651, type=FakeQuantize]; +"652 Constant_11142" [id=652, type=Constant]; +"653 Constant_11141" [id=653, type=Constant]; +"654 Constant_11140" [id=654, type=Constant]; +"655 Constant_11139" [id=655, type=Constant]; +"656 Multiply_9700" [id=656, type=Constant]; +"657 Constant_11137" [id=657, type=Constant]; +"658 Constant_11136" [id=658, type=Constant]; +"659 Constant_11135" [id=659, type=Constant]; +"660 Constant_11134" [id=660, type=Constant]; +"661 Constant_9301" [id=661, type=Constant]; +"662 Multiply_9293/fq_weights_1" [id=662, type=FakeQuantize]; +"663 Constant_11132" [id=663, type=Constant]; +"664 Constant_11131" [id=664, type=Constant]; +"665 Constant_11130" [id=665, type=Constant]; +"666 Constant_11129" [id=666, type=Constant]; +"667 Multiply_9694" [id=667, type=Constant]; +"668 Constant_11127" [id=668, type=Constant]; +"669 Constant_11126" [id=669, type=Constant]; +"670 Constant_11125" [id=670, type=Constant]; +"671 Constant_11124" [id=671, type=Constant]; +"672 Constant_11122" [id=672, type=Constant]; +"673 Constant_11121" [id=673, type=Constant]; +"674 Constant_11120" [id=674, type=Constant]; +"675 Constant_11119" [id=675, type=Constant]; +"676 Constant_9287" [id=676, type=Constant]; +"677 Multiply_9279/fq_weights_1" [id=677, type=FakeQuantize]; +"678 Constant_11117" [id=678, type=Constant]; +"679 Constant_11116" [id=679, type=Constant]; +"680 Constant_11115" [id=680, type=Constant]; +"681 Constant_11114" [id=681, type=Constant]; +"682 Multiply_9688" [id=682, type=Constant]; +"683 Constant_11112" [id=683, type=Constant]; +"684 Constant_11111" [id=684, type=Constant]; +"685 Constant_11110" [id=685, type=Constant]; +"686 Constant_11109" [id=686, type=Constant]; +"687 Constant_9273" [id=687, type=Constant]; +"688 Multiply_9265/fq_weights_1" [id=688, type=FakeQuantize]; +"689 Constant_11107" [id=689, type=Constant]; +"690 Constant_11106" [id=690, type=Constant]; +"691 Constant_11105" [id=691, type=Constant]; +"692 Constant_11104" [id=692, type=Constant]; +"693 Multiply_9683" [id=693, type=Constant]; +"694 Constant_11102" [id=694, type=Constant]; +"695 Constant_11101" [id=695, type=Constant]; +"696 Constant_11100" [id=696, type=Constant]; +"697 Constant_11099" [id=697, type=Constant]; +"698 Constant_9259" [id=698, type=Constant]; +"699 Multiply_9251/fq_weights_1" [id=699, type=FakeQuantize]; +"700 Constant_11097" [id=700, type=Constant]; +"701 Constant_11096" [id=701, type=Constant]; +"702 Constant_11095" [id=702, type=Constant]; +"703 Constant_11094" [id=703, type=Constant]; +"704 Multiply_9677" [id=704, type=Constant]; +"705 Constant_11092" [id=705, type=Constant]; +"706 Constant_11091" [id=706, type=Constant]; +"707 Constant_11090" [id=707, type=Constant]; +"708 Constant_11089" [id=708, type=Constant]; +"709 Constant_9245" [id=709, type=Constant]; +"710 Multiply_9237/fq_weights_1" [id=710, type=FakeQuantize]; +"711 Constant_11087" [id=711, type=Constant]; +"712 Constant_11086" [id=712, type=Constant]; +"713 Constant_11085" [id=713, type=Constant]; +"714 Constant_11084" [id=714, type=Constant]; +"715 Multiply_9671" [id=715, type=Constant]; +"716 Constant_11082" [id=716, type=Constant]; +"717 Constant_11081" [id=717, type=Constant]; +"718 Constant_11080" [id=718, type=Constant]; +"719 Constant_11079" [id=719, type=Constant]; +"720 Constant_9231" [id=720, type=Constant]; +"721 Multiply_9223/fq_weights_1" [id=721, type=FakeQuantize]; +"722 Constant_11077" [id=722, type=Constant]; +"723 Constant_11076" [id=723, type=Constant]; +"724 Constant_11075" [id=724, type=Constant]; +"725 Constant_11074" [id=725, type=Constant]; +"726 Multiply_9666" [id=726, type=Constant]; +"727 Constant_11072" [id=727, type=Constant]; +"728 Constant_11071" [id=728, type=Constant]; +"729 Constant_11070" [id=729, type=Constant]; +"730 Constant_11069" [id=730, type=Constant]; +"731 Constant_9217" [id=731, type=Constant]; +"732 Multiply_9209/fq_weights_1" [id=732, type=FakeQuantize]; +"733 Constant_11067" [id=733, type=Constant]; +"734 Constant_11066" [id=734, type=Constant]; +"735 Constant_11065" [id=735, type=Constant]; +"736 Constant_11064" [id=736, type=Constant]; +"737 Multiply_9660" [id=737, type=Constant]; +"738 Constant_11062" [id=738, type=Constant]; +"739 Constant_11061" [id=739, type=Constant]; +"740 Constant_11060" [id=740, type=Constant]; +"741 Constant_11059" [id=741, type=Constant]; +"742 Constant_9203" [id=742, type=Constant]; +"743 Multiply_9195/fq_weights_1" [id=743, type=FakeQuantize]; +"744 Constant_11057" [id=744, type=Constant]; +"745 Constant_11056" [id=745, type=Constant]; +"746 Constant_11055" [id=746, type=Constant]; +"747 Constant_11054" [id=747, type=Constant]; +"748 Multiply_9654" [id=748, type=Constant]; +"749 Constant_11052" [id=749, type=Constant]; +"750 Constant_11051" [id=750, type=Constant]; +"751 Constant_11050" [id=751, type=Constant]; +"752 Constant_11049" [id=752, type=Constant]; +"753 Constant_11047" [id=753, type=Constant]; +"754 Constant_11046" [id=754, type=Constant]; +"755 Constant_11045" [id=755, type=Constant]; +"756 Constant_11044" [id=756, type=Constant]; +"757 Transpose_5257" [id=757, type=Constant]; +"758 Transpose_809" [id=758, type=Constant]; +"759 Transpose_5249" [id=759, type=Constant]; +"760 Transpose_800" [id=760, type=Constant]; +"761 Constant_5243" [id=761, type=Constant]; +"762 Constant_11042" [id=762, type=Constant]; +"763 Constant_11041" [id=763, type=Constant]; +"764 Constant_11040" [id=764, type=Constant]; +"765 Constant_11039" [id=765, type=Constant]; +"766 Constant_9189" [id=766, type=Constant]; +"767 Multiply_9181/fq_weights_1" [id=767, type=FakeQuantize]; +"768 Constant_11037" [id=768, type=Constant]; +"769 Constant_11036" [id=769, type=Constant]; +"770 Constant_11035" [id=770, type=Constant]; +"771 Constant_11034" [id=771, type=Constant]; +"772 Multiply_9649" [id=772, type=Constant]; +"773 Constant_11032" [id=773, type=Constant]; +"774 Constant_11031" [id=774, type=Constant]; +"775 Constant_11030" [id=775, type=Constant]; +"776 Constant_11029" [id=776, type=Constant]; +"777 Constant_9175" [id=777, type=Constant]; +"778 Multiply_9167/fq_weights_1" [id=778, type=FakeQuantize]; +"779 Constant_11027" [id=779, type=Constant]; +"780 Constant_11026" [id=780, type=Constant]; +"781 Constant_11025" [id=781, type=Constant]; +"782 Constant_11024" [id=782, type=Constant]; +"783 Gather_10068" [id=783, type=Constant]; +"784 Constant_11022" [id=784, type=Constant]; +"785 Constant_11021" [id=785, type=Constant]; +"786 Constant_11020" [id=786, type=Constant]; +"787 Constant_11019" [id=787, type=Constant]; +"788 Unsqueeze_7776" [id=788, type=Constant]; +"789 Unsqueeze_7782" [id=789, type=Constant]; +"790 Constant_7779" [id=790, type=Constant]; +"0 input_1" -> "1 Transpose_7780" [label="[1, 224, 224, 3]", style=solid]; +"1 Transpose_7780" -> "2 Transpose_7774" [label="[1, 3, 224, 224]", style=solid]; +"2 Transpose_7774" -> "3 Transpose_710" [label="[1, 3, 224, 224]", style=solid]; +"3 Transpose_710" -> "4 Transpose_710/fq_output_0" [label="[1, 3, 224, 224]", style=solid]; +"4 Transpose_710/fq_output_0" -> "5 Multiply_9167" [label="[1, 3, 224, 224]", style=solid]; +"5 Multiply_9167" -> "6 Transpose_5170" [label="[1, 16, 112, 112]", style=solid]; +"6 Transpose_5170" -> "7 Transpose_5188" [label="[1, 16, 112, 112]", style=solid]; +"7 Transpose_5188" -> "8 Transpose_5188/fq_output_0" [label="[1, 16, 112, 112]", style=solid]; +"8 Transpose_5188/fq_output_0" -> "9 Multiply_9181" [label="[1, 16, 112, 112]", style=solid]; +"9 Multiply_9181" -> "10 Transpose_5239" [label="[1, 16, 56, 56]", style=solid]; +"10 Transpose_5239" -> "11 Transpose_5241" [label="[1, 16, 56, 56]", style=solid]; +"11 Transpose_5241" -> "12 Transpose_5241/fq_output_0" [label="[1, 16, 56, 56]", style=solid]; +"12 Transpose_5241/fq_output_0" -> "13 Transpose_5245" [label="[1, 16, 56, 56]", style=solid]; +"12 Transpose_5241/fq_output_0" -> "14 Transpose_5277" [label="[1, 16, 56, 56]", style=solid]; +"13 Transpose_5245" -> "15 Convolution_801" [label="[1, 16, 1, 1]", style=solid]; +"14 Transpose_5277" -> "16 Transpose_5277/fq_output_0" [label="[1, 16, 56, 56]", style=solid]; +"15 Convolution_801" -> "17 Transpose_5251" [label="[1, 8, 1, 1]", style=solid]; +"16 Transpose_5277/fq_output_0" -> "18 Multiply_9195" [label="[1, 16, 56, 56]", style=solid]; +"17 Transpose_5251" -> "19 Transpose_5253" [label="[1, 8, 1, 1]", style=solid]; +"18 Multiply_9195" -> "20 Transpose_5301" [label="[1, 16, 56, 56]", style=solid]; +"19 Transpose_5253" -> "21 Convolution_810" [label="[1, 8, 1, 1]", style=solid]; +"20 Transpose_5301" -> "22 Transpose_5301/fq_output_0" [label="[1, 16, 56, 56]", style=solid]; +"21 Convolution_810" -> "23 Transpose_5259" [label="[1, 16, 1, 1]", style=solid]; +"22 Transpose_5301/fq_output_0" -> "24 Multiply_9209" [label="[1, 16, 56, 56]", style=solid]; +"23 Transpose_5259" -> "25 Transpose_5273" [label="[1, 16, 1, 1]", style=solid]; +"24 Multiply_9209" -> "26 Transpose_5325" [label="[1, 72, 56, 56]", style=solid]; +"25 Transpose_5273" -> "27 Transpose_5273/fq_output_0" [label="[1, 16, 1, 1]", style=solid]; +"26 Transpose_5325" -> "28 Transpose_5327" [label="[1, 72, 56, 56]", style=solid]; +"27 Transpose_5273/fq_output_0" -> "14 Transpose_5277" [label="[1, 16, 1, 1]", style=solid]; +"28 Transpose_5327" -> "29 Transpose_5327/fq_output_0" [label="[1, 72, 56, 56]", style=solid]; +"29 Transpose_5327/fq_output_0" -> "30 Multiply_9223" [label="[1, 72, 56, 56]", style=solid]; +"30 Multiply_9223" -> "31 Transpose_5378" [label="[1, 72, 28, 28]", style=solid]; +"31 Transpose_5378" -> "32 Transpose_5380" [label="[1, 72, 28, 28]", style=solid]; +"32 Transpose_5380" -> "33 Transpose_5380/fq_output_0" [label="[1, 72, 28, 28]", style=solid]; +"33 Transpose_5380/fq_output_0" -> "34 Multiply_9237" [label="[1, 72, 28, 28]", style=solid]; +"34 Multiply_9237" -> "35 Transpose_5404" [label="[1, 24, 28, 28]", style=solid]; +"35 Transpose_5404" -> "36 Transpose_5404/fq_output_0" [label="[1, 24, 28, 28]", style=solid]; +"36 Transpose_5404/fq_output_0" -> "37 Multiply_9251" [label="[1, 24, 28, 28]", style=solid]; +"36 Transpose_5404/fq_output_0" -> "38 Transpose_5484" [label="[1, 24, 28, 28]", style=solid]; +"37 Multiply_9251" -> "39 Transpose_5428" [label="[1, 88, 28, 28]", style=solid]; +"38 Transpose_5484" -> "40 Transpose_5484/fq_output_0" [label="[1, 24, 28, 28]", style=solid]; +"39 Transpose_5428" -> "41 Transpose_5430" [label="[1, 88, 28, 28]", style=solid]; +"40 Transpose_5484/fq_output_0" -> "42 Multiply_9293" [label="[1, 24, 28, 28]", style=solid]; +"41 Transpose_5430" -> "43 Transpose_5430/fq_output_0" [label="[1, 88, 28, 28]", style=solid]; +"42 Multiply_9293" -> "44 Transpose_5508" [label="[1, 96, 28, 28]", style=solid]; +"43 Transpose_5430/fq_output_0" -> "45 Multiply_9265" [label="[1, 88, 28, 28]", style=solid]; +"44 Transpose_5508" -> "46 Transpose_5526" [label="[1, 96, 28, 28]", style=solid]; +"45 Multiply_9265" -> "47 Transpose_5454" [label="[1, 88, 28, 28]", style=solid]; +"46 Transpose_5526" -> "48 Transpose_5526/fq_output_0" [label="[1, 96, 28, 28]", style=solid]; +"47 Transpose_5454" -> "49 Transpose_5456" [label="[1, 88, 28, 28]", style=solid]; +"48 Transpose_5526/fq_output_0" -> "50 Multiply_9307" [label="[1, 96, 28, 28]", style=solid]; +"49 Transpose_5456" -> "51 Transpose_5456/fq_output_0" [label="[1, 88, 28, 28]", style=solid]; +"50 Multiply_9307" -> "52 Transpose_5577" [label="[1, 96, 14, 14]", style=solid]; +"51 Transpose_5456/fq_output_0" -> "53 Multiply_9279" [label="[1, 88, 28, 28]", style=solid]; +"52 Transpose_5577" -> "54 Transpose_5595" [label="[1, 96, 14, 14]", style=solid]; +"53 Multiply_9279" -> "55 Transpose_5480" [label="[1, 24, 28, 28]", style=solid]; +"54 Transpose_5595" -> "56 Transpose_5595/fq_output_0" [label="[1, 96, 14, 14]", style=solid]; +"55 Transpose_5480" -> "57 Transpose_5480/fq_output_0" [label="[1, 24, 28, 28]", style=solid]; +"56 Transpose_5595/fq_output_0" -> "58 Transpose_5599" [label="[1, 96, 14, 14]", style=solid]; +"56 Transpose_5595/fq_output_0" -> "59 Transpose_5631" [label="[1, 96, 14, 14]", style=solid]; +"57 Transpose_5480/fq_output_0" -> "38 Transpose_5484" [label="[1, 24, 28, 28]", style=solid]; +"58 Transpose_5599" -> "60 Convolution_1132" [label="[1, 96, 1, 1]", style=solid]; +"59 Transpose_5631" -> "61 Transpose_5631/fq_output_0" [label="[1, 96, 14, 14]", style=solid]; +"60 Convolution_1132" -> "62 Transpose_5605" [label="[1, 24, 1, 1]", style=solid]; +"61 Transpose_5631/fq_output_0" -> "63 Multiply_9321" [label="[1, 96, 14, 14]", style=solid]; +"62 Transpose_5605" -> "64 Transpose_5607" [label="[1, 24, 1, 1]", style=solid]; +"63 Multiply_9321" -> "65 Transpose_5655" [label="[1, 40, 14, 14]", style=solid]; +"64 Transpose_5607" -> "66 Convolution_1141" [label="[1, 24, 1, 1]", style=solid]; +"65 Transpose_5655" -> "67 Transpose_5655/fq_output_0" [label="[1, 40, 14, 14]", style=solid]; +"66 Convolution_1141" -> "68 Transpose_5613" [label="[1, 96, 1, 1]", style=solid]; +"67 Transpose_5655/fq_output_0" -> "69 Multiply_9335" [label="[1, 40, 14, 14]", style=solid]; +"67 Transpose_5655/fq_output_0" -> "70 Transpose_5803" [label="[1, 40, 14, 14]", style=solid]; +"68 Transpose_5613" -> "71 Transpose_5627" [label="[1, 96, 1, 1]", style=solid]; +"69 Multiply_9335" -> "72 Transpose_5679" [label="[1, 240, 14, 14]", style=solid]; +"70 Transpose_5803" -> "73 Transpose_5803/fq_output_0" [label="[1, 40, 14, 14]", style=solid]; +"71 Transpose_5627" -> "74 Transpose_5627/fq_output_0" [label="[1, 96, 1, 1]", style=solid]; +"72 Transpose_5679" -> "75 Transpose_5697" [label="[1, 240, 14, 14]", style=solid]; +"73 Transpose_5803/fq_output_0" -> "76 Multiply_9377" [label="[1, 40, 14, 14]", style=solid]; +"73 Transpose_5803/fq_output_0" -> "77 Transpose_5951" [label="[1, 40, 14, 14]", style=solid]; +"74 Transpose_5627/fq_output_0" -> "59 Transpose_5631" [label="[1, 96, 1, 1]", style=solid]; +"75 Transpose_5697" -> "78 Transpose_5697/fq_output_0" [label="[1, 240, 14, 14]", style=solid]; +"76 Multiply_9377" -> "79 Transpose_5827" [label="[1, 240, 14, 14]", style=solid]; +"77 Transpose_5951" -> "80 Transpose_5951/fq_output_0" [label="[1, 40, 14, 14]", style=solid]; +"78 Transpose_5697/fq_output_0" -> "81 Multiply_9349" [label="[1, 240, 14, 14]", style=solid]; +"79 Transpose_5827" -> "82 Transpose_5845" [label="[1, 240, 14, 14]", style=solid]; +"80 Transpose_5951/fq_output_0" -> "83 Multiply_9419" [label="[1, 40, 14, 14]", style=solid]; +"81 Multiply_9349" -> "84 Transpose_5721" [label="[1, 240, 14, 14]", style=solid]; +"82 Transpose_5845" -> "85 Transpose_5845/fq_output_0" [label="[1, 240, 14, 14]", style=solid]; +"83 Multiply_9419" -> "86 Transpose_5975" [label="[1, 120, 14, 14]", style=solid]; +"84 Transpose_5721" -> "87 Transpose_5739" [label="[1, 240, 14, 14]", style=solid]; +"85 Transpose_5845/fq_output_0" -> "88 Multiply_9391" [label="[1, 240, 14, 14]", style=solid]; +"86 Transpose_5975" -> "89 Transpose_5993" [label="[1, 120, 14, 14]", style=solid]; +"87 Transpose_5739" -> "90 Transpose_5739/fq_output_0" [label="[1, 240, 14, 14]", style=solid]; +"88 Multiply_9391" -> "91 Transpose_5869" [label="[1, 240, 14, 14]", style=solid]; +"89 Transpose_5993" -> "92 Transpose_5993/fq_output_0" [label="[1, 120, 14, 14]", style=solid]; +"90 Transpose_5739/fq_output_0" -> "93 Transpose_5743" [label="[1, 240, 14, 14]", style=solid]; +"90 Transpose_5739/fq_output_0" -> "94 Transpose_5775" [label="[1, 240, 14, 14]", style=solid]; +"91 Transpose_5869" -> "95 Transpose_5887" [label="[1, 240, 14, 14]", style=solid]; +"92 Transpose_5993/fq_output_0" -> "96 Multiply_9433" [label="[1, 120, 14, 14]", style=solid]; +"93 Transpose_5743" -> "97 Convolution_1242" [label="[1, 240, 1, 1]", style=solid]; +"94 Transpose_5775" -> "98 Transpose_5775/fq_output_0" [label="[1, 240, 14, 14]", style=solid]; +"95 Transpose_5887" -> "99 Transpose_5887/fq_output_0" [label="[1, 240, 14, 14]", style=solid]; +"96 Multiply_9433" -> "100 Transpose_6017" [label="[1, 120, 14, 14]", style=solid]; +"97 Convolution_1242" -> "101 Transpose_5749" [label="[1, 64, 1, 1]", style=solid]; +"98 Transpose_5775/fq_output_0" -> "102 Multiply_9363" [label="[1, 240, 14, 14]", style=solid]; +"99 Transpose_5887/fq_output_0" -> "103 Transpose_5891" [label="[1, 240, 14, 14]", style=solid]; +"99 Transpose_5887/fq_output_0" -> "104 Transpose_5923" [label="[1, 240, 14, 14]", style=solid]; +"100 Transpose_6017" -> "105 Transpose_6035" [label="[1, 120, 14, 14]", style=solid]; +"101 Transpose_5749" -> "106 Transpose_5751" [label="[1, 64, 1, 1]", style=solid]; +"102 Multiply_9363" -> "107 Transpose_5799" [label="[1, 40, 14, 14]", style=solid]; +"103 Transpose_5891" -> "108 Convolution_1353" [label="[1, 240, 1, 1]", style=solid]; +"104 Transpose_5923" -> "109 Transpose_5923/fq_output_0" [label="[1, 240, 14, 14]", style=solid]; +"105 Transpose_6035" -> "110 Transpose_6035/fq_output_0" [label="[1, 120, 14, 14]", style=solid]; +"106 Transpose_5751" -> "111 Convolution_1251" [label="[1, 64, 1, 1]", style=solid]; +"107 Transpose_5799" -> "112 Transpose_5799/fq_output_0" [label="[1, 40, 14, 14]", style=solid]; +"108 Convolution_1353" -> "113 Transpose_5897" [label="[1, 64, 1, 1]", style=solid]; +"109 Transpose_5923/fq_output_0" -> "114 Multiply_9405" [label="[1, 240, 14, 14]", style=solid]; +"110 Transpose_6035/fq_output_0" -> "115 Transpose_6039" [label="[1, 120, 14, 14]", style=solid]; +"110 Transpose_6035/fq_output_0" -> "116 Transpose_6071" [label="[1, 120, 14, 14]", style=solid]; +"111 Convolution_1251" -> "117 Transpose_5757" [label="[1, 240, 1, 1]", style=solid]; +"112 Transpose_5799/fq_output_0" -> "70 Transpose_5803" [label="[1, 40, 14, 14]", style=solid]; +"113 Transpose_5897" -> "118 Transpose_5899" [label="[1, 64, 1, 1]", style=solid]; +"114 Multiply_9405" -> "119 Transpose_5947" [label="[1, 40, 14, 14]", style=solid]; +"115 Transpose_6039" -> "120 Convolution_1464" [label="[1, 120, 1, 1]", style=solid]; +"116 Transpose_6071" -> "121 Transpose_6071/fq_output_0" [label="[1, 120, 14, 14]", style=solid]; +"117 Transpose_5757" -> "122 Transpose_5771" [label="[1, 240, 1, 1]", style=solid]; +"118 Transpose_5899" -> "123 Convolution_1362" [label="[1, 64, 1, 1]", style=solid]; +"119 Transpose_5947" -> "124 Transpose_5947/fq_output_0" [label="[1, 40, 14, 14]", style=solid]; +"120 Convolution_1464" -> "125 Transpose_6045" [label="[1, 32, 1, 1]", style=solid]; +"121 Transpose_6071/fq_output_0" -> "126 Multiply_9447" [label="[1, 120, 14, 14]", style=solid]; +"122 Transpose_5771" -> "127 Transpose_5771/fq_output_0" [label="[1, 240, 1, 1]", style=solid]; +"123 Convolution_1362" -> "128 Transpose_5905" [label="[1, 240, 1, 1]", style=solid]; +"124 Transpose_5947/fq_output_0" -> "77 Transpose_5951" [label="[1, 40, 14, 14]", style=solid]; +"125 Transpose_6045" -> "129 Transpose_6047" [label="[1, 32, 1, 1]", style=solid]; +"126 Multiply_9447" -> "130 Transpose_6095" [label="[1, 48, 14, 14]", style=solid]; +"127 Transpose_5771/fq_output_0" -> "94 Transpose_5775" [label="[1, 240, 1, 1]", style=solid]; +"128 Transpose_5905" -> "131 Transpose_5919" [label="[1, 240, 1, 1]", style=solid]; +"129 Transpose_6047" -> "132 Convolution_1473" [label="[1, 32, 1, 1]", style=solid]; +"130 Transpose_6095" -> "133 Transpose_6095/fq_output_0" [label="[1, 48, 14, 14]", style=solid]; +"131 Transpose_5919" -> "134 Transpose_5919/fq_output_0" [label="[1, 240, 1, 1]", style=solid]; +"132 Convolution_1473" -> "135 Transpose_6053" [label="[1, 120, 1, 1]", style=solid]; +"133 Transpose_6095/fq_output_0" -> "136 Multiply_9461" [label="[1, 48, 14, 14]", style=solid]; +"133 Transpose_6095/fq_output_0" -> "137 Transpose_6243" [label="[1, 48, 14, 14]", style=solid]; +"134 Transpose_5919/fq_output_0" -> "104 Transpose_5923" [label="[1, 240, 1, 1]", style=solid]; +"135 Transpose_6053" -> "138 Transpose_6067" [label="[1, 120, 1, 1]", style=solid]; +"136 Multiply_9461" -> "139 Transpose_6119" [label="[1, 144, 14, 14]", style=solid]; +"137 Transpose_6243" -> "140 Transpose_6243/fq_output_0" [label="[1, 48, 14, 14]", style=solid]; +"138 Transpose_6067" -> "141 Transpose_6067/fq_output_0" [label="[1, 120, 1, 1]", style=solid]; +"139 Transpose_6119" -> "142 Transpose_6137" [label="[1, 144, 14, 14]", style=solid]; +"140 Transpose_6243/fq_output_0" -> "143 Multiply_9503" [label="[1, 48, 14, 14]", style=solid]; +"141 Transpose_6067/fq_output_0" -> "116 Transpose_6071" [label="[1, 120, 1, 1]", style=solid]; +"142 Transpose_6137" -> "144 Transpose_6137/fq_output_0" [label="[1, 144, 14, 14]", style=solid]; +"143 Multiply_9503" -> "145 Transpose_6267" [label="[1, 288, 14, 14]", style=solid]; +"144 Transpose_6137/fq_output_0" -> "146 Multiply_9475" [label="[1, 144, 14, 14]", style=solid]; +"145 Transpose_6267" -> "147 Transpose_6285" [label="[1, 288, 14, 14]", style=solid]; +"146 Multiply_9475" -> "148 Transpose_6161" [label="[1, 144, 14, 14]", style=solid]; +"147 Transpose_6285" -> "149 Transpose_6285/fq_output_0" [label="[1, 288, 14, 14]", style=solid]; +"148 Transpose_6161" -> "150 Transpose_6179" [label="[1, 144, 14, 14]", style=solid]; +"149 Transpose_6285/fq_output_0" -> "151 Multiply_9517" [label="[1, 288, 14, 14]", style=solid]; +"150 Transpose_6179" -> "152 Transpose_6179/fq_output_0" [label="[1, 144, 14, 14]", style=solid]; +"151 Multiply_9517" -> "153 Transpose_6336" [label="[1, 288, 7, 7]", style=solid]; +"152 Transpose_6179/fq_output_0" -> "154 Transpose_6183" [label="[1, 144, 14, 14]", style=solid]; +"152 Transpose_6179/fq_output_0" -> "155 Transpose_6215" [label="[1, 144, 14, 14]", style=solid]; +"153 Transpose_6336" -> "156 Transpose_6354" [label="[1, 288, 7, 7]", style=solid]; +"154 Transpose_6183" -> "157 Convolution_1574" [label="[1, 144, 1, 1]", style=solid]; +"155 Transpose_6215" -> "158 Transpose_6215/fq_output_0" [label="[1, 144, 14, 14]", style=solid]; +"156 Transpose_6354" -> "159 Transpose_6354/fq_output_0" [label="[1, 288, 7, 7]", style=solid]; +"157 Convolution_1574" -> "160 Transpose_6189" [label="[1, 40, 1, 1]", style=solid]; +"158 Transpose_6215/fq_output_0" -> "161 Multiply_9489" [label="[1, 144, 14, 14]", style=solid]; +"159 Transpose_6354/fq_output_0" -> "162 Transpose_6358" [label="[1, 288, 7, 7]", style=solid]; +"159 Transpose_6354/fq_output_0" -> "163 Transpose_6390" [label="[1, 288, 7, 7]", style=solid]; +"160 Transpose_6189" -> "164 Transpose_6191" [label="[1, 40, 1, 1]", style=solid]; +"161 Multiply_9489" -> "165 Transpose_6239" [label="[1, 48, 14, 14]", style=solid]; +"162 Transpose_6358" -> "166 Convolution_1713" [label="[1, 288, 1, 1]", style=solid]; +"163 Transpose_6390" -> "167 Transpose_6390/fq_output_0" [label="[1, 288, 7, 7]", style=solid]; +"164 Transpose_6191" -> "168 Convolution_1583" [label="[1, 40, 1, 1]", style=solid]; +"165 Transpose_6239" -> "169 Transpose_6239/fq_output_0" [label="[1, 48, 14, 14]", style=solid]; +"166 Convolution_1713" -> "170 Transpose_6364" [label="[1, 72, 1, 1]", style=solid]; +"167 Transpose_6390/fq_output_0" -> "171 Multiply_9531" [label="[1, 288, 7, 7]", style=solid]; +"168 Convolution_1583" -> "172 Transpose_6197" [label="[1, 144, 1, 1]", style=solid]; +"169 Transpose_6239/fq_output_0" -> "137 Transpose_6243" [label="[1, 48, 14, 14]", style=solid]; +"170 Transpose_6364" -> "173 Transpose_6366" [label="[1, 72, 1, 1]", style=solid]; +"171 Multiply_9531" -> "174 Transpose_6414" [label="[1, 96, 7, 7]", style=solid]; +"172 Transpose_6197" -> "175 Transpose_6211" [label="[1, 144, 1, 1]", style=solid]; +"173 Transpose_6366" -> "176 Convolution_1722" [label="[1, 72, 1, 1]", style=solid]; +"174 Transpose_6414" -> "177 Transpose_6414/fq_output_0" [label="[1, 96, 7, 7]", style=solid]; +"175 Transpose_6211" -> "178 Transpose_6211/fq_output_0" [label="[1, 144, 1, 1]", style=solid]; +"176 Convolution_1722" -> "179 Transpose_6372" [label="[1, 288, 1, 1]", style=solid]; +"177 Transpose_6414/fq_output_0" -> "180 Multiply_9545" [label="[1, 96, 7, 7]", style=solid]; +"177 Transpose_6414/fq_output_0" -> "181 Transpose_6562" [label="[1, 96, 7, 7]", style=solid]; +"178 Transpose_6211/fq_output_0" -> "155 Transpose_6215" [label="[1, 144, 1, 1]", style=solid]; +"179 Transpose_6372" -> "182 Transpose_6386" [label="[1, 288, 1, 1]", style=solid]; +"180 Multiply_9545" -> "183 Transpose_6438" [label="[1, 576, 7, 7]", style=solid]; +"181 Transpose_6562" -> "184 Transpose_6562/fq_output_0" [label="[1, 96, 7, 7]", style=solid]; +"182 Transpose_6386" -> "185 Transpose_6386/fq_output_0" [label="[1, 288, 1, 1]", style=solid]; +"183 Transpose_6438" -> "186 Transpose_6456" [label="[1, 576, 7, 7]", style=solid]; +"184 Transpose_6562/fq_output_0" -> "187 Multiply_9587" [label="[1, 96, 7, 7]", style=solid]; +"184 Transpose_6562/fq_output_0" -> "188 Transpose_6710" [label="[1, 96, 7, 7]", style=solid]; +"185 Transpose_6386/fq_output_0" -> "163 Transpose_6390" [label="[1, 288, 1, 1]", style=solid]; +"186 Transpose_6456" -> "189 Transpose_6456/fq_output_0" [label="[1, 576, 7, 7]", style=solid]; +"187 Multiply_9587" -> "190 Transpose_6586" [label="[1, 576, 7, 7]", style=solid]; +"188 Transpose_6710" -> "191 Transpose_6710/fq_output_0" [label="[1, 96, 7, 7]", style=solid]; +"189 Transpose_6456/fq_output_0" -> "192 Multiply_9559" [label="[1, 576, 7, 7]", style=solid]; +"190 Transpose_6586" -> "193 Transpose_6604" [label="[1, 576, 7, 7]", style=solid]; +"191 Transpose_6710/fq_output_0" -> "194 Multiply_9629" [label="[1, 96, 7, 7]", style=solid]; +"192 Multiply_9559" -> "195 Transpose_6480" [label="[1, 576, 7, 7]", style=solid]; +"193 Transpose_6604" -> "196 Transpose_6604/fq_output_0" [label="[1, 576, 7, 7]", style=solid]; +"194 Multiply_9629" -> "197 Transpose_6734" [label="[1, 576, 7, 7]", style=solid]; +"195 Transpose_6480" -> "198 Transpose_6498" [label="[1, 576, 7, 7]", style=solid]; +"196 Transpose_6604/fq_output_0" -> "199 Multiply_9601" [label="[1, 576, 7, 7]", style=solid]; +"197 Transpose_6734" -> "200 Transpose_6752" [label="[1, 576, 7, 7]", style=solid]; +"198 Transpose_6498" -> "201 Transpose_6498/fq_output_0" [label="[1, 576, 7, 7]", style=solid]; +"199 Multiply_9601" -> "202 Transpose_6628" [label="[1, 576, 7, 7]", style=solid]; +"200 Transpose_6752" -> "203 Transpose_6752/fq_output_0" [label="[1, 576, 7, 7]", style=solid]; +"201 Transpose_6498/fq_output_0" -> "204 Transpose_6502" [label="[1, 576, 7, 7]", style=solid]; +"201 Transpose_6498/fq_output_0" -> "205 Transpose_6534" [label="[1, 576, 7, 7]", style=solid]; +"202 Transpose_6628" -> "206 Transpose_6646" [label="[1, 576, 7, 7]", style=solid]; +"203 Transpose_6752/fq_output_0" -> "207 Transpose_6756" [label="[1, 576, 7, 7]", style=solid]; +"204 Transpose_6502" -> "208 Convolution_1823" [label="[1, 576, 1, 1]", style=solid]; +"205 Transpose_6534" -> "209 Transpose_6534/fq_output_0" [label="[1, 576, 7, 7]", style=solid]; +"206 Transpose_6646" -> "210 Transpose_6646/fq_output_0" [label="[1, 576, 7, 7]", style=solid]; +"207 Transpose_6756" -> "211 Transpose_6756/fq_output_0" [label="[1, 576, 1, 1]", style=solid]; +"208 Convolution_1823" -> "212 Transpose_6508" [label="[1, 144, 1, 1]", style=solid]; +"209 Transpose_6534/fq_output_0" -> "213 Multiply_9573" [label="[1, 576, 7, 7]", style=solid]; +"210 Transpose_6646/fq_output_0" -> "214 Transpose_6650" [label="[1, 576, 7, 7]", style=solid]; +"210 Transpose_6646/fq_output_0" -> "215 Transpose_6682" [label="[1, 576, 7, 7]", style=solid]; +"211 Transpose_6756/fq_output_0" -> "216 Convolution_2013" [label="[1, 576, 1, 1]", style=solid]; +"212 Transpose_6508" -> "217 Transpose_6510" [label="[1, 144, 1, 1]", style=solid]; +"213 Multiply_9573" -> "218 Transpose_6558" [label="[1, 96, 7, 7]", style=solid]; +"214 Transpose_6650" -> "219 Convolution_1934" [label="[1, 576, 1, 1]", style=solid]; +"215 Transpose_6682" -> "220 Transpose_6682/fq_output_0" [label="[1, 576, 7, 7]", style=solid]; +"216 Convolution_2013" -> "221 Transpose_6762" [label="[1, 1024, 1, 1]", style=solid]; +"217 Transpose_6510" -> "222 Convolution_1832" [label="[1, 144, 1, 1]", style=solid]; +"218 Transpose_6558" -> "223 Transpose_6558/fq_output_0" [label="[1, 96, 7, 7]", style=solid]; +"219 Convolution_1934" -> "224 Transpose_6656" [label="[1, 144, 1, 1]", style=solid]; +"220 Transpose_6682/fq_output_0" -> "225 Multiply_9615" [label="[1, 576, 7, 7]", style=solid]; +"221 Transpose_6762" -> "226 Transpose_6780" [label="[1, 1024, 1, 1]", style=solid]; +"222 Convolution_1832" -> "227 Transpose_6516" [label="[1, 576, 1, 1]", style=solid]; +"223 Transpose_6558/fq_output_0" -> "181 Transpose_6562" [label="[1, 96, 7, 7]", style=solid]; +"224 Transpose_6656" -> "228 Transpose_6658" [label="[1, 144, 1, 1]", style=solid]; +"225 Multiply_9615" -> "229 Transpose_6706" [label="[1, 96, 7, 7]", style=solid]; +"226 Transpose_6780" -> "230 Transpose_6780/fq_output_0" [label="[1, 1024, 1, 1]", style=solid]; +"227 Transpose_6516" -> "231 Transpose_6530" [label="[1, 576, 1, 1]", style=solid]; +"228 Transpose_6658" -> "232 Convolution_1943" [label="[1, 144, 1, 1]", style=solid]; +"229 Transpose_6706" -> "233 Transpose_6706/fq_output_0" [label="[1, 96, 7, 7]", style=solid]; +"230 Transpose_6780/fq_output_0" -> "234 Convolution_2025" [label="[1, 1024, 1, 1]", style=solid]; +"231 Transpose_6530" -> "235 Transpose_6530/fq_output_0" [label="[1, 576, 1, 1]", style=solid]; +"232 Convolution_1943" -> "236 Transpose_6664" [label="[1, 576, 1, 1]", style=solid]; +"233 Transpose_6706/fq_output_0" -> "188 Transpose_6710" [label="[1, 96, 7, 7]", style=solid]; +"234 Convolution_2025" -> "237 Transpose_6786" [label="[1, 1000, 1, 1]", style=solid]; +"235 Transpose_6530/fq_output_0" -> "205 Transpose_6534" [label="[1, 576, 1, 1]", style=solid]; +"236 Transpose_6664" -> "238 Transpose_6678" [label="[1, 576, 1, 1]", style=solid]; +"237 Transpose_6786" -> "239 MobilenetV3small/Logits/BiasAdd" [label="[1, 1000, 1, 1]", style=solid]; +"238 Transpose_6678" -> "240 Transpose_6678/fq_output_0" [label="[1, 576, 1, 1]", style=solid]; +"239 MobilenetV3small/Logits/BiasAdd" -> "241 MobilenetV3small/flatten/Reshape" [label="[1, 1, 1, 1000]", style=solid]; +"240 Transpose_6678/fq_output_0" -> "215 Transpose_6682" [label="[1, 576, 1, 1]", style=solid]; +"241 MobilenetV3small/flatten/Reshape" -> "242 MobilenetV3small/Predictions/Softmax" [label="[1, 1000]", style=solid]; +"242 MobilenetV3small/Predictions/Softmax" -> "243 Predictions" [label="[1, 1000]", style=solid]; +"244 MobilenetV3small/flatten/Const" -> "241 MobilenetV3small/flatten/Reshape" [label="[2]", style=dashed]; +"245 Constant_8887" -> "239 MobilenetV3small/Logits/BiasAdd" [label="[4]", style=dashed]; +"246 Transpose_6784" -> "237 Transpose_6786" [label="[1, 1000, 1, 1]", style=solid]; +"247 Convolution_2025/fq_weights_1" -> "234 Convolution_2025" [label="[1000, 1024, 1, 1]", style=solid]; +"248 Constant_11502" -> "247 Convolution_2025/fq_weights_1" [label="[1000, 1, 1, 1]", style=solid]; +"249 Constant_11501" -> "247 Convolution_2025/fq_weights_1" [label="[1000, 1, 1, 1]", style=solid]; +"250 Constant_11500" -> "247 Convolution_2025/fq_weights_1" [label="[1000, 1, 1, 1]", style=solid]; +"251 Constant_11499" -> "247 Convolution_2025/fq_weights_1" [label="[1000, 1, 1, 1]", style=solid]; +"252 Transpose_2024" -> "247 Convolution_2025/fq_weights_1" [label="[1000, 1024, 1, 1]", style=solid]; +"253 Constant_11497" -> "230 Transpose_6780/fq_output_0" [label="[]", style=solid]; +"254 Constant_11496" -> "230 Transpose_6780/fq_output_0" [label="[]", style=solid]; +"255 Constant_11495" -> "230 Transpose_6780/fq_output_0" [label="[]", style=solid]; +"256 Constant_11494" -> "230 Transpose_6780/fq_output_0" [label="[]", style=solid]; +"257 Transpose_6760" -> "221 Transpose_6762" [label="[1, 1024, 1, 1]", style=solid]; +"258 Convolution_2013/fq_weights_1" -> "216 Convolution_2013" [label="[1024, 576, 1, 1]", style=solid]; +"259 Constant_11492" -> "258 Convolution_2013/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"260 Constant_11491" -> "258 Convolution_2013/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"261 Constant_11490" -> "258 Convolution_2013/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"262 Constant_11489" -> "258 Convolution_2013/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"263 Transpose_2012" -> "258 Convolution_2013/fq_weights_1" [label="[1024, 576, 1, 1]", style=solid]; +"264 Constant_11487" -> "211 Transpose_6756/fq_output_0" [label="[]", style=solid]; +"265 Constant_11486" -> "211 Transpose_6756/fq_output_0" [label="[]", style=solid]; +"266 Constant_11485" -> "211 Transpose_6756/fq_output_0" [label="[]", style=solid]; +"267 Constant_11484" -> "211 Transpose_6756/fq_output_0" [label="[]", style=solid]; +"268 Constant_6754" -> "207 Transpose_6756" [label="[2]", style=dashed]; +"269 Constant_11482" -> "203 Transpose_6752/fq_output_0" [label="[]", style=solid]; +"270 Constant_11481" -> "203 Transpose_6752/fq_output_0" [label="[]", style=solid]; +"271 Constant_11480" -> "203 Transpose_6752/fq_output_0" [label="[]", style=solid]; +"272 Constant_11479" -> "203 Transpose_6752/fq_output_0" [label="[]", style=solid]; +"273 Constant_9637" -> "197 Transpose_6734" [label="[1, 576, 1, 1]", style=solid]; +"274 Multiply_9629/fq_weights_1" -> "194 Multiply_9629" [label="[576, 96, 1, 1]", style=solid]; +"275 Constant_11477" -> "274 Multiply_9629/fq_weights_1" [label="[576, 1, 1, 1]", style=solid]; +"276 Constant_11476" -> "274 Multiply_9629/fq_weights_1" [label="[576, 1, 1, 1]", style=solid]; +"277 Constant_11475" -> "274 Multiply_9629/fq_weights_1" [label="[576, 1, 1, 1]", style=solid]; +"278 Constant_11474" -> "274 Multiply_9629/fq_weights_1" [label="[576, 1, 1, 1]", style=solid]; +"279 Multiply_9830" -> "274 Multiply_9629/fq_weights_1" [label="[576, 96, 1, 1]", style=solid]; +"280 Constant_11472" -> "191 Transpose_6710/fq_output_0" [label="[]", style=solid]; +"281 Constant_11471" -> "191 Transpose_6710/fq_output_0" [label="[]", style=solid]; +"282 Constant_11470" -> "191 Transpose_6710/fq_output_0" [label="[]", style=solid]; +"283 Constant_11469" -> "191 Transpose_6710/fq_output_0" [label="[]", style=solid]; +"284 Constant_11467" -> "233 Transpose_6706/fq_output_0" [label="[]", style=solid]; +"285 Constant_11466" -> "233 Transpose_6706/fq_output_0" [label="[]", style=solid]; +"286 Constant_11465" -> "233 Transpose_6706/fq_output_0" [label="[]", style=solid]; +"287 Constant_11464" -> "233 Transpose_6706/fq_output_0" [label="[]", style=solid]; +"288 Constant_9623" -> "229 Transpose_6706" [label="[1, 96, 1, 1]", style=solid]; +"289 Multiply_9615/fq_weights_1" -> "225 Multiply_9615" [label="[96, 576, 1, 1]", style=solid]; +"290 Constant_11462" -> "289 Multiply_9615/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; +"291 Constant_11461" -> "289 Multiply_9615/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; +"292 Constant_11460" -> "289 Multiply_9615/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; +"293 Constant_11459" -> "289 Multiply_9615/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; +"294 Multiply_9824" -> "289 Multiply_9615/fq_weights_1" [label="[96, 576, 1, 1]", style=solid]; +"295 Constant_11457" -> "220 Transpose_6682/fq_output_0" [label="[]", style=solid]; +"296 Constant_11456" -> "220 Transpose_6682/fq_output_0" [label="[]", style=solid]; +"297 Constant_11455" -> "220 Transpose_6682/fq_output_0" [label="[]", style=solid]; +"298 Constant_11454" -> "220 Transpose_6682/fq_output_0" [label="[]", style=solid]; +"299 Constant_11452" -> "240 Transpose_6678/fq_output_0" [label="[]", style=solid]; +"300 Constant_11451" -> "240 Transpose_6678/fq_output_0" [label="[]", style=solid]; +"301 Constant_11450" -> "240 Transpose_6678/fq_output_0" [label="[]", style=solid]; +"302 Constant_11449" -> "240 Transpose_6678/fq_output_0" [label="[]", style=solid]; +"303 Transpose_6662" -> "236 Transpose_6664" [label="[1, 576, 1, 1]", style=solid]; +"304 Transpose_1942" -> "232 Convolution_1943" [label="[576, 144, 1, 1]", style=solid]; +"305 Transpose_6654" -> "224 Transpose_6656" [label="[1, 144, 1, 1]", style=solid]; +"306 Transpose_1933" -> "219 Convolution_1934" [label="[144, 576, 1, 1]", style=solid]; +"307 Constant_6648" -> "214 Transpose_6650" [label="[2]", style=dashed]; +"308 Constant_11447" -> "210 Transpose_6646/fq_output_0" [label="[]", style=solid]; +"309 Constant_11446" -> "210 Transpose_6646/fq_output_0" [label="[]", style=solid]; +"310 Constant_11445" -> "210 Transpose_6646/fq_output_0" [label="[]", style=solid]; +"311 Constant_11444" -> "210 Transpose_6646/fq_output_0" [label="[]", style=solid]; +"312 Constant_9609" -> "202 Transpose_6628" [label="[1, 576, 1, 1]", style=solid]; +"313 Multiply_9601/fq_weights_1" -> "199 Multiply_9601" [label="[576, 1, 1, 5, 5]", style=solid]; +"314 Constant_11442" -> "313 Multiply_9601/fq_weights_1" [label="[576, 1, 1, 1, 1]", style=solid]; +"315 Constant_11441" -> "313 Multiply_9601/fq_weights_1" [label="[576, 1, 1, 1, 1]", style=solid]; +"316 Constant_11440" -> "313 Multiply_9601/fq_weights_1" [label="[576, 1, 1, 1, 1]", style=solid]; +"317 Constant_11439" -> "313 Multiply_9601/fq_weights_1" [label="[576, 1, 1, 1, 1]", style=solid]; +"318 Multiply_9819" -> "313 Multiply_9601/fq_weights_1" [label="[576, 1, 1, 5, 5]", style=solid]; +"319 Constant_11437" -> "196 Transpose_6604/fq_output_0" [label="[1, 576, 1, 1]", style=solid]; +"320 Constant_11436" -> "196 Transpose_6604/fq_output_0" [label="[1, 576, 1, 1]", style=solid]; +"321 Constant_11435" -> "196 Transpose_6604/fq_output_0" [label="[1, 576, 1, 1]", style=solid]; +"322 Constant_11434" -> "196 Transpose_6604/fq_output_0" [label="[1, 576, 1, 1]", style=solid]; +"323 Constant_9595" -> "190 Transpose_6586" [label="[1, 576, 1, 1]", style=solid]; +"324 Multiply_9587/fq_weights_1" -> "187 Multiply_9587" [label="[576, 96, 1, 1]", style=solid]; +"325 Constant_11432" -> "324 Multiply_9587/fq_weights_1" [label="[576, 1, 1, 1]", style=solid]; +"326 Constant_11431" -> "324 Multiply_9587/fq_weights_1" [label="[576, 1, 1, 1]", style=solid]; +"327 Constant_11430" -> "324 Multiply_9587/fq_weights_1" [label="[576, 1, 1, 1]", style=solid]; +"328 Constant_11429" -> "324 Multiply_9587/fq_weights_1" [label="[576, 1, 1, 1]", style=solid]; +"329 Multiply_9813" -> "324 Multiply_9587/fq_weights_1" [label="[576, 96, 1, 1]", style=solid]; +"330 Constant_11427" -> "184 Transpose_6562/fq_output_0" [label="[]", style=solid]; +"331 Constant_11426" -> "184 Transpose_6562/fq_output_0" [label="[]", style=solid]; +"332 Constant_11425" -> "184 Transpose_6562/fq_output_0" [label="[]", style=solid]; +"333 Constant_11424" -> "184 Transpose_6562/fq_output_0" [label="[]", style=solid]; +"334 Constant_11422" -> "223 Transpose_6558/fq_output_0" [label="[]", style=solid]; +"335 Constant_11421" -> "223 Transpose_6558/fq_output_0" [label="[]", style=solid]; +"336 Constant_11420" -> "223 Transpose_6558/fq_output_0" [label="[]", style=solid]; +"337 Constant_11419" -> "223 Transpose_6558/fq_output_0" [label="[]", style=solid]; +"338 Constant_9581" -> "218 Transpose_6558" [label="[1, 96, 1, 1]", style=solid]; +"339 Multiply_9573/fq_weights_1" -> "213 Multiply_9573" [label="[96, 576, 1, 1]", style=solid]; +"340 Constant_11417" -> "339 Multiply_9573/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; +"341 Constant_11416" -> "339 Multiply_9573/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; +"342 Constant_11415" -> "339 Multiply_9573/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; +"343 Constant_11414" -> "339 Multiply_9573/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; +"344 Multiply_9807" -> "339 Multiply_9573/fq_weights_1" [label="[96, 576, 1, 1]", style=solid]; +"345 Constant_11412" -> "209 Transpose_6534/fq_output_0" [label="[]", style=solid]; +"346 Constant_11411" -> "209 Transpose_6534/fq_output_0" [label="[]", style=solid]; +"347 Constant_11410" -> "209 Transpose_6534/fq_output_0" [label="[]", style=solid]; +"348 Constant_11409" -> "209 Transpose_6534/fq_output_0" [label="[]", style=solid]; +"349 Constant_11407" -> "235 Transpose_6530/fq_output_0" [label="[]", style=solid]; +"350 Constant_11406" -> "235 Transpose_6530/fq_output_0" [label="[]", style=solid]; +"351 Constant_11405" -> "235 Transpose_6530/fq_output_0" [label="[]", style=solid]; +"352 Constant_11404" -> "235 Transpose_6530/fq_output_0" [label="[]", style=solid]; +"353 Transpose_6514" -> "227 Transpose_6516" [label="[1, 576, 1, 1]", style=solid]; +"354 Transpose_1831" -> "222 Convolution_1832" [label="[576, 144, 1, 1]", style=solid]; +"355 Transpose_6506" -> "212 Transpose_6508" [label="[1, 144, 1, 1]", style=solid]; +"356 Transpose_1822" -> "208 Convolution_1823" [label="[144, 576, 1, 1]", style=solid]; +"357 Constant_6500" -> "204 Transpose_6502" [label="[2]", style=dashed]; +"358 Constant_11402" -> "201 Transpose_6498/fq_output_0" [label="[]", style=solid]; +"359 Constant_11401" -> "201 Transpose_6498/fq_output_0" [label="[]", style=solid]; +"360 Constant_11400" -> "201 Transpose_6498/fq_output_0" [label="[]", style=solid]; +"361 Constant_11399" -> "201 Transpose_6498/fq_output_0" [label="[]", style=solid]; +"362 Constant_9567" -> "195 Transpose_6480" [label="[1, 576, 1, 1]", style=solid]; +"363 Multiply_9559/fq_weights_1" -> "192 Multiply_9559" [label="[576, 1, 1, 5, 5]", style=solid]; +"364 Constant_11397" -> "363 Multiply_9559/fq_weights_1" [label="[576, 1, 1, 1, 1]", style=solid]; +"365 Constant_11396" -> "363 Multiply_9559/fq_weights_1" [label="[576, 1, 1, 1, 1]", style=solid]; +"366 Constant_11395" -> "363 Multiply_9559/fq_weights_1" [label="[576, 1, 1, 1, 1]", style=solid]; +"367 Constant_11394" -> "363 Multiply_9559/fq_weights_1" [label="[576, 1, 1, 1, 1]", style=solid]; +"368 Multiply_9802" -> "363 Multiply_9559/fq_weights_1" [label="[576, 1, 1, 5, 5]", style=solid]; +"369 Constant_11392" -> "189 Transpose_6456/fq_output_0" [label="[1, 576, 1, 1]", style=solid]; +"370 Constant_11391" -> "189 Transpose_6456/fq_output_0" [label="[1, 576, 1, 1]", style=solid]; +"371 Constant_11390" -> "189 Transpose_6456/fq_output_0" [label="[1, 576, 1, 1]", style=solid]; +"372 Constant_11389" -> "189 Transpose_6456/fq_output_0" [label="[1, 576, 1, 1]", style=solid]; +"373 Constant_9553" -> "183 Transpose_6438" [label="[1, 576, 1, 1]", style=solid]; +"374 Multiply_9545/fq_weights_1" -> "180 Multiply_9545" [label="[576, 96, 1, 1]", style=solid]; +"375 Constant_11387" -> "374 Multiply_9545/fq_weights_1" [label="[576, 1, 1, 1]", style=solid]; +"376 Constant_11386" -> "374 Multiply_9545/fq_weights_1" [label="[576, 1, 1, 1]", style=solid]; +"377 Constant_11385" -> "374 Multiply_9545/fq_weights_1" [label="[576, 1, 1, 1]", style=solid]; +"378 Constant_11384" -> "374 Multiply_9545/fq_weights_1" [label="[576, 1, 1, 1]", style=solid]; +"379 Multiply_9796" -> "374 Multiply_9545/fq_weights_1" [label="[576, 96, 1, 1]", style=solid]; +"380 Constant_11382" -> "177 Transpose_6414/fq_output_0" [label="[]", style=solid]; +"381 Constant_11381" -> "177 Transpose_6414/fq_output_0" [label="[]", style=solid]; +"382 Constant_11380" -> "177 Transpose_6414/fq_output_0" [label="[]", style=solid]; +"383 Constant_11379" -> "177 Transpose_6414/fq_output_0" [label="[]", style=solid]; +"384 Constant_9539" -> "174 Transpose_6414" [label="[1, 96, 1, 1]", style=solid]; +"385 Multiply_9531/fq_weights_1" -> "171 Multiply_9531" [label="[96, 288, 1, 1]", style=solid]; +"386 Constant_11377" -> "385 Multiply_9531/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; +"387 Constant_11376" -> "385 Multiply_9531/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; +"388 Constant_11375" -> "385 Multiply_9531/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; +"389 Constant_11374" -> "385 Multiply_9531/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; +"390 Multiply_9790" -> "385 Multiply_9531/fq_weights_1" [label="[96, 288, 1, 1]", style=solid]; +"391 Constant_11372" -> "167 Transpose_6390/fq_output_0" [label="[]", style=solid]; +"392 Constant_11371" -> "167 Transpose_6390/fq_output_0" [label="[]", style=solid]; +"393 Constant_11370" -> "167 Transpose_6390/fq_output_0" [label="[]", style=solid]; +"394 Constant_11369" -> "167 Transpose_6390/fq_output_0" [label="[]", style=solid]; +"395 Constant_11367" -> "185 Transpose_6386/fq_output_0" [label="[]", style=solid]; +"396 Constant_11366" -> "185 Transpose_6386/fq_output_0" [label="[]", style=solid]; +"397 Constant_11365" -> "185 Transpose_6386/fq_output_0" [label="[]", style=solid]; +"398 Constant_11364" -> "185 Transpose_6386/fq_output_0" [label="[]", style=solid]; +"399 Transpose_6370" -> "179 Transpose_6372" [label="[1, 288, 1, 1]", style=solid]; +"400 Transpose_1721" -> "176 Convolution_1722" [label="[288, 72, 1, 1]", style=solid]; +"401 Transpose_6362" -> "170 Transpose_6364" [label="[1, 72, 1, 1]", style=solid]; +"402 Transpose_1712" -> "166 Convolution_1713" [label="[72, 288, 1, 1]", style=solid]; +"403 Constant_6356" -> "162 Transpose_6358" [label="[2]", style=dashed]; +"404 Constant_11362" -> "159 Transpose_6354/fq_output_0" [label="[]", style=solid]; +"405 Constant_11361" -> "159 Transpose_6354/fq_output_0" [label="[]", style=solid]; +"406 Constant_11360" -> "159 Transpose_6354/fq_output_0" [label="[]", style=solid]; +"407 Constant_11359" -> "159 Transpose_6354/fq_output_0" [label="[]", style=solid]; +"408 Constant_9525" -> "153 Transpose_6336" [label="[1, 288, 1, 1]", style=solid]; +"409 Multiply_9517/fq_weights_1" -> "151 Multiply_9517" [label="[288, 1, 1, 5, 5]", style=solid]; +"410 Constant_11357" -> "409 Multiply_9517/fq_weights_1" [label="[288, 1, 1, 1, 1]", style=solid]; +"411 Constant_11356" -> "409 Multiply_9517/fq_weights_1" [label="[288, 1, 1, 1, 1]", style=solid]; +"412 Constant_11355" -> "409 Multiply_9517/fq_weights_1" [label="[288, 1, 1, 1, 1]", style=solid]; +"413 Constant_11354" -> "409 Multiply_9517/fq_weights_1" [label="[288, 1, 1, 1, 1]", style=solid]; +"414 Multiply_9785" -> "409 Multiply_9517/fq_weights_1" [label="[288, 1, 1, 5, 5]", style=solid]; +"415 Constant_11352" -> "149 Transpose_6285/fq_output_0" [label="[1, 288, 1, 1]", style=solid]; +"416 Constant_11351" -> "149 Transpose_6285/fq_output_0" [label="[1, 288, 1, 1]", style=solid]; +"417 Constant_11350" -> "149 Transpose_6285/fq_output_0" [label="[1, 288, 1, 1]", style=solid]; +"418 Constant_11349" -> "149 Transpose_6285/fq_output_0" [label="[1, 288, 1, 1]", style=solid]; +"419 Constant_9511" -> "145 Transpose_6267" [label="[1, 288, 1, 1]", style=solid]; +"420 Multiply_9503/fq_weights_1" -> "143 Multiply_9503" [label="[288, 48, 1, 1]", style=solid]; +"421 Constant_11347" -> "420 Multiply_9503/fq_weights_1" [label="[288, 1, 1, 1]", style=solid]; +"422 Constant_11346" -> "420 Multiply_9503/fq_weights_1" [label="[288, 1, 1, 1]", style=solid]; +"423 Constant_11345" -> "420 Multiply_9503/fq_weights_1" [label="[288, 1, 1, 1]", style=solid]; +"424 Constant_11344" -> "420 Multiply_9503/fq_weights_1" [label="[288, 1, 1, 1]", style=solid]; +"425 Multiply_9779" -> "420 Multiply_9503/fq_weights_1" [label="[288, 48, 1, 1]", style=solid]; +"426 Constant_11342" -> "140 Transpose_6243/fq_output_0" [label="[]", style=solid]; +"427 Constant_11341" -> "140 Transpose_6243/fq_output_0" [label="[]", style=solid]; +"428 Constant_11340" -> "140 Transpose_6243/fq_output_0" [label="[]", style=solid]; +"429 Constant_11339" -> "140 Transpose_6243/fq_output_0" [label="[]", style=solid]; +"430 Constant_11337" -> "169 Transpose_6239/fq_output_0" [label="[]", style=solid]; +"431 Constant_11336" -> "169 Transpose_6239/fq_output_0" [label="[]", style=solid]; +"432 Constant_11335" -> "169 Transpose_6239/fq_output_0" [label="[]", style=solid]; +"433 Constant_11334" -> "169 Transpose_6239/fq_output_0" [label="[]", style=solid]; +"434 Constant_9497" -> "165 Transpose_6239" [label="[1, 48, 1, 1]", style=solid]; +"435 Multiply_9489/fq_weights_1" -> "161 Multiply_9489" [label="[48, 144, 1, 1]", style=solid]; +"436 Constant_11332" -> "435 Multiply_9489/fq_weights_1" [label="[48, 1, 1, 1]", style=solid]; +"437 Constant_11331" -> "435 Multiply_9489/fq_weights_1" [label="[48, 1, 1, 1]", style=solid]; +"438 Constant_11330" -> "435 Multiply_9489/fq_weights_1" [label="[48, 1, 1, 1]", style=solid]; +"439 Constant_11329" -> "435 Multiply_9489/fq_weights_1" [label="[48, 1, 1, 1]", style=solid]; +"440 Multiply_9773" -> "435 Multiply_9489/fq_weights_1" [label="[48, 144, 1, 1]", style=solid]; +"441 Constant_11327" -> "158 Transpose_6215/fq_output_0" [label="[]", style=solid]; +"442 Constant_11326" -> "158 Transpose_6215/fq_output_0" [label="[]", style=solid]; +"443 Constant_11325" -> "158 Transpose_6215/fq_output_0" [label="[]", style=solid]; +"444 Constant_11324" -> "158 Transpose_6215/fq_output_0" [label="[]", style=solid]; +"445 Constant_11322" -> "178 Transpose_6211/fq_output_0" [label="[]", style=solid]; +"446 Constant_11321" -> "178 Transpose_6211/fq_output_0" [label="[]", style=solid]; +"447 Constant_11320" -> "178 Transpose_6211/fq_output_0" [label="[]", style=solid]; +"448 Constant_11319" -> "178 Transpose_6211/fq_output_0" [label="[]", style=solid]; +"449 Transpose_6195" -> "172 Transpose_6197" [label="[1, 144, 1, 1]", style=solid]; +"450 Transpose_1582" -> "168 Convolution_1583" [label="[144, 40, 1, 1]", style=solid]; +"451 Transpose_6187" -> "160 Transpose_6189" [label="[1, 40, 1, 1]", style=solid]; +"452 Transpose_1573" -> "157 Convolution_1574" [label="[40, 144, 1, 1]", style=solid]; +"453 Constant_6181" -> "154 Transpose_6183" [label="[2]", style=dashed]; +"454 Constant_11317" -> "152 Transpose_6179/fq_output_0" [label="[]", style=solid]; +"455 Constant_11316" -> "152 Transpose_6179/fq_output_0" [label="[]", style=solid]; +"456 Constant_11315" -> "152 Transpose_6179/fq_output_0" [label="[]", style=solid]; +"457 Constant_11314" -> "152 Transpose_6179/fq_output_0" [label="[]", style=solid]; +"458 Constant_9483" -> "148 Transpose_6161" [label="[1, 144, 1, 1]", style=solid]; +"459 Multiply_9475/fq_weights_1" -> "146 Multiply_9475" [label="[144, 1, 1, 5, 5]", style=solid]; +"460 Constant_11312" -> "459 Multiply_9475/fq_weights_1" [label="[144, 1, 1, 1, 1]", style=solid]; +"461 Constant_11311" -> "459 Multiply_9475/fq_weights_1" [label="[144, 1, 1, 1, 1]", style=solid]; +"462 Constant_11310" -> "459 Multiply_9475/fq_weights_1" [label="[144, 1, 1, 1, 1]", style=solid]; +"463 Constant_11309" -> "459 Multiply_9475/fq_weights_1" [label="[144, 1, 1, 1, 1]", style=solid]; +"464 Multiply_9768" -> "459 Multiply_9475/fq_weights_1" [label="[144, 1, 1, 5, 5]", style=solid]; +"465 Constant_11307" -> "144 Transpose_6137/fq_output_0" [label="[1, 144, 1, 1]", style=solid]; +"466 Constant_11306" -> "144 Transpose_6137/fq_output_0" [label="[1, 144, 1, 1]", style=solid]; +"467 Constant_11305" -> "144 Transpose_6137/fq_output_0" [label="[1, 144, 1, 1]", style=solid]; +"468 Constant_11304" -> "144 Transpose_6137/fq_output_0" [label="[1, 144, 1, 1]", style=solid]; +"469 Constant_9469" -> "139 Transpose_6119" [label="[1, 144, 1, 1]", style=solid]; +"470 Multiply_9461/fq_weights_1" -> "136 Multiply_9461" [label="[144, 48, 1, 1]", style=solid]; +"471 Constant_11302" -> "470 Multiply_9461/fq_weights_1" [label="[144, 1, 1, 1]", style=solid]; +"472 Constant_11301" -> "470 Multiply_9461/fq_weights_1" [label="[144, 1, 1, 1]", style=solid]; +"473 Constant_11300" -> "470 Multiply_9461/fq_weights_1" [label="[144, 1, 1, 1]", style=solid]; +"474 Constant_11299" -> "470 Multiply_9461/fq_weights_1" [label="[144, 1, 1, 1]", style=solid]; +"475 Multiply_9762" -> "470 Multiply_9461/fq_weights_1" [label="[144, 48, 1, 1]", style=solid]; +"476 Constant_11297" -> "133 Transpose_6095/fq_output_0" [label="[]", style=solid]; +"477 Constant_11296" -> "133 Transpose_6095/fq_output_0" [label="[]", style=solid]; +"478 Constant_11295" -> "133 Transpose_6095/fq_output_0" [label="[]", style=solid]; +"479 Constant_11294" -> "133 Transpose_6095/fq_output_0" [label="[]", style=solid]; +"480 Constant_9455" -> "130 Transpose_6095" [label="[1, 48, 1, 1]", style=solid]; +"481 Multiply_9447/fq_weights_1" -> "126 Multiply_9447" [label="[48, 120, 1, 1]", style=solid]; +"482 Constant_11292" -> "481 Multiply_9447/fq_weights_1" [label="[48, 1, 1, 1]", style=solid]; +"483 Constant_11291" -> "481 Multiply_9447/fq_weights_1" [label="[48, 1, 1, 1]", style=solid]; +"484 Constant_11290" -> "481 Multiply_9447/fq_weights_1" [label="[48, 1, 1, 1]", style=solid]; +"485 Constant_11289" -> "481 Multiply_9447/fq_weights_1" [label="[48, 1, 1, 1]", style=solid]; +"486 Multiply_9756" -> "481 Multiply_9447/fq_weights_1" [label="[48, 120, 1, 1]", style=solid]; +"487 Constant_11287" -> "121 Transpose_6071/fq_output_0" [label="[]", style=solid]; +"488 Constant_11286" -> "121 Transpose_6071/fq_output_0" [label="[]", style=solid]; +"489 Constant_11285" -> "121 Transpose_6071/fq_output_0" [label="[]", style=solid]; +"490 Constant_11284" -> "121 Transpose_6071/fq_output_0" [label="[]", style=solid]; +"491 Constant_11282" -> "141 Transpose_6067/fq_output_0" [label="[]", style=solid]; +"492 Constant_11281" -> "141 Transpose_6067/fq_output_0" [label="[]", style=solid]; +"493 Constant_11280" -> "141 Transpose_6067/fq_output_0" [label="[]", style=solid]; +"494 Constant_11279" -> "141 Transpose_6067/fq_output_0" [label="[]", style=solid]; +"495 Transpose_6051" -> "135 Transpose_6053" [label="[1, 120, 1, 1]", style=solid]; +"496 Transpose_1472" -> "132 Convolution_1473" [label="[120, 32, 1, 1]", style=solid]; +"497 Transpose_6043" -> "125 Transpose_6045" [label="[1, 32, 1, 1]", style=solid]; +"498 Transpose_1463" -> "120 Convolution_1464" [label="[32, 120, 1, 1]", style=solid]; +"499 Constant_6037" -> "115 Transpose_6039" [label="[2]", style=dashed]; +"500 Constant_11277" -> "110 Transpose_6035/fq_output_0" [label="[]", style=solid]; +"501 Constant_11276" -> "110 Transpose_6035/fq_output_0" [label="[]", style=solid]; +"502 Constant_11275" -> "110 Transpose_6035/fq_output_0" [label="[]", style=solid]; +"503 Constant_11274" -> "110 Transpose_6035/fq_output_0" [label="[]", style=solid]; +"504 Constant_9441" -> "100 Transpose_6017" [label="[1, 120, 1, 1]", style=solid]; +"505 Multiply_9433/fq_weights_1" -> "96 Multiply_9433" [label="[120, 1, 1, 5, 5]", style=solid]; +"506 Constant_11272" -> "505 Multiply_9433/fq_weights_1" [label="[120, 1, 1, 1, 1]", style=solid]; +"507 Constant_11271" -> "505 Multiply_9433/fq_weights_1" [label="[120, 1, 1, 1, 1]", style=solid]; +"508 Constant_11270" -> "505 Multiply_9433/fq_weights_1" [label="[120, 1, 1, 1, 1]", style=solid]; +"509 Constant_11269" -> "505 Multiply_9433/fq_weights_1" [label="[120, 1, 1, 1, 1]", style=solid]; +"510 Multiply_9751" -> "505 Multiply_9433/fq_weights_1" [label="[120, 1, 1, 5, 5]", style=solid]; +"511 Constant_11267" -> "92 Transpose_5993/fq_output_0" [label="[1, 120, 1, 1]", style=solid]; +"512 Constant_11266" -> "92 Transpose_5993/fq_output_0" [label="[1, 120, 1, 1]", style=solid]; +"513 Constant_11265" -> "92 Transpose_5993/fq_output_0" [label="[1, 120, 1, 1]", style=solid]; +"514 Constant_11264" -> "92 Transpose_5993/fq_output_0" [label="[1, 120, 1, 1]", style=solid]; +"515 Constant_9427" -> "86 Transpose_5975" [label="[1, 120, 1, 1]", style=solid]; +"516 Multiply_9419/fq_weights_1" -> "83 Multiply_9419" [label="[120, 40, 1, 1]", style=solid]; +"517 Constant_11262" -> "516 Multiply_9419/fq_weights_1" [label="[120, 1, 1, 1]", style=solid]; +"518 Constant_11261" -> "516 Multiply_9419/fq_weights_1" [label="[120, 1, 1, 1]", style=solid]; +"519 Constant_11260" -> "516 Multiply_9419/fq_weights_1" [label="[120, 1, 1, 1]", style=solid]; +"520 Constant_11259" -> "516 Multiply_9419/fq_weights_1" [label="[120, 1, 1, 1]", style=solid]; +"521 Multiply_9745" -> "516 Multiply_9419/fq_weights_1" [label="[120, 40, 1, 1]", style=solid]; +"522 Constant_11257" -> "80 Transpose_5951/fq_output_0" [label="[]", style=solid]; +"523 Constant_11256" -> "80 Transpose_5951/fq_output_0" [label="[]", style=solid]; +"524 Constant_11255" -> "80 Transpose_5951/fq_output_0" [label="[]", style=solid]; +"525 Constant_11254" -> "80 Transpose_5951/fq_output_0" [label="[]", style=solid]; +"526 Constant_11252" -> "124 Transpose_5947/fq_output_0" [label="[]", style=solid]; +"527 Constant_11251" -> "124 Transpose_5947/fq_output_0" [label="[]", style=solid]; +"528 Constant_11250" -> "124 Transpose_5947/fq_output_0" [label="[]", style=solid]; +"529 Constant_11249" -> "124 Transpose_5947/fq_output_0" [label="[]", style=solid]; +"530 Constant_9413" -> "119 Transpose_5947" [label="[1, 40, 1, 1]", style=solid]; +"531 Multiply_9405/fq_weights_1" -> "114 Multiply_9405" [label="[40, 240, 1, 1]", style=solid]; +"532 Constant_11247" -> "531 Multiply_9405/fq_weights_1" [label="[40, 1, 1, 1]", style=solid]; +"533 Constant_11246" -> "531 Multiply_9405/fq_weights_1" [label="[40, 1, 1, 1]", style=solid]; +"534 Constant_11245" -> "531 Multiply_9405/fq_weights_1" [label="[40, 1, 1, 1]", style=solid]; +"535 Constant_11244" -> "531 Multiply_9405/fq_weights_1" [label="[40, 1, 1, 1]", style=solid]; +"536 Multiply_9739" -> "531 Multiply_9405/fq_weights_1" [label="[40, 240, 1, 1]", style=solid]; +"537 Constant_11242" -> "109 Transpose_5923/fq_output_0" [label="[]", style=solid]; +"538 Constant_11241" -> "109 Transpose_5923/fq_output_0" [label="[]", style=solid]; +"539 Constant_11240" -> "109 Transpose_5923/fq_output_0" [label="[]", style=solid]; +"540 Constant_11239" -> "109 Transpose_5923/fq_output_0" [label="[]", style=solid]; +"541 Constant_11237" -> "134 Transpose_5919/fq_output_0" [label="[]", style=solid]; +"542 Constant_11236" -> "134 Transpose_5919/fq_output_0" [label="[]", style=solid]; +"543 Constant_11235" -> "134 Transpose_5919/fq_output_0" [label="[]", style=solid]; +"544 Constant_11234" -> "134 Transpose_5919/fq_output_0" [label="[]", style=solid]; +"545 Transpose_5903" -> "128 Transpose_5905" [label="[1, 240, 1, 1]", style=solid]; +"546 Transpose_1361" -> "123 Convolution_1362" [label="[240, 64, 1, 1]", style=solid]; +"547 Transpose_5895" -> "113 Transpose_5897" [label="[1, 64, 1, 1]", style=solid]; +"548 Transpose_1352" -> "108 Convolution_1353" [label="[64, 240, 1, 1]", style=solid]; +"549 Constant_5889" -> "103 Transpose_5891" [label="[2]", style=dashed]; +"550 Constant_11232" -> "99 Transpose_5887/fq_output_0" [label="[]", style=solid]; +"551 Constant_11231" -> "99 Transpose_5887/fq_output_0" [label="[]", style=solid]; +"552 Constant_11230" -> "99 Transpose_5887/fq_output_0" [label="[]", style=solid]; +"553 Constant_11229" -> "99 Transpose_5887/fq_output_0" [label="[]", style=solid]; +"554 Constant_9399" -> "91 Transpose_5869" [label="[1, 240, 1, 1]", style=solid]; +"555 Multiply_9391/fq_weights_1" -> "88 Multiply_9391" [label="[240, 1, 1, 5, 5]", style=solid]; +"556 Constant_11227" -> "555 Multiply_9391/fq_weights_1" [label="[240, 1, 1, 1, 1]", style=solid]; +"557 Constant_11226" -> "555 Multiply_9391/fq_weights_1" [label="[240, 1, 1, 1, 1]", style=solid]; +"558 Constant_11225" -> "555 Multiply_9391/fq_weights_1" [label="[240, 1, 1, 1, 1]", style=solid]; +"559 Constant_11224" -> "555 Multiply_9391/fq_weights_1" [label="[240, 1, 1, 1, 1]", style=solid]; +"560 Multiply_9734" -> "555 Multiply_9391/fq_weights_1" [label="[240, 1, 1, 5, 5]", style=solid]; +"561 Constant_11222" -> "85 Transpose_5845/fq_output_0" [label="[1, 240, 1, 1]", style=solid]; +"562 Constant_11221" -> "85 Transpose_5845/fq_output_0" [label="[1, 240, 1, 1]", style=solid]; +"563 Constant_11220" -> "85 Transpose_5845/fq_output_0" [label="[1, 240, 1, 1]", style=solid]; +"564 Constant_11219" -> "85 Transpose_5845/fq_output_0" [label="[1, 240, 1, 1]", style=solid]; +"565 Constant_9385" -> "79 Transpose_5827" [label="[1, 240, 1, 1]", style=solid]; +"566 Multiply_9377/fq_weights_1" -> "76 Multiply_9377" [label="[240, 40, 1, 1]", style=solid]; +"567 Constant_11217" -> "566 Multiply_9377/fq_weights_1" [label="[240, 1, 1, 1]", style=solid]; +"568 Constant_11216" -> "566 Multiply_9377/fq_weights_1" [label="[240, 1, 1, 1]", style=solid]; +"569 Constant_11215" -> "566 Multiply_9377/fq_weights_1" [label="[240, 1, 1, 1]", style=solid]; +"570 Constant_11214" -> "566 Multiply_9377/fq_weights_1" [label="[240, 1, 1, 1]", style=solid]; +"571 Multiply_9728" -> "566 Multiply_9377/fq_weights_1" [label="[240, 40, 1, 1]", style=solid]; +"572 Constant_11212" -> "73 Transpose_5803/fq_output_0" [label="[]", style=solid]; +"573 Constant_11211" -> "73 Transpose_5803/fq_output_0" [label="[]", style=solid]; +"574 Constant_11210" -> "73 Transpose_5803/fq_output_0" [label="[]", style=solid]; +"575 Constant_11209" -> "73 Transpose_5803/fq_output_0" [label="[]", style=solid]; +"576 Constant_11207" -> "112 Transpose_5799/fq_output_0" [label="[]", style=solid]; +"577 Constant_11206" -> "112 Transpose_5799/fq_output_0" [label="[]", style=solid]; +"578 Constant_11205" -> "112 Transpose_5799/fq_output_0" [label="[]", style=solid]; +"579 Constant_11204" -> "112 Transpose_5799/fq_output_0" [label="[]", style=solid]; +"580 Constant_9371" -> "107 Transpose_5799" [label="[1, 40, 1, 1]", style=solid]; +"581 Multiply_9363/fq_weights_1" -> "102 Multiply_9363" [label="[40, 240, 1, 1]", style=solid]; +"582 Constant_11202" -> "581 Multiply_9363/fq_weights_1" [label="[40, 1, 1, 1]", style=solid]; +"583 Constant_11201" -> "581 Multiply_9363/fq_weights_1" [label="[40, 1, 1, 1]", style=solid]; +"584 Constant_11200" -> "581 Multiply_9363/fq_weights_1" [label="[40, 1, 1, 1]", style=solid]; +"585 Constant_11199" -> "581 Multiply_9363/fq_weights_1" [label="[40, 1, 1, 1]", style=solid]; +"586 Multiply_9722" -> "581 Multiply_9363/fq_weights_1" [label="[40, 240, 1, 1]", style=solid]; +"587 Constant_11197" -> "98 Transpose_5775/fq_output_0" [label="[]", style=solid]; +"588 Constant_11196" -> "98 Transpose_5775/fq_output_0" [label="[]", style=solid]; +"589 Constant_11195" -> "98 Transpose_5775/fq_output_0" [label="[]", style=solid]; +"590 Constant_11194" -> "98 Transpose_5775/fq_output_0" [label="[]", style=solid]; +"591 Constant_11192" -> "127 Transpose_5771/fq_output_0" [label="[]", style=solid]; +"592 Constant_11191" -> "127 Transpose_5771/fq_output_0" [label="[]", style=solid]; +"593 Constant_11190" -> "127 Transpose_5771/fq_output_0" [label="[]", style=solid]; +"594 Constant_11189" -> "127 Transpose_5771/fq_output_0" [label="[]", style=solid]; +"595 Transpose_5755" -> "117 Transpose_5757" [label="[1, 240, 1, 1]", style=solid]; +"596 Transpose_1250" -> "111 Convolution_1251" [label="[240, 64, 1, 1]", style=solid]; +"597 Transpose_5747" -> "101 Transpose_5749" [label="[1, 64, 1, 1]", style=solid]; +"598 Transpose_1241" -> "97 Convolution_1242" [label="[64, 240, 1, 1]", style=solid]; +"599 Constant_5741" -> "93 Transpose_5743" [label="[2]", style=dashed]; +"600 Constant_11187" -> "90 Transpose_5739/fq_output_0" [label="[]", style=solid]; +"601 Constant_11186" -> "90 Transpose_5739/fq_output_0" [label="[]", style=solid]; +"602 Constant_11185" -> "90 Transpose_5739/fq_output_0" [label="[]", style=solid]; +"603 Constant_11184" -> "90 Transpose_5739/fq_output_0" [label="[]", style=solid]; +"604 Constant_9357" -> "84 Transpose_5721" [label="[1, 240, 1, 1]", style=solid]; +"605 Multiply_9349/fq_weights_1" -> "81 Multiply_9349" [label="[240, 1, 1, 5, 5]", style=solid]; +"606 Constant_11182" -> "605 Multiply_9349/fq_weights_1" [label="[240, 1, 1, 1, 1]", style=solid]; +"607 Constant_11181" -> "605 Multiply_9349/fq_weights_1" [label="[240, 1, 1, 1, 1]", style=solid]; +"608 Constant_11180" -> "605 Multiply_9349/fq_weights_1" [label="[240, 1, 1, 1, 1]", style=solid]; +"609 Constant_11179" -> "605 Multiply_9349/fq_weights_1" [label="[240, 1, 1, 1, 1]", style=solid]; +"610 Multiply_9717" -> "605 Multiply_9349/fq_weights_1" [label="[240, 1, 1, 5, 5]", style=solid]; +"611 Constant_11177" -> "78 Transpose_5697/fq_output_0" [label="[1, 240, 1, 1]", style=solid]; +"612 Constant_11176" -> "78 Transpose_5697/fq_output_0" [label="[1, 240, 1, 1]", style=solid]; +"613 Constant_11175" -> "78 Transpose_5697/fq_output_0" [label="[1, 240, 1, 1]", style=solid]; +"614 Constant_11174" -> "78 Transpose_5697/fq_output_0" [label="[1, 240, 1, 1]", style=solid]; +"615 Constant_9343" -> "72 Transpose_5679" [label="[1, 240, 1, 1]", style=solid]; +"616 Multiply_9335/fq_weights_1" -> "69 Multiply_9335" [label="[240, 40, 1, 1]", style=solid]; +"617 Constant_11172" -> "616 Multiply_9335/fq_weights_1" [label="[240, 1, 1, 1]", style=solid]; +"618 Constant_11171" -> "616 Multiply_9335/fq_weights_1" [label="[240, 1, 1, 1]", style=solid]; +"619 Constant_11170" -> "616 Multiply_9335/fq_weights_1" [label="[240, 1, 1, 1]", style=solid]; +"620 Constant_11169" -> "616 Multiply_9335/fq_weights_1" [label="[240, 1, 1, 1]", style=solid]; +"621 Multiply_9711" -> "616 Multiply_9335/fq_weights_1" [label="[240, 40, 1, 1]", style=solid]; +"622 Constant_11167" -> "67 Transpose_5655/fq_output_0" [label="[]", style=solid]; +"623 Constant_11166" -> "67 Transpose_5655/fq_output_0" [label="[]", style=solid]; +"624 Constant_11165" -> "67 Transpose_5655/fq_output_0" [label="[]", style=solid]; +"625 Constant_11164" -> "67 Transpose_5655/fq_output_0" [label="[]", style=solid]; +"626 Constant_9329" -> "65 Transpose_5655" [label="[1, 40, 1, 1]", style=solid]; +"627 Multiply_9321/fq_weights_1" -> "63 Multiply_9321" [label="[40, 96, 1, 1]", style=solid]; +"628 Constant_11162" -> "627 Multiply_9321/fq_weights_1" [label="[40, 1, 1, 1]", style=solid]; +"629 Constant_11161" -> "627 Multiply_9321/fq_weights_1" [label="[40, 1, 1, 1]", style=solid]; +"630 Constant_11160" -> "627 Multiply_9321/fq_weights_1" [label="[40, 1, 1, 1]", style=solid]; +"631 Constant_11159" -> "627 Multiply_9321/fq_weights_1" [label="[40, 1, 1, 1]", style=solid]; +"632 Multiply_9705" -> "627 Multiply_9321/fq_weights_1" [label="[40, 96, 1, 1]", style=solid]; +"633 Constant_11157" -> "61 Transpose_5631/fq_output_0" [label="[]", style=solid]; +"634 Constant_11156" -> "61 Transpose_5631/fq_output_0" [label="[]", style=solid]; +"635 Constant_11155" -> "61 Transpose_5631/fq_output_0" [label="[]", style=solid]; +"636 Constant_11154" -> "61 Transpose_5631/fq_output_0" [label="[]", style=solid]; +"637 Constant_11152" -> "74 Transpose_5627/fq_output_0" [label="[]", style=solid]; +"638 Constant_11151" -> "74 Transpose_5627/fq_output_0" [label="[]", style=solid]; +"639 Constant_11150" -> "74 Transpose_5627/fq_output_0" [label="[]", style=solid]; +"640 Constant_11149" -> "74 Transpose_5627/fq_output_0" [label="[]", style=solid]; +"641 Transpose_5611" -> "68 Transpose_5613" [label="[1, 96, 1, 1]", style=solid]; +"642 Transpose_1140" -> "66 Convolution_1141" [label="[96, 24, 1, 1]", style=solid]; +"643 Transpose_5603" -> "62 Transpose_5605" [label="[1, 24, 1, 1]", style=solid]; +"644 Transpose_1131" -> "60 Convolution_1132" [label="[24, 96, 1, 1]", style=solid]; +"645 Constant_5597" -> "58 Transpose_5599" [label="[2]", style=dashed]; +"646 Constant_11147" -> "56 Transpose_5595/fq_output_0" [label="[]", style=solid]; +"647 Constant_11146" -> "56 Transpose_5595/fq_output_0" [label="[]", style=solid]; +"648 Constant_11145" -> "56 Transpose_5595/fq_output_0" [label="[]", style=solid]; +"649 Constant_11144" -> "56 Transpose_5595/fq_output_0" [label="[]", style=solid]; +"650 Constant_9315" -> "52 Transpose_5577" [label="[1, 96, 1, 1]", style=solid]; +"651 Multiply_9307/fq_weights_1" -> "50 Multiply_9307" [label="[96, 1, 1, 5, 5]", style=solid]; +"652 Constant_11142" -> "651 Multiply_9307/fq_weights_1" [label="[96, 1, 1, 1, 1]", style=solid]; +"653 Constant_11141" -> "651 Multiply_9307/fq_weights_1" [label="[96, 1, 1, 1, 1]", style=solid]; +"654 Constant_11140" -> "651 Multiply_9307/fq_weights_1" [label="[96, 1, 1, 1, 1]", style=solid]; +"655 Constant_11139" -> "651 Multiply_9307/fq_weights_1" [label="[96, 1, 1, 1, 1]", style=solid]; +"656 Multiply_9700" -> "651 Multiply_9307/fq_weights_1" [label="[96, 1, 1, 5, 5]", style=solid]; +"657 Constant_11137" -> "48 Transpose_5526/fq_output_0" [label="[1, 96, 1, 1]", style=solid]; +"658 Constant_11136" -> "48 Transpose_5526/fq_output_0" [label="[1, 96, 1, 1]", style=solid]; +"659 Constant_11135" -> "48 Transpose_5526/fq_output_0" [label="[1, 96, 1, 1]", style=solid]; +"660 Constant_11134" -> "48 Transpose_5526/fq_output_0" [label="[1, 96, 1, 1]", style=solid]; +"661 Constant_9301" -> "44 Transpose_5508" [label="[1, 96, 1, 1]", style=solid]; +"662 Multiply_9293/fq_weights_1" -> "42 Multiply_9293" [label="[96, 24, 1, 1]", style=solid]; +"663 Constant_11132" -> "662 Multiply_9293/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; +"664 Constant_11131" -> "662 Multiply_9293/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; +"665 Constant_11130" -> "662 Multiply_9293/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; +"666 Constant_11129" -> "662 Multiply_9293/fq_weights_1" [label="[96, 1, 1, 1]", style=solid]; +"667 Multiply_9694" -> "662 Multiply_9293/fq_weights_1" [label="[96, 24, 1, 1]", style=solid]; +"668 Constant_11127" -> "40 Transpose_5484/fq_output_0" [label="[]", style=solid]; +"669 Constant_11126" -> "40 Transpose_5484/fq_output_0" [label="[]", style=solid]; +"670 Constant_11125" -> "40 Transpose_5484/fq_output_0" [label="[]", style=solid]; +"671 Constant_11124" -> "40 Transpose_5484/fq_output_0" [label="[]", style=solid]; +"672 Constant_11122" -> "57 Transpose_5480/fq_output_0" [label="[]", style=solid]; +"673 Constant_11121" -> "57 Transpose_5480/fq_output_0" [label="[]", style=solid]; +"674 Constant_11120" -> "57 Transpose_5480/fq_output_0" [label="[]", style=solid]; +"675 Constant_11119" -> "57 Transpose_5480/fq_output_0" [label="[]", style=solid]; +"676 Constant_9287" -> "55 Transpose_5480" [label="[1, 24, 1, 1]", style=solid]; +"677 Multiply_9279/fq_weights_1" -> "53 Multiply_9279" [label="[24, 88, 1, 1]", style=solid]; +"678 Constant_11117" -> "677 Multiply_9279/fq_weights_1" [label="[24, 1, 1, 1]", style=solid]; +"679 Constant_11116" -> "677 Multiply_9279/fq_weights_1" [label="[24, 1, 1, 1]", style=solid]; +"680 Constant_11115" -> "677 Multiply_9279/fq_weights_1" [label="[24, 1, 1, 1]", style=solid]; +"681 Constant_11114" -> "677 Multiply_9279/fq_weights_1" [label="[24, 1, 1, 1]", style=solid]; +"682 Multiply_9688" -> "677 Multiply_9279/fq_weights_1" [label="[24, 88, 1, 1]", style=solid]; +"683 Constant_11112" -> "51 Transpose_5456/fq_output_0" [label="[]", style=solid]; +"684 Constant_11111" -> "51 Transpose_5456/fq_output_0" [label="[]", style=solid]; +"685 Constant_11110" -> "51 Transpose_5456/fq_output_0" [label="[]", style=solid]; +"686 Constant_11109" -> "51 Transpose_5456/fq_output_0" [label="[]", style=solid]; +"687 Constant_9273" -> "47 Transpose_5454" [label="[1, 88, 1, 1]", style=solid]; +"688 Multiply_9265/fq_weights_1" -> "45 Multiply_9265" [label="[88, 1, 1, 3, 3]", style=solid]; +"689 Constant_11107" -> "688 Multiply_9265/fq_weights_1" [label="[88, 1, 1, 1, 1]", style=solid]; +"690 Constant_11106" -> "688 Multiply_9265/fq_weights_1" [label="[88, 1, 1, 1, 1]", style=solid]; +"691 Constant_11105" -> "688 Multiply_9265/fq_weights_1" [label="[88, 1, 1, 1, 1]", style=solid]; +"692 Constant_11104" -> "688 Multiply_9265/fq_weights_1" [label="[88, 1, 1, 1, 1]", style=solid]; +"693 Multiply_9683" -> "688 Multiply_9265/fq_weights_1" [label="[88, 1, 1, 3, 3]", style=solid]; +"694 Constant_11102" -> "43 Transpose_5430/fq_output_0" [label="[1, 88, 1, 1]", style=solid]; +"695 Constant_11101" -> "43 Transpose_5430/fq_output_0" [label="[1, 88, 1, 1]", style=solid]; +"696 Constant_11100" -> "43 Transpose_5430/fq_output_0" [label="[1, 88, 1, 1]", style=solid]; +"697 Constant_11099" -> "43 Transpose_5430/fq_output_0" [label="[1, 88, 1, 1]", style=solid]; +"698 Constant_9259" -> "39 Transpose_5428" [label="[1, 88, 1, 1]", style=solid]; +"699 Multiply_9251/fq_weights_1" -> "37 Multiply_9251" [label="[88, 24, 1, 1]", style=solid]; +"700 Constant_11097" -> "699 Multiply_9251/fq_weights_1" [label="[88, 1, 1, 1]", style=solid]; +"701 Constant_11096" -> "699 Multiply_9251/fq_weights_1" [label="[88, 1, 1, 1]", style=solid]; +"702 Constant_11095" -> "699 Multiply_9251/fq_weights_1" [label="[88, 1, 1, 1]", style=solid]; +"703 Constant_11094" -> "699 Multiply_9251/fq_weights_1" [label="[88, 1, 1, 1]", style=solid]; +"704 Multiply_9677" -> "699 Multiply_9251/fq_weights_1" [label="[88, 24, 1, 1]", style=solid]; +"705 Constant_11092" -> "36 Transpose_5404/fq_output_0" [label="[]", style=solid]; +"706 Constant_11091" -> "36 Transpose_5404/fq_output_0" [label="[]", style=solid]; +"707 Constant_11090" -> "36 Transpose_5404/fq_output_0" [label="[]", style=solid]; +"708 Constant_11089" -> "36 Transpose_5404/fq_output_0" [label="[]", style=solid]; +"709 Constant_9245" -> "35 Transpose_5404" [label="[1, 24, 1, 1]", style=solid]; +"710 Multiply_9237/fq_weights_1" -> "34 Multiply_9237" [label="[24, 72, 1, 1]", style=solid]; +"711 Constant_11087" -> "710 Multiply_9237/fq_weights_1" [label="[24, 1, 1, 1]", style=solid]; +"712 Constant_11086" -> "710 Multiply_9237/fq_weights_1" [label="[24, 1, 1, 1]", style=solid]; +"713 Constant_11085" -> "710 Multiply_9237/fq_weights_1" [label="[24, 1, 1, 1]", style=solid]; +"714 Constant_11084" -> "710 Multiply_9237/fq_weights_1" [label="[24, 1, 1, 1]", style=solid]; +"715 Multiply_9671" -> "710 Multiply_9237/fq_weights_1" [label="[24, 72, 1, 1]", style=solid]; +"716 Constant_11082" -> "33 Transpose_5380/fq_output_0" [label="[]", style=solid]; +"717 Constant_11081" -> "33 Transpose_5380/fq_output_0" [label="[]", style=solid]; +"718 Constant_11080" -> "33 Transpose_5380/fq_output_0" [label="[]", style=solid]; +"719 Constant_11079" -> "33 Transpose_5380/fq_output_0" [label="[]", style=solid]; +"720 Constant_9231" -> "31 Transpose_5378" [label="[1, 72, 1, 1]", style=solid]; +"721 Multiply_9223/fq_weights_1" -> "30 Multiply_9223" [label="[72, 1, 1, 3, 3]", style=solid]; +"722 Constant_11077" -> "721 Multiply_9223/fq_weights_1" [label="[72, 1, 1, 1, 1]", style=solid]; +"723 Constant_11076" -> "721 Multiply_9223/fq_weights_1" [label="[72, 1, 1, 1, 1]", style=solid]; +"724 Constant_11075" -> "721 Multiply_9223/fq_weights_1" [label="[72, 1, 1, 1, 1]", style=solid]; +"725 Constant_11074" -> "721 Multiply_9223/fq_weights_1" [label="[72, 1, 1, 1, 1]", style=solid]; +"726 Multiply_9666" -> "721 Multiply_9223/fq_weights_1" [label="[72, 1, 1, 3, 3]", style=solid]; +"727 Constant_11072" -> "29 Transpose_5327/fq_output_0" [label="[1, 72, 1, 1]", style=solid]; +"728 Constant_11071" -> "29 Transpose_5327/fq_output_0" [label="[1, 72, 1, 1]", style=solid]; +"729 Constant_11070" -> "29 Transpose_5327/fq_output_0" [label="[1, 72, 1, 1]", style=solid]; +"730 Constant_11069" -> "29 Transpose_5327/fq_output_0" [label="[1, 72, 1, 1]", style=solid]; +"731 Constant_9217" -> "26 Transpose_5325" [label="[1, 72, 1, 1]", style=solid]; +"732 Multiply_9209/fq_weights_1" -> "24 Multiply_9209" [label="[72, 16, 1, 1]", style=solid]; +"733 Constant_11067" -> "732 Multiply_9209/fq_weights_1" [label="[72, 1, 1, 1]", style=solid]; +"734 Constant_11066" -> "732 Multiply_9209/fq_weights_1" [label="[72, 1, 1, 1]", style=solid]; +"735 Constant_11065" -> "732 Multiply_9209/fq_weights_1" [label="[72, 1, 1, 1]", style=solid]; +"736 Constant_11064" -> "732 Multiply_9209/fq_weights_1" [label="[72, 1, 1, 1]", style=solid]; +"737 Multiply_9660" -> "732 Multiply_9209/fq_weights_1" [label="[72, 16, 1, 1]", style=solid]; +"738 Constant_11062" -> "22 Transpose_5301/fq_output_0" [label="[]", style=solid]; +"739 Constant_11061" -> "22 Transpose_5301/fq_output_0" [label="[]", style=solid]; +"740 Constant_11060" -> "22 Transpose_5301/fq_output_0" [label="[]", style=solid]; +"741 Constant_11059" -> "22 Transpose_5301/fq_output_0" [label="[]", style=solid]; +"742 Constant_9203" -> "20 Transpose_5301" [label="[1, 16, 1, 1]", style=solid]; +"743 Multiply_9195/fq_weights_1" -> "18 Multiply_9195" [label="[16, 16, 1, 1]", style=solid]; +"744 Constant_11057" -> "743 Multiply_9195/fq_weights_1" [label="[16, 1, 1, 1]", style=solid]; +"745 Constant_11056" -> "743 Multiply_9195/fq_weights_1" [label="[16, 1, 1, 1]", style=solid]; +"746 Constant_11055" -> "743 Multiply_9195/fq_weights_1" [label="[16, 1, 1, 1]", style=solid]; +"747 Constant_11054" -> "743 Multiply_9195/fq_weights_1" [label="[16, 1, 1, 1]", style=solid]; +"748 Multiply_9654" -> "743 Multiply_9195/fq_weights_1" [label="[16, 16, 1, 1]", style=solid]; +"749 Constant_11052" -> "16 Transpose_5277/fq_output_0" [label="[]", style=solid]; +"750 Constant_11051" -> "16 Transpose_5277/fq_output_0" [label="[]", style=solid]; +"751 Constant_11050" -> "16 Transpose_5277/fq_output_0" [label="[]", style=solid]; +"752 Constant_11049" -> "16 Transpose_5277/fq_output_0" [label="[]", style=solid]; +"753 Constant_11047" -> "27 Transpose_5273/fq_output_0" [label="[]", style=solid]; +"754 Constant_11046" -> "27 Transpose_5273/fq_output_0" [label="[]", style=solid]; +"755 Constant_11045" -> "27 Transpose_5273/fq_output_0" [label="[]", style=solid]; +"756 Constant_11044" -> "27 Transpose_5273/fq_output_0" [label="[]", style=solid]; +"757 Transpose_5257" -> "23 Transpose_5259" [label="[1, 16, 1, 1]", style=solid]; +"758 Transpose_809" -> "21 Convolution_810" [label="[16, 8, 1, 1]", style=solid]; +"759 Transpose_5249" -> "17 Transpose_5251" [label="[1, 8, 1, 1]", style=solid]; +"760 Transpose_800" -> "15 Convolution_801" [label="[8, 16, 1, 1]", style=solid]; +"761 Constant_5243" -> "13 Transpose_5245" [label="[2]", style=dashed]; +"762 Constant_11042" -> "12 Transpose_5241/fq_output_0" [label="[]", style=solid]; +"763 Constant_11041" -> "12 Transpose_5241/fq_output_0" [label="[]", style=solid]; +"764 Constant_11040" -> "12 Transpose_5241/fq_output_0" [label="[]", style=solid]; +"765 Constant_11039" -> "12 Transpose_5241/fq_output_0" [label="[]", style=solid]; +"766 Constant_9189" -> "10 Transpose_5239" [label="[1, 16, 1, 1]", style=solid]; +"767 Multiply_9181/fq_weights_1" -> "9 Multiply_9181" [label="[16, 1, 1, 3, 3]", style=solid]; +"768 Constant_11037" -> "767 Multiply_9181/fq_weights_1" [label="[16, 1, 1, 1, 1]", style=solid]; +"769 Constant_11036" -> "767 Multiply_9181/fq_weights_1" [label="[16, 1, 1, 1, 1]", style=solid]; +"770 Constant_11035" -> "767 Multiply_9181/fq_weights_1" [label="[16, 1, 1, 1, 1]", style=solid]; +"771 Constant_11034" -> "767 Multiply_9181/fq_weights_1" [label="[16, 1, 1, 1, 1]", style=solid]; +"772 Multiply_9649" -> "767 Multiply_9181/fq_weights_1" [label="[16, 1, 1, 3, 3]", style=solid]; +"773 Constant_11032" -> "8 Transpose_5188/fq_output_0" [label="[1, 16, 1, 1]", style=solid]; +"774 Constant_11031" -> "8 Transpose_5188/fq_output_0" [label="[1, 16, 1, 1]", style=solid]; +"775 Constant_11030" -> "8 Transpose_5188/fq_output_0" [label="[1, 16, 1, 1]", style=solid]; +"776 Constant_11029" -> "8 Transpose_5188/fq_output_0" [label="[1, 16, 1, 1]", style=solid]; +"777 Constant_9175" -> "6 Transpose_5170" [label="[1, 16, 1, 1]", style=solid]; +"778 Multiply_9167/fq_weights_1" -> "5 Multiply_9167" [label="[16, 3, 3, 3]", style=solid]; +"779 Constant_11027" -> "778 Multiply_9167/fq_weights_1" [label="[16, 1, 1, 1]", style=solid]; +"780 Constant_11026" -> "778 Multiply_9167/fq_weights_1" [label="[16, 1, 1, 1]", style=solid]; +"781 Constant_11025" -> "778 Multiply_9167/fq_weights_1" [label="[16, 1, 1, 1]", style=solid]; +"782 Constant_11024" -> "778 Multiply_9167/fq_weights_1" [label="[16, 1, 1, 1]", style=solid]; +"783 Gather_10068" -> "778 Multiply_9167/fq_weights_1" [label="[16, 3, 3, 3]", style=solid]; +"784 Constant_11022" -> "4 Transpose_710/fq_output_0" [label="[]", style=solid]; +"785 Constant_11021" -> "4 Transpose_710/fq_output_0" [label="[]", style=solid]; +"786 Constant_11020" -> "4 Transpose_710/fq_output_0" [label="[]", style=solid]; +"787 Constant_11019" -> "4 Transpose_710/fq_output_0" [label="[]", style=solid]; +"788 Unsqueeze_7776" -> "3 Transpose_710" [label="[1, 1, 1, 1]", style=solid]; +"789 Unsqueeze_7782" -> "2 Transpose_7774" [label="[1, 1, 1, 1]", style=solid]; +"790 Constant_7779" -> "1 Transpose_7780" [label="[4]", style=dashed]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/resnet-18-pytorch_performance.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/resnet-18-pytorch_performance.dot deleted file mode 120000 index a347e66bdaf..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/quantized/resnet-18-pytorch_performance.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/quantized/resnet-18-pytorch_performance.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/resnet-18-pytorch_performance.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/resnet-18-pytorch_performance.dot new file mode 100644 index 00000000000..480119c4db2 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/resnet-18-pytorch_performance.dot @@ -0,0 +1,759 @@ +strict digraph { +"0 data" [id=0, type=Parameter]; +"1 Multiply_1715" [id=1, type=Multiply]; +"2 Divide_401" [id=2, type=Add]; +"3 Divide_401/fq_output_0" [id=3, type=FakeQuantize]; +"4 /conv1/Conv/WithoutBiases" [id=4, type=Convolution]; +"5 /conv1/Conv" [id=5, type=Add]; +"6 /relu/Relu" [id=6, type=Relu]; +"7 /relu/Relu/fq_output_0" [id=7, type=FakeQuantize]; +"8 /maxpool/MaxPool" [id=8, type=MaxPool]; +"9 /layer1/layer1.0/Add" [id=9, type=Add]; +"10 /layer1/layer1.0/conv1/Conv/WithoutBiases" [id=10, type=Convolution]; +"11 /layer1/layer1.0/relu_1/Relu" [id=11, type=Relu]; +"12 /layer1/layer1.0/conv1/Conv" [id=12, type=Add]; +"13 /layer1/layer1.0/relu_1/Relu/fq_output_0" [id=13, type=FakeQuantize]; +"14 /layer1/layer1.0/relu/Relu" [id=14, type=Relu]; +"15 /layer1/layer1.1/Add" [id=15, type=Add]; +"16 /layer1/layer1.1/conv1/Conv/WithoutBiases" [id=16, type=Convolution]; +"17 /layer1/layer1.0/relu/Relu/fq_output_0" [id=17, type=FakeQuantize]; +"18 /layer1/layer1.1/relu_1/Relu" [id=18, type=Relu]; +"19 /layer1/layer1.1/conv1/Conv" [id=19, type=Add]; +"20 /layer1/layer1.0/conv2/Conv/WithoutBiases" [id=20, type=Convolution]; +"21 /layer1/layer1.1/relu_1/Relu/fq_output_0" [id=21, type=FakeQuantize]; +"22 /layer1/layer1.1/relu/Relu" [id=22, type=Relu]; +"23 /layer1/layer1.0/conv2/Conv" [id=23, type=Add]; +"24 /layer2/layer2.0/conv1/Conv/WithoutBiases" [id=24, type=Convolution]; +"25 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases" [id=25, type=Convolution]; +"26 /layer1/layer1.1/relu/Relu/fq_output_0" [id=26, type=FakeQuantize]; +"27 /layer1/layer1.0/conv2/Conv/fq_output_0" [id=27, type=FakeQuantize]; +"28 /layer2/layer2.0/conv1/Conv" [id=28, type=Add]; +"29 /layer2/layer2.0/downsample/downsample.0/Conv" [id=29, type=Add]; +"30 /layer1/layer1.1/conv2/Conv/WithoutBiases" [id=30, type=Convolution]; +"31 /layer2/layer2.0/relu/Relu" [id=31, type=Relu]; +"32 /layer2/layer2.0/downsample/downsample.0/Conv/fq_output_0" [id=32, type=FakeQuantize]; +"33 /layer1/layer1.1/conv2/Conv" [id=33, type=Add]; +"34 /layer2/layer2.0/relu/Relu/fq_output_0" [id=34, type=FakeQuantize]; +"35 /layer2/layer2.0/Add" [id=35, type=Add]; +"36 /layer1/layer1.1/conv2/Conv/fq_output_0" [id=36, type=FakeQuantize]; +"37 /layer2/layer2.0/conv2/Conv/WithoutBiases" [id=37, type=Convolution]; +"38 /layer2/layer2.0/relu_1/Relu" [id=38, type=Relu]; +"39 /layer2/layer2.0/conv2/Conv" [id=39, type=Add]; +"40 /layer2/layer2.0/relu_1/Relu/fq_output_0" [id=40, type=FakeQuantize]; +"41 /layer2/layer2.0/conv2/Conv/fq_output_0" [id=41, type=FakeQuantize]; +"42 /layer2/layer2.1/Add" [id=42, type=Add]; +"43 /layer2/layer2.1/conv1/Conv/WithoutBiases" [id=43, type=Convolution]; +"44 /layer2/layer2.1/relu_1/Relu" [id=44, type=Relu]; +"45 /layer2/layer2.1/conv1/Conv" [id=45, type=Add]; +"46 /layer2/layer2.1/relu_1/Relu/fq_output_0" [id=46, type=FakeQuantize]; +"47 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type=Relu]; +"62 /layer3/layer3.0/conv2/Conv" [id=62, type=Add]; +"63 /layer3/layer3.0/relu_1/Relu/fq_output_0" [id=63, type=FakeQuantize]; +"64 /layer3/layer3.0/conv2/Conv/fq_output_0" [id=64, type=FakeQuantize]; +"65 /layer3/layer3.1/Add" [id=65, type=Add]; +"66 /layer3/layer3.1/conv1/Conv/WithoutBiases" [id=66, type=Convolution]; +"67 /layer3/layer3.1/relu_1/Relu" [id=67, type=Relu]; +"68 /layer3/layer3.1/conv1/Conv" [id=68, type=Add]; +"69 /layer3/layer3.1/relu_1/Relu/fq_output_0" [id=69, type=FakeQuantize]; +"70 /layer3/layer3.1/relu/Relu" [id=70, type=Relu]; +"71 /layer4/layer4.0/conv1/Conv/WithoutBiases" [id=71, type=Convolution]; +"72 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases" [id=72, type=Convolution]; +"73 /layer3/layer3.1/relu/Relu/fq_output_0" [id=73, type=FakeQuantize]; +"74 /layer4/layer4.0/conv1/Conv" [id=74, type=Add]; +"75 /layer4/layer4.0/downsample/downsample.0/Conv" [id=75, type=Add]; +"76 /layer3/layer3.1/conv2/Conv/WithoutBiases" [id=76, type=Convolution]; +"77 /layer4/layer4.0/relu/Relu" [id=77, type=Relu]; +"78 /layer4/layer4.0/downsample/downsample.0/Conv/fq_output_0" [id=78, type=FakeQuantize]; +"79 /layer3/layer3.1/conv2/Conv" [id=79, type=Add]; +"80 /layer4/layer4.0/relu/Relu/fq_output_0" [id=80, type=FakeQuantize]; +"81 /layer4/layer4.0/Add" [id=81, type=Add]; +"82 /layer3/layer3.1/conv2/Conv/fq_output_0" [id=82, type=FakeQuantize]; +"83 /layer4/layer4.0/conv2/Conv/WithoutBiases" [id=83, type=Convolution]; +"84 /layer4/layer4.0/relu_1/Relu" [id=84, type=Relu]; +"85 /layer4/layer4.0/conv2/Conv" [id=85, type=Add]; +"86 /layer4/layer4.0/relu_1/Relu/fq_output_0" [id=86, type=FakeQuantize]; +"87 /layer4/layer4.0/conv2/Conv/fq_output_0" [id=87, type=FakeQuantize]; +"88 /layer4/layer4.1/Add" [id=88, type=Add]; +"89 /layer4/layer4.1/conv1/Conv/WithoutBiases" [id=89, type=Convolution]; +"90 /layer4/layer4.1/relu_1/Relu" [id=90, type=Relu]; +"91 /layer4/layer4.1/conv1/Conv" [id=91, type=Add]; +"92 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type=Constant]; +"110 fc.weight" [id=110, type=Constant]; +"111 Constant_380" [id=111, type=Constant]; +"112 Constant_48636" [id=112, type=Constant]; +"113 Constant_48635" [id=113, type=Constant]; +"114 Constant_48634" [id=114, type=Constant]; +"115 Constant_48633" [id=115, type=Constant]; +"116 Range_376" [id=116, type=Constant]; +"117 Constant_48631" [id=117, type=Constant]; +"118 Constant_48630" [id=118, type=Constant]; +"119 Constant_48629" [id=119, type=Constant]; +"120 Constant_48628" [id=120, type=Constant]; +"121 Constant_48606" [id=121, type=Constant]; +"122 Constant_48605" [id=122, type=Constant]; +"123 Constant_48604" [id=123, type=Constant]; +"124 Constant_48603" [id=124, type=Constant]; +"125 Constant_48581" [id=125, type=Constant]; +"126 Constant_48580" [id=126, type=Constant]; +"127 Constant_48579" [id=127, type=Constant]; +"128 Constant_48578" [id=128, type=Constant]; +"129 Reshape_331" [id=129, type=Constant]; +"130 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [id=130, type=FakeQuantize]; +"131 Constant_48576" [id=131, type=Constant]; +"132 Constant_48575" [id=132, type=Constant]; +"133 Constant_48574" [id=133, type=Constant]; +"134 Constant_48573" [id=134, type=Constant]; +"135 onnx^^Conv_244" [id=135, label="135 onnx::Conv_244", type=Constant]; +"136 Constant_48571" [id=136, type=Constant]; +"137 Constant_48570" [id=137, type=Constant]; +"138 Constant_48569" [id=138, type=Constant]; +"139 Constant_48568" [id=139, type=Constant]; +"140 Constant_48546" [id=140, type=Constant]; +"141 Constant_48545" [id=141, type=Constant]; +"142 Constant_48544" [id=142, type=Constant]; +"143 Constant_48543" [id=143, type=Constant]; +"144 Constant_48521" [id=144, type=Constant]; +"145 Constant_48520" [id=145, type=Constant]; +"146 Constant_48519" [id=146, type=Constant]; +"147 Constant_48518" [id=147, type=Constant]; +"148 Reshape_250" [id=148, type=Constant]; +"149 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [id=149, type=FakeQuantize]; +"150 Constant_48516" [id=150, type=Constant]; +"151 Constant_48515" [id=151, type=Constant]; +"152 Constant_48514" [id=152, type=Constant]; +"153 Constant_48513" [id=153, type=Constant]; +"154 onnx^^Conv_229" [id=154, label="154 onnx::Conv_229", type=Constant]; +"155 Constant_48511" [id=155, type=Constant]; +"156 Constant_48510" [id=156, type=Constant]; +"157 Constant_48509" [id=157, type=Constant]; +"158 Constant_48508" [id=158, type=Constant]; +"159 Constant_48486" [id=159, type=Constant]; +"160 Constant_48485" [id=160, type=Constant]; +"161 Constant_48484" [id=161, type=Constant]; +"162 Constant_48483" [id=162, type=Constant]; +"163 Constant_48461" [id=163, type=Constant]; +"164 Constant_48460" [id=164, type=Constant]; +"165 Constant_48459" [id=165, type=Constant]; +"166 Constant_48458" [id=166, type=Constant]; +"167 Reshape_169" [id=167, type=Constant]; +"168 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [id=168, type=FakeQuantize]; +"169 Constant_48456" [id=169, type=Constant]; +"170 Constant_48455" [id=170, type=Constant]; +"171 Constant_48454" [id=171, type=Constant]; +"172 Constant_48453" [id=172, type=Constant]; +"173 onnx^^Conv_214" [id=173, label="173 onnx::Conv_214", type=Constant]; +"174 Constant_48451" [id=174, type=Constant]; +"175 Constant_48450" [id=175, type=Constant]; +"176 Constant_48449" [id=176, type=Constant]; +"177 Constant_48448" [id=177, type=Constant]; +"178 Constant_48426" [id=178, type=Constant]; +"179 Constant_48425" [id=179, type=Constant]; +"180 Constant_48424" [id=180, type=Constant]; +"181 Constant_48423" [id=181, type=Constant]; +"182 Constant_48401" [id=182, type=Constant]; +"183 Constant_48400" [id=183, type=Constant]; +"184 Constant_48399" [id=184, type=Constant]; +"185 Constant_48398" [id=185, type=Constant]; +"186 Reshape_55" [id=186, type=Constant]; +"187 /conv1/Conv/WithoutBiases/fq_weights_1" [id=187, type=FakeQuantize]; +"188 Constant_48396" [id=188, type=Constant]; +"189 Constant_48395" [id=189, type=Constant]; +"190 Constant_48394" [id=190, type=Constant]; +"191 Constant_48393" [id=191, type=Constant]; +"192 Gather_1788" [id=192, type=Constant]; +"193 Constant_48391" [id=193, type=Constant]; +"194 Constant_48390" [id=194, type=Constant]; +"195 Constant_48389" [id=195, type=Constant]; +"196 Constant_48388" [id=196, type=Constant]; +"197 Gather_1785" [id=197, type=Constant]; +"198 Gather_1782" [id=198, type=Constant]; +"199 Constant_48421" [id=199, type=Constant]; +"200 Constant_48420" [id=200, type=Constant]; +"201 Constant_48419" [id=201, type=Constant]; +"202 Constant_48418" [id=202, type=Constant]; +"203 Reshape_88" [id=203, type=Constant]; +"204 /layer1/layer1.0/conv2/Conv/WithoutBiases/fq_weights_1" [id=204, type=FakeQuantize]; +"205 Constant_48416" [id=205, type=Constant]; +"206 Constant_48415" [id=206, type=Constant]; +"207 Constant_48414" [id=207, type=Constant]; +"208 Constant_48413" [id=208, type=Constant]; +"209 onnx^^Conv_199" [id=209, label="209 onnx::Conv_199", type=Constant]; +"210 Constant_48411" [id=210, type=Constant]; +"211 Constant_48410" [id=211, type=Constant]; +"212 Constant_48409" [id=212, type=Constant]; +"213 Constant_48408" [id=213, type=Constant]; +"214 Reshape_72" [id=214, type=Constant]; +"215 /layer1/layer1.0/conv1/Conv/WithoutBiases/fq_weights_1" [id=215, type=FakeQuantize]; +"216 Constant_48406" [id=216, type=Constant]; +"217 Constant_48405" [id=217, type=Constant]; +"218 Constant_48404" [id=218, type=Constant]; +"219 Constant_48403" [id=219, type=Constant]; +"220 onnx^^Conv_196" [id=220, label="220 onnx::Conv_196", type=Constant]; +"221 Constant_48446" [id=221, type=Constant]; +"222 Constant_48445" [id=222, type=Constant]; +"223 Constant_48444" [id=223, type=Constant]; +"224 Constant_48443" [id=224, type=Constant]; +"225 Reshape_121" [id=225, type=Constant]; +"226 /layer1/layer1.1/conv2/Conv/WithoutBiases/fq_weights_1" [id=226, type=FakeQuantize]; +"227 Constant_48441" [id=227, type=Constant]; +"228 Constant_48440" [id=228, type=Constant]; +"229 Constant_48439" [id=229, type=Constant]; +"230 Constant_48438" [id=230, type=Constant]; +"231 onnx^^Conv_205" [id=231, label="231 onnx::Conv_205", type=Constant]; +"232 Constant_48436" [id=232, type=Constant]; +"233 Constant_48435" [id=233, type=Constant]; +"234 Constant_48434" [id=234, type=Constant]; +"235 Constant_48433" [id=235, type=Constant]; +"236 Reshape_105" [id=236, type=Constant]; +"237 /layer1/layer1.1/conv1/Conv/WithoutBiases/fq_weights_1" [id=237, type=FakeQuantize]; +"238 Constant_48431" [id=238, type=Constant]; +"239 Constant_48430" [id=239, type=Constant]; +"240 Constant_48429" [id=240, type=Constant]; +"241 Constant_48428" [id=241, type=Constant]; +"242 onnx^^Conv_202" [id=242, label="242 onnx::Conv_202", type=Constant]; +"243 Constant_48481" [id=243, type=Constant]; +"244 Constant_48480" [id=244, type=Constant]; +"245 Constant_48479" [id=245, type=Constant]; +"246 Constant_48478" [id=246, type=Constant]; +"247 Reshape_154" [id=247, type=Constant]; +"248 /layer2/layer2.0/conv2/Conv/WithoutBiases/fq_weights_1" [id=248, type=FakeQuantize]; +"249 Constant_48476" [id=249, type=Constant]; +"250 Constant_48475" [id=250, type=Constant]; +"251 Constant_48474" [id=251, type=Constant]; +"252 Constant_48473" [id=252, type=Constant]; +"253 onnx^^Conv_211" [id=253, label="253 onnx::Conv_211", type=Constant]; +"254 Constant_48471" [id=254, type=Constant]; +"255 Constant_48470" [id=255, type=Constant]; +"256 Constant_48469" [id=256, type=Constant]; +"257 Constant_48468" [id=257, type=Constant]; +"258 Reshape_138" [id=258, type=Constant]; +"259 /layer2/layer2.0/conv1/Conv/WithoutBiases/fq_weights_1" [id=259, type=FakeQuantize]; +"260 Constant_48466" [id=260, type=Constant]; +"261 Constant_48465" [id=261, type=Constant]; +"262 Constant_48464" [id=262, type=Constant]; +"263 Constant_48463" [id=263, type=Constant]; +"264 onnx^^Conv_208" [id=264, label="264 onnx::Conv_208", type=Constant]; +"265 Constant_48506" [id=265, type=Constant]; +"266 Constant_48505" [id=266, type=Constant]; +"267 Constant_48504" [id=267, type=Constant]; +"268 Constant_48503" [id=268, type=Constant]; +"269 Reshape_202" [id=269, type=Constant]; +"270 /layer2/layer2.1/conv2/Conv/WithoutBiases/fq_weights_1" [id=270, type=FakeQuantize]; +"271 Constant_48501" [id=271, type=Constant]; +"272 Constant_48500" [id=272, type=Constant]; +"273 Constant_48499" [id=273, type=Constant]; +"274 Constant_48498" [id=274, type=Constant]; +"275 onnx^^Conv_220" [id=275, label="275 onnx::Conv_220", type=Constant]; +"276 Constant_48496" [id=276, type=Constant]; +"277 Constant_48495" [id=277, type=Constant]; +"278 Constant_48494" [id=278, type=Constant]; +"279 Constant_48493" [id=279, type=Constant]; +"280 Reshape_186" [id=280, type=Constant]; +"281 /layer2/layer2.1/conv1/Conv/WithoutBiases/fq_weights_1" [id=281, type=FakeQuantize]; +"282 Constant_48491" [id=282, type=Constant]; +"283 Constant_48490" [id=283, type=Constant]; +"284 Constant_48489" [id=284, type=Constant]; +"285 Constant_48488" [id=285, type=Constant]; +"286 onnx^^Conv_217" [id=286, label="286 onnx::Conv_217", type=Constant]; +"287 Constant_48541" [id=287, type=Constant]; +"288 Constant_48540" [id=288, type=Constant]; +"289 Constant_48539" [id=289, type=Constant]; +"290 Constant_48538" [id=290, type=Constant]; +"291 Reshape_235" [id=291, type=Constant]; +"292 /layer3/layer3.0/conv2/Conv/WithoutBiases/fq_weights_1" [id=292, type=FakeQuantize]; +"293 Constant_48536" [id=293, type=Constant]; +"294 Constant_48535" [id=294, type=Constant]; +"295 Constant_48534" [id=295, type=Constant]; +"296 Constant_48533" [id=296, type=Constant]; +"297 onnx^^Conv_226" [id=297, label="297 onnx::Conv_226", type=Constant]; +"298 Constant_48531" [id=298, type=Constant]; +"299 Constant_48530" [id=299, type=Constant]; +"300 Constant_48529" [id=300, type=Constant]; +"301 Constant_48528" [id=301, type=Constant]; +"302 Reshape_219" [id=302, type=Constant]; +"303 /layer3/layer3.0/conv1/Conv/WithoutBiases/fq_weights_1" [id=303, type=FakeQuantize]; +"304 Constant_48526" [id=304, type=Constant]; +"305 Constant_48525" [id=305, type=Constant]; +"306 Constant_48524" [id=306, type=Constant]; +"307 Constant_48523" [id=307, type=Constant]; +"308 onnx^^Conv_223" [id=308, label="308 onnx::Conv_223", type=Constant]; +"309 Constant_48566" [id=309, type=Constant]; +"310 Constant_48565" [id=310, type=Constant]; +"311 Constant_48564" [id=311, type=Constant]; +"312 Constant_48563" [id=312, type=Constant]; +"313 Reshape_283" [id=313, type=Constant]; +"314 /layer3/layer3.1/conv2/Conv/WithoutBiases/fq_weights_1" [id=314, type=FakeQuantize]; +"315 Constant_48561" [id=315, type=Constant]; +"316 Constant_48560" [id=316, type=Constant]; +"317 Constant_48559" [id=317, type=Constant]; +"318 Constant_48558" [id=318, type=Constant]; +"319 onnx^^Conv_235" [id=319, label="319 onnx::Conv_235", type=Constant]; +"320 Constant_48556" [id=320, type=Constant]; +"321 Constant_48555" [id=321, type=Constant]; +"322 Constant_48554" [id=322, type=Constant]; +"323 Constant_48553" [id=323, type=Constant]; +"324 Reshape_267" [id=324, type=Constant]; +"325 /layer3/layer3.1/conv1/Conv/WithoutBiases/fq_weights_1" [id=325, type=FakeQuantize]; +"326 Constant_48551" [id=326, type=Constant]; +"327 Constant_48550" [id=327, type=Constant]; +"328 Constant_48549" [id=328, type=Constant]; +"329 Constant_48548" [id=329, type=Constant]; +"330 onnx^^Conv_232" [id=330, label="330 onnx::Conv_232", type=Constant]; +"331 Constant_48601" [id=331, type=Constant]; +"332 Constant_48600" [id=332, type=Constant]; +"333 Constant_48599" [id=333, type=Constant]; +"334 Constant_48598" [id=334, type=Constant]; +"335 Reshape_316" [id=335, type=Constant]; +"336 /layer4/layer4.0/conv2/Conv/WithoutBiases/fq_weights_1" [id=336, type=FakeQuantize]; +"337 Constant_48596" [id=337, type=Constant]; +"338 Constant_48595" [id=338, type=Constant]; +"339 Constant_48594" [id=339, type=Constant]; +"340 Constant_48593" [id=340, type=Constant]; +"341 onnx^^Conv_241" [id=341, label="341 onnx::Conv_241", type=Constant]; +"342 Constant_48591" [id=342, type=Constant]; +"343 Constant_48590" [id=343, type=Constant]; +"344 Constant_48589" [id=344, type=Constant]; +"345 Constant_48588" [id=345, type=Constant]; +"346 Reshape_300" [id=346, type=Constant]; +"347 /layer4/layer4.0/conv1/Conv/WithoutBiases/fq_weights_1" [id=347, type=FakeQuantize]; +"348 Constant_48586" [id=348, type=Constant]; +"349 Constant_48585" [id=349, type=Constant]; +"350 Constant_48584" [id=350, type=Constant]; +"351 Constant_48583" [id=351, type=Constant]; +"352 onnx^^Conv_238" [id=352, label="352 onnx::Conv_238", type=Constant]; +"353 Constant_48626" [id=353, type=Constant]; +"354 Constant_48625" [id=354, type=Constant]; +"355 Constant_48624" [id=355, type=Constant]; +"356 Constant_48623" [id=356, type=Constant]; +"357 Reshape_364" [id=357, type=Constant]; +"358 /layer4/layer4.1/conv2/Conv/WithoutBiases/fq_weights_1" [id=358, type=FakeQuantize]; +"359 Constant_48621" [id=359, type=Constant]; +"360 Constant_48620" [id=360, type=Constant]; +"361 Constant_48619" [id=361, type=Constant]; +"362 Constant_48618" [id=362, type=Constant]; +"363 onnx^^Conv_250" [id=363, label="363 onnx::Conv_250", type=Constant]; +"364 Constant_48616" [id=364, type=Constant]; +"365 Constant_48615" [id=365, type=Constant]; +"366 Constant_48614" [id=366, type=Constant]; +"367 Constant_48613" [id=367, type=Constant]; +"368 Reshape_348" [id=368, type=Constant]; +"369 /layer4/layer4.1/conv1/Conv/WithoutBiases/fq_weights_1" [id=369, type=FakeQuantize]; +"370 Constant_48611" [id=370, type=Constant]; +"371 Constant_48610" [id=371, type=Constant]; +"372 Constant_48609" [id=372, type=Constant]; +"373 Constant_48608" [id=373, type=Constant]; +"374 onnx^^Conv_247" [id=374, label="374 onnx::Conv_247", type=Constant]; +"0 data" -> "1 Multiply_1715" [label="[1, 3, 224, 224]", style=solid]; +"1 Multiply_1715" -> "2 Divide_401" [label="[1, 3, 224, 224]", style=solid]; +"2 Divide_401" -> "3 Divide_401/fq_output_0" [label="[1, 3, 224, 224]", style=solid]; +"3 Divide_401/fq_output_0" -> "4 /conv1/Conv/WithoutBiases" [label="[1, 3, 224, 224]", style=solid]; +"4 /conv1/Conv/WithoutBiases" -> "5 /conv1/Conv" [label="[1, 64, 112, 112]", style=solid]; +"5 /conv1/Conv" -> "6 /relu/Relu" [label="[1, 64, 112, 112]", style=solid]; +"6 /relu/Relu" -> "7 /relu/Relu/fq_output_0" [label="[1, 64, 112, 112]", style=solid]; +"7 /relu/Relu/fq_output_0" -> "8 /maxpool/MaxPool" [label="[1, 64, 112, 112]", style=solid]; +"8 /maxpool/MaxPool" -> "9 /layer1/layer1.0/Add" [label="[1, 64, 56, 56]", style=solid]; +"8 /maxpool/MaxPool" -> "10 /layer1/layer1.0/conv1/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; +"9 /layer1/layer1.0/Add" -> "11 /layer1/layer1.0/relu_1/Relu" [label="[1, 64, 56, 56]", style=solid]; +"10 /layer1/layer1.0/conv1/Conv/WithoutBiases" -> "12 /layer1/layer1.0/conv1/Conv" [label="[1, 64, 56, 56]", style=solid]; +"11 /layer1/layer1.0/relu_1/Relu" -> "13 /layer1/layer1.0/relu_1/Relu/fq_output_0" [label="[1, 64, 56, 56]", style=solid]; +"12 /layer1/layer1.0/conv1/Conv" -> "14 /layer1/layer1.0/relu/Relu" [label="[1, 64, 56, 56]", style=solid]; +"13 /layer1/layer1.0/relu_1/Relu/fq_output_0" -> "15 /layer1/layer1.1/Add" [label="[1, 64, 56, 56]", style=solid]; +"13 /layer1/layer1.0/relu_1/Relu/fq_output_0" -> "16 /layer1/layer1.1/conv1/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; +"14 /layer1/layer1.0/relu/Relu" -> "17 /layer1/layer1.0/relu/Relu/fq_output_0" [label="[1, 64, 56, 56]", style=solid]; +"15 /layer1/layer1.1/Add" -> "18 /layer1/layer1.1/relu_1/Relu" [label="[1, 64, 56, 56]", style=solid]; +"16 /layer1/layer1.1/conv1/Conv/WithoutBiases" -> "19 /layer1/layer1.1/conv1/Conv" [label="[1, 64, 56, 56]", style=solid]; +"17 /layer1/layer1.0/relu/Relu/fq_output_0" -> "20 /layer1/layer1.0/conv2/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; +"18 /layer1/layer1.1/relu_1/Relu" -> "21 /layer1/layer1.1/relu_1/Relu/fq_output_0" [label="[1, 64, 56, 56]", style=solid]; +"19 /layer1/layer1.1/conv1/Conv" -> "22 /layer1/layer1.1/relu/Relu" [label="[1, 64, 56, 56]", style=solid]; +"20 /layer1/layer1.0/conv2/Conv/WithoutBiases" -> "23 /layer1/layer1.0/conv2/Conv" [label="[1, 64, 56, 56]", style=solid]; +"21 /layer1/layer1.1/relu_1/Relu/fq_output_0" -> "24 /layer2/layer2.0/conv1/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; +"21 /layer1/layer1.1/relu_1/Relu/fq_output_0" -> "25 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; +"22 /layer1/layer1.1/relu/Relu" -> "26 /layer1/layer1.1/relu/Relu/fq_output_0" [label="[1, 64, 56, 56]", style=solid]; +"23 /layer1/layer1.0/conv2/Conv" -> "27 /layer1/layer1.0/conv2/Conv/fq_output_0" [label="[1, 64, 56, 56]", style=solid]; +"24 /layer2/layer2.0/conv1/Conv/WithoutBiases" -> "28 /layer2/layer2.0/conv1/Conv" [label="[1, 128, 28, 28]", style=solid]; +"25 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases" -> "29 /layer2/layer2.0/downsample/downsample.0/Conv" [label="[1, 128, 28, 28]", style=solid]; +"26 /layer1/layer1.1/relu/Relu/fq_output_0" -> "30 /layer1/layer1.1/conv2/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; +"27 /layer1/layer1.0/conv2/Conv/fq_output_0" -> "9 /layer1/layer1.0/Add" [label="[1, 64, 56, 56]", style=solid]; +"28 /layer2/layer2.0/conv1/Conv" -> "31 /layer2/layer2.0/relu/Relu" [label="[1, 128, 28, 28]", style=solid]; +"29 /layer2/layer2.0/downsample/downsample.0/Conv" -> "32 /layer2/layer2.0/downsample/downsample.0/Conv/fq_output_0" [label="[1, 128, 28, 28]", style=solid]; +"30 /layer1/layer1.1/conv2/Conv/WithoutBiases" -> "33 /layer1/layer1.1/conv2/Conv" [label="[1, 64, 56, 56]", style=solid]; +"31 /layer2/layer2.0/relu/Relu" -> "34 /layer2/layer2.0/relu/Relu/fq_output_0" [label="[1, 128, 28, 28]", style=solid]; +"32 /layer2/layer2.0/downsample/downsample.0/Conv/fq_output_0" -> "35 /layer2/layer2.0/Add" [label="[1, 128, 28, 28]", style=solid]; +"33 /layer1/layer1.1/conv2/Conv" -> "36 /layer1/layer1.1/conv2/Conv/fq_output_0" [label="[1, 64, 56, 56]", style=solid]; +"34 /layer2/layer2.0/relu/Relu/fq_output_0" -> "37 /layer2/layer2.0/conv2/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; +"35 /layer2/layer2.0/Add" -> "38 /layer2/layer2.0/relu_1/Relu" [label="[1, 128, 28, 28]", style=solid]; +"36 /layer1/layer1.1/conv2/Conv/fq_output_0" -> "15 /layer1/layer1.1/Add" [label="[1, 64, 56, 56]", style=solid]; +"37 /layer2/layer2.0/conv2/Conv/WithoutBiases" -> "39 /layer2/layer2.0/conv2/Conv" [label="[1, 128, 28, 28]", style=solid]; +"38 /layer2/layer2.0/relu_1/Relu" -> "40 /layer2/layer2.0/relu_1/Relu/fq_output_0" [label="[1, 128, 28, 28]", style=solid]; +"39 /layer2/layer2.0/conv2/Conv" -> "41 /layer2/layer2.0/conv2/Conv/fq_output_0" [label="[1, 128, 28, 28]", style=solid]; +"40 /layer2/layer2.0/relu_1/Relu/fq_output_0" -> "42 /layer2/layer2.1/Add" [label="[1, 128, 28, 28]", style=solid]; +"40 /layer2/layer2.0/relu_1/Relu/fq_output_0" -> "43 /layer2/layer2.1/conv1/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; +"41 /layer2/layer2.0/conv2/Conv/fq_output_0" -> "35 /layer2/layer2.0/Add" [label="[1, 128, 28, 28]", style=solid]; +"42 /layer2/layer2.1/Add" -> "44 /layer2/layer2.1/relu_1/Relu" [label="[1, 128, 28, 28]", style=solid]; +"43 /layer2/layer2.1/conv1/Conv/WithoutBiases" -> "45 /layer2/layer2.1/conv1/Conv" [label="[1, 128, 28, 28]", style=solid]; +"44 /layer2/layer2.1/relu_1/Relu" -> "46 /layer2/layer2.1/relu_1/Relu/fq_output_0" [label="[1, 128, 28, 28]", style=solid]; +"45 /layer2/layer2.1/conv1/Conv" -> "47 /layer2/layer2.1/relu/Relu" [label="[1, 128, 28, 28]", style=solid]; +"46 /layer2/layer2.1/relu_1/Relu/fq_output_0" -> "48 /layer3/layer3.0/conv1/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; +"46 /layer2/layer2.1/relu_1/Relu/fq_output_0" -> "49 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; +"47 /layer2/layer2.1/relu/Relu" -> "50 /layer2/layer2.1/relu/Relu/fq_output_0" [label="[1, 128, 28, 28]", style=solid]; +"48 /layer3/layer3.0/conv1/Conv/WithoutBiases" -> "51 /layer3/layer3.0/conv1/Conv" [label="[1, 256, 14, 14]", style=solid]; +"49 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases" -> "52 /layer3/layer3.0/downsample/downsample.0/Conv" [label="[1, 256, 14, 14]", style=solid]; +"50 /layer2/layer2.1/relu/Relu/fq_output_0" -> "53 /layer2/layer2.1/conv2/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; +"51 /layer3/layer3.0/conv1/Conv" -> "54 /layer3/layer3.0/relu/Relu" [label="[1, 256, 14, 14]", style=solid]; +"52 /layer3/layer3.0/downsample/downsample.0/Conv" -> "55 /layer3/layer3.0/downsample/downsample.0/Conv/fq_output_0" [label="[1, 256, 14, 14]", style=solid]; +"53 /layer2/layer2.1/conv2/Conv/WithoutBiases" -> "56 /layer2/layer2.1/conv2/Conv" [label="[1, 128, 28, 28]", style=solid]; +"54 /layer3/layer3.0/relu/Relu" -> "57 /layer3/layer3.0/relu/Relu/fq_output_0" [label="[1, 256, 14, 14]", style=solid]; +"55 /layer3/layer3.0/downsample/downsample.0/Conv/fq_output_0" -> "58 /layer3/layer3.0/Add" [label="[1, 256, 14, 14]", style=solid]; +"56 /layer2/layer2.1/conv2/Conv" -> "59 /layer2/layer2.1/conv2/Conv/fq_output_0" [label="[1, 128, 28, 28]", style=solid]; +"57 /layer3/layer3.0/relu/Relu/fq_output_0" -> "60 /layer3/layer3.0/conv2/Conv/WithoutBiases" [label="[1, 256, 14, 14]", style=solid]; +"58 /layer3/layer3.0/Add" -> "61 /layer3/layer3.0/relu_1/Relu" [label="[1, 256, 14, 14]", style=solid]; +"59 /layer2/layer2.1/conv2/Conv/fq_output_0" -> "42 /layer2/layer2.1/Add" [label="[1, 128, 28, 28]", 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/layer3/layer3.1/conv2/Conv/WithoutBiases" [label="[1, 256, 14, 14]", style=solid]; +"74 /layer4/layer4.0/conv1/Conv" -> "77 /layer4/layer4.0/relu/Relu" [label="[1, 512, 7, 7]", style=solid]; +"75 /layer4/layer4.0/downsample/downsample.0/Conv" -> "78 /layer4/layer4.0/downsample/downsample.0/Conv/fq_output_0" [label="[1, 512, 7, 7]", style=solid]; +"76 /layer3/layer3.1/conv2/Conv/WithoutBiases" -> "79 /layer3/layer3.1/conv2/Conv" [label="[1, 256, 14, 14]", style=solid]; +"77 /layer4/layer4.0/relu/Relu" -> "80 /layer4/layer4.0/relu/Relu/fq_output_0" [label="[1, 512, 7, 7]", style=solid]; +"78 /layer4/layer4.0/downsample/downsample.0/Conv/fq_output_0" -> "81 /layer4/layer4.0/Add" [label="[1, 512, 7, 7]", style=solid]; +"79 /layer3/layer3.1/conv2/Conv" -> "82 /layer3/layer3.1/conv2/Conv/fq_output_0" [label="[1, 256, 14, 14]", style=solid]; +"80 /layer4/layer4.0/relu/Relu/fq_output_0" -> "83 /layer4/layer4.0/conv2/Conv/WithoutBiases" [label="[1, 512, 7, 7]", style=solid]; +"81 /layer4/layer4.0/Add" -> "84 /layer4/layer4.0/relu_1/Relu" [label="[1, 512, 7, 7]", style=solid]; +"82 /layer3/layer3.1/conv2/Conv/fq_output_0" -> "65 /layer3/layer3.1/Add" [label="[1, 256, 14, 14]", style=solid]; +"83 /layer4/layer4.0/conv2/Conv/WithoutBiases" -> "85 /layer4/layer4.0/conv2/Conv" [label="[1, 512, 7, 7]", style=solid]; +"84 /layer4/layer4.0/relu_1/Relu" -> "86 /layer4/layer4.0/relu_1/Relu/fq_output_0" [label="[1, 512, 7, 7]", style=solid]; +"85 /layer4/layer4.0/conv2/Conv" -> "87 /layer4/layer4.0/conv2/Conv/fq_output_0" [label="[1, 512, 7, 7]", style=solid]; +"86 /layer4/layer4.0/relu_1/Relu/fq_output_0" -> "88 /layer4/layer4.1/Add" [label="[1, 512, 7, 7]", style=solid]; +"86 /layer4/layer4.0/relu_1/Relu/fq_output_0" -> "89 /layer4/layer4.1/conv1/Conv/WithoutBiases" [label="[1, 512, 7, 7]", style=solid]; +"87 /layer4/layer4.0/conv2/Conv/fq_output_0" -> "81 /layer4/layer4.0/Add" [label="[1, 512, 7, 7]", style=solid]; +"88 /layer4/layer4.1/Add" -> "90 /layer4/layer4.1/relu_1/Relu" [label="[1, 512, 7, 7]", style=solid]; +"89 /layer4/layer4.1/conv1/Conv/WithoutBiases" -> "91 /layer4/layer4.1/conv1/Conv" [label="[1, 512, 7, 7]", style=solid]; +"90 /layer4/layer4.1/relu_1/Relu" -> "92 /layer4/layer4.1/relu_1/Relu/fq_output_0" [label="[1, 512, 7, 7]", style=solid]; +"91 /layer4/layer4.1/conv1/Conv" -> "93 /layer4/layer4.1/relu/Relu" [label="[1, 512, 7, 7]", style=solid]; +"92 /layer4/layer4.1/relu_1/Relu/fq_output_0" -> "94 /avgpool/GlobalAveragePool" [label="[1, 512, 7, 7]", style=solid]; +"93 /layer4/layer4.1/relu/Relu" -> "95 /layer4/layer4.1/relu/Relu/fq_output_0" [label="[1, 512, 7, 7]", style=solid]; +"94 /avgpool/GlobalAveragePool" -> "96 /avgpool/GlobalAveragePool/fq_output_0" [label="[1, 512, 1, 1]", style=solid]; +"95 /layer4/layer4.1/relu/Relu/fq_output_0" -> "97 /layer4/layer4.1/conv2/Conv/WithoutBiases" [label="[1, 512, 7, 7]", style=solid]; +"96 /avgpool/GlobalAveragePool/fq_output_0" -> "98 /Flatten" [label="[1, 512, 1, 1]", style=solid]; +"97 /layer4/layer4.1/conv2/Conv/WithoutBiases" -> "99 /layer4/layer4.1/conv2/Conv" [label="[1, 512, 7, 7]", style=solid]; +"98 /Flatten" -> "100 /fc/Gemm/WithoutBiases" [label="[1, 512]", style=solid]; +"99 /layer4/layer4.1/conv2/Conv" -> "101 /layer4/layer4.1/conv2/Conv/fq_output_0" [label="[1, 512, 7, 7]", style=solid]; +"100 /fc/Gemm/WithoutBiases" -> "102 prob" [label="[1, 1000]", style=solid]; +"101 /layer4/layer4.1/conv2/Conv/fq_output_0" -> "88 /layer4/layer4.1/Add" [label="[1, 512, 7, 7]", style=solid]; +"102 prob" -> "103 prob/sink_port_0" [label="[1, 1000]", style=solid]; +"104 Constant_1789" -> "102 prob" [label="[1, 1000]", style=solid]; +"105 /fc/Gemm/WithoutBiases/fq_weights_1" -> "100 /fc/Gemm/WithoutBiases" [label="[1000, 512]", style=solid]; +"106 Constant_48641" -> "105 /fc/Gemm/WithoutBiases/fq_weights_1" [label="[1000, 1]", style=solid]; +"107 Constant_48640" -> "105 /fc/Gemm/WithoutBiases/fq_weights_1" [label="[1000, 1]", style=solid]; +"108 Constant_48639" -> "105 /fc/Gemm/WithoutBiases/fq_weights_1" [label="[1000, 1]", style=solid]; +"109 Constant_48638" -> "105 /fc/Gemm/WithoutBiases/fq_weights_1" [label="[1000, 1]", style=solid]; +"110 fc.weight" -> "105 /fc/Gemm/WithoutBiases/fq_weights_1" [label="[1000, 512]", style=solid]; +"111 Constant_380" -> "98 /Flatten" [label="[2]", style=dashed]; +"112 Constant_48636" -> "96 /avgpool/GlobalAveragePool/fq_output_0" [label="[]", style=solid]; +"113 Constant_48635" -> "96 /avgpool/GlobalAveragePool/fq_output_0" [label="[]", style=solid]; +"114 Constant_48634" -> "96 /avgpool/GlobalAveragePool/fq_output_0" [label="[]", style=solid]; +"115 Constant_48633" -> "96 /avgpool/GlobalAveragePool/fq_output_0" [label="[]", style=solid]; +"116 Range_376" -> "94 /avgpool/GlobalAveragePool" [label="[2]", style=dashed]; +"117 Constant_48631" -> "92 /layer4/layer4.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"118 Constant_48630" -> "92 /layer4/layer4.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"119 Constant_48629" -> "92 /layer4/layer4.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"120 Constant_48628" -> "92 /layer4/layer4.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"121 Constant_48606" -> "86 /layer4/layer4.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"122 Constant_48605" -> "86 /layer4/layer4.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"123 Constant_48604" -> "86 /layer4/layer4.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"124 Constant_48603" -> "86 /layer4/layer4.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"125 Constant_48581" -> "78 /layer4/layer4.0/downsample/downsample.0/Conv/fq_output_0" [label="[]", style=solid]; +"126 Constant_48580" -> "78 /layer4/layer4.0/downsample/downsample.0/Conv/fq_output_0" [label="[]", style=solid]; +"127 Constant_48579" -> "78 /layer4/layer4.0/downsample/downsample.0/Conv/fq_output_0" [label="[]", style=solid]; +"128 Constant_48578" -> "78 /layer4/layer4.0/downsample/downsample.0/Conv/fq_output_0" [label="[]", style=solid]; +"129 Reshape_331" -> "75 /layer4/layer4.0/downsample/downsample.0/Conv" [label="[1, 512, 1, 1]", style=solid]; +"130 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" -> "72 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases" [label="[512, 256, 1, 1]", style=solid]; +"131 Constant_48576" -> "130 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"132 Constant_48575" -> "130 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"133 Constant_48574" -> "130 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"134 Constant_48573" -> "130 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"135 onnx^^Conv_244" -> "130 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style=solid]; +"145 Constant_48520" -> "55 /layer3/layer3.0/downsample/downsample.0/Conv/fq_output_0" [label="[]", style=solid]; +"146 Constant_48519" -> "55 /layer3/layer3.0/downsample/downsample.0/Conv/fq_output_0" [label="[]", style=solid]; +"147 Constant_48518" -> "55 /layer3/layer3.0/downsample/downsample.0/Conv/fq_output_0" [label="[]", style=solid]; +"148 Reshape_250" -> "52 /layer3/layer3.0/downsample/downsample.0/Conv" [label="[1, 256, 1, 1]", style=solid]; +"149 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" -> "49 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases" [label="[256, 128, 1, 1]", style=solid]; +"150 Constant_48516" -> "149 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"151 Constant_48515" -> "149 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"152 Constant_48514" -> "149 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"153 Constant_48513" -> "149 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"154 onnx^^Conv_229" -> "149 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[256, 128, 1, 1]", style=solid]; +"155 Constant_48511" -> "46 /layer2/layer2.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"156 Constant_48510" -> "46 /layer2/layer2.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"157 Constant_48509" -> "46 /layer2/layer2.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"158 Constant_48508" -> "46 /layer2/layer2.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"159 Constant_48486" -> "40 /layer2/layer2.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"160 Constant_48485" -> "40 /layer2/layer2.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"161 Constant_48484" -> "40 /layer2/layer2.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"162 Constant_48483" -> "40 /layer2/layer2.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"163 Constant_48461" -> "32 /layer2/layer2.0/downsample/downsample.0/Conv/fq_output_0" [label="[]", style=solid]; +"164 Constant_48460" -> "32 /layer2/layer2.0/downsample/downsample.0/Conv/fq_output_0" [label="[]", style=solid]; +"165 Constant_48459" -> "32 /layer2/layer2.0/downsample/downsample.0/Conv/fq_output_0" [label="[]", style=solid]; +"166 Constant_48458" -> "32 /layer2/layer2.0/downsample/downsample.0/Conv/fq_output_0" [label="[]", style=solid]; +"167 Reshape_169" -> "29 /layer2/layer2.0/downsample/downsample.0/Conv" [label="[1, 128, 1, 1]", style=solid]; +"168 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" -> "25 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases" [label="[128, 64, 1, 1]", style=solid]; +"169 Constant_48456" -> "168 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Constant_48448" -> "21 /layer1/layer1.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"178 Constant_48426" -> "13 /layer1/layer1.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"179 Constant_48425" -> "13 /layer1/layer1.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"180 Constant_48424" -> "13 /layer1/layer1.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"181 Constant_48423" -> "13 /layer1/layer1.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"182 Constant_48401" -> "7 /relu/Relu/fq_output_0" [label="[]", style=solid]; +"183 Constant_48400" -> "7 /relu/Relu/fq_output_0" [label="[]", style=solid]; +"184 Constant_48399" -> "7 /relu/Relu/fq_output_0" [label="[]", style=solid]; +"185 Constant_48398" -> "7 /relu/Relu/fq_output_0" [label="[]", style=solid]; +"186 Reshape_55" -> "5 /conv1/Conv" [label="[1, 64, 1, 1]", style=solid]; +"187 /conv1/Conv/WithoutBiases/fq_weights_1" -> "4 /conv1/Conv/WithoutBiases" [label="[64, 3, 7, 7]", style=solid]; +"188 Constant_48396" -> "187 /conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"189 Constant_48395" -> "187 /conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"190 Constant_48394" -> "187 /conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"191 Constant_48393" -> "187 /conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"192 Gather_1788" -> "187 /conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 3, 7, 7]", style=solid]; +"193 Constant_48391" -> "3 Divide_401/fq_output_0" [label="[]", style=solid]; +"194 Constant_48390" -> "3 Divide_401/fq_output_0" [label="[]", style=solid]; +"195 Constant_48389" -> "3 Divide_401/fq_output_0" [label="[]", style=solid]; +"196 Constant_48388" -> "3 Divide_401/fq_output_0" [label="[]", style=solid]; +"197 Gather_1785" -> "2 Divide_401" [label="[1, 3, 1, 1]", style=solid]; +"198 Gather_1782" -> "1 Multiply_1715" [label="[1, 3, 1, 1]", style=solid]; +"199 Constant_48421" -> "27 /layer1/layer1.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"200 Constant_48420" -> "27 /layer1/layer1.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"201 Constant_48419" -> "27 /layer1/layer1.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"202 Constant_48418" -> "27 /layer1/layer1.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"203 Reshape_88" -> "23 /layer1/layer1.0/conv2/Conv" [label="[1, 64, 1, 1]", style=solid]; +"204 /layer1/layer1.0/conv2/Conv/WithoutBiases/fq_weights_1" -> "20 /layer1/layer1.0/conv2/Conv/WithoutBiases" [label="[64, 64, 3, 3]", style=solid]; +"205 Constant_48416" -> "204 /layer1/layer1.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"206 Constant_48415" -> "204 /layer1/layer1.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"207 Constant_48414" -> "204 /layer1/layer1.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"208 Constant_48413" -> "204 /layer1/layer1.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"209 onnx^^Conv_199" -> "204 /layer1/layer1.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 64, 3, 3]", style=solid]; +"210 Constant_48411" -> "17 /layer1/layer1.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"211 Constant_48410" -> "17 /layer1/layer1.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"212 Constant_48409" -> "17 /layer1/layer1.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"213 Constant_48408" -> "17 /layer1/layer1.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"214 Reshape_72" -> "12 /layer1/layer1.0/conv1/Conv" [label="[1, 64, 1, 1]", style=solid]; +"215 /layer1/layer1.0/conv1/Conv/WithoutBiases/fq_weights_1" -> "10 /layer1/layer1.0/conv1/Conv/WithoutBiases" [label="[64, 64, 3, 3]", style=solid]; +"216 Constant_48406" -> "215 /layer1/layer1.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"217 Constant_48405" -> "215 /layer1/layer1.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"218 Constant_48404" -> "215 /layer1/layer1.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"219 Constant_48403" -> "215 /layer1/layer1.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"220 onnx^^Conv_196" -> "215 /layer1/layer1.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 64, 3, 3]", style=solid]; +"221 Constant_48446" -> "36 /layer1/layer1.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"222 Constant_48445" -> "36 /layer1/layer1.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"223 Constant_48444" -> "36 /layer1/layer1.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"224 Constant_48443" -> "36 /layer1/layer1.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"225 Reshape_121" -> "33 /layer1/layer1.1/conv2/Conv" [label="[1, 64, 1, 1]", style=solid]; +"226 /layer1/layer1.1/conv2/Conv/WithoutBiases/fq_weights_1" -> "30 /layer1/layer1.1/conv2/Conv/WithoutBiases" [label="[64, 64, 3, 3]", style=solid]; +"227 Constant_48441" -> "226 /layer1/layer1.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"228 Constant_48440" -> "226 /layer1/layer1.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"229 Constant_48439" -> "226 /layer1/layer1.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"230 Constant_48438" -> "226 /layer1/layer1.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"231 onnx^^Conv_205" -> "226 /layer1/layer1.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 64, 3, 3]", style=solid]; +"232 Constant_48436" -> "26 /layer1/layer1.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"233 Constant_48435" -> "26 /layer1/layer1.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"234 Constant_48434" -> "26 /layer1/layer1.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"235 Constant_48433" -> "26 /layer1/layer1.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"236 Reshape_105" -> "19 /layer1/layer1.1/conv1/Conv" [label="[1, 64, 1, 1]", style=solid]; +"237 /layer1/layer1.1/conv1/Conv/WithoutBiases/fq_weights_1" -> "16 /layer1/layer1.1/conv1/Conv/WithoutBiases" [label="[64, 64, 3, 3]", style=solid]; +"238 Constant_48431" -> "237 /layer1/layer1.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"239 Constant_48430" -> "237 /layer1/layer1.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"240 Constant_48429" -> "237 /layer1/layer1.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"241 Constant_48428" -> "237 /layer1/layer1.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"242 onnx^^Conv_202" -> "237 /layer1/layer1.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 64, 3, 3]", style=solid]; +"243 Constant_48481" -> "41 /layer2/layer2.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"244 Constant_48480" -> "41 /layer2/layer2.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"245 Constant_48479" -> "41 /layer2/layer2.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"246 Constant_48478" -> "41 /layer2/layer2.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"247 Reshape_154" -> "39 /layer2/layer2.0/conv2/Conv" [label="[1, 128, 1, 1]", style=solid]; +"248 /layer2/layer2.0/conv2/Conv/WithoutBiases/fq_weights_1" -> "37 /layer2/layer2.0/conv2/Conv/WithoutBiases" [label="[128, 128, 3, 3]", style=solid]; +"249 Constant_48476" -> "248 /layer2/layer2.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"250 Constant_48475" -> "248 /layer2/layer2.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"251 Constant_48474" -> "248 /layer2/layer2.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"252 Constant_48473" -> "248 /layer2/layer2.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"253 onnx^^Conv_211" -> "248 /layer2/layer2.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 128, 3, 3]", style=solid]; +"254 Constant_48471" -> "34 /layer2/layer2.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"255 Constant_48470" -> "34 /layer2/layer2.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"256 Constant_48469" -> "34 /layer2/layer2.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"257 Constant_48468" -> "34 /layer2/layer2.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"258 Reshape_138" -> "28 /layer2/layer2.0/conv1/Conv" [label="[1, 128, 1, 1]", style=solid]; +"259 /layer2/layer2.0/conv1/Conv/WithoutBiases/fq_weights_1" -> "24 /layer2/layer2.0/conv1/Conv/WithoutBiases" [label="[128, 64, 3, 3]", style=solid]; +"260 Constant_48466" -> "259 /layer2/layer2.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"261 Constant_48465" -> "259 /layer2/layer2.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"262 Constant_48464" -> "259 /layer2/layer2.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"263 Constant_48463" -> "259 /layer2/layer2.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"264 onnx^^Conv_208" -> "259 /layer2/layer2.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 64, 3, 3]", style=solid]; +"265 Constant_48506" -> "59 /layer2/layer2.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"266 Constant_48505" -> "59 /layer2/layer2.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"267 Constant_48504" -> "59 /layer2/layer2.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"268 Constant_48503" -> "59 /layer2/layer2.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"269 Reshape_202" -> "56 /layer2/layer2.1/conv2/Conv" [label="[1, 128, 1, 1]", style=solid]; +"270 /layer2/layer2.1/conv2/Conv/WithoutBiases/fq_weights_1" -> "53 /layer2/layer2.1/conv2/Conv/WithoutBiases" [label="[128, 128, 3, 3]", style=solid]; +"271 Constant_48501" -> "270 /layer2/layer2.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"272 Constant_48500" -> "270 /layer2/layer2.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"273 Constant_48499" -> "270 /layer2/layer2.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"274 Constant_48498" -> "270 /layer2/layer2.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"275 onnx^^Conv_220" -> "270 /layer2/layer2.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 128, 3, 3]", style=solid]; +"276 Constant_48496" -> "50 /layer2/layer2.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"277 Constant_48495" -> "50 /layer2/layer2.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"278 Constant_48494" -> "50 /layer2/layer2.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"279 Constant_48493" -> "50 /layer2/layer2.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"280 Reshape_186" -> "45 /layer2/layer2.1/conv1/Conv" [label="[1, 128, 1, 1]", style=solid]; +"281 /layer2/layer2.1/conv1/Conv/WithoutBiases/fq_weights_1" -> "43 /layer2/layer2.1/conv1/Conv/WithoutBiases" [label="[128, 128, 3, 3]", style=solid]; +"282 Constant_48491" -> "281 /layer2/layer2.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"283 Constant_48490" -> "281 /layer2/layer2.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"284 Constant_48489" -> "281 /layer2/layer2.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"285 Constant_48488" -> "281 /layer2/layer2.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"286 onnx^^Conv_217" -> "281 /layer2/layer2.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 128, 3, 3]", style=solid]; +"287 Constant_48541" -> "64 /layer3/layer3.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"288 Constant_48540" -> "64 /layer3/layer3.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"289 Constant_48539" -> "64 /layer3/layer3.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"290 Constant_48538" -> "64 /layer3/layer3.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"291 Reshape_235" -> "62 /layer3/layer3.0/conv2/Conv" [label="[1, 256, 1, 1]", style=solid]; +"292 /layer3/layer3.0/conv2/Conv/WithoutBiases/fq_weights_1" -> "60 /layer3/layer3.0/conv2/Conv/WithoutBiases" [label="[256, 256, 3, 3]", style=solid]; +"293 Constant_48536" -> "292 /layer3/layer3.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"294 Constant_48535" -> "292 /layer3/layer3.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"295 Constant_48534" -> "292 /layer3/layer3.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"296 Constant_48533" -> "292 /layer3/layer3.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"297 onnx^^Conv_226" -> "292 /layer3/layer3.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 256, 3, 3]", style=solid]; +"298 Constant_48531" -> "57 /layer3/layer3.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"299 Constant_48530" -> "57 /layer3/layer3.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"300 Constant_48529" -> "57 /layer3/layer3.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"301 Constant_48528" -> "57 /layer3/layer3.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"302 Reshape_219" -> "51 /layer3/layer3.0/conv1/Conv" [label="[1, 256, 1, 1]", style=solid]; +"303 /layer3/layer3.0/conv1/Conv/WithoutBiases/fq_weights_1" -> "48 /layer3/layer3.0/conv1/Conv/WithoutBiases" [label="[256, 128, 3, 3]", style=solid]; +"304 Constant_48526" -> "303 /layer3/layer3.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"305 Constant_48525" -> "303 /layer3/layer3.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"306 Constant_48524" -> "303 /layer3/layer3.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"307 Constant_48523" -> "303 /layer3/layer3.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"308 onnx^^Conv_223" -> "303 /layer3/layer3.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 128, 3, 3]", style=solid]; +"309 Constant_48566" -> "82 /layer3/layer3.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"310 Constant_48565" -> "82 /layer3/layer3.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"311 Constant_48564" -> "82 /layer3/layer3.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"312 Constant_48563" -> "82 /layer3/layer3.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"313 Reshape_283" -> "79 /layer3/layer3.1/conv2/Conv" [label="[1, 256, 1, 1]", style=solid]; +"314 /layer3/layer3.1/conv2/Conv/WithoutBiases/fq_weights_1" -> "76 /layer3/layer3.1/conv2/Conv/WithoutBiases" [label="[256, 256, 3, 3]", style=solid]; +"315 Constant_48561" -> "314 /layer3/layer3.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"316 Constant_48560" -> "314 /layer3/layer3.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"317 Constant_48559" -> "314 /layer3/layer3.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"318 Constant_48558" -> "314 /layer3/layer3.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"319 onnx^^Conv_235" -> "314 /layer3/layer3.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 256, 3, 3]", style=solid]; +"320 Constant_48556" -> "73 /layer3/layer3.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"321 Constant_48555" -> "73 /layer3/layer3.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"322 Constant_48554" -> "73 /layer3/layer3.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"323 Constant_48553" -> "73 /layer3/layer3.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"324 Reshape_267" -> "68 /layer3/layer3.1/conv1/Conv" [label="[1, 256, 1, 1]", style=solid]; +"325 /layer3/layer3.1/conv1/Conv/WithoutBiases/fq_weights_1" -> "66 /layer3/layer3.1/conv1/Conv/WithoutBiases" [label="[256, 256, 3, 3]", style=solid]; +"326 Constant_48551" -> "325 /layer3/layer3.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"327 Constant_48550" -> "325 /layer3/layer3.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"328 Constant_48549" -> "325 /layer3/layer3.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"329 Constant_48548" -> "325 /layer3/layer3.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"330 onnx^^Conv_232" -> "325 /layer3/layer3.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 256, 3, 3]", style=solid]; +"331 Constant_48601" -> "87 /layer4/layer4.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"332 Constant_48600" -> "87 /layer4/layer4.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"333 Constant_48599" -> "87 /layer4/layer4.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"334 Constant_48598" -> "87 /layer4/layer4.0/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"335 Reshape_316" -> "85 /layer4/layer4.0/conv2/Conv" [label="[1, 512, 1, 1]", style=solid]; +"336 /layer4/layer4.0/conv2/Conv/WithoutBiases/fq_weights_1" -> "83 /layer4/layer4.0/conv2/Conv/WithoutBiases" [label="[512, 512, 3, 3]", style=solid]; +"337 Constant_48596" -> "336 /layer4/layer4.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"338 Constant_48595" -> "336 /layer4/layer4.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"339 Constant_48594" -> "336 /layer4/layer4.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"340 Constant_48593" -> "336 /layer4/layer4.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"341 onnx^^Conv_241" -> "336 /layer4/layer4.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 512, 3, 3]", style=solid]; +"342 Constant_48591" -> "80 /layer4/layer4.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"343 Constant_48590" -> "80 /layer4/layer4.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"344 Constant_48589" -> "80 /layer4/layer4.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"345 Constant_48588" -> "80 /layer4/layer4.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"346 Reshape_300" -> "74 /layer4/layer4.0/conv1/Conv" [label="[1, 512, 1, 1]", style=solid]; +"347 /layer4/layer4.0/conv1/Conv/WithoutBiases/fq_weights_1" -> "71 /layer4/layer4.0/conv1/Conv/WithoutBiases" [label="[512, 256, 3, 3]", style=solid]; +"348 Constant_48586" -> "347 /layer4/layer4.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"349 Constant_48585" -> "347 /layer4/layer4.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"350 Constant_48584" -> "347 /layer4/layer4.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"351 Constant_48583" -> "347 /layer4/layer4.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"352 onnx^^Conv_238" -> "347 /layer4/layer4.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 256, 3, 3]", style=solid]; +"353 Constant_48626" -> "101 /layer4/layer4.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"354 Constant_48625" -> "101 /layer4/layer4.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"355 Constant_48624" -> "101 /layer4/layer4.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"356 Constant_48623" -> "101 /layer4/layer4.1/conv2/Conv/fq_output_0" [label="[]", style=solid]; +"357 Reshape_364" -> "99 /layer4/layer4.1/conv2/Conv" [label="[1, 512, 1, 1]", style=solid]; +"358 /layer4/layer4.1/conv2/Conv/WithoutBiases/fq_weights_1" -> "97 /layer4/layer4.1/conv2/Conv/WithoutBiases" [label="[512, 512, 3, 3]", style=solid]; +"359 Constant_48621" -> "358 /layer4/layer4.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"360 Constant_48620" -> "358 /layer4/layer4.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"361 Constant_48619" -> "358 /layer4/layer4.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"362 Constant_48618" -> "358 /layer4/layer4.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"363 onnx^^Conv_250" -> "358 /layer4/layer4.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 512, 3, 3]", style=solid]; +"364 Constant_48616" -> "95 /layer4/layer4.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"365 Constant_48615" -> "95 /layer4/layer4.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"366 Constant_48614" -> "95 /layer4/layer4.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"367 Constant_48613" -> "95 /layer4/layer4.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"368 Reshape_348" -> "91 /layer4/layer4.1/conv1/Conv" [label="[1, 512, 1, 1]", style=solid]; +"369 /layer4/layer4.1/conv1/Conv/WithoutBiases/fq_weights_1" -> "89 /layer4/layer4.1/conv1/Conv/WithoutBiases" [label="[512, 512, 3, 3]", style=solid]; +"370 Constant_48611" -> "369 /layer4/layer4.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"371 Constant_48610" -> "369 /layer4/layer4.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"372 Constant_48609" -> "369 /layer4/layer4.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"373 Constant_48608" -> "369 /layer4/layer4.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"374 onnx^^Conv_247" -> "369 /layer4/layer4.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 512, 3, 3]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/resnet-50-pytorch_performance_CPU_SPR.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/resnet-50-pytorch_performance_CPU_SPR.dot deleted file mode 120000 index 7d1a392f16e..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/quantized/resnet-50-pytorch_performance_CPU_SPR.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/quantized/resnet-50-pytorch_performance_CPU_SPR.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/resnet-50-pytorch_performance_CPU_SPR.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/resnet-50-pytorch_performance_CPU_SPR.dot new file mode 100644 index 00000000000..e318d57f89b --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/resnet-50-pytorch_performance_CPU_SPR.dot @@ -0,0 +1,1691 @@ +strict digraph { +"0 data" [id=0, type=Parameter]; +"1 Multiply_2745" [id=1, type=Multiply]; +"2 Divide_1002" [id=2, type=Add]; +"3 Divide_1002/fq_output_0" [id=3, type=FakeQuantize]; +"4 /conv1/Conv/WithoutBiases" [id=4, type=Convolution]; +"5 /conv1/Conv" [id=5, type=Add]; +"6 /relu/Relu" [id=6, type=Relu]; +"7 /relu/Relu/fq_output_0" [id=7, type=FakeQuantize]; +"8 /maxpool/MaxPool" [id=8, type=MaxPool]; +"9 /layer1/layer1.0/conv1/Conv/WithoutBiases" [id=9, type=Convolution]; +"10 /layer1/layer1.0/downsample/downsample.0/Conv/WithoutBiases" [id=10, type=Convolution]; +"11 /layer1/layer1.0/conv1/Conv" [id=11, type=Add]; +"12 /layer1/layer1.0/downsample/downsample.0/Conv" [id=12, type=Add]; 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/layer4/layer4.1/Add" [id=196, type=Add]; +"197 /layer4/layer4.1/conv1/Conv/WithoutBiases" [id=197, type=Convolution]; +"198 /layer3/layer3.5/conv3/Conv/WithoutBiases" [id=198, type=Convolution]; +"199 /layer4/layer4.0/relu_1/Relu" [id=199, type=Relu]; +"200 /layer4/layer4.1/relu_2/Relu" [id=200, type=Relu]; +"201 /layer4/layer4.1/conv1/Conv" [id=201, type=Add]; +"202 /layer3/layer3.5/conv3/Conv" [id=202, type=Add]; +"203 /layer4/layer4.0/relu_1/Relu/fq_output_0" [id=203, type=FakeQuantize]; +"204 /layer4/layer4.1/relu_2/Relu/fq_output_0" [id=204, type=FakeQuantize]; +"205 /layer4/layer4.1/relu/Relu" [id=205, type=Relu]; +"206 /layer4/layer4.0/conv3/Conv/WithoutBiases" [id=206, type=Convolution]; +"207 /layer4/layer4.2/Add" [id=207, type=Add]; +"208 /layer4/layer4.2/conv1/Conv/WithoutBiases" [id=208, type=Convolution]; +"209 /layer4/layer4.1/relu/Relu/fq_output_0" [id=209, type=FakeQuantize]; +"210 /layer4/layer4.0/conv3/Conv" [id=210, type=Add]; +"211 /layer4/layer4.2/relu_2/Relu" [id=211, type=Relu]; +"212 /layer4/layer4.2/conv1/Conv" [id=212, type=Add]; +"213 /layer4/layer4.1/conv2/Conv/WithoutBiases" [id=213, type=Convolution]; +"214 /layer4/layer4.0/conv3/Conv/fq_output_0" [id=214, type=FakeQuantize]; +"215 /layer4/layer4.2/relu_2/Relu/fq_output_0" [id=215, type=FakeQuantize]; +"216 /layer4/layer4.2/relu/Relu" [id=216, type=Relu]; +"217 /layer4/layer4.1/conv2/Conv" [id=217, type=Add]; +"218 /avgpool/GlobalAveragePool" [id=218, type=ReduceMean]; +"219 /layer4/layer4.2/relu/Relu/fq_output_0" [id=219, type=FakeQuantize]; +"220 /layer4/layer4.1/relu_1/Relu" [id=220, type=Relu]; +"221 /avgpool/GlobalAveragePool/fq_output_0" [id=221, type=FakeQuantize]; +"222 /layer4/layer4.2/conv2/Conv/WithoutBiases" [id=222, type=Convolution]; +"223 /layer4/layer4.1/relu_1/Relu/fq_output_0" [id=223, type=FakeQuantize]; +"224 /Flatten" [id=224, type=Reshape]; +"225 /layer4/layer4.2/conv2/Conv" [id=225, type=Add]; +"226 /layer4/layer4.1/conv3/Conv/WithoutBiases" [id=226, type=Convolution]; +"227 /fc/Gemm/WithoutBiases" [id=227, type=MatMul]; +"228 /layer4/layer4.2/relu_1/Relu" [id=228, type=Relu]; +"229 /layer4/layer4.1/conv3/Conv" [id=229, type=Add]; +"230 prob" [id=230, type=Add]; +"231 /layer4/layer4.2/relu_1/Relu/fq_output_0" [id=231, type=FakeQuantize]; +"232 prob/sink_port_0" [id=232, type=Result]; +"233 /layer4/layer4.2/conv3/Conv/WithoutBiases" [id=233, type=Convolution]; +"234 /layer4/layer4.2/conv3/Conv" [id=234, type=Add]; +"235 Constant_2819" [id=235, type=Constant]; +"236 /fc/Gemm/WithoutBiases/fq_weights_1" [id=236, type=FakeQuantize]; +"237 Constant_62386" [id=237, type=Constant]; +"238 Constant_62385" [id=238, type=Constant]; +"239 Constant_62384" [id=239, type=Constant]; +"240 Constant_62383" [id=240, type=Constant]; +"241 fc.weight" [id=241, type=Constant]; +"242 Constant_981" [id=242, type=Constant]; +"243 Constant_62381" [id=243, type=Constant]; +"244 Constant_62380" [id=244, type=Constant]; +"245 Constant_62379" [id=245, type=Constant]; +"246 Constant_62378" [id=246, type=Constant]; +"247 Range_977" [id=247, type=Constant]; +"248 Constant_62376" [id=248, type=Constant]; +"249 Constant_62375" [id=249, type=Constant]; +"250 Constant_62374" [id=250, type=Constant]; +"251 Constant_62373" [id=251, type=Constant]; +"252 Constant_62341" [id=252, type=Constant]; +"253 Constant_62340" [id=253, type=Constant]; +"254 Constant_62339" [id=254, type=Constant]; +"255 Constant_62338" [id=255, type=Constant]; +"256 Constant_62306" [id=256, type=Constant]; +"257 Constant_62305" [id=257, type=Constant]; +"258 Constant_62304" [id=258, type=Constant]; +"259 Constant_62303" [id=259, type=Constant]; +"260 Reshape_867" [id=260, type=Constant]; +"261 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [id=261, type=FakeQuantize]; +"262 Constant_62266" [id=262, type=Constant]; +"263 Constant_62265" [id=263, type=Constant]; +"264 Constant_62264" [id=264, type=Constant]; +"265 Constant_62263" [id=265, type=Constant]; +"266 onnx^^Conv_635" [id=266, label="266 onnx::Conv_635", type=Constant]; +"267 Constant_62261" [id=267, type=Constant]; +"268 Constant_62260" [id=268, type=Constant]; +"269 Constant_62259" [id=269, type=Constant]; +"270 Constant_62258" [id=270, type=Constant]; +"271 Constant_62226" [id=271, type=Constant]; +"272 Constant_62225" [id=272, type=Constant]; +"273 Constant_62224" [id=273, type=Constant]; +"274 Constant_62223" [id=274, type=Constant]; +"275 Constant_62191" [id=275, type=Constant]; +"276 Constant_62190" [id=276, type=Constant]; +"277 Constant_62189" [id=277, type=Constant]; +"278 Constant_62188" [id=278, type=Constant]; +"279 Constant_62156" [id=279, type=Constant]; +"280 Constant_62155" [id=280, type=Constant]; +"281 Constant_62154" [id=281, type=Constant]; +"282 Constant_62153" [id=282, type=Constant]; +"283 Constant_62121" [id=283, type=Constant]; +"284 Constant_62120" [id=284, type=Constant]; +"285 Constant_62119" [id=285, type=Constant]; +"286 Constant_62118" [id=286, type=Constant]; +"287 Constant_62086" [id=287, type=Constant]; +"288 Constant_62085" [id=288, type=Constant]; +"289 Constant_62084" [id=289, type=Constant]; +"290 Constant_62083" [id=290, type=Constant]; +"291 Reshape_558" [id=291, type=Constant]; +"292 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [id=292, type=FakeQuantize]; +"293 Constant_62046" [id=293, type=Constant]; +"294 Constant_62045" [id=294, type=Constant]; +"295 Constant_62044" [id=295, type=Constant]; +"296 Constant_62043" [id=296, type=Constant]; +"297 onnx^^Conv_578" [id=297, label="297 onnx::Conv_578", type=Constant]; +"298 Constant_62041" [id=298, type=Constant]; +"299 Constant_62040" [id=299, type=Constant]; +"300 Constant_62039" [id=300, type=Constant]; +"301 Constant_62038" [id=301, type=Constant]; +"302 Constant_62006" [id=302, type=Constant]; +"303 Constant_62005" [id=303, type=Constant]; +"304 Constant_62004" [id=304, type=Constant]; +"305 Constant_62003" [id=305, type=Constant]; +"306 Constant_61971" [id=306, type=Constant]; +"307 Constant_61970" [id=307, type=Constant]; +"308 Constant_61969" [id=308, type=Constant]; +"309 Constant_61968" [id=309, type=Constant]; +"310 Constant_61936" [id=310, type=Constant]; +"311 Constant_61935" [id=311, type=Constant]; +"312 Constant_61934" [id=312, type=Constant]; +"313 Constant_61933" [id=313, type=Constant]; +"314 Reshape_347" [id=314, type=Constant]; +"315 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [id=315, type=FakeQuantize]; +"316 Constant_61896" [id=316, type=Constant]; +"317 Constant_61895" [id=317, type=Constant]; +"318 Constant_61894" [id=318, type=Constant]; +"319 Constant_61893" [id=319, type=Constant]; +"320 onnx^^Conv_539" [id=320, label="320 onnx::Conv_539", type=Constant]; +"321 Constant_61891" [id=321, type=Constant]; +"322 Constant_61890" [id=322, type=Constant]; +"323 Constant_61889" [id=323, type=Constant]; +"324 Constant_61888" [id=324, type=Constant]; +"325 Constant_61856" [id=325, type=Constant]; +"326 Constant_61855" [id=326, type=Constant]; +"327 Constant_61854" [id=327, type=Constant]; +"328 Constant_61853" [id=328, type=Constant]; +"329 Constant_61821" [id=329, type=Constant]; +"330 Constant_61820" [id=330, type=Constant]; +"331 Constant_61819" [id=331, type=Constant]; +"332 Constant_61818" [id=332, type=Constant]; +"333 Reshape_185" [id=333, type=Constant]; +"334 /layer1/layer1.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [id=334, type=FakeQuantize]; +"335 Constant_61781" [id=335, type=Constant]; +"336 Constant_61780" [id=336, type=Constant]; +"337 Constant_61779" [id=337, type=Constant]; +"338 Constant_61778" [id=338, type=Constant]; +"339 onnx^^Conv_509" [id=339, label="339 onnx::Conv_509", type=Constant]; +"340 Constant_61776" [id=340, type=Constant]; +"341 Constant_61775" [id=341, type=Constant]; +"342 Constant_61774" [id=342, type=Constant]; +"343 Constant_61773" [id=343, type=Constant]; +"344 Reshape_121" [id=344, type=Constant]; +"345 /conv1/Conv/WithoutBiases/fq_weights_1" [id=345, type=FakeQuantize]; +"346 Constant_61771" [id=346, type=Constant]; +"347 Constant_61770" [id=347, type=Constant]; +"348 Constant_61769" [id=348, type=Constant]; +"349 Constant_61768" [id=349, type=Constant]; +"350 Gather_2818" [id=350, type=Constant]; +"351 Constant_61766" [id=351, type=Constant]; +"352 Constant_61765" [id=352, type=Constant]; +"353 Constant_61764" [id=353, type=Constant]; +"354 Constant_61763" [id=354, type=Constant]; +"355 Gather_2815" [id=355, type=Constant]; +"356 Gather_2812" [id=356, type=Constant]; +"357 Constant_61816" [id=357, type=Constant]; +"358 Constant_61815" [id=358, type=Constant]; +"359 Constant_61814" [id=359, type=Constant]; +"360 Constant_61813" [id=360, type=Constant]; +"361 Reshape_170" [id=361, type=Constant]; +"362 /layer1/layer1.0/conv3/Conv/WithoutBiases/fq_weights_1" [id=362, type=FakeQuantize]; +"363 Constant_61811" [id=363, type=Constant]; +"364 Constant_61810" [id=364, type=Constant]; +"365 Constant_61809" [id=365, type=Constant]; +"366 Constant_61808" [id=366, type=Constant]; +"367 onnx^^Conv_506" [id=367, label="367 onnx::Conv_506", type=Constant]; +"368 Constant_61806" [id=368, type=Constant]; +"369 Constant_61805" [id=369, type=Constant]; +"370 Constant_61804" [id=370, type=Constant]; +"371 Constant_61803" [id=371, type=Constant]; +"372 Reshape_154" [id=372, type=Constant]; +"373 /layer1/layer1.0/conv2/Conv/WithoutBiases/fq_weights_1" [id=373, type=FakeQuantize]; +"374 Constant_61801" [id=374, type=Constant]; +"375 Constant_61800" [id=375, type=Constant]; +"376 Constant_61799" [id=376, type=Constant]; +"377 Constant_61798" [id=377, type=Constant]; +"378 onnx^^Conv_503" [id=378, label="378 onnx::Conv_503", type=Constant]; +"379 Constant_61796" [id=379, type=Constant]; +"380 Constant_61795" [id=380, type=Constant]; +"381 Constant_61794" [id=381, type=Constant]; +"382 Constant_61793" [id=382, type=Constant]; +"383 Reshape_138" [id=383, type=Constant]; +"384 /layer1/layer1.0/conv1/Conv/WithoutBiases/fq_weights_1" [id=384, type=FakeQuantize]; +"385 Constant_61791" [id=385, type=Constant]; +"386 Constant_61790" [id=386, type=Constant]; +"387 Constant_61789" [id=387, type=Constant]; +"388 Constant_61788" [id=388, type=Constant]; +"389 onnx^^Conv_500" [id=389, label="389 onnx::Conv_500", type=Constant]; +"390 Reshape_234" [id=390, type=Constant]; +"391 /layer1/layer1.1/conv3/Conv/WithoutBiases/fq_weights_1" [id=391, type=FakeQuantize]; +"392 Constant_61846" [id=392, type=Constant]; +"393 Constant_61845" [id=393, type=Constant]; +"394 Constant_61844" [id=394, type=Constant]; +"395 Constant_61843" [id=395, type=Constant]; +"396 onnx^^Conv_518" [id=396, label="396 onnx::Conv_518", type=Constant]; +"397 Constant_61841" [id=397, type=Constant]; +"398 Constant_61840" [id=398, type=Constant]; +"399 Constant_61839" [id=399, type=Constant]; +"400 Constant_61838" [id=400, type=Constant]; +"401 Reshape_218" [id=401, type=Constant]; +"402 /layer1/layer1.1/conv2/Conv/WithoutBiases/fq_weights_1" [id=402, type=FakeQuantize]; +"403 Constant_61836" [id=403, type=Constant]; +"404 Constant_61835" [id=404, type=Constant]; +"405 Constant_61834" [id=405, type=Constant]; +"406 Constant_61833" [id=406, type=Constant]; +"407 onnx^^Conv_515" [id=407, label="407 onnx::Conv_515", type=Constant]; +"408 Constant_61831" [id=408, type=Constant]; +"409 Constant_61830" [id=409, type=Constant]; +"410 Constant_61829" [id=410, type=Constant]; +"411 Constant_61828" [id=411, type=Constant]; +"412 Reshape_202" [id=412, type=Constant]; +"413 /layer1/layer1.1/conv1/Conv/WithoutBiases/fq_weights_1" [id=413, type=FakeQuantize]; +"414 Constant_61826" [id=414, type=Constant]; +"415 Constant_61825" [id=415, type=Constant]; +"416 Constant_61824" [id=416, type=Constant]; +"417 Constant_61823" [id=417, type=Constant]; +"418 onnx^^Conv_512" [id=418, label="418 onnx::Conv_512", type=Constant]; +"419 Reshape_283" [id=419, type=Constant]; +"420 /layer1/layer1.2/conv3/Conv/WithoutBiases/fq_weights_1" [id=420, type=FakeQuantize]; +"421 Constant_61881" [id=421, type=Constant]; +"422 Constant_61880" [id=422, type=Constant]; +"423 Constant_61879" [id=423, type=Constant]; +"424 Constant_61878" [id=424, type=Constant]; +"425 onnx^^Conv_527" [id=425, label="425 onnx::Conv_527", type=Constant]; +"426 Constant_61876" [id=426, type=Constant]; +"427 Constant_61875" [id=427, type=Constant]; +"428 Constant_61874" [id=428, type=Constant]; +"429 Constant_61873" [id=429, type=Constant]; +"430 Reshape_267" [id=430, type=Constant]; +"431 /layer1/layer1.2/conv2/Conv/WithoutBiases/fq_weights_1" [id=431, type=FakeQuantize]; +"432 Constant_61871" [id=432, type=Constant]; +"433 Constant_61870" [id=433, type=Constant]; +"434 Constant_61869" [id=434, type=Constant]; +"435 Constant_61868" [id=435, type=Constant]; +"436 onnx^^Conv_524" [id=436, label="436 onnx::Conv_524", type=Constant]; +"437 Constant_61866" [id=437, type=Constant]; +"438 Constant_61865" [id=438, type=Constant]; +"439 Constant_61864" [id=439, type=Constant]; +"440 Constant_61863" [id=440, type=Constant]; +"441 Reshape_251" [id=441, type=Constant]; +"442 /layer1/layer1.2/conv1/Conv/WithoutBiases/fq_weights_1" [id=442, type=FakeQuantize]; +"443 Constant_61861" [id=443, type=Constant]; +"444 Constant_61860" [id=444, type=Constant]; +"445 Constant_61859" [id=445, type=Constant]; +"446 Constant_61858" [id=446, type=Constant]; +"447 onnx^^Conv_521" [id=447, label="447 onnx::Conv_521", type=Constant]; +"448 Constant_61931" [id=448, type=Constant]; +"449 Constant_61930" [id=449, type=Constant]; +"450 Constant_61929" [id=450, type=Constant]; +"451 Constant_61928" [id=451, type=Constant]; +"452 Reshape_332" [id=452, type=Constant]; +"453 /layer2/layer2.0/conv3/Conv/WithoutBiases/fq_weights_1" [id=453, type=FakeQuantize]; +"454 Constant_61926" [id=454, type=Constant]; +"455 Constant_61925" [id=455, type=Constant]; +"456 Constant_61924" [id=456, type=Constant]; +"457 Constant_61923" [id=457, type=Constant]; +"458 onnx^^Conv_536" [id=458, label="458 onnx::Conv_536", type=Constant]; +"459 Constant_61921" [id=459, type=Constant]; +"460 Constant_61920" [id=460, type=Constant]; +"461 Constant_61919" [id=461, type=Constant]; +"462 Constant_61918" [id=462, type=Constant]; +"463 Reshape_316" [id=463, type=Constant]; +"464 /layer2/layer2.0/conv2/Conv/WithoutBiases/fq_weights_1" [id=464, type=FakeQuantize]; +"465 Constant_61916" [id=465, type=Constant]; +"466 Constant_61915" [id=466, type=Constant]; +"467 Constant_61914" [id=467, type=Constant]; +"468 Constant_61913" [id=468, type=Constant]; +"469 onnx^^Conv_533" [id=469, label="469 onnx::Conv_533", type=Constant]; +"470 Constant_61911" [id=470, type=Constant]; +"471 Constant_61910" [id=471, type=Constant]; +"472 Constant_61909" [id=472, type=Constant]; +"473 Constant_61908" [id=473, type=Constant]; +"474 Reshape_300" [id=474, type=Constant]; +"475 /layer2/layer2.0/conv1/Conv/WithoutBiases/fq_weights_1" [id=475, type=FakeQuantize]; +"476 Constant_61906" [id=476, type=Constant]; +"477 Constant_61905" [id=477, type=Constant]; +"478 Constant_61904" [id=478, type=Constant]; +"479 Constant_61903" [id=479, type=Constant]; +"480 onnx^^Conv_530" [id=480, label="480 onnx::Conv_530", type=Constant]; +"481 Reshape_396" [id=481, type=Constant]; +"482 /layer2/layer2.1/conv3/Conv/WithoutBiases/fq_weights_1" [id=482, type=FakeQuantize]; +"483 Constant_61961" [id=483, type=Constant]; +"484 Constant_61960" [id=484, type=Constant]; +"485 Constant_61959" [id=485, type=Constant]; +"486 Constant_61958" [id=486, type=Constant]; +"487 onnx^^Conv_548" [id=487, label="487 onnx::Conv_548", type=Constant]; +"488 Constant_61956" [id=488, type=Constant]; +"489 Constant_61955" [id=489, type=Constant]; +"490 Constant_61954" [id=490, type=Constant]; +"491 Constant_61953" [id=491, type=Constant]; +"492 Reshape_380" [id=492, type=Constant]; +"493 /layer2/layer2.1/conv2/Conv/WithoutBiases/fq_weights_1" [id=493, type=FakeQuantize]; +"494 Constant_61951" [id=494, type=Constant]; +"495 Constant_61950" [id=495, type=Constant]; +"496 Constant_61949" [id=496, type=Constant]; +"497 Constant_61948" [id=497, type=Constant]; +"498 onnx^^Conv_545" [id=498, label="498 onnx::Conv_545", type=Constant]; +"499 Constant_61946" [id=499, type=Constant]; +"500 Constant_61945" [id=500, type=Constant]; +"501 Constant_61944" [id=501, type=Constant]; +"502 Constant_61943" [id=502, type=Constant]; +"503 Reshape_364" [id=503, type=Constant]; +"504 /layer2/layer2.1/conv1/Conv/WithoutBiases/fq_weights_1" [id=504, type=FakeQuantize]; +"505 Constant_61941" [id=505, type=Constant]; +"506 Constant_61940" [id=506, type=Constant]; +"507 Constant_61939" [id=507, type=Constant]; +"508 Constant_61938" [id=508, type=Constant]; +"509 onnx^^Conv_542" [id=509, label="509 onnx::Conv_542", type=Constant]; +"510 Reshape_445" [id=510, type=Constant]; +"511 /layer2/layer2.2/conv3/Conv/WithoutBiases/fq_weights_1" [id=511, type=FakeQuantize]; +"512 Constant_61996" [id=512, type=Constant]; +"513 Constant_61995" [id=513, type=Constant]; +"514 Constant_61994" [id=514, type=Constant]; +"515 Constant_61993" [id=515, type=Constant]; +"516 onnx^^Conv_557" [id=516, label="516 onnx::Conv_557", type=Constant]; +"517 Constant_61991" [id=517, type=Constant]; +"518 Constant_61990" [id=518, type=Constant]; +"519 Constant_61989" [id=519, type=Constant]; +"520 Constant_61988" [id=520, type=Constant]; +"521 Reshape_429" [id=521, type=Constant]; +"522 /layer2/layer2.2/conv2/Conv/WithoutBiases/fq_weights_1" [id=522, type=FakeQuantize]; +"523 Constant_61986" [id=523, type=Constant]; +"524 Constant_61985" [id=524, type=Constant]; +"525 Constant_61984" [id=525, type=Constant]; +"526 Constant_61983" [id=526, type=Constant]; +"527 onnx^^Conv_554" [id=527, label="527 onnx::Conv_554", type=Constant]; +"528 Constant_61981" [id=528, type=Constant]; +"529 Constant_61980" [id=529, type=Constant]; +"530 Constant_61979" [id=530, type=Constant]; +"531 Constant_61978" [id=531, type=Constant]; +"532 Reshape_413" [id=532, type=Constant]; +"533 /layer2/layer2.2/conv1/Conv/WithoutBiases/fq_weights_1" [id=533, type=FakeQuantize]; +"534 Constant_61976" [id=534, type=Constant]; +"535 Constant_61975" [id=535, type=Constant]; +"536 Constant_61974" [id=536, type=Constant]; +"537 Constant_61973" [id=537, type=Constant]; +"538 onnx^^Conv_551" [id=538, label="538 onnx::Conv_551", type=Constant]; +"539 Reshape_494" [id=539, type=Constant]; +"540 /layer2/layer2.3/conv3/Conv/WithoutBiases/fq_weights_1" [id=540, type=FakeQuantize]; +"541 Constant_62031" [id=541, type=Constant]; +"542 Constant_62030" [id=542, type=Constant]; +"543 Constant_62029" [id=543, type=Constant]; +"544 Constant_62028" [id=544, type=Constant]; +"545 onnx^^Conv_566" [id=545, label="545 onnx::Conv_566", type=Constant]; +"546 Constant_62026" [id=546, type=Constant]; +"547 Constant_62025" [id=547, type=Constant]; +"548 Constant_62024" [id=548, type=Constant]; +"549 Constant_62023" [id=549, type=Constant]; +"550 Reshape_478" [id=550, type=Constant]; +"551 /layer2/layer2.3/conv2/Conv/WithoutBiases/fq_weights_1" [id=551, type=FakeQuantize]; +"552 Constant_62021" [id=552, type=Constant]; +"553 Constant_62020" [id=553, type=Constant]; +"554 Constant_62019" [id=554, type=Constant]; +"555 Constant_62018" [id=555, type=Constant]; +"556 onnx^^Conv_563" [id=556, label="556 onnx::Conv_563", type=Constant]; +"557 Constant_62016" [id=557, type=Constant]; +"558 Constant_62015" [id=558, type=Constant]; +"559 Constant_62014" [id=559, type=Constant]; +"560 Constant_62013" [id=560, type=Constant]; +"561 Reshape_462" [id=561, type=Constant]; +"562 /layer2/layer2.3/conv1/Conv/WithoutBiases/fq_weights_1" [id=562, type=FakeQuantize]; +"563 Constant_62011" [id=563, type=Constant]; +"564 Constant_62010" [id=564, type=Constant]; +"565 Constant_62009" [id=565, type=Constant]; +"566 Constant_62008" [id=566, type=Constant]; +"567 onnx^^Conv_560" [id=567, label="567 onnx::Conv_560", type=Constant]; +"568 Constant_62081" [id=568, type=Constant]; +"569 Constant_62080" [id=569, type=Constant]; +"570 Constant_62079" [id=570, type=Constant]; +"571 Constant_62078" [id=571, type=Constant]; +"572 Reshape_543" [id=572, type=Constant]; +"573 /layer3/layer3.0/conv3/Conv/WithoutBiases/fq_weights_1" [id=573, type=FakeQuantize]; +"574 Constant_62076" [id=574, type=Constant]; +"575 Constant_62075" [id=575, type=Constant]; +"576 Constant_62074" [id=576, type=Constant]; +"577 Constant_62073" [id=577, type=Constant]; +"578 onnx^^Conv_575" [id=578, label="578 onnx::Conv_575", type=Constant]; +"579 Constant_62071" [id=579, type=Constant]; +"580 Constant_62070" [id=580, type=Constant]; +"581 Constant_62069" [id=581, type=Constant]; +"582 Constant_62068" [id=582, type=Constant]; +"583 Reshape_527" [id=583, type=Constant]; +"584 /layer3/layer3.0/conv2/Conv/WithoutBiases/fq_weights_1" [id=584, type=FakeQuantize]; +"585 Constant_62066" [id=585, type=Constant]; +"586 Constant_62065" [id=586, type=Constant]; +"587 Constant_62064" [id=587, type=Constant]; +"588 Constant_62063" [id=588, type=Constant]; +"589 onnx^^Conv_572" [id=589, label="589 onnx::Conv_572", type=Constant]; +"590 Constant_62061" [id=590, type=Constant]; +"591 Constant_62060" [id=591, type=Constant]; +"592 Constant_62059" [id=592, type=Constant]; +"593 Constant_62058" [id=593, type=Constant]; +"594 Reshape_511" [id=594, type=Constant]; +"595 /layer3/layer3.0/conv1/Conv/WithoutBiases/fq_weights_1" [id=595, type=FakeQuantize]; +"596 Constant_62056" [id=596, type=Constant]; +"597 Constant_62055" [id=597, type=Constant]; +"598 Constant_62054" [id=598, type=Constant]; +"599 Constant_62053" [id=599, type=Constant]; +"600 onnx^^Conv_569" [id=600, label="600 onnx::Conv_569", type=Constant]; +"601 Reshape_607" [id=601, type=Constant]; +"602 /layer3/layer3.1/conv3/Conv/WithoutBiases/fq_weights_1" [id=602, type=FakeQuantize]; +"603 Constant_62111" [id=603, type=Constant]; +"604 Constant_62110" [id=604, type=Constant]; +"605 Constant_62109" [id=605, type=Constant]; +"606 Constant_62108" [id=606, type=Constant]; +"607 onnx^^Conv_587" [id=607, label="607 onnx::Conv_587", type=Constant]; +"608 Constant_62106" [id=608, type=Constant]; +"609 Constant_62105" [id=609, type=Constant]; +"610 Constant_62104" [id=610, type=Constant]; +"611 Constant_62103" [id=611, type=Constant]; +"612 Reshape_591" [id=612, type=Constant]; +"613 /layer3/layer3.1/conv2/Conv/WithoutBiases/fq_weights_1" [id=613, type=FakeQuantize]; +"614 Constant_62101" [id=614, type=Constant]; +"615 Constant_62100" [id=615, type=Constant]; +"616 Constant_62099" [id=616, type=Constant]; +"617 Constant_62098" [id=617, type=Constant]; +"618 onnx^^Conv_584" [id=618, label="618 onnx::Conv_584", type=Constant]; +"619 Constant_62096" [id=619, type=Constant]; +"620 Constant_62095" [id=620, type=Constant]; +"621 Constant_62094" [id=621, type=Constant]; +"622 Constant_62093" [id=622, type=Constant]; +"623 Reshape_575" [id=623, type=Constant]; +"624 /layer3/layer3.1/conv1/Conv/WithoutBiases/fq_weights_1" [id=624, type=FakeQuantize]; +"625 Constant_62091" [id=625, type=Constant]; +"626 Constant_62090" [id=626, type=Constant]; +"627 Constant_62089" [id=627, type=Constant]; +"628 Constant_62088" [id=628, type=Constant]; +"629 onnx^^Conv_581" [id=629, label="629 onnx::Conv_581", type=Constant]; +"630 Reshape_656" [id=630, type=Constant]; +"631 /layer3/layer3.2/conv3/Conv/WithoutBiases/fq_weights_1" [id=631, type=FakeQuantize]; +"632 Constant_62146" [id=632, type=Constant]; +"633 Constant_62145" [id=633, type=Constant]; +"634 Constant_62144" [id=634, type=Constant]; +"635 Constant_62143" [id=635, type=Constant]; +"636 onnx^^Conv_596" [id=636, label="636 onnx::Conv_596", type=Constant]; +"637 Constant_62141" [id=637, type=Constant]; +"638 Constant_62140" [id=638, type=Constant]; +"639 Constant_62139" [id=639, type=Constant]; +"640 Constant_62138" [id=640, type=Constant]; +"641 Reshape_640" [id=641, type=Constant]; +"642 /layer3/layer3.2/conv2/Conv/WithoutBiases/fq_weights_1" [id=642, type=FakeQuantize]; +"643 Constant_62136" [id=643, type=Constant]; +"644 Constant_62135" [id=644, type=Constant]; +"645 Constant_62134" [id=645, type=Constant]; +"646 Constant_62133" [id=646, type=Constant]; +"647 onnx^^Conv_593" [id=647, label="647 onnx::Conv_593", type=Constant]; +"648 Constant_62131" [id=648, type=Constant]; +"649 Constant_62130" [id=649, type=Constant]; +"650 Constant_62129" [id=650, type=Constant]; +"651 Constant_62128" [id=651, type=Constant]; +"652 Reshape_624" [id=652, type=Constant]; +"653 /layer3/layer3.2/conv1/Conv/WithoutBiases/fq_weights_1" [id=653, type=FakeQuantize]; +"654 Constant_62126" [id=654, type=Constant]; +"655 Constant_62125" [id=655, type=Constant]; +"656 Constant_62124" [id=656, type=Constant]; +"657 Constant_62123" [id=657, type=Constant]; +"658 onnx^^Conv_590" [id=658, label="658 onnx::Conv_590", type=Constant]; +"659 Reshape_705" [id=659, type=Constant]; +"660 /layer3/layer3.3/conv3/Conv/WithoutBiases/fq_weights_1" [id=660, type=FakeQuantize]; +"661 Constant_62181" [id=661, type=Constant]; +"662 Constant_62180" [id=662, type=Constant]; +"663 Constant_62179" [id=663, type=Constant]; +"664 Constant_62178" [id=664, type=Constant]; +"665 onnx^^Conv_605" [id=665, label="665 onnx::Conv_605", type=Constant]; +"666 Constant_62176" [id=666, type=Constant]; +"667 Constant_62175" [id=667, type=Constant]; +"668 Constant_62174" [id=668, type=Constant]; +"669 Constant_62173" [id=669, type=Constant]; +"670 Reshape_689" [id=670, type=Constant]; +"671 /layer3/layer3.3/conv2/Conv/WithoutBiases/fq_weights_1" [id=671, type=FakeQuantize]; +"672 Constant_62171" [id=672, type=Constant]; +"673 Constant_62170" [id=673, type=Constant]; +"674 Constant_62169" [id=674, type=Constant]; +"675 Constant_62168" [id=675, type=Constant]; +"676 onnx^^Conv_602" [id=676, label="676 onnx::Conv_602", type=Constant]; +"677 Constant_62166" [id=677, type=Constant]; +"678 Constant_62165" [id=678, type=Constant]; +"679 Constant_62164" [id=679, type=Constant]; +"680 Constant_62163" [id=680, type=Constant]; +"681 Reshape_673" [id=681, type=Constant]; +"682 /layer3/layer3.3/conv1/Conv/WithoutBiases/fq_weights_1" [id=682, type=FakeQuantize]; +"683 Constant_62161" [id=683, type=Constant]; +"684 Constant_62160" [id=684, type=Constant]; +"685 Constant_62159" [id=685, type=Constant]; +"686 Constant_62158" [id=686, type=Constant]; +"687 onnx^^Conv_599" [id=687, label="687 onnx::Conv_599", type=Constant]; +"688 Reshape_754" [id=688, type=Constant]; +"689 /layer3/layer3.4/conv3/Conv/WithoutBiases/fq_weights_1" [id=689, type=FakeQuantize]; +"690 Constant_62216" [id=690, type=Constant]; +"691 Constant_62215" [id=691, type=Constant]; +"692 Constant_62214" [id=692, type=Constant]; +"693 Constant_62213" [id=693, type=Constant]; +"694 onnx^^Conv_614" [id=694, label="694 onnx::Conv_614", type=Constant]; +"695 Constant_62211" [id=695, type=Constant]; +"696 Constant_62210" [id=696, type=Constant]; +"697 Constant_62209" [id=697, type=Constant]; +"698 Constant_62208" [id=698, type=Constant]; +"699 Reshape_738" [id=699, type=Constant]; +"700 /layer3/layer3.4/conv2/Conv/WithoutBiases/fq_weights_1" [id=700, type=FakeQuantize]; +"701 Constant_62206" [id=701, type=Constant]; +"702 Constant_62205" [id=702, type=Constant]; +"703 Constant_62204" [id=703, type=Constant]; +"704 Constant_62203" [id=704, type=Constant]; +"705 onnx^^Conv_611" [id=705, label="705 onnx::Conv_611", type=Constant]; +"706 Constant_62201" [id=706, type=Constant]; +"707 Constant_62200" [id=707, type=Constant]; +"708 Constant_62199" [id=708, type=Constant]; +"709 Constant_62198" [id=709, type=Constant]; +"710 Reshape_722" [id=710, type=Constant]; +"711 /layer3/layer3.4/conv1/Conv/WithoutBiases/fq_weights_1" [id=711, type=FakeQuantize]; +"712 Constant_62196" [id=712, type=Constant]; +"713 Constant_62195" [id=713, type=Constant]; +"714 Constant_62194" [id=714, type=Constant]; +"715 Constant_62193" [id=715, type=Constant]; +"716 onnx^^Conv_608" [id=716, label="716 onnx::Conv_608", type=Constant]; +"717 Reshape_803" [id=717, type=Constant]; +"718 /layer3/layer3.5/conv3/Conv/WithoutBiases/fq_weights_1" [id=718, type=FakeQuantize]; +"719 Constant_62251" [id=719, type=Constant]; +"720 Constant_62250" [id=720, type=Constant]; +"721 Constant_62249" [id=721, type=Constant]; +"722 Constant_62248" [id=722, type=Constant]; +"723 onnx^^Conv_623" [id=723, label="723 onnx::Conv_623", type=Constant]; +"724 Constant_62246" [id=724, type=Constant]; +"725 Constant_62245" [id=725, type=Constant]; +"726 Constant_62244" [id=726, type=Constant]; +"727 Constant_62243" [id=727, type=Constant]; +"728 Reshape_787" [id=728, type=Constant]; +"729 /layer3/layer3.5/conv2/Conv/WithoutBiases/fq_weights_1" [id=729, type=FakeQuantize]; +"730 Constant_62241" [id=730, type=Constant]; +"731 Constant_62240" [id=731, type=Constant]; +"732 Constant_62239" [id=732, type=Constant]; +"733 Constant_62238" [id=733, type=Constant]; +"734 onnx^^Conv_620" [id=734, label="734 onnx::Conv_620", type=Constant]; +"735 Constant_62236" [id=735, type=Constant]; +"736 Constant_62235" [id=736, type=Constant]; +"737 Constant_62234" [id=737, type=Constant]; +"738 Constant_62233" [id=738, type=Constant]; +"739 Reshape_771" [id=739, type=Constant]; +"740 /layer3/layer3.5/conv1/Conv/WithoutBiases/fq_weights_1" [id=740, type=FakeQuantize]; +"741 Constant_62231" [id=741, type=Constant]; +"742 Constant_62230" [id=742, type=Constant]; +"743 Constant_62229" [id=743, type=Constant]; +"744 Constant_62228" [id=744, type=Constant]; +"745 onnx^^Conv_617" [id=745, label="745 onnx::Conv_617", type=Constant]; +"746 Constant_62301" [id=746, type=Constant]; +"747 Constant_62300" [id=747, type=Constant]; +"748 Constant_62299" [id=748, type=Constant]; +"749 Constant_62298" [id=749, type=Constant]; +"750 Reshape_852" [id=750, type=Constant]; +"751 /layer4/layer4.0/conv3/Conv/WithoutBiases/fq_weights_1" [id=751, type=FakeQuantize]; +"752 Constant_62296" [id=752, type=Constant]; +"753 Constant_62295" [id=753, type=Constant]; +"754 Constant_62294" [id=754, type=Constant]; +"755 Constant_62293" [id=755, type=Constant]; +"756 onnx^^Conv_632" [id=756, label="756 onnx::Conv_632", type=Constant]; +"757 Constant_62291" [id=757, type=Constant]; +"758 Constant_62290" [id=758, type=Constant]; +"759 Constant_62289" [id=759, type=Constant]; +"760 Constant_62288" [id=760, type=Constant]; +"761 Reshape_836" [id=761, type=Constant]; +"762 /layer4/layer4.0/conv2/Conv/WithoutBiases/fq_weights_1" [id=762, type=FakeQuantize]; +"763 Constant_62286" [id=763, type=Constant]; +"764 Constant_62285" [id=764, type=Constant]; +"765 Constant_62284" [id=765, type=Constant]; +"766 Constant_62283" [id=766, type=Constant]; +"767 onnx^^Conv_629" [id=767, label="767 onnx::Conv_629", type=Constant]; +"768 Constant_62281" [id=768, type=Constant]; +"769 Constant_62280" [id=769, type=Constant]; +"770 Constant_62279" [id=770, type=Constant]; +"771 Constant_62278" [id=771, type=Constant]; +"772 Reshape_820" [id=772, type=Constant]; +"773 /layer4/layer4.0/conv1/Conv/WithoutBiases/fq_weights_1" [id=773, type=FakeQuantize]; +"774 Constant_62276" [id=774, type=Constant]; +"775 Constant_62275" [id=775, type=Constant]; +"776 Constant_62274" [id=776, type=Constant]; +"777 Constant_62273" [id=777, type=Constant]; +"778 onnx^^Conv_626" [id=778, label="778 onnx::Conv_626", type=Constant]; +"779 Reshape_916" [id=779, type=Constant]; +"780 /layer4/layer4.1/conv3/Conv/WithoutBiases/fq_weights_1" [id=780, type=FakeQuantize]; +"781 Constant_62331" [id=781, type=Constant]; +"782 Constant_62330" [id=782, type=Constant]; +"783 Constant_62329" [id=783, type=Constant]; +"784 Constant_62328" [id=784, type=Constant]; +"785 onnx^^Conv_644" [id=785, label="785 onnx::Conv_644", type=Constant]; +"786 Constant_62326" [id=786, type=Constant]; +"787 Constant_62325" [id=787, type=Constant]; +"788 Constant_62324" [id=788, type=Constant]; +"789 Constant_62323" [id=789, type=Constant]; +"790 Reshape_900" [id=790, type=Constant]; +"791 /layer4/layer4.1/conv2/Conv/WithoutBiases/fq_weights_1" [id=791, type=FakeQuantize]; +"792 Constant_62321" [id=792, type=Constant]; +"793 Constant_62320" [id=793, type=Constant]; +"794 Constant_62319" [id=794, type=Constant]; +"795 Constant_62318" [id=795, type=Constant]; +"796 onnx^^Conv_641" [id=796, label="796 onnx::Conv_641", type=Constant]; +"797 Constant_62316" [id=797, type=Constant]; +"798 Constant_62315" [id=798, type=Constant]; +"799 Constant_62314" [id=799, type=Constant]; +"800 Constant_62313" [id=800, type=Constant]; +"801 Reshape_884" [id=801, type=Constant]; +"802 /layer4/layer4.1/conv1/Conv/WithoutBiases/fq_weights_1" [id=802, type=FakeQuantize]; +"803 Constant_62311" [id=803, type=Constant]; +"804 Constant_62310" [id=804, type=Constant]; +"805 Constant_62309" [id=805, type=Constant]; +"806 Constant_62308" [id=806, type=Constant]; +"807 onnx^^Conv_638" [id=807, label="807 onnx::Conv_638", type=Constant]; +"808 Reshape_965" [id=808, type=Constant]; +"809 /layer4/layer4.2/conv3/Conv/WithoutBiases/fq_weights_1" [id=809, type=FakeQuantize]; +"810 Constant_62366" [id=810, type=Constant]; +"811 Constant_62365" [id=811, type=Constant]; +"812 Constant_62364" [id=812, type=Constant]; +"813 Constant_62363" [id=813, type=Constant]; +"814 onnx^^Conv_653" [id=814, label="814 onnx::Conv_653", type=Constant]; +"815 Constant_62361" [id=815, type=Constant]; +"816 Constant_62360" [id=816, type=Constant]; +"817 Constant_62359" [id=817, type=Constant]; +"818 Constant_62358" [id=818, type=Constant]; +"819 Reshape_949" [id=819, type=Constant]; +"820 /layer4/layer4.2/conv2/Conv/WithoutBiases/fq_weights_1" [id=820, type=FakeQuantize]; +"821 Constant_62356" [id=821, type=Constant]; +"822 Constant_62355" [id=822, type=Constant]; +"823 Constant_62354" [id=823, type=Constant]; +"824 Constant_62353" [id=824, type=Constant]; +"825 onnx^^Conv_650" [id=825, label="825 onnx::Conv_650", type=Constant]; +"826 Constant_62351" [id=826, type=Constant]; +"827 Constant_62350" [id=827, type=Constant]; +"828 Constant_62349" [id=828, type=Constant]; +"829 Constant_62348" [id=829, type=Constant]; +"830 Reshape_933" [id=830, type=Constant]; +"831 /layer4/layer4.2/conv1/Conv/WithoutBiases/fq_weights_1" [id=831, type=FakeQuantize]; +"832 Constant_62346" [id=832, type=Constant]; +"833 Constant_62345" [id=833, type=Constant]; +"834 Constant_62344" [id=834, type=Constant]; +"835 Constant_62343" [id=835, type=Constant]; +"836 onnx^^Conv_647" [id=836, label="836 onnx::Conv_647", type=Constant]; +"0 data" -> "1 Multiply_2745" [label="[1, 3, 224, 224]", style=solid]; +"1 Multiply_2745" -> "2 Divide_1002" [label="[1, 3, 224, 224]", style=solid]; +"2 Divide_1002" -> "3 Divide_1002/fq_output_0" [label="[1, 3, 224, 224]", style=solid]; +"3 Divide_1002/fq_output_0" -> "4 /conv1/Conv/WithoutBiases" [label="[1, 3, 224, 224]", style=solid]; +"4 /conv1/Conv/WithoutBiases" -> "5 /conv1/Conv" [label="[1, 64, 112, 112]", style=solid]; +"5 /conv1/Conv" -> "6 /relu/Relu" [label="[1, 64, 112, 112]", style=solid]; +"6 /relu/Relu" -> "7 /relu/Relu/fq_output_0" [label="[1, 64, 112, 112]", style=solid]; +"7 /relu/Relu/fq_output_0" -> "8 /maxpool/MaxPool" [label="[1, 64, 112, 112]", style=solid]; +"8 /maxpool/MaxPool" -> "9 /layer1/layer1.0/conv1/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; +"8 /maxpool/MaxPool" -> "10 /layer1/layer1.0/downsample/downsample.0/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; +"9 /layer1/layer1.0/conv1/Conv/WithoutBiases" -> "11 /layer1/layer1.0/conv1/Conv" [label="[1, 64, 56, 56]", style=solid]; +"10 /layer1/layer1.0/downsample/downsample.0/Conv/WithoutBiases" -> "12 /layer1/layer1.0/downsample/downsample.0/Conv" [label="[1, 256, 56, 56]", style=solid]; +"11 /layer1/layer1.0/conv1/Conv" -> "13 /layer1/layer1.0/relu/Relu" [label="[1, 64, 56, 56]", style=solid]; +"12 /layer1/layer1.0/downsample/downsample.0/Conv" -> "14 /layer1/layer1.0/Add" [label="[1, 256, 56, 56]", style=solid]; +"13 /layer1/layer1.0/relu/Relu" -> "15 /layer1/layer1.0/relu/Relu/fq_output_0" [label="[1, 64, 56, 56]", style=solid]; +"14 /layer1/layer1.0/Add" -> "16 /layer1/layer1.0/relu_2/Relu" [label="[1, 256, 56, 56]", style=solid]; +"15 /layer1/layer1.0/relu/Relu/fq_output_0" -> "17 /layer1/layer1.0/conv2/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; +"16 /layer1/layer1.0/relu_2/Relu" -> "18 /layer1/layer1.0/relu_2/Relu/fq_output_0" [label="[1, 256, 56, 56]", style=solid]; +"17 /layer1/layer1.0/conv2/Conv/WithoutBiases" -> "19 /layer1/layer1.0/conv2/Conv" [label="[1, 64, 56, 56]", style=solid]; +"18 /layer1/layer1.0/relu_2/Relu/fq_output_0" -> "20 /layer1/layer1.1/Add" [label="[1, 256, 56, 56]", style=solid]; +"18 /layer1/layer1.0/relu_2/Relu/fq_output_0" -> "21 /layer1/layer1.1/conv1/Conv/WithoutBiases" [label="[1, 256, 56, 56]", style=solid]; +"19 /layer1/layer1.0/conv2/Conv" -> "22 /layer1/layer1.0/relu_1/Relu" [label="[1, 64, 56, 56]", style=solid]; +"20 /layer1/layer1.1/Add" -> "23 /layer1/layer1.1/relu_2/Relu" [label="[1, 256, 56, 56]", style=solid]; +"21 /layer1/layer1.1/conv1/Conv/WithoutBiases" -> "24 /layer1/layer1.1/conv1/Conv" [label="[1, 64, 56, 56]", style=solid]; +"22 /layer1/layer1.0/relu_1/Relu" -> "25 /layer1/layer1.0/relu_1/Relu/fq_output_0" [label="[1, 64, 56, 56]", style=solid]; +"23 /layer1/layer1.1/relu_2/Relu" -> "26 /layer1/layer1.1/relu_2/Relu/fq_output_0" [label="[1, 256, 56, 56]", style=solid]; +"24 /layer1/layer1.1/conv1/Conv" -> "27 /layer1/layer1.1/relu/Relu" [label="[1, 64, 56, 56]", style=solid]; +"25 /layer1/layer1.0/relu_1/Relu/fq_output_0" -> "28 /layer1/layer1.0/conv3/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; +"26 /layer1/layer1.1/relu_2/Relu/fq_output_0" -> "29 /layer1/layer1.2/Add" [label="[1, 256, 56, 56]", style=solid]; +"26 /layer1/layer1.1/relu_2/Relu/fq_output_0" -> "30 /layer1/layer1.2/conv1/Conv/WithoutBiases" [label="[1, 256, 56, 56]", style=solid]; +"27 /layer1/layer1.1/relu/Relu" -> "31 /layer1/layer1.1/relu/Relu/fq_output_0" [label="[1, 64, 56, 56]", style=solid]; +"28 /layer1/layer1.0/conv3/Conv/WithoutBiases" -> "32 /layer1/layer1.0/conv3/Conv" [label="[1, 256, 56, 56]", style=solid]; +"29 /layer1/layer1.2/Add" -> "33 /layer1/layer1.2/relu_2/Relu" [label="[1, 256, 56, 56]", style=solid]; +"30 /layer1/layer1.2/conv1/Conv/WithoutBiases" -> "34 /layer1/layer1.2/conv1/Conv" [label="[1, 64, 56, 56]", style=solid]; +"31 /layer1/layer1.1/relu/Relu/fq_output_0" -> "35 /layer1/layer1.1/conv2/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; +"32 /layer1/layer1.0/conv3/Conv" -> "36 /layer1/layer1.0/conv3/Conv/fq_output_0" [label="[1, 256, 56, 56]", style=solid]; +"33 /layer1/layer1.2/relu_2/Relu" -> "37 /layer1/layer1.2/relu_2/Relu/fq_output_0" [label="[1, 256, 56, 56]", style=solid]; +"34 /layer1/layer1.2/conv1/Conv" -> "38 /layer1/layer1.2/relu/Relu" [label="[1, 64, 56, 56]", style=solid]; +"35 /layer1/layer1.1/conv2/Conv/WithoutBiases" -> "39 /layer1/layer1.1/conv2/Conv" [label="[1, 64, 56, 56]", style=solid]; +"36 /layer1/layer1.0/conv3/Conv/fq_output_0" -> "14 /layer1/layer1.0/Add" [label="[1, 256, 56, 56]", style=solid]; +"37 /layer1/layer1.2/relu_2/Relu/fq_output_0" -> "40 /layer2/layer2.0/conv1/Conv/WithoutBiases" [label="[1, 256, 56, 56]", style=solid]; +"37 /layer1/layer1.2/relu_2/Relu/fq_output_0" -> "41 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases" [label="[1, 256, 56, 56]", style=solid]; +"38 /layer1/layer1.2/relu/Relu" -> "42 /layer1/layer1.2/relu/Relu/fq_output_0" [label="[1, 64, 56, 56]", style=solid]; +"39 /layer1/layer1.1/conv2/Conv" -> "43 /layer1/layer1.1/relu_1/Relu" [label="[1, 64, 56, 56]", style=solid]; +"40 /layer2/layer2.0/conv1/Conv/WithoutBiases" -> "44 /layer2/layer2.0/conv1/Conv" [label="[1, 128, 56, 56]", style=solid]; +"41 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases" -> "45 /layer2/layer2.0/downsample/downsample.0/Conv" [label="[1, 512, 28, 28]", style=solid]; +"42 /layer1/layer1.2/relu/Relu/fq_output_0" -> "46 /layer1/layer1.2/conv2/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; +"43 /layer1/layer1.1/relu_1/Relu" -> "47 /layer1/layer1.1/relu_1/Relu/fq_output_0" [label="[1, 64, 56, 56]", style=solid]; +"44 /layer2/layer2.0/conv1/Conv" -> "48 /layer2/layer2.0/relu/Relu" [label="[1, 128, 56, 56]", style=solid]; +"45 /layer2/layer2.0/downsample/downsample.0/Conv" -> "49 /layer2/layer2.0/Add" [label="[1, 512, 28, 28]", style=solid]; +"46 /layer1/layer1.2/conv2/Conv/WithoutBiases" -> "50 /layer1/layer1.2/conv2/Conv" [label="[1, 64, 56, 56]", style=solid]; +"47 /layer1/layer1.1/relu_1/Relu/fq_output_0" -> "51 /layer1/layer1.1/conv3/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; +"48 /layer2/layer2.0/relu/Relu" -> "52 /layer2/layer2.0/relu/Relu/fq_output_0" [label="[1, 128, 56, 56]", style=solid]; +"49 /layer2/layer2.0/Add" -> "53 /layer2/layer2.0/relu_2/Relu" [label="[1, 512, 28, 28]", style=solid]; +"50 /layer1/layer1.2/conv2/Conv" -> "54 /layer1/layer1.2/relu_1/Relu" [label="[1, 64, 56, 56]", style=solid]; +"51 /layer1/layer1.1/conv3/Conv/WithoutBiases" -> "55 /layer1/layer1.1/conv3/Conv" [label="[1, 256, 56, 56]", style=solid]; +"52 /layer2/layer2.0/relu/Relu/fq_output_0" -> "56 /layer2/layer2.0/conv2/Conv/WithoutBiases" [label="[1, 128, 56, 56]", style=solid]; +"53 /layer2/layer2.0/relu_2/Relu" -> "57 /layer2/layer2.0/relu_2/Relu/fq_output_0" [label="[1, 512, 28, 28]", style=solid]; +"54 /layer1/layer1.2/relu_1/Relu" -> "58 /layer1/layer1.2/relu_1/Relu/fq_output_0" [label="[1, 64, 56, 56]", style=solid]; +"55 /layer1/layer1.1/conv3/Conv" -> "20 /layer1/layer1.1/Add" [label="[1, 256, 56, 56]", style=solid]; +"56 /layer2/layer2.0/conv2/Conv/WithoutBiases" -> "59 /layer2/layer2.0/conv2/Conv" [label="[1, 128, 28, 28]", style=solid]; +"57 /layer2/layer2.0/relu_2/Relu/fq_output_0" -> "60 /layer2/layer2.1/Add" [label="[1, 512, 28, 28]", style=solid]; +"57 /layer2/layer2.0/relu_2/Relu/fq_output_0" -> "61 /layer2/layer2.1/conv1/Conv/WithoutBiases" [label="[1, 512, 28, 28]", style=solid]; +"58 /layer1/layer1.2/relu_1/Relu/fq_output_0" -> "62 /layer1/layer1.2/conv3/Conv/WithoutBiases" [label="[1, 64, 56, 56]", style=solid]; +"59 /layer2/layer2.0/conv2/Conv" -> "63 /layer2/layer2.0/relu_1/Relu" [label="[1, 128, 28, 28]", style=solid]; +"60 /layer2/layer2.1/Add" -> "64 /layer2/layer2.1/relu_2/Relu" [label="[1, 512, 28, 28]", style=solid]; +"61 /layer2/layer2.1/conv1/Conv/WithoutBiases" -> "65 /layer2/layer2.1/conv1/Conv" [label="[1, 128, 28, 28]", style=solid]; +"62 /layer1/layer1.2/conv3/Conv/WithoutBiases" -> "66 /layer1/layer1.2/conv3/Conv" [label="[1, 256, 56, 56]", style=solid]; +"63 /layer2/layer2.0/relu_1/Relu" -> "67 /layer2/layer2.0/relu_1/Relu/fq_output_0" [label="[1, 128, 28, 28]", style=solid]; +"64 /layer2/layer2.1/relu_2/Relu" -> "68 /layer2/layer2.1/relu_2/Relu/fq_output_0" [label="[1, 512, 28, 28]", style=solid]; +"65 /layer2/layer2.1/conv1/Conv" -> "69 /layer2/layer2.1/relu/Relu" [label="[1, 128, 28, 28]", style=solid]; +"66 /layer1/layer1.2/conv3/Conv" -> "29 /layer1/layer1.2/Add" [label="[1, 256, 56, 56]", style=solid]; +"67 /layer2/layer2.0/relu_1/Relu/fq_output_0" -> "70 /layer2/layer2.0/conv3/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; +"68 /layer2/layer2.1/relu_2/Relu/fq_output_0" -> "71 /layer2/layer2.2/Add" [label="[1, 512, 28, 28]", style=solid]; +"68 /layer2/layer2.1/relu_2/Relu/fq_output_0" -> "72 /layer2/layer2.2/conv1/Conv/WithoutBiases" [label="[1, 512, 28, 28]", style=solid]; +"69 /layer2/layer2.1/relu/Relu" -> "73 /layer2/layer2.1/relu/Relu/fq_output_0" [label="[1, 128, 28, 28]", style=solid]; +"70 /layer2/layer2.0/conv3/Conv/WithoutBiases" -> "74 /layer2/layer2.0/conv3/Conv" [label="[1, 512, 28, 28]", style=solid]; +"71 /layer2/layer2.2/Add" -> "75 /layer2/layer2.2/relu_2/Relu" [label="[1, 512, 28, 28]", style=solid]; +"72 /layer2/layer2.2/conv1/Conv/WithoutBiases" -> "76 /layer2/layer2.2/conv1/Conv" [label="[1, 128, 28, 28]", style=solid]; +"73 /layer2/layer2.1/relu/Relu/fq_output_0" -> "77 /layer2/layer2.1/conv2/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; +"74 /layer2/layer2.0/conv3/Conv" -> "78 /layer2/layer2.0/conv3/Conv/fq_output_0" [label="[1, 512, 28, 28]", style=solid]; +"75 /layer2/layer2.2/relu_2/Relu" -> "79 /layer2/layer2.2/relu_2/Relu/fq_output_0" [label="[1, 512, 28, 28]", style=solid]; +"76 /layer2/layer2.2/conv1/Conv" -> "80 /layer2/layer2.2/relu/Relu" [label="[1, 128, 28, 28]", style=solid]; +"77 /layer2/layer2.1/conv2/Conv/WithoutBiases" -> "81 /layer2/layer2.1/conv2/Conv" [label="[1, 128, 28, 28]", style=solid]; +"78 /layer2/layer2.0/conv3/Conv/fq_output_0" -> "49 /layer2/layer2.0/Add" [label="[1, 512, 28, 28]", style=solid]; +"79 /layer2/layer2.2/relu_2/Relu/fq_output_0" -> "82 /layer2/layer2.3/Add" [label="[1, 512, 28, 28]", style=solid]; +"79 /layer2/layer2.2/relu_2/Relu/fq_output_0" -> "83 /layer2/layer2.3/conv1/Conv/WithoutBiases" [label="[1, 512, 28, 28]", style=solid]; +"80 /layer2/layer2.2/relu/Relu" -> "84 /layer2/layer2.2/relu/Relu/fq_output_0" [label="[1, 128, 28, 28]", style=solid]; +"81 /layer2/layer2.1/conv2/Conv" -> "85 /layer2/layer2.1/relu_1/Relu" [label="[1, 128, 28, 28]", style=solid]; +"82 /layer2/layer2.3/Add" -> "86 /layer2/layer2.3/relu_2/Relu" [label="[1, 512, 28, 28]", style=solid]; +"83 /layer2/layer2.3/conv1/Conv/WithoutBiases" -> "87 /layer2/layer2.3/conv1/Conv" [label="[1, 128, 28, 28]", style=solid]; +"84 /layer2/layer2.2/relu/Relu/fq_output_0" -> "88 /layer2/layer2.2/conv2/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; +"85 /layer2/layer2.1/relu_1/Relu" -> "89 /layer2/layer2.1/relu_1/Relu/fq_output_0" [label="[1, 128, 28, 28]", style=solid]; +"86 /layer2/layer2.3/relu_2/Relu" -> "90 /layer2/layer2.3/relu_2/Relu/fq_output_0" [label="[1, 512, 28, 28]", style=solid]; +"87 /layer2/layer2.3/conv1/Conv" -> "91 /layer2/layer2.3/relu/Relu" [label="[1, 128, 28, 28]", style=solid]; +"88 /layer2/layer2.2/conv2/Conv/WithoutBiases" -> "92 /layer2/layer2.2/conv2/Conv" [label="[1, 128, 28, 28]", style=solid]; +"89 /layer2/layer2.1/relu_1/Relu/fq_output_0" -> "93 /layer2/layer2.1/conv3/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; +"90 /layer2/layer2.3/relu_2/Relu/fq_output_0" -> "94 /layer3/layer3.0/conv1/Conv/WithoutBiases" [label="[1, 512, 28, 28]", style=solid]; +"90 /layer2/layer2.3/relu_2/Relu/fq_output_0" -> "95 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases" [label="[1, 512, 28, 28]", style=solid]; +"91 /layer2/layer2.3/relu/Relu" -> "96 /layer2/layer2.3/relu/Relu/fq_output_0" [label="[1, 128, 28, 28]", style=solid]; +"92 /layer2/layer2.2/conv2/Conv" -> "97 /layer2/layer2.2/relu_1/Relu" [label="[1, 128, 28, 28]", style=solid]; +"93 /layer2/layer2.1/conv3/Conv/WithoutBiases" -> "98 /layer2/layer2.1/conv3/Conv" [label="[1, 512, 28, 28]", style=solid]; +"94 /layer3/layer3.0/conv1/Conv/WithoutBiases" -> "99 /layer3/layer3.0/conv1/Conv" [label="[1, 256, 28, 28]", style=solid]; +"95 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases" -> "100 /layer3/layer3.0/downsample/downsample.0/Conv" [label="[1, 1024, 14, 14]", style=solid]; +"96 /layer2/layer2.3/relu/Relu/fq_output_0" -> "101 /layer2/layer2.3/conv2/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; +"97 /layer2/layer2.2/relu_1/Relu" -> "102 /layer2/layer2.2/relu_1/Relu/fq_output_0" [label="[1, 128, 28, 28]", style=solid]; +"98 /layer2/layer2.1/conv3/Conv" -> "60 /layer2/layer2.1/Add" [label="[1, 512, 28, 28]", style=solid]; +"99 /layer3/layer3.0/conv1/Conv" -> "103 /layer3/layer3.0/relu/Relu" [label="[1, 256, 28, 28]", style=solid]; +"100 /layer3/layer3.0/downsample/downsample.0/Conv" -> "104 /layer3/layer3.0/Add" [label="[1, 1024, 14, 14]", style=solid]; +"101 /layer2/layer2.3/conv2/Conv/WithoutBiases" -> "105 /layer2/layer2.3/conv2/Conv" [label="[1, 128, 28, 28]", style=solid]; +"102 /layer2/layer2.2/relu_1/Relu/fq_output_0" -> "106 /layer2/layer2.2/conv3/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; +"103 /layer3/layer3.0/relu/Relu" -> "107 /layer3/layer3.0/relu/Relu/fq_output_0" [label="[1, 256, 28, 28]", style=solid]; +"104 /layer3/layer3.0/Add" -> "108 /layer3/layer3.0/relu_2/Relu" [label="[1, 1024, 14, 14]", style=solid]; +"105 /layer2/layer2.3/conv2/Conv" -> "109 /layer2/layer2.3/relu_1/Relu" [label="[1, 128, 28, 28]", style=solid]; +"106 /layer2/layer2.2/conv3/Conv/WithoutBiases" -> "110 /layer2/layer2.2/conv3/Conv" [label="[1, 512, 28, 28]", style=solid]; +"107 /layer3/layer3.0/relu/Relu/fq_output_0" -> "111 /layer3/layer3.0/conv2/Conv/WithoutBiases" [label="[1, 256, 28, 28]", style=solid]; +"108 /layer3/layer3.0/relu_2/Relu" -> "112 /layer3/layer3.0/relu_2/Relu/fq_output_0" [label="[1, 1024, 14, 14]", style=solid]; +"109 /layer2/layer2.3/relu_1/Relu" -> "113 /layer2/layer2.3/relu_1/Relu/fq_output_0" [label="[1, 128, 28, 28]", style=solid]; +"110 /layer2/layer2.2/conv3/Conv" -> "71 /layer2/layer2.2/Add" [label="[1, 512, 28, 28]", style=solid]; +"111 /layer3/layer3.0/conv2/Conv/WithoutBiases" -> "114 /layer3/layer3.0/conv2/Conv" [label="[1, 256, 14, 14]", style=solid]; +"112 /layer3/layer3.0/relu_2/Relu/fq_output_0" -> "115 /layer3/layer3.1/Add" [label="[1, 1024, 14, 14]", style=solid]; +"112 /layer3/layer3.0/relu_2/Relu/fq_output_0" -> "116 /layer3/layer3.1/conv1/Conv/WithoutBiases" [label="[1, 1024, 14, 14]", style=solid]; +"113 /layer2/layer2.3/relu_1/Relu/fq_output_0" -> "117 /layer2/layer2.3/conv3/Conv/WithoutBiases" [label="[1, 128, 28, 28]", style=solid]; +"114 /layer3/layer3.0/conv2/Conv" -> "118 /layer3/layer3.0/relu_1/Relu" [label="[1, 256, 14, 14]", style=solid]; +"115 /layer3/layer3.1/Add" -> "119 /layer3/layer3.1/relu_2/Relu" [label="[1, 1024, 14, 14]", style=solid]; +"116 /layer3/layer3.1/conv1/Conv/WithoutBiases" -> "120 /layer3/layer3.1/conv1/Conv" [label="[1, 256, 14, 14]", style=solid]; +"117 /layer2/layer2.3/conv3/Conv/WithoutBiases" -> "121 /layer2/layer2.3/conv3/Conv" [label="[1, 512, 28, 28]", style=solid]; +"118 /layer3/layer3.0/relu_1/Relu" -> "122 /layer3/layer3.0/relu_1/Relu/fq_output_0" [label="[1, 256, 14, 14]", style=solid]; +"119 /layer3/layer3.1/relu_2/Relu" -> "123 /layer3/layer3.1/relu_2/Relu/fq_output_0" [label="[1, 1024, 14, 14]", style=solid]; +"120 /layer3/layer3.1/conv1/Conv" -> "124 /layer3/layer3.1/relu/Relu" [label="[1, 256, 14, 14]", style=solid]; +"121 /layer2/layer2.3/conv3/Conv" -> "82 /layer2/layer2.3/Add" [label="[1, 512, 28, 28]", style=solid]; +"122 /layer3/layer3.0/relu_1/Relu/fq_output_0" -> "125 /layer3/layer3.0/conv3/Conv/WithoutBiases" [label="[1, 256, 14, 14]", style=solid]; +"123 /layer3/layer3.1/relu_2/Relu/fq_output_0" -> "126 /layer3/layer3.2/Add" [label="[1, 1024, 14, 14]", style=solid]; 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style=solid]; +"145 /layer3/layer3.3/relu_2/Relu/fq_output_0" -> "150 /layer3/layer3.4/conv1/Conv/WithoutBiases" [label="[1, 1024, 14, 14]", style=solid]; +"146 /layer3/layer3.3/relu/Relu" -> "151 /layer3/layer3.3/relu/Relu/fq_output_0" [label="[1, 256, 14, 14]", style=solid]; +"147 /layer3/layer3.2/conv2/Conv" -> "152 /layer3/layer3.2/relu_1/Relu" [label="[1, 256, 14, 14]", style=solid]; +"148 /layer3/layer3.1/conv3/Conv/WithoutBiases" -> "153 /layer3/layer3.1/conv3/Conv" [label="[1, 1024, 14, 14]", style=solid]; +"149 /layer3/layer3.4/Add" -> "154 /layer3/layer3.4/relu_2/Relu" [label="[1, 1024, 14, 14]", style=solid]; +"150 /layer3/layer3.4/conv1/Conv/WithoutBiases" -> "155 /layer3/layer3.4/conv1/Conv" [label="[1, 256, 14, 14]", style=solid]; +"151 /layer3/layer3.3/relu/Relu/fq_output_0" -> "156 /layer3/layer3.3/conv2/Conv/WithoutBiases" [label="[1, 256, 14, 14]", style=solid]; +"152 /layer3/layer3.2/relu_1/Relu" -> "157 /layer3/layer3.2/relu_1/Relu/fq_output_0" [label="[1, 256, 14, 14]", style=solid]; +"153 /layer3/layer3.1/conv3/Conv" -> "115 /layer3/layer3.1/Add" [label="[1, 1024, 14, 14]", style=solid]; +"154 /layer3/layer3.4/relu_2/Relu" -> "158 /layer3/layer3.4/relu_2/Relu/fq_output_0" [label="[1, 1024, 14, 14]", style=solid]; +"155 /layer3/layer3.4/conv1/Conv" -> "159 /layer3/layer3.4/relu/Relu" [label="[1, 256, 14, 14]", style=solid]; +"156 /layer3/layer3.3/conv2/Conv/WithoutBiases" -> "160 /layer3/layer3.3/conv2/Conv" [label="[1, 256, 14, 14]", style=solid]; +"157 /layer3/layer3.2/relu_1/Relu/fq_output_0" -> "161 /layer3/layer3.2/conv3/Conv/WithoutBiases" [label="[1, 256, 14, 14]", style=solid]; +"158 /layer3/layer3.4/relu_2/Relu/fq_output_0" -> "162 /layer3/layer3.5/Add" [label="[1, 1024, 14, 14]", style=solid]; +"158 /layer3/layer3.4/relu_2/Relu/fq_output_0" -> "163 /layer3/layer3.5/conv1/Conv/WithoutBiases" [label="[1, 1024, 14, 14]", style=solid]; +"159 /layer3/layer3.4/relu/Relu" -> "164 /layer3/layer3.4/relu/Relu/fq_output_0" [label="[1, 256, 14, 14]", style=solid]; +"160 /layer3/layer3.3/conv2/Conv" -> "165 /layer3/layer3.3/relu_1/Relu" [label="[1, 256, 14, 14]", style=solid]; +"161 /layer3/layer3.2/conv3/Conv/WithoutBiases" -> "166 /layer3/layer3.2/conv3/Conv" [label="[1, 1024, 14, 14]", style=solid]; +"162 /layer3/layer3.5/Add" -> "167 /layer3/layer3.5/relu_2/Relu" [label="[1, 1024, 14, 14]", style=solid]; +"163 /layer3/layer3.5/conv1/Conv/WithoutBiases" -> "168 /layer3/layer3.5/conv1/Conv" [label="[1, 256, 14, 14]", style=solid]; +"164 /layer3/layer3.4/relu/Relu/fq_output_0" -> "169 /layer3/layer3.4/conv2/Conv/WithoutBiases" [label="[1, 256, 14, 14]", style=solid]; +"165 /layer3/layer3.3/relu_1/Relu" -> "170 /layer3/layer3.3/relu_1/Relu/fq_output_0" [label="[1, 256, 14, 14]", style=solid]; +"166 /layer3/layer3.2/conv3/Conv" -> "126 /layer3/layer3.2/Add" [label="[1, 1024, 14, 14]", style=solid]; +"167 /layer3/layer3.5/relu_2/Relu" -> "171 /layer3/layer3.5/relu_2/Relu/fq_output_0" [label="[1, 1024, 14, 14]", style=solid]; 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/layer4/layer4.1/relu_1/Relu" -> "223 /layer4/layer4.1/relu_1/Relu/fq_output_0" [label="[1, 512, 7, 7]", style=solid]; +"221 /avgpool/GlobalAveragePool/fq_output_0" -> "224 /Flatten" [label="[1, 2048, 1, 1]", style=solid]; +"222 /layer4/layer4.2/conv2/Conv/WithoutBiases" -> "225 /layer4/layer4.2/conv2/Conv" [label="[1, 512, 7, 7]", style=solid]; +"223 /layer4/layer4.1/relu_1/Relu/fq_output_0" -> "226 /layer4/layer4.1/conv3/Conv/WithoutBiases" [label="[1, 512, 7, 7]", style=solid]; +"224 /Flatten" -> "227 /fc/Gemm/WithoutBiases" [label="[1, 2048]", style=solid]; +"225 /layer4/layer4.2/conv2/Conv" -> "228 /layer4/layer4.2/relu_1/Relu" [label="[1, 512, 7, 7]", style=solid]; +"226 /layer4/layer4.1/conv3/Conv/WithoutBiases" -> "229 /layer4/layer4.1/conv3/Conv" [label="[1, 2048, 7, 7]", style=solid]; +"227 /fc/Gemm/WithoutBiases" -> "230 prob" [label="[1, 1000]", style=solid]; +"228 /layer4/layer4.2/relu_1/Relu" -> "231 /layer4/layer4.2/relu_1/Relu/fq_output_0" [label="[1, 512, 7, 7]", style=solid]; +"229 /layer4/layer4.1/conv3/Conv" -> "196 /layer4/layer4.1/Add" [label="[1, 2048, 7, 7]", style=solid]; +"230 prob" -> "232 prob/sink_port_0" [label="[1, 1000]", style=solid]; +"231 /layer4/layer4.2/relu_1/Relu/fq_output_0" -> "233 /layer4/layer4.2/conv3/Conv/WithoutBiases" [label="[1, 512, 7, 7]", style=solid]; +"233 /layer4/layer4.2/conv3/Conv/WithoutBiases" -> "234 /layer4/layer4.2/conv3/Conv" [label="[1, 2048, 7, 7]", style=solid]; +"234 /layer4/layer4.2/conv3/Conv" -> "207 /layer4/layer4.2/Add" [label="[1, 2048, 7, 7]", style=solid]; +"235 Constant_2819" -> "230 prob" [label="[1, 1000]", style=solid]; +"236 /fc/Gemm/WithoutBiases/fq_weights_1" -> "227 /fc/Gemm/WithoutBiases" [label="[1000, 2048]", style=solid]; +"237 Constant_62386" -> "236 /fc/Gemm/WithoutBiases/fq_weights_1" [label="[1000, 1]", style=solid]; +"238 Constant_62385" -> "236 /fc/Gemm/WithoutBiases/fq_weights_1" [label="[1000, 1]", style=solid]; +"239 Constant_62384" -> "236 /fc/Gemm/WithoutBiases/fq_weights_1" [label="[1000, 1]", style=solid]; +"240 Constant_62383" -> "236 /fc/Gemm/WithoutBiases/fq_weights_1" [label="[1000, 1]", style=solid]; +"241 fc.weight" -> "236 /fc/Gemm/WithoutBiases/fq_weights_1" [label="[1000, 2048]", style=solid]; +"242 Constant_981" -> "224 /Flatten" [label="[2]", style=dashed]; +"243 Constant_62381" -> "221 /avgpool/GlobalAveragePool/fq_output_0" [label="[]", style=solid]; +"244 Constant_62380" -> "221 /avgpool/GlobalAveragePool/fq_output_0" [label="[]", style=solid]; +"245 Constant_62379" -> "221 /avgpool/GlobalAveragePool/fq_output_0" [label="[]", style=solid]; +"246 Constant_62378" -> "221 /avgpool/GlobalAveragePool/fq_output_0" [label="[]", style=solid]; +"247 Range_977" -> "218 /avgpool/GlobalAveragePool" [label="[2]", style=dashed]; +"248 Constant_62376" -> "215 /layer4/layer4.2/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"249 Constant_62375" -> "215 /layer4/layer4.2/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"250 Constant_62374" -> "215 /layer4/layer4.2/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"251 Constant_62373" -> "215 /layer4/layer4.2/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"252 Constant_62341" -> "204 /layer4/layer4.1/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"253 Constant_62340" -> "204 /layer4/layer4.1/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"254 Constant_62339" -> "204 /layer4/layer4.1/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"255 Constant_62338" -> "204 /layer4/layer4.1/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"256 Constant_62306" -> "193 /layer4/layer4.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"257 Constant_62305" -> "193 /layer4/layer4.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"258 Constant_62304" -> "193 /layer4/layer4.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"259 Constant_62303" -> "193 /layer4/layer4.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"260 Reshape_867" -> "181 /layer4/layer4.0/downsample/downsample.0/Conv" [label="[1, 2048, 1, 1]", style=solid]; +"261 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" -> "176 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases" [label="[2048, 1024, 1, 1]", style=solid]; +"262 Constant_62266" -> "261 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; +"263 Constant_62265" -> "261 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; +"264 Constant_62264" -> "261 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; +"265 Constant_62263" -> "261 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; +"266 onnx^^Conv_635" -> "261 /layer4/layer4.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1024, 1, 1]", style=solid]; +"267 Constant_62261" -> "171 /layer3/layer3.5/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"268 Constant_62260" -> "171 /layer3/layer3.5/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"269 Constant_62259" -> "171 /layer3/layer3.5/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"270 Constant_62258" -> "171 /layer3/layer3.5/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"271 Constant_62226" -> "158 /layer3/layer3.4/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"272 Constant_62225" -> "158 /layer3/layer3.4/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"273 Constant_62224" -> "158 /layer3/layer3.4/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"274 Constant_62223" -> "158 /layer3/layer3.4/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"275 Constant_62191" -> "145 /layer3/layer3.3/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"276 Constant_62190" -> "145 /layer3/layer3.3/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"277 Constant_62189" -> "145 /layer3/layer3.3/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"278 Constant_62188" -> "145 /layer3/layer3.3/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"279 Constant_62156" -> "134 /layer3/layer3.2/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"280 Constant_62155" -> "134 /layer3/layer3.2/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"281 Constant_62154" -> "134 /layer3/layer3.2/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"282 Constant_62153" -> "134 /layer3/layer3.2/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"283 Constant_62121" -> "123 /layer3/layer3.1/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"284 Constant_62120" -> "123 /layer3/layer3.1/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"285 Constant_62119" -> "123 /layer3/layer3.1/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"286 Constant_62118" -> "123 /layer3/layer3.1/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"287 Constant_62086" -> "112 /layer3/layer3.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"288 Constant_62085" -> "112 /layer3/layer3.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"289 Constant_62084" -> "112 /layer3/layer3.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"290 Constant_62083" -> "112 /layer3/layer3.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"291 Reshape_558" -> "100 /layer3/layer3.0/downsample/downsample.0/Conv" [label="[1, 1024, 1, 1]", style=solid]; +"292 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" -> "95 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases" [label="[1024, 512, 1, 1]", style=solid]; +"293 Constant_62046" -> "292 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"294 Constant_62045" -> "292 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"295 Constant_62044" -> "292 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"296 Constant_62043" -> "292 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"297 onnx^^Conv_578" -> "292 /layer3/layer3.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[1024, 512, 1, 1]", style=solid]; +"298 Constant_62041" -> "90 /layer2/layer2.3/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"299 Constant_62040" -> "90 /layer2/layer2.3/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"300 Constant_62039" -> "90 /layer2/layer2.3/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"301 Constant_62038" -> "90 /layer2/layer2.3/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"302 Constant_62006" -> "79 /layer2/layer2.2/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"303 Constant_62005" -> "79 /layer2/layer2.2/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"304 Constant_62004" -> "79 /layer2/layer2.2/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"305 Constant_62003" -> "79 /layer2/layer2.2/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"306 Constant_61971" -> "68 /layer2/layer2.1/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"307 Constant_61970" -> "68 /layer2/layer2.1/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"308 Constant_61969" -> "68 /layer2/layer2.1/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"309 Constant_61968" -> "68 /layer2/layer2.1/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"310 Constant_61936" -> "57 /layer2/layer2.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"311 Constant_61935" -> "57 /layer2/layer2.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"312 Constant_61934" -> "57 /layer2/layer2.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"313 Constant_61933" -> "57 /layer2/layer2.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"314 Reshape_347" -> "45 /layer2/layer2.0/downsample/downsample.0/Conv" [label="[1, 512, 1, 1]", style=solid]; +"315 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" -> "41 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases" [label="[512, 256, 1, 1]", style=solid]; +"316 Constant_61896" -> "315 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"317 Constant_61895" -> "315 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"318 Constant_61894" -> "315 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"319 Constant_61893" -> "315 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"320 onnx^^Conv_539" -> "315 /layer2/layer2.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[512, 256, 1, 1]", style=solid]; +"321 Constant_61891" -> "37 /layer1/layer1.2/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"322 Constant_61890" -> "37 /layer1/layer1.2/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"323 Constant_61889" -> "37 /layer1/layer1.2/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"324 Constant_61888" -> "37 /layer1/layer1.2/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"325 Constant_61856" -> "26 /layer1/layer1.1/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"326 Constant_61855" -> "26 /layer1/layer1.1/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"327 Constant_61854" -> "26 /layer1/layer1.1/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"328 Constant_61853" -> "26 /layer1/layer1.1/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"329 Constant_61821" -> "18 /layer1/layer1.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"330 Constant_61820" -> "18 /layer1/layer1.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"331 Constant_61819" -> "18 /layer1/layer1.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"332 Constant_61818" -> "18 /layer1/layer1.0/relu_2/Relu/fq_output_0" [label="[]", style=solid]; +"333 Reshape_185" -> "12 /layer1/layer1.0/downsample/downsample.0/Conv" [label="[1, 256, 1, 1]", style=solid]; +"334 /layer1/layer1.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" -> "10 /layer1/layer1.0/downsample/downsample.0/Conv/WithoutBiases" [label="[256, 64, 1, 1]", style=solid]; +"335 Constant_61781" -> "334 /layer1/layer1.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"336 Constant_61780" -> "334 /layer1/layer1.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"337 Constant_61779" -> "334 /layer1/layer1.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"338 Constant_61778" -> "334 /layer1/layer1.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"339 onnx^^Conv_509" -> "334 /layer1/layer1.0/downsample/downsample.0/Conv/WithoutBiases/fq_weights_1" [label="[256, 64, 1, 1]", style=solid]; +"340 Constant_61776" -> "7 /relu/Relu/fq_output_0" [label="[]", style=solid]; +"341 Constant_61775" -> "7 /relu/Relu/fq_output_0" [label="[]", style=solid]; +"342 Constant_61774" -> "7 /relu/Relu/fq_output_0" [label="[]", style=solid]; +"343 Constant_61773" -> "7 /relu/Relu/fq_output_0" [label="[]", style=solid]; +"344 Reshape_121" -> "5 /conv1/Conv" [label="[1, 64, 1, 1]", style=solid]; +"345 /conv1/Conv/WithoutBiases/fq_weights_1" -> "4 /conv1/Conv/WithoutBiases" [label="[64, 3, 7, 7]", style=solid]; +"346 Constant_61771" -> "345 /conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"347 Constant_61770" -> "345 /conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"348 Constant_61769" -> "345 /conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"349 Constant_61768" -> "345 /conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"350 Gather_2818" -> "345 /conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 3, 7, 7]", style=solid]; +"351 Constant_61766" -> "3 Divide_1002/fq_output_0" [label="[]", style=solid]; +"352 Constant_61765" -> "3 Divide_1002/fq_output_0" [label="[]", style=solid]; +"353 Constant_61764" -> "3 Divide_1002/fq_output_0" [label="[]", style=solid]; +"354 Constant_61763" -> "3 Divide_1002/fq_output_0" [label="[]", style=solid]; +"355 Gather_2815" -> "2 Divide_1002" [label="[1, 3, 1, 1]", style=solid]; +"356 Gather_2812" -> "1 Multiply_2745" [label="[1, 3, 1, 1]", style=solid]; +"357 Constant_61816" -> "36 /layer1/layer1.0/conv3/Conv/fq_output_0" [label="[]", style=solid]; +"358 Constant_61815" -> "36 /layer1/layer1.0/conv3/Conv/fq_output_0" [label="[]", style=solid]; +"359 Constant_61814" -> "36 /layer1/layer1.0/conv3/Conv/fq_output_0" [label="[]", style=solid]; +"360 Constant_61813" -> "36 /layer1/layer1.0/conv3/Conv/fq_output_0" [label="[]", style=solid]; +"361 Reshape_170" -> "32 /layer1/layer1.0/conv3/Conv" [label="[1, 256, 1, 1]", style=solid]; +"362 /layer1/layer1.0/conv3/Conv/WithoutBiases/fq_weights_1" -> "28 /layer1/layer1.0/conv3/Conv/WithoutBiases" [label="[256, 64, 1, 1]", style=solid]; +"363 Constant_61811" -> "362 /layer1/layer1.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"364 Constant_61810" -> "362 /layer1/layer1.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"365 Constant_61809" -> "362 /layer1/layer1.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"366 Constant_61808" -> "362 /layer1/layer1.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"367 onnx^^Conv_506" -> "362 /layer1/layer1.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[256, 64, 1, 1]", style=solid]; +"368 Constant_61806" -> "25 /layer1/layer1.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"369 Constant_61805" -> "25 /layer1/layer1.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"370 Constant_61804" -> "25 /layer1/layer1.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"371 Constant_61803" -> "25 /layer1/layer1.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"372 Reshape_154" -> "19 /layer1/layer1.0/conv2/Conv" [label="[1, 64, 1, 1]", style=solid]; +"373 /layer1/layer1.0/conv2/Conv/WithoutBiases/fq_weights_1" -> "17 /layer1/layer1.0/conv2/Conv/WithoutBiases" [label="[64, 64, 3, 3]", style=solid]; +"374 Constant_61801" -> "373 /layer1/layer1.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"375 Constant_61800" -> "373 /layer1/layer1.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"376 Constant_61799" -> "373 /layer1/layer1.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"377 Constant_61798" -> "373 /layer1/layer1.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"378 onnx^^Conv_503" -> "373 /layer1/layer1.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 64, 3, 3]", style=solid]; +"379 Constant_61796" -> "15 /layer1/layer1.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"380 Constant_61795" -> "15 /layer1/layer1.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"381 Constant_61794" -> "15 /layer1/layer1.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"382 Constant_61793" -> "15 /layer1/layer1.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"383 Reshape_138" -> "11 /layer1/layer1.0/conv1/Conv" [label="[1, 64, 1, 1]", style=solid]; +"384 /layer1/layer1.0/conv1/Conv/WithoutBiases/fq_weights_1" -> "9 /layer1/layer1.0/conv1/Conv/WithoutBiases" [label="[64, 64, 1, 1]", style=solid]; +"385 Constant_61791" -> "384 /layer1/layer1.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"386 Constant_61790" -> "384 /layer1/layer1.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"387 Constant_61789" -> "384 /layer1/layer1.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"388 Constant_61788" -> "384 /layer1/layer1.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"389 onnx^^Conv_500" -> "384 /layer1/layer1.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 64, 1, 1]", style=solid]; +"390 Reshape_234" -> "55 /layer1/layer1.1/conv3/Conv" [label="[1, 256, 1, 1]", style=solid]; +"391 /layer1/layer1.1/conv3/Conv/WithoutBiases/fq_weights_1" -> "51 /layer1/layer1.1/conv3/Conv/WithoutBiases" [label="[256, 64, 1, 1]", style=solid]; +"392 Constant_61846" -> "391 /layer1/layer1.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"393 Constant_61845" -> "391 /layer1/layer1.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"394 Constant_61844" -> "391 /layer1/layer1.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"395 Constant_61843" -> "391 /layer1/layer1.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"396 onnx^^Conv_518" -> "391 /layer1/layer1.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[256, 64, 1, 1]", style=solid]; +"397 Constant_61841" -> "47 /layer1/layer1.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"398 Constant_61840" -> "47 /layer1/layer1.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"399 Constant_61839" -> "47 /layer1/layer1.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"400 Constant_61838" -> "47 /layer1/layer1.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"401 Reshape_218" -> "39 /layer1/layer1.1/conv2/Conv" [label="[1, 64, 1, 1]", style=solid]; +"402 /layer1/layer1.1/conv2/Conv/WithoutBiases/fq_weights_1" -> "35 /layer1/layer1.1/conv2/Conv/WithoutBiases" [label="[64, 64, 3, 3]", style=solid]; +"403 Constant_61836" -> "402 /layer1/layer1.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"404 Constant_61835" -> "402 /layer1/layer1.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"405 Constant_61834" -> "402 /layer1/layer1.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"406 Constant_61833" -> "402 /layer1/layer1.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"407 onnx^^Conv_515" -> "402 /layer1/layer1.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 64, 3, 3]", style=solid]; +"408 Constant_61831" -> "31 /layer1/layer1.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"409 Constant_61830" -> "31 /layer1/layer1.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"410 Constant_61829" -> "31 /layer1/layer1.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"411 Constant_61828" -> "31 /layer1/layer1.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"412 Reshape_202" -> "24 /layer1/layer1.1/conv1/Conv" [label="[1, 64, 1, 1]", style=solid]; +"413 /layer1/layer1.1/conv1/Conv/WithoutBiases/fq_weights_1" -> "21 /layer1/layer1.1/conv1/Conv/WithoutBiases" [label="[64, 256, 1, 1]", style=solid]; +"414 Constant_61826" -> "413 /layer1/layer1.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"415 Constant_61825" -> "413 /layer1/layer1.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"416 Constant_61824" -> "413 /layer1/layer1.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"417 Constant_61823" -> "413 /layer1/layer1.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"418 onnx^^Conv_512" -> "413 /layer1/layer1.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 256, 1, 1]", style=solid]; +"419 Reshape_283" -> "66 /layer1/layer1.2/conv3/Conv" [label="[1, 256, 1, 1]", style=solid]; +"420 /layer1/layer1.2/conv3/Conv/WithoutBiases/fq_weights_1" -> "62 /layer1/layer1.2/conv3/Conv/WithoutBiases" [label="[256, 64, 1, 1]", style=solid]; +"421 Constant_61881" -> "420 /layer1/layer1.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"422 Constant_61880" -> "420 /layer1/layer1.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"423 Constant_61879" -> "420 /layer1/layer1.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"424 Constant_61878" -> "420 /layer1/layer1.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"425 onnx^^Conv_527" -> "420 /layer1/layer1.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[256, 64, 1, 1]", style=solid]; +"426 Constant_61876" -> "58 /layer1/layer1.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"427 Constant_61875" -> "58 /layer1/layer1.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"428 Constant_61874" -> "58 /layer1/layer1.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"429 Constant_61873" -> "58 /layer1/layer1.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"430 Reshape_267" -> "50 /layer1/layer1.2/conv2/Conv" [label="[1, 64, 1, 1]", style=solid]; +"431 /layer1/layer1.2/conv2/Conv/WithoutBiases/fq_weights_1" -> "46 /layer1/layer1.2/conv2/Conv/WithoutBiases" [label="[64, 64, 3, 3]", style=solid]; +"432 Constant_61871" -> "431 /layer1/layer1.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"433 Constant_61870" -> "431 /layer1/layer1.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"434 Constant_61869" -> "431 /layer1/layer1.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"435 Constant_61868" -> "431 /layer1/layer1.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"436 onnx^^Conv_524" -> "431 /layer1/layer1.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[64, 64, 3, 3]", style=solid]; +"437 Constant_61866" -> "42 /layer1/layer1.2/relu/Relu/fq_output_0" [label="[]", style=solid]; +"438 Constant_61865" -> "42 /layer1/layer1.2/relu/Relu/fq_output_0" [label="[]", style=solid]; +"439 Constant_61864" -> "42 /layer1/layer1.2/relu/Relu/fq_output_0" [label="[]", style=solid]; +"440 Constant_61863" -> "42 /layer1/layer1.2/relu/Relu/fq_output_0" [label="[]", style=solid]; +"441 Reshape_251" -> "34 /layer1/layer1.2/conv1/Conv" [label="[1, 64, 1, 1]", style=solid]; +"442 /layer1/layer1.2/conv1/Conv/WithoutBiases/fq_weights_1" -> "30 /layer1/layer1.2/conv1/Conv/WithoutBiases" [label="[64, 256, 1, 1]", style=solid]; +"443 Constant_61861" -> "442 /layer1/layer1.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"444 Constant_61860" -> "442 /layer1/layer1.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"445 Constant_61859" -> "442 /layer1/layer1.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"446 Constant_61858" -> "442 /layer1/layer1.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 1, 1, 1]", style=solid]; +"447 onnx^^Conv_521" -> "442 /layer1/layer1.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[64, 256, 1, 1]", style=solid]; +"448 Constant_61931" -> "78 /layer2/layer2.0/conv3/Conv/fq_output_0" [label="[]", style=solid]; +"449 Constant_61930" -> "78 /layer2/layer2.0/conv3/Conv/fq_output_0" [label="[]", style=solid]; +"450 Constant_61929" -> "78 /layer2/layer2.0/conv3/Conv/fq_output_0" [label="[]", style=solid]; +"451 Constant_61928" -> "78 /layer2/layer2.0/conv3/Conv/fq_output_0" [label="[]", style=solid]; +"452 Reshape_332" -> "74 /layer2/layer2.0/conv3/Conv" [label="[1, 512, 1, 1]", style=solid]; +"453 /layer2/layer2.0/conv3/Conv/WithoutBiases/fq_weights_1" -> "70 /layer2/layer2.0/conv3/Conv/WithoutBiases" [label="[512, 128, 1, 1]", style=solid]; +"454 Constant_61926" -> "453 /layer2/layer2.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"455 Constant_61925" -> "453 /layer2/layer2.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"456 Constant_61924" -> "453 /layer2/layer2.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"457 Constant_61923" -> "453 /layer2/layer2.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"458 onnx^^Conv_536" -> "453 /layer2/layer2.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 128, 1, 1]", style=solid]; +"459 Constant_61921" -> "67 /layer2/layer2.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"460 Constant_61920" -> "67 /layer2/layer2.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"461 Constant_61919" -> "67 /layer2/layer2.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"462 Constant_61918" -> "67 /layer2/layer2.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"463 Reshape_316" -> "59 /layer2/layer2.0/conv2/Conv" [label="[1, 128, 1, 1]", style=solid]; +"464 /layer2/layer2.0/conv2/Conv/WithoutBiases/fq_weights_1" -> "56 /layer2/layer2.0/conv2/Conv/WithoutBiases" [label="[128, 128, 3, 3]", style=solid]; +"465 Constant_61916" -> "464 /layer2/layer2.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"466 Constant_61915" -> "464 /layer2/layer2.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"467 Constant_61914" -> "464 /layer2/layer2.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"468 Constant_61913" -> "464 /layer2/layer2.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"469 onnx^^Conv_533" -> "464 /layer2/layer2.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 128, 3, 3]", style=solid]; +"470 Constant_61911" -> "52 /layer2/layer2.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"471 Constant_61910" -> "52 /layer2/layer2.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"472 Constant_61909" -> "52 /layer2/layer2.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"473 Constant_61908" -> "52 /layer2/layer2.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"474 Reshape_300" -> "44 /layer2/layer2.0/conv1/Conv" [label="[1, 128, 1, 1]", style=solid]; +"475 /layer2/layer2.0/conv1/Conv/WithoutBiases/fq_weights_1" -> "40 /layer2/layer2.0/conv1/Conv/WithoutBiases" [label="[128, 256, 1, 1]", style=solid]; +"476 Constant_61906" -> "475 /layer2/layer2.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"477 Constant_61905" -> "475 /layer2/layer2.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"478 Constant_61904" -> "475 /layer2/layer2.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"479 Constant_61903" -> "475 /layer2/layer2.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"480 onnx^^Conv_530" -> "475 /layer2/layer2.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 256, 1, 1]", style=solid]; +"481 Reshape_396" -> "98 /layer2/layer2.1/conv3/Conv" [label="[1, 512, 1, 1]", style=solid]; +"482 /layer2/layer2.1/conv3/Conv/WithoutBiases/fq_weights_1" -> "93 /layer2/layer2.1/conv3/Conv/WithoutBiases" [label="[512, 128, 1, 1]", style=solid]; +"483 Constant_61961" -> "482 /layer2/layer2.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"484 Constant_61960" -> "482 /layer2/layer2.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"485 Constant_61959" -> "482 /layer2/layer2.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"486 Constant_61958" -> "482 /layer2/layer2.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"487 onnx^^Conv_548" -> "482 /layer2/layer2.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 128, 1, 1]", style=solid]; +"488 Constant_61956" -> "89 /layer2/layer2.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"489 Constant_61955" -> "89 /layer2/layer2.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"490 Constant_61954" -> "89 /layer2/layer2.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"491 Constant_61953" -> "89 /layer2/layer2.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"492 Reshape_380" -> "81 /layer2/layer2.1/conv2/Conv" [label="[1, 128, 1, 1]", style=solid]; +"493 /layer2/layer2.1/conv2/Conv/WithoutBiases/fq_weights_1" -> "77 /layer2/layer2.1/conv2/Conv/WithoutBiases" [label="[128, 128, 3, 3]", style=solid]; +"494 Constant_61951" -> "493 /layer2/layer2.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"495 Constant_61950" -> "493 /layer2/layer2.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"496 Constant_61949" -> "493 /layer2/layer2.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"497 Constant_61948" -> "493 /layer2/layer2.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"498 onnx^^Conv_545" -> "493 /layer2/layer2.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 128, 3, 3]", style=solid]; +"499 Constant_61946" -> "73 /layer2/layer2.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"500 Constant_61945" -> "73 /layer2/layer2.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"501 Constant_61944" -> "73 /layer2/layer2.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"502 Constant_61943" -> "73 /layer2/layer2.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"503 Reshape_364" -> "65 /layer2/layer2.1/conv1/Conv" [label="[1, 128, 1, 1]", style=solid]; +"504 /layer2/layer2.1/conv1/Conv/WithoutBiases/fq_weights_1" -> "61 /layer2/layer2.1/conv1/Conv/WithoutBiases" [label="[128, 512, 1, 1]", style=solid]; +"505 Constant_61941" -> "504 /layer2/layer2.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"506 Constant_61940" -> "504 /layer2/layer2.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"507 Constant_61939" -> "504 /layer2/layer2.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"508 Constant_61938" -> "504 /layer2/layer2.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"509 onnx^^Conv_542" -> "504 /layer2/layer2.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 512, 1, 1]", style=solid]; +"510 Reshape_445" -> "110 /layer2/layer2.2/conv3/Conv" [label="[1, 512, 1, 1]", style=solid]; +"511 /layer2/layer2.2/conv3/Conv/WithoutBiases/fq_weights_1" -> "106 /layer2/layer2.2/conv3/Conv/WithoutBiases" [label="[512, 128, 1, 1]", style=solid]; +"512 Constant_61996" -> "511 /layer2/layer2.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"513 Constant_61995" -> "511 /layer2/layer2.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"514 Constant_61994" -> "511 /layer2/layer2.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"515 Constant_61993" -> "511 /layer2/layer2.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"516 onnx^^Conv_557" -> "511 /layer2/layer2.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 128, 1, 1]", style=solid]; +"517 Constant_61991" -> "102 /layer2/layer2.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"518 Constant_61990" -> "102 /layer2/layer2.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"519 Constant_61989" -> "102 /layer2/layer2.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"520 Constant_61988" -> "102 /layer2/layer2.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"521 Reshape_429" -> "92 /layer2/layer2.2/conv2/Conv" [label="[1, 128, 1, 1]", style=solid]; +"522 /layer2/layer2.2/conv2/Conv/WithoutBiases/fq_weights_1" -> "88 /layer2/layer2.2/conv2/Conv/WithoutBiases" [label="[128, 128, 3, 3]", style=solid]; +"523 Constant_61986" -> "522 /layer2/layer2.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"524 Constant_61985" -> "522 /layer2/layer2.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"525 Constant_61984" -> "522 /layer2/layer2.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"526 Constant_61983" -> "522 /layer2/layer2.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"527 onnx^^Conv_554" -> "522 /layer2/layer2.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 128, 3, 3]", style=solid]; +"528 Constant_61981" -> "84 /layer2/layer2.2/relu/Relu/fq_output_0" [label="[]", style=solid]; +"529 Constant_61980" -> "84 /layer2/layer2.2/relu/Relu/fq_output_0" [label="[]", style=solid]; +"530 Constant_61979" -> "84 /layer2/layer2.2/relu/Relu/fq_output_0" [label="[]", style=solid]; +"531 Constant_61978" -> "84 /layer2/layer2.2/relu/Relu/fq_output_0" [label="[]", style=solid]; +"532 Reshape_413" -> "76 /layer2/layer2.2/conv1/Conv" [label="[1, 128, 1, 1]", style=solid]; +"533 /layer2/layer2.2/conv1/Conv/WithoutBiases/fq_weights_1" -> "72 /layer2/layer2.2/conv1/Conv/WithoutBiases" [label="[128, 512, 1, 1]", style=solid]; +"534 Constant_61976" -> "533 /layer2/layer2.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"535 Constant_61975" -> "533 /layer2/layer2.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"536 Constant_61974" -> "533 /layer2/layer2.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"537 Constant_61973" -> "533 /layer2/layer2.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"538 onnx^^Conv_551" -> "533 /layer2/layer2.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 512, 1, 1]", style=solid]; +"539 Reshape_494" -> "121 /layer2/layer2.3/conv3/Conv" [label="[1, 512, 1, 1]", style=solid]; +"540 /layer2/layer2.3/conv3/Conv/WithoutBiases/fq_weights_1" -> "117 /layer2/layer2.3/conv3/Conv/WithoutBiases" [label="[512, 128, 1, 1]", style=solid]; +"541 Constant_62031" -> "540 /layer2/layer2.3/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"542 Constant_62030" -> "540 /layer2/layer2.3/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"543 Constant_62029" -> "540 /layer2/layer2.3/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"544 Constant_62028" -> "540 /layer2/layer2.3/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"545 onnx^^Conv_566" -> "540 /layer2/layer2.3/conv3/Conv/WithoutBiases/fq_weights_1" [label="[512, 128, 1, 1]", style=solid]; +"546 Constant_62026" -> "113 /layer2/layer2.3/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"547 Constant_62025" -> "113 /layer2/layer2.3/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"548 Constant_62024" -> "113 /layer2/layer2.3/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"549 Constant_62023" -> "113 /layer2/layer2.3/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"550 Reshape_478" -> "105 /layer2/layer2.3/conv2/Conv" [label="[1, 128, 1, 1]", style=solid]; +"551 /layer2/layer2.3/conv2/Conv/WithoutBiases/fq_weights_1" -> "101 /layer2/layer2.3/conv2/Conv/WithoutBiases" [label="[128, 128, 3, 3]", style=solid]; +"552 Constant_62021" -> "551 /layer2/layer2.3/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"553 Constant_62020" -> "551 /layer2/layer2.3/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"554 Constant_62019" -> "551 /layer2/layer2.3/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"555 Constant_62018" -> "551 /layer2/layer2.3/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"556 onnx^^Conv_563" -> "551 /layer2/layer2.3/conv2/Conv/WithoutBiases/fq_weights_1" [label="[128, 128, 3, 3]", style=solid]; +"557 Constant_62016" -> "96 /layer2/layer2.3/relu/Relu/fq_output_0" [label="[]", style=solid]; +"558 Constant_62015" -> "96 /layer2/layer2.3/relu/Relu/fq_output_0" [label="[]", style=solid]; +"559 Constant_62014" -> "96 /layer2/layer2.3/relu/Relu/fq_output_0" [label="[]", style=solid]; +"560 Constant_62013" -> "96 /layer2/layer2.3/relu/Relu/fq_output_0" [label="[]", style=solid]; +"561 Reshape_462" -> "87 /layer2/layer2.3/conv1/Conv" [label="[1, 128, 1, 1]", style=solid]; +"562 /layer2/layer2.3/conv1/Conv/WithoutBiases/fq_weights_1" -> "83 /layer2/layer2.3/conv1/Conv/WithoutBiases" [label="[128, 512, 1, 1]", style=solid]; +"563 Constant_62011" -> "562 /layer2/layer2.3/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"564 Constant_62010" -> "562 /layer2/layer2.3/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"565 Constant_62009" -> "562 /layer2/layer2.3/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"566 Constant_62008" -> "562 /layer2/layer2.3/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 1, 1, 1]", style=solid]; +"567 onnx^^Conv_560" -> "562 /layer2/layer2.3/conv1/Conv/WithoutBiases/fq_weights_1" [label="[128, 512, 1, 1]", style=solid]; +"568 Constant_62081" -> "133 /layer3/layer3.0/conv3/Conv/fq_output_0" [label="[]", style=solid]; +"569 Constant_62080" -> "133 /layer3/layer3.0/conv3/Conv/fq_output_0" [label="[]", style=solid]; +"570 Constant_62079" -> "133 /layer3/layer3.0/conv3/Conv/fq_output_0" [label="[]", style=solid]; +"571 Constant_62078" -> "133 /layer3/layer3.0/conv3/Conv/fq_output_0" [label="[]", style=solid]; +"572 Reshape_543" -> "129 /layer3/layer3.0/conv3/Conv" [label="[1, 1024, 1, 1]", style=solid]; +"573 /layer3/layer3.0/conv3/Conv/WithoutBiases/fq_weights_1" -> "125 /layer3/layer3.0/conv3/Conv/WithoutBiases" [label="[1024, 256, 1, 1]", style=solid]; +"574 Constant_62076" -> "573 /layer3/layer3.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"575 Constant_62075" -> "573 /layer3/layer3.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"576 Constant_62074" -> "573 /layer3/layer3.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"577 Constant_62073" -> "573 /layer3/layer3.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"578 onnx^^Conv_575" -> "573 /layer3/layer3.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 256, 1, 1]", style=solid]; +"579 Constant_62071" -> "122 /layer3/layer3.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"580 Constant_62070" -> "122 /layer3/layer3.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"581 Constant_62069" -> "122 /layer3/layer3.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"582 Constant_62068" -> "122 /layer3/layer3.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"583 Reshape_527" -> "114 /layer3/layer3.0/conv2/Conv" [label="[1, 256, 1, 1]", style=solid]; +"584 /layer3/layer3.0/conv2/Conv/WithoutBiases/fq_weights_1" -> "111 /layer3/layer3.0/conv2/Conv/WithoutBiases" [label="[256, 256, 3, 3]", style=solid]; +"585 Constant_62066" -> "584 /layer3/layer3.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"586 Constant_62065" -> "584 /layer3/layer3.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"587 Constant_62064" -> "584 /layer3/layer3.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"588 Constant_62063" -> "584 /layer3/layer3.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"589 onnx^^Conv_572" -> "584 /layer3/layer3.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 256, 3, 3]", style=solid]; +"590 Constant_62061" -> "107 /layer3/layer3.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"591 Constant_62060" -> "107 /layer3/layer3.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"592 Constant_62059" -> "107 /layer3/layer3.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"593 Constant_62058" -> "107 /layer3/layer3.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"594 Reshape_511" -> "99 /layer3/layer3.0/conv1/Conv" [label="[1, 256, 1, 1]", style=solid]; +"595 /layer3/layer3.0/conv1/Conv/WithoutBiases/fq_weights_1" -> "94 /layer3/layer3.0/conv1/Conv/WithoutBiases" [label="[256, 512, 1, 1]", style=solid]; +"596 Constant_62056" -> "595 /layer3/layer3.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"597 Constant_62055" -> "595 /layer3/layer3.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"598 Constant_62054" -> "595 /layer3/layer3.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"599 Constant_62053" -> "595 /layer3/layer3.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"600 onnx^^Conv_569" -> "595 /layer3/layer3.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 512, 1, 1]", style=solid]; +"601 Reshape_607" -> "153 /layer3/layer3.1/conv3/Conv" [label="[1, 1024, 1, 1]", style=solid]; +"602 /layer3/layer3.1/conv3/Conv/WithoutBiases/fq_weights_1" -> "148 /layer3/layer3.1/conv3/Conv/WithoutBiases" [label="[1024, 256, 1, 1]", style=solid]; +"603 Constant_62111" -> "602 /layer3/layer3.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"604 Constant_62110" -> "602 /layer3/layer3.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"605 Constant_62109" -> "602 /layer3/layer3.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"606 Constant_62108" -> "602 /layer3/layer3.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"607 onnx^^Conv_587" -> "602 /layer3/layer3.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 256, 1, 1]", style=solid]; +"608 Constant_62106" -> "144 /layer3/layer3.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"609 Constant_62105" -> "144 /layer3/layer3.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"610 Constant_62104" -> "144 /layer3/layer3.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"611 Constant_62103" -> "144 /layer3/layer3.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"612 Reshape_591" -> "136 /layer3/layer3.1/conv2/Conv" [label="[1, 256, 1, 1]", style=solid]; +"613 /layer3/layer3.1/conv2/Conv/WithoutBiases/fq_weights_1" -> "132 /layer3/layer3.1/conv2/Conv/WithoutBiases" [label="[256, 256, 3, 3]", style=solid]; +"614 Constant_62101" -> "613 /layer3/layer3.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"615 Constant_62100" -> "613 /layer3/layer3.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"616 Constant_62099" -> "613 /layer3/layer3.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"617 Constant_62098" -> "613 /layer3/layer3.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"618 onnx^^Conv_584" -> "613 /layer3/layer3.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 256, 3, 3]", style=solid]; +"619 Constant_62096" -> "128 /layer3/layer3.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"620 Constant_62095" -> "128 /layer3/layer3.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"621 Constant_62094" -> "128 /layer3/layer3.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"622 Constant_62093" -> "128 /layer3/layer3.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"623 Reshape_575" -> "120 /layer3/layer3.1/conv1/Conv" [label="[1, 256, 1, 1]", style=solid]; +"624 /layer3/layer3.1/conv1/Conv/WithoutBiases/fq_weights_1" -> "116 /layer3/layer3.1/conv1/Conv/WithoutBiases" [label="[256, 1024, 1, 1]", style=solid]; +"625 Constant_62091" -> "624 /layer3/layer3.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"626 Constant_62090" -> "624 /layer3/layer3.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"627 Constant_62089" -> "624 /layer3/layer3.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"628 Constant_62088" -> "624 /layer3/layer3.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"629 onnx^^Conv_581" -> "624 /layer3/layer3.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1024, 1, 1]", style=solid]; +"630 Reshape_656" -> "166 /layer3/layer3.2/conv3/Conv" [label="[1, 1024, 1, 1]", style=solid]; +"631 /layer3/layer3.2/conv3/Conv/WithoutBiases/fq_weights_1" -> "161 /layer3/layer3.2/conv3/Conv/WithoutBiases" [label="[1024, 256, 1, 1]", style=solid]; +"632 Constant_62146" -> "631 /layer3/layer3.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"633 Constant_62145" -> "631 /layer3/layer3.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"634 Constant_62144" -> "631 /layer3/layer3.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"635 Constant_62143" -> "631 /layer3/layer3.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"636 onnx^^Conv_596" -> "631 /layer3/layer3.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 256, 1, 1]", style=solid]; +"637 Constant_62141" -> "157 /layer3/layer3.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"638 Constant_62140" -> "157 /layer3/layer3.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"639 Constant_62139" -> "157 /layer3/layer3.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"640 Constant_62138" -> "157 /layer3/layer3.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"641 Reshape_640" -> "147 /layer3/layer3.2/conv2/Conv" [label="[1, 256, 1, 1]", style=solid]; +"642 /layer3/layer3.2/conv2/Conv/WithoutBiases/fq_weights_1" -> "143 /layer3/layer3.2/conv2/Conv/WithoutBiases" [label="[256, 256, 3, 3]", style=solid]; +"643 Constant_62136" -> "642 /layer3/layer3.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"644 Constant_62135" -> "642 /layer3/layer3.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"645 Constant_62134" -> "642 /layer3/layer3.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"646 Constant_62133" -> "642 /layer3/layer3.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"647 onnx^^Conv_593" -> "642 /layer3/layer3.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 256, 3, 3]", style=solid]; +"648 Constant_62131" -> "139 /layer3/layer3.2/relu/Relu/fq_output_0" [label="[]", style=solid]; +"649 Constant_62130" -> "139 /layer3/layer3.2/relu/Relu/fq_output_0" [label="[]", style=solid]; +"650 Constant_62129" -> "139 /layer3/layer3.2/relu/Relu/fq_output_0" [label="[]", style=solid]; +"651 Constant_62128" -> "139 /layer3/layer3.2/relu/Relu/fq_output_0" [label="[]", style=solid]; +"652 Reshape_624" -> "131 /layer3/layer3.2/conv1/Conv" [label="[1, 256, 1, 1]", style=solid]; +"653 /layer3/layer3.2/conv1/Conv/WithoutBiases/fq_weights_1" -> "127 /layer3/layer3.2/conv1/Conv/WithoutBiases" [label="[256, 1024, 1, 1]", style=solid]; +"654 Constant_62126" -> "653 /layer3/layer3.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"655 Constant_62125" -> "653 /layer3/layer3.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"656 Constant_62124" -> "653 /layer3/layer3.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"657 Constant_62123" -> "653 /layer3/layer3.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"658 onnx^^Conv_590" -> "653 /layer3/layer3.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1024, 1, 1]", style=solid]; +"659 Reshape_705" -> "179 /layer3/layer3.3/conv3/Conv" [label="[1, 1024, 1, 1]", style=solid]; +"660 /layer3/layer3.3/conv3/Conv/WithoutBiases/fq_weights_1" -> "174 /layer3/layer3.3/conv3/Conv/WithoutBiases" [label="[1024, 256, 1, 1]", style=solid]; +"661 Constant_62181" -> "660 /layer3/layer3.3/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"662 Constant_62180" -> "660 /layer3/layer3.3/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"663 Constant_62179" -> "660 /layer3/layer3.3/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"664 Constant_62178" -> "660 /layer3/layer3.3/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"665 onnx^^Conv_605" -> "660 /layer3/layer3.3/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 256, 1, 1]", style=solid]; +"666 Constant_62176" -> "170 /layer3/layer3.3/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"667 Constant_62175" -> "170 /layer3/layer3.3/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"668 Constant_62174" -> "170 /layer3/layer3.3/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"669 Constant_62173" -> "170 /layer3/layer3.3/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"670 Reshape_689" -> "160 /layer3/layer3.3/conv2/Conv" [label="[1, 256, 1, 1]", style=solid]; +"671 /layer3/layer3.3/conv2/Conv/WithoutBiases/fq_weights_1" -> "156 /layer3/layer3.3/conv2/Conv/WithoutBiases" [label="[256, 256, 3, 3]", style=solid]; +"672 Constant_62171" -> "671 /layer3/layer3.3/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"673 Constant_62170" -> "671 /layer3/layer3.3/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"674 Constant_62169" -> "671 /layer3/layer3.3/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"675 Constant_62168" -> "671 /layer3/layer3.3/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"676 onnx^^Conv_602" -> "671 /layer3/layer3.3/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 256, 3, 3]", style=solid]; +"677 Constant_62166" -> "151 /layer3/layer3.3/relu/Relu/fq_output_0" [label="[]", style=solid]; +"678 Constant_62165" -> "151 /layer3/layer3.3/relu/Relu/fq_output_0" [label="[]", style=solid]; +"679 Constant_62164" -> "151 /layer3/layer3.3/relu/Relu/fq_output_0" [label="[]", style=solid]; +"680 Constant_62163" -> "151 /layer3/layer3.3/relu/Relu/fq_output_0" [label="[]", style=solid]; +"681 Reshape_673" -> "142 /layer3/layer3.3/conv1/Conv" [label="[1, 256, 1, 1]", style=solid]; +"682 /layer3/layer3.3/conv1/Conv/WithoutBiases/fq_weights_1" -> "138 /layer3/layer3.3/conv1/Conv/WithoutBiases" [label="[256, 1024, 1, 1]", style=solid]; +"683 Constant_62161" -> "682 /layer3/layer3.3/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"684 Constant_62160" -> "682 /layer3/layer3.3/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"685 Constant_62159" -> "682 /layer3/layer3.3/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"686 Constant_62158" -> "682 /layer3/layer3.3/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"687 onnx^^Conv_599" -> "682 /layer3/layer3.3/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1024, 1, 1]", style=solid]; +"688 Reshape_754" -> "191 /layer3/layer3.4/conv3/Conv" [label="[1, 1024, 1, 1]", style=solid]; +"689 /layer3/layer3.4/conv3/Conv/WithoutBiases/fq_weights_1" -> "187 /layer3/layer3.4/conv3/Conv/WithoutBiases" [label="[1024, 256, 1, 1]", style=solid]; +"690 Constant_62216" -> "689 /layer3/layer3.4/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"691 Constant_62215" -> "689 /layer3/layer3.4/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"692 Constant_62214" -> "689 /layer3/layer3.4/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"693 Constant_62213" -> "689 /layer3/layer3.4/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"694 onnx^^Conv_614" -> "689 /layer3/layer3.4/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 256, 1, 1]", style=solid]; +"695 Constant_62211" -> "183 /layer3/layer3.4/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"696 Constant_62210" -> "183 /layer3/layer3.4/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"697 Constant_62209" -> "183 /layer3/layer3.4/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"698 Constant_62208" -> "183 /layer3/layer3.4/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"699 Reshape_738" -> "173 /layer3/layer3.4/conv2/Conv" [label="[1, 256, 1, 1]", style=solid]; +"700 /layer3/layer3.4/conv2/Conv/WithoutBiases/fq_weights_1" -> "169 /layer3/layer3.4/conv2/Conv/WithoutBiases" [label="[256, 256, 3, 3]", style=solid]; +"701 Constant_62206" -> "700 /layer3/layer3.4/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"702 Constant_62205" -> "700 /layer3/layer3.4/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"703 Constant_62204" -> "700 /layer3/layer3.4/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"704 Constant_62203" -> "700 /layer3/layer3.4/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"705 onnx^^Conv_611" -> "700 /layer3/layer3.4/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 256, 3, 3]", style=solid]; +"706 Constant_62201" -> "164 /layer3/layer3.4/relu/Relu/fq_output_0" [label="[]", style=solid]; +"707 Constant_62200" -> "164 /layer3/layer3.4/relu/Relu/fq_output_0" [label="[]", style=solid]; +"708 Constant_62199" -> "164 /layer3/layer3.4/relu/Relu/fq_output_0" [label="[]", style=solid]; +"709 Constant_62198" -> "164 /layer3/layer3.4/relu/Relu/fq_output_0" [label="[]", style=solid]; +"710 Reshape_722" -> "155 /layer3/layer3.4/conv1/Conv" [label="[1, 256, 1, 1]", style=solid]; +"711 /layer3/layer3.4/conv1/Conv/WithoutBiases/fq_weights_1" -> "150 /layer3/layer3.4/conv1/Conv/WithoutBiases" [label="[256, 1024, 1, 1]", style=solid]; +"712 Constant_62196" -> "711 /layer3/layer3.4/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"713 Constant_62195" -> "711 /layer3/layer3.4/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"714 Constant_62194" -> "711 /layer3/layer3.4/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"715 Constant_62193" -> "711 /layer3/layer3.4/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"716 onnx^^Conv_608" -> "711 /layer3/layer3.4/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1024, 1, 1]", style=solid]; +"717 Reshape_803" -> "202 /layer3/layer3.5/conv3/Conv" [label="[1, 1024, 1, 1]", style=solid]; +"718 /layer3/layer3.5/conv3/Conv/WithoutBiases/fq_weights_1" -> "198 /layer3/layer3.5/conv3/Conv/WithoutBiases" [label="[1024, 256, 1, 1]", style=solid]; +"719 Constant_62251" -> "718 /layer3/layer3.5/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"720 Constant_62250" -> "718 /layer3/layer3.5/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"721 Constant_62249" -> "718 /layer3/layer3.5/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"722 Constant_62248" -> "718 /layer3/layer3.5/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 1, 1, 1]", style=solid]; +"723 onnx^^Conv_623" -> "718 /layer3/layer3.5/conv3/Conv/WithoutBiases/fq_weights_1" [label="[1024, 256, 1, 1]", style=solid]; +"724 Constant_62246" -> "194 /layer3/layer3.5/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"725 Constant_62245" -> "194 /layer3/layer3.5/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"726 Constant_62244" -> "194 /layer3/layer3.5/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"727 Constant_62243" -> "194 /layer3/layer3.5/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"728 Reshape_787" -> "186 /layer3/layer3.5/conv2/Conv" [label="[1, 256, 1, 1]", style=solid]; +"729 /layer3/layer3.5/conv2/Conv/WithoutBiases/fq_weights_1" -> "182 /layer3/layer3.5/conv2/Conv/WithoutBiases" [label="[256, 256, 3, 3]", style=solid]; +"730 Constant_62241" -> "729 /layer3/layer3.5/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"731 Constant_62240" -> "729 /layer3/layer3.5/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"732 Constant_62239" -> "729 /layer3/layer3.5/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"733 Constant_62238" -> "729 /layer3/layer3.5/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"734 onnx^^Conv_620" -> "729 /layer3/layer3.5/conv2/Conv/WithoutBiases/fq_weights_1" [label="[256, 256, 3, 3]", style=solid]; +"735 Constant_62236" -> "177 /layer3/layer3.5/relu/Relu/fq_output_0" [label="[]", style=solid]; +"736 Constant_62235" -> "177 /layer3/layer3.5/relu/Relu/fq_output_0" [label="[]", style=solid]; +"737 Constant_62234" -> "177 /layer3/layer3.5/relu/Relu/fq_output_0" [label="[]", style=solid]; +"738 Constant_62233" -> "177 /layer3/layer3.5/relu/Relu/fq_output_0" [label="[]", style=solid]; +"739 Reshape_771" -> "168 /layer3/layer3.5/conv1/Conv" [label="[1, 256, 1, 1]", style=solid]; +"740 /layer3/layer3.5/conv1/Conv/WithoutBiases/fq_weights_1" -> "163 /layer3/layer3.5/conv1/Conv/WithoutBiases" [label="[256, 1024, 1, 1]", style=solid]; +"741 Constant_62231" -> "740 /layer3/layer3.5/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"742 Constant_62230" -> "740 /layer3/layer3.5/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"743 Constant_62229" -> "740 /layer3/layer3.5/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"744 Constant_62228" -> "740 /layer3/layer3.5/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1, 1, 1]", style=solid]; +"745 onnx^^Conv_617" -> "740 /layer3/layer3.5/conv1/Conv/WithoutBiases/fq_weights_1" [label="[256, 1024, 1, 1]", style=solid]; +"746 Constant_62301" -> "214 /layer4/layer4.0/conv3/Conv/fq_output_0" [label="[]", style=solid]; +"747 Constant_62300" -> "214 /layer4/layer4.0/conv3/Conv/fq_output_0" [label="[]", style=solid]; +"748 Constant_62299" -> "214 /layer4/layer4.0/conv3/Conv/fq_output_0" [label="[]", style=solid]; +"749 Constant_62298" -> "214 /layer4/layer4.0/conv3/Conv/fq_output_0" [label="[]", style=solid]; +"750 Reshape_852" -> "210 /layer4/layer4.0/conv3/Conv" [label="[1, 2048, 1, 1]", style=solid]; +"751 /layer4/layer4.0/conv3/Conv/WithoutBiases/fq_weights_1" -> "206 /layer4/layer4.0/conv3/Conv/WithoutBiases" [label="[2048, 512, 1, 1]", style=solid]; +"752 Constant_62296" -> "751 /layer4/layer4.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; +"753 Constant_62295" -> "751 /layer4/layer4.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; +"754 Constant_62294" -> "751 /layer4/layer4.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; +"755 Constant_62293" -> "751 /layer4/layer4.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; +"756 onnx^^Conv_632" -> "751 /layer4/layer4.0/conv3/Conv/WithoutBiases/fq_weights_1" [label="[2048, 512, 1, 1]", style=solid]; +"757 Constant_62291" -> "203 /layer4/layer4.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"758 Constant_62290" -> "203 /layer4/layer4.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"759 Constant_62289" -> "203 /layer4/layer4.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"760 Constant_62288" -> "203 /layer4/layer4.0/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"761 Reshape_836" -> "195 /layer4/layer4.0/conv2/Conv" [label="[1, 512, 1, 1]", style=solid]; +"762 /layer4/layer4.0/conv2/Conv/WithoutBiases/fq_weights_1" -> "192 /layer4/layer4.0/conv2/Conv/WithoutBiases" [label="[512, 512, 3, 3]", style=solid]; +"763 Constant_62286" -> "762 /layer4/layer4.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"764 Constant_62285" -> "762 /layer4/layer4.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"765 Constant_62284" -> "762 /layer4/layer4.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"766 Constant_62283" -> "762 /layer4/layer4.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"767 onnx^^Conv_629" -> "762 /layer4/layer4.0/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 512, 3, 3]", style=solid]; +"768 Constant_62281" -> "188 /layer4/layer4.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"769 Constant_62280" -> "188 /layer4/layer4.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"770 Constant_62279" -> "188 /layer4/layer4.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"771 Constant_62278" -> "188 /layer4/layer4.0/relu/Relu/fq_output_0" [label="[]", style=solid]; +"772 Reshape_820" -> "180 /layer4/layer4.0/conv1/Conv" [label="[1, 512, 1, 1]", style=solid]; +"773 /layer4/layer4.0/conv1/Conv/WithoutBiases/fq_weights_1" -> "175 /layer4/layer4.0/conv1/Conv/WithoutBiases" [label="[512, 1024, 1, 1]", style=solid]; +"774 Constant_62276" -> "773 /layer4/layer4.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"775 Constant_62275" -> "773 /layer4/layer4.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"776 Constant_62274" -> "773 /layer4/layer4.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"777 Constant_62273" -> "773 /layer4/layer4.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"778 onnx^^Conv_626" -> "773 /layer4/layer4.0/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1024, 1, 1]", style=solid]; +"779 Reshape_916" -> "229 /layer4/layer4.1/conv3/Conv" [label="[1, 2048, 1, 1]", style=solid]; +"780 /layer4/layer4.1/conv3/Conv/WithoutBiases/fq_weights_1" -> "226 /layer4/layer4.1/conv3/Conv/WithoutBiases" [label="[2048, 512, 1, 1]", style=solid]; +"781 Constant_62331" -> "780 /layer4/layer4.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; +"782 Constant_62330" -> "780 /layer4/layer4.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; +"783 Constant_62329" -> "780 /layer4/layer4.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; +"784 Constant_62328" -> "780 /layer4/layer4.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; +"785 onnx^^Conv_644" -> "780 /layer4/layer4.1/conv3/Conv/WithoutBiases/fq_weights_1" [label="[2048, 512, 1, 1]", style=solid]; +"786 Constant_62326" -> "223 /layer4/layer4.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"787 Constant_62325" -> "223 /layer4/layer4.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"788 Constant_62324" -> "223 /layer4/layer4.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"789 Constant_62323" -> "223 /layer4/layer4.1/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"790 Reshape_900" -> "217 /layer4/layer4.1/conv2/Conv" [label="[1, 512, 1, 1]", style=solid]; +"791 /layer4/layer4.1/conv2/Conv/WithoutBiases/fq_weights_1" -> "213 /layer4/layer4.1/conv2/Conv/WithoutBiases" [label="[512, 512, 3, 3]", style=solid]; +"792 Constant_62321" -> "791 /layer4/layer4.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"793 Constant_62320" -> "791 /layer4/layer4.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"794 Constant_62319" -> "791 /layer4/layer4.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"795 Constant_62318" -> "791 /layer4/layer4.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"796 onnx^^Conv_641" -> "791 /layer4/layer4.1/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 512, 3, 3]", style=solid]; +"797 Constant_62316" -> "209 /layer4/layer4.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"798 Constant_62315" -> "209 /layer4/layer4.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"799 Constant_62314" -> "209 /layer4/layer4.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"800 Constant_62313" -> "209 /layer4/layer4.1/relu/Relu/fq_output_0" [label="[]", style=solid]; +"801 Reshape_884" -> "201 /layer4/layer4.1/conv1/Conv" [label="[1, 512, 1, 1]", style=solid]; +"802 /layer4/layer4.1/conv1/Conv/WithoutBiases/fq_weights_1" -> "197 /layer4/layer4.1/conv1/Conv/WithoutBiases" [label="[512, 2048, 1, 1]", style=solid]; +"803 Constant_62311" -> "802 /layer4/layer4.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"804 Constant_62310" -> "802 /layer4/layer4.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"805 Constant_62309" -> "802 /layer4/layer4.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"806 Constant_62308" -> "802 /layer4/layer4.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"807 onnx^^Conv_638" -> "802 /layer4/layer4.1/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 2048, 1, 1]", style=solid]; +"808 Reshape_965" -> "234 /layer4/layer4.2/conv3/Conv" [label="[1, 2048, 1, 1]", style=solid]; +"809 /layer4/layer4.2/conv3/Conv/WithoutBiases/fq_weights_1" -> "233 /layer4/layer4.2/conv3/Conv/WithoutBiases" [label="[2048, 512, 1, 1]", style=solid]; +"810 Constant_62366" -> "809 /layer4/layer4.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; +"811 Constant_62365" -> "809 /layer4/layer4.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; +"812 Constant_62364" -> "809 /layer4/layer4.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; +"813 Constant_62363" -> "809 /layer4/layer4.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[2048, 1, 1, 1]", style=solid]; +"814 onnx^^Conv_653" -> "809 /layer4/layer4.2/conv3/Conv/WithoutBiases/fq_weights_1" [label="[2048, 512, 1, 1]", style=solid]; +"815 Constant_62361" -> "231 /layer4/layer4.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"816 Constant_62360" -> "231 /layer4/layer4.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"817 Constant_62359" -> "231 /layer4/layer4.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"818 Constant_62358" -> "231 /layer4/layer4.2/relu_1/Relu/fq_output_0" [label="[]", style=solid]; +"819 Reshape_949" -> "225 /layer4/layer4.2/conv2/Conv" [label="[1, 512, 1, 1]", style=solid]; +"820 /layer4/layer4.2/conv2/Conv/WithoutBiases/fq_weights_1" -> "222 /layer4/layer4.2/conv2/Conv/WithoutBiases" [label="[512, 512, 3, 3]", style=solid]; +"821 Constant_62356" -> "820 /layer4/layer4.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"822 Constant_62355" -> "820 /layer4/layer4.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"823 Constant_62354" -> "820 /layer4/layer4.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"824 Constant_62353" -> "820 /layer4/layer4.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"825 onnx^^Conv_650" -> "820 /layer4/layer4.2/conv2/Conv/WithoutBiases/fq_weights_1" [label="[512, 512, 3, 3]", style=solid]; +"826 Constant_62351" -> "219 /layer4/layer4.2/relu/Relu/fq_output_0" [label="[]", style=solid]; +"827 Constant_62350" -> "219 /layer4/layer4.2/relu/Relu/fq_output_0" [label="[]", style=solid]; +"828 Constant_62349" -> "219 /layer4/layer4.2/relu/Relu/fq_output_0" [label="[]", style=solid]; +"829 Constant_62348" -> "219 /layer4/layer4.2/relu/Relu/fq_output_0" [label="[]", style=solid]; +"830 Reshape_933" -> "212 /layer4/layer4.2/conv1/Conv" [label="[1, 512, 1, 1]", style=solid]; +"831 /layer4/layer4.2/conv1/Conv/WithoutBiases/fq_weights_1" -> "208 /layer4/layer4.2/conv1/Conv/WithoutBiases" [label="[512, 2048, 1, 1]", style=solid]; +"832 Constant_62346" -> "831 /layer4/layer4.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"833 Constant_62345" -> "831 /layer4/layer4.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"834 Constant_62344" -> "831 /layer4/layer4.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"835 Constant_62343" -> "831 /layer4/layer4.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 1, 1, 1]", style=solid]; +"836 onnx^^Conv_647" -> "831 /layer4/layer4.2/conv1/Conv/WithoutBiases/fq_weights_1" [label="[512, 2048, 1, 1]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/swin-tiny-patch4-window7-224_performance_transformer.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/swin-tiny-patch4-window7-224_performance_transformer.dot deleted file mode 120000 index 65e8723ba3b..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/quantized/swin-tiny-patch4-window7-224_performance_transformer.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/quantized/swin-tiny-patch4-window7-224_performance_transformer.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/swin-tiny-patch4-window7-224_performance_transformer.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/swin-tiny-patch4-window7-224_performance_transformer.dot new file mode 100644 index 00000000000..ccdd526e94d --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/swin-tiny-patch4-window7-224_performance_transformer.dot @@ -0,0 +1,3842 @@ +strict digraph { +"0 input" [id=0, type=Parameter]; +"1 Multiply_6579" [id=1, 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Constant_27467" [id=1321, type=Constant]; +"1322 Constant_27466" [id=1322, type=Constant]; +"1323 Constant_7315" [id=1323, type=Constant]; +"1324 Constant_7314" [id=1324, type=Constant]; +"1325 Constant_691" [id=1325, type=Constant]; +"1326 /layers/layers.1/blocks.0/mlp/fc2/MatMul/fq_weights_1" [id=1326, type=FakeQuantize]; +"1327 Constant_27649" [id=1327, type=Constant]; +"1328 Constant_27648" [id=1328, type=Constant]; +"1329 Constant_27647" [id=1329, type=Constant]; +"1330 Constant_27646" [id=1330, type=Constant]; +"1331 Transpose_6405" [id=1331, type=Constant]; +"1332 Constant_27644" [id=1332, type=Constant]; +"1333 Constant_27643" [id=1333, type=Constant]; +"1334 Constant_27642" [id=1334, type=Constant]; +"1335 Constant_27641" [id=1335, type=Constant]; +"1336 /layers/layers.1/blocks.0/mlp/fc1/MatMul/fq_weights_1" [id=1336, type=FakeQuantize]; +"1337 Constant_27639" [id=1337, type=Constant]; +"1338 Constant_27638" [id=1338, type=Constant]; +"1339 Constant_27637" [id=1339, type=Constant]; +"1340 Constant_27636" [id=1340, type=Constant]; +"1341 Transpose_6401" [id=1341, type=Constant]; +"1342 Constant_27634" [id=1342, type=Constant]; +"1343 Constant_27633" [id=1343, type=Constant]; +"1344 Constant_27632" [id=1344, type=Constant]; +"1345 Constant_27631" [id=1345, type=Constant]; +"1346 Constant_7311" [id=1346, type=Constant]; +"1347 Constant_7310" [id=1347, type=Constant]; +"1348 Constant_665" [id=1348, type=Constant]; +"1349 /layers/layers.1/blocks.0/Constant_7" [id=1349, type=Constant]; +"1350 /layers/layers.1/blocks.0/Constant_6" [id=1350, type=Constant]; +"1351 Constant_654" [id=1351, type=Constant]; +"1352 /layers/layers.1/blocks.0/Constant_5" [id=1352, type=Constant]; +"1353 /layers/layers.1/blocks.0/Constant_4" [id=1353, type=Constant]; +"1354 /layers/layers.1/blocks.0/attn/proj/MatMul/fq_weights_1" [id=1354, type=FakeQuantize]; +"1355 Constant_27629" [id=1355, type=Constant]; +"1356 Constant_27628" [id=1356, type=Constant]; +"1357 Constant_27627" 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Constant_27592" [id=1394, type=Constant]; +"1395 Constant_27591" [id=1395, type=Constant]; +"1396 Constant_7304" [id=1396, type=Constant]; +"1397 Constant_7303" [id=1397, type=Constant]; +"1398 Constant_571" [id=1398, type=Constant]; +"1399 /layers/layers.0/downsample/Constant_25" [id=1399, type=Constant]; +"1400 Constant_5223" [id=1400, type=Constant]; +"1401 Constant_5220" [id=1401, type=Constant]; +"1402 Constant_5217" [id=1402, type=Constant]; +"1403 Constant_5187" [id=1403, type=Constant]; +"1404 Constant_5184" [id=1404, type=Constant]; +"1405 Constant_5181" [id=1405, type=Constant]; +"1406 /layers/layers.0/downsample/Constant" [id=1406, type=Constant]; +"1407 /layers/layers.0/blocks.1/mlp/fc2/MatMul/fq_weights_1" [id=1407, type=FakeQuantize]; +"1408 Constant_27589" [id=1408, type=Constant]; +"1409 Constant_27588" [id=1409, type=Constant]; +"1410 Constant_27587" [id=1410, type=Constant]; +"1411 Constant_27586" [id=1411, type=Constant]; +"1412 Transpose_6386" [id=1412, type=Constant]; +"1413 Constant_27584" [id=1413, type=Constant]; +"1414 Constant_27583" [id=1414, type=Constant]; +"1415 Constant_27582" [id=1415, type=Constant]; +"1416 Constant_27581" [id=1416, type=Constant]; +"1417 /layers/layers.0/blocks.1/mlp/fc1/MatMul/fq_weights_1" [id=1417, type=FakeQuantize]; +"1418 Constant_27579" [id=1418, type=Constant]; +"1419 Constant_27578" [id=1419, type=Constant]; +"1420 Constant_27577" [id=1420, type=Constant]; +"1421 Constant_27576" [id=1421, type=Constant]; +"1422 Transpose_6382" [id=1422, type=Constant]; +"1423 Constant_27574" [id=1423, type=Constant]; +"1424 Constant_27573" [id=1424, type=Constant]; +"1425 Constant_27572" [id=1425, type=Constant]; +"1426 Constant_27571" [id=1426, type=Constant]; +"1427 Constant_7300" [id=1427, type=Constant]; +"1428 Constant_7299" [id=1428, type=Constant]; +"1429 Constant_506" [id=1429, type=Constant]; +"1430 /layers/layers.0/blocks.1/Constant_31" [id=1430, type=Constant]; +"1431 Constant_5151" [id=1431, type=Constant]; +"1432 Constant_5148" [id=1432, type=Constant]; +"1433 Constant_5145" [id=1433, type=Constant]; +"1434 Constant_5127" [id=1434, type=Constant]; +"1435 Constant_5124" [id=1435, type=Constant]; +"1436 Constant_5121" [id=1436, type=Constant]; +"1437 /layers/layers.0/blocks.1/Constant_18" [id=1437, type=Constant]; +"1438 Constant_453" [id=1438, type=Constant]; +"1439 /layers/layers.0/blocks.1/Constant_17" [id=1439, type=Constant]; +"1440 /layers/layers.0/blocks.1/Constant_16" [id=1440, type=Constant]; +"1441 /layers/layers.0/blocks.1/attn/proj/MatMul/fq_weights_1" [id=1441, type=FakeQuantize]; +"1442 Constant_27569" [id=1442, type=Constant]; +"1443 Constant_27568" [id=1443, type=Constant]; +"1444 Constant_27567" [id=1444, type=Constant]; +"1445 Constant_27566" [id=1445, type=Constant]; +"1446 Transpose_6378" [id=1446, type=Constant]; +"1447 /layers/layers.0/blocks.1/attn/Constant_4" [id=1447, type=Constant]; +"1448 Constant_437" [id=1448, type=Constant]; +"1449 Constant_27564" [id=1449, type=Constant]; +"1450 Constant_27563" [id=1450, type=Constant]; +"1451 Constant_27562" [id=1451, type=Constant]; +"1452 Constant_27561" [id=1452, type=Constant]; +"1453 Constant_418" [id=1453, type=Constant]; +"1454 Constant_412" [id=1454, type=Constant]; +"1455 /layers/layers.0/blocks.1/attn/Constant" [id=1455, type=Constant]; +"1456 /layers/layers.0/blocks.1/attn/qkv/MatMul/fq_weights_1" [id=1456, type=FakeQuantize]; +"1457 Constant_27549" [id=1457, type=Constant]; +"1458 Constant_27548" [id=1458, type=Constant]; +"1459 Constant_27547" [id=1459, type=Constant]; +"1460 Constant_27546" [id=1460, type=Constant]; +"1461 Transpose_6375" [id=1461, type=Constant]; +"1462 /layers/layers.0/blocks.1/Constant_15" [id=1462, type=Constant]; +"1463 /layers/layers.0/blocks.1/Constant_14" [id=1463, type=Constant]; +"1464 Constant_396" [id=1464, type=Constant]; +"1465 /layers/layers.0/blocks.1/Constant_13" [id=1465, type=Constant]; +"1466 Constant_5103" [id=1466, type=Constant]; +"1467 Constant_5100" [id=1467, type=Constant]; +"1468 Constant_5097" [id=1468, type=Constant]; +"1469 Constant_5079" [id=1469, type=Constant]; +"1470 Constant_5076" [id=1470, type=Constant]; +"1471 Constant_5073" [id=1471, type=Constant]; +"1472 /layers/layers.0/blocks.1/Constant" [id=1472, type=Constant]; +"1473 Constant_27464" [id=1473, type=Constant]; +"1474 Constant_27463" [id=1474, type=Constant]; +"1475 Constant_27462" [id=1475, type=Constant]; +"1476 Constant_27461" [id=1476, type=Constant]; +"1477 Constant_7295" [id=1477, type=Constant]; +"1478 Constant_7294" [id=1478, type=Constant]; +"1479 Constant_333" [id=1479, type=Constant]; +"1480 /layers/layers.0/blocks.0/mlp/fc2/MatMul/fq_weights_1" [id=1480, type=FakeQuantize]; +"1481 Constant_27544" [id=1481, type=Constant]; +"1482 Constant_27543" [id=1482, type=Constant]; +"1483 Constant_27542" [id=1483, type=Constant]; +"1484 Constant_27541" [id=1484, type=Constant]; +"1485 Transpose_6371" [id=1485, type=Constant]; 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type=Constant]; +"1540 Constant_7284" [id=1540, type=Constant]; +"1541 Constant_7283" [id=1541, type=Constant]; +"1542 Constant_213" [id=1542, type=Constant]; +"1543 Constant_211" [id=1543, type=Constant]; +"1544 /patch_embed/Constant_4" [id=1544, type=Constant]; +"1545 Broadcast_201" [id=1545, type=Constant]; +"1546 /patch_embed/Constant_3" [id=1546, type=Constant]; +"1547 /patch_embed/Constant_2" [id=1547, type=Constant]; +"1548 Reshape_190" [id=1548, type=Constant]; +"1549 /patch_embed/proj/Conv/WithoutBiases/fq_weights_1" [id=1549, type=FakeQuantize]; +"1550 Constant_27494" [id=1550, type=Constant]; +"1551 Constant_27493" [id=1551, type=Constant]; +"1552 Constant_27492" [id=1552, type=Constant]; +"1553 Constant_27491" [id=1553, type=Constant]; +"1554 Gather_7282" [id=1554, type=Constant]; +"1555 Constant_27489" [id=1555, type=Constant]; +"1556 Constant_27488" [id=1556, type=Constant]; +"1557 Constant_27487" [id=1557, type=Constant]; +"1558 Constant_27486" [id=1558, type=Constant]; 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type=Constant]; +"1597 Constant_27557" [id=1597, type=Constant]; +"1598 Constant_27556" [id=1598, type=Constant]; +"1599 Constant_7297" [id=1599, type=Constant]; +"1600 Constant_414" [id=1600, type=Constant]; +"1601 Constant_7298" [id=1601, type=Constant]; +"1602 Constant_5115" [id=1602, type=Constant]; +"1603 Constant_5112" [id=1603, type=Constant]; +"1604 Constant_5109" [id=1604, type=Constant]; +"1605 Constant_5139" [id=1605, type=Constant]; +"1606 Constant_5136" [id=1606, type=Constant]; +"1607 Constant_5133" [id=1607, type=Constant]; +"1608 Constant_7301" [id=1608, type=Constant]; +"1609 Constant_7302" [id=1609, type=Constant]; +"1610 Constant_5211" [id=1610, type=Constant]; +"1611 Constant_5208" [id=1611, type=Constant]; +"1612 Constant_5205" [id=1612, type=Constant]; +"1613 Constant_5163" [id=1613, type=Constant]; +"1614 Constant_5160" [id=1614, type=Constant]; +"1615 Constant_5157" [id=1615, type=Constant]; +"1616 Constant_5199" [id=1616, type=Constant]; +"1617 Constant_5196" [id=1617, type=Constant]; +"1618 Constant_5193" [id=1618, type=Constant]; +"1619 Constant_5175" [id=1619, type=Constant]; +"1620 Constant_5172" [id=1620, type=Constant]; +"1621 Constant_5169" [id=1621, type=Constant]; +"1622 Constant_7307" [id=1622, type=Constant]; +"1623 onnx^^Add_2389" [id=1623, label="1623 onnx::Add_2389", type=Constant]; +"1624 Constant_626" [id=1624, type=Constant]; +"1625 Constant_27614" [id=1625, type=Constant]; +"1626 Constant_27613" [id=1626, type=Constant]; +"1627 Constant_27612" [id=1627, type=Constant]; +"1628 Constant_27611" [id=1628, type=Constant]; +"1629 Constant_27619" [id=1629, type=Constant]; +"1630 Constant_27618" [id=1630, type=Constant]; +"1631 Constant_27617" [id=1631, type=Constant]; +"1632 Constant_27616" [id=1632, type=Constant]; +"1633 Constant_7308" [id=1633, type=Constant]; +"1634 Constant_624" [id=1634, type=Constant]; +"1635 Constant_7309" [id=1635, type=Constant]; +"1636 Constant_7312" [id=1636, type=Constant]; +"1637 Constant_7313" [id=1637, type=Constant]; +"1638 Constant_5235" [id=1638, type=Constant]; +"1639 Constant_5232" [id=1639, type=Constant]; +"1640 Constant_5229" [id=1640, type=Constant]; +"1641 Constant_5259" [id=1641, type=Constant]; +"1642 Constant_5256" [id=1642, type=Constant]; +"1643 Constant_5253" [id=1643, type=Constant]; +"1644 Constant_7316" [id=1644, type=Constant]; +"1645 /layers/layers.1/blocks.1/attn/Constant_3" [id=1645, type=Constant]; +"1646 onnx^^Add_2446" [id=1646, label="1646 onnx::Add_2446", type=Constant]; +"1647 /layers/layers.1/blocks.1/attn/Constant_2" [id=1647, type=Constant]; +"1648 onnx^^Add_2438" [id=1648, label="1648 onnx::Add_2438", type=Constant]; +"1649 Constant_774" [id=1649, type=Constant]; +"1650 Constant_27659" [id=1650, type=Constant]; +"1651 Constant_27658" [id=1651, type=Constant]; +"1652 Constant_27657" [id=1652, type=Constant]; +"1653 Constant_27656" [id=1653, type=Constant]; +"1654 Constant_27664" [id=1654, type=Constant]; +"1655 Constant_27663" [id=1655, type=Constant]; +"1656 Constant_27662" [id=1656, type=Constant]; +"1657 Constant_27661" [id=1657, type=Constant]; +"1658 Constant_7317" [id=1658, type=Constant]; +"1659 Constant_772" [id=1659, type=Constant]; +"1660 Constant_7318" [id=1660, type=Constant]; +"1661 Constant_5283" [id=1661, type=Constant]; +"1662 Constant_5280" [id=1662, type=Constant]; +"1663 Constant_5277" [id=1663, type=Constant]; +"1664 Constant_5307" [id=1664, type=Constant]; +"1665 Constant_5304" [id=1665, type=Constant]; +"1666 Constant_5301" [id=1666, type=Constant]; +"1667 Constant_7321" [id=1667, type=Constant]; +"1668 Constant_7322" [id=1668, type=Constant]; +"1669 Constant_5379" [id=1669, type=Constant]; +"1670 Constant_5376" [id=1670, type=Constant]; +"1671 Constant_5373" [id=1671, type=Constant]; +"1672 Constant_5331" [id=1672, type=Constant]; +"1673 Constant_5328" [id=1673, type=Constant]; +"1674 Constant_5325" [id=1674, type=Constant]; +"1675 Constant_5367" [id=1675, type=Constant]; +"1676 Constant_5364" [id=1676, type=Constant]; +"1677 Constant_5361" [id=1677, type=Constant]; +"1678 Constant_5343" [id=1678, type=Constant]; +"1679 Constant_5340" [id=1679, type=Constant]; +"1680 Constant_5337" [id=1680, type=Constant]; +"1681 Constant_7327" [id=1681, type=Constant]; +"1682 onnx^^Add_2534" [id=1682, label="1682 onnx::Add_2534", type=Constant]; +"1683 Constant_984" [id=1683, type=Constant]; +"1684 Constant_27719" [id=1684, type=Constant]; +"1685 Constant_27718" [id=1685, type=Constant]; +"1686 Constant_27717" [id=1686, type=Constant]; +"1687 Constant_27716" [id=1687, type=Constant]; +"1688 Constant_27724" [id=1688, type=Constant]; +"1689 Constant_27723" [id=1689, type=Constant]; +"1690 Constant_27722" [id=1690, type=Constant]; +"1691 Constant_27721" [id=1691, type=Constant]; +"1692 Constant_7328" [id=1692, type=Constant]; +"1693 Constant_982" [id=1693, type=Constant]; +"1694 Constant_7329" [id=1694, type=Constant]; +"1695 Constant_7332" [id=1695, type=Constant]; +"1696 Constant_7333" [id=1696, type=Constant]; +"1697 Constant_5403" [id=1697, type=Constant]; +"1698 Constant_5400" [id=1698, type=Constant]; +"1699 Constant_5397" [id=1699, type=Constant]; +"1700 Constant_5427" [id=1700, type=Constant]; +"1701 Constant_5424" [id=1701, type=Constant]; +"1702 Constant_5421" [id=1702, type=Constant]; +"1703 Constant_7336" [id=1703, type=Constant]; +"1704 /layers/layers.2/blocks.1/attn/Constant_3" [id=1704, type=Constant]; +"1705 onnx^^Add_2702" [id=1705, label="1705 onnx::Add_2702", type=Constant]; +"1706 /layers/layers.2/blocks.1/attn/Constant_2" [id=1706, type=Constant]; +"1707 onnx^^Add_2583" [id=1707, label="1707 onnx::Add_2583", type=Constant]; +"1708 Constant_1132" [id=1708, type=Constant]; +"1709 Constant_27764" [id=1709, type=Constant]; +"1710 Constant_27763" [id=1710, type=Constant]; +"1711 Constant_27762" [id=1711, type=Constant]; +"1712 Constant_27761" [id=1712, type=Constant]; +"1713 Constant_27769" [id=1713, type=Constant]; +"1714 Constant_27768" [id=1714, type=Constant]; +"1715 Constant_27767" [id=1715, type=Constant]; +"1716 Constant_27766" [id=1716, type=Constant]; +"1717 Constant_7337" [id=1717, type=Constant]; +"1718 Constant_1130" [id=1718, type=Constant]; +"1719 Constant_7338" [id=1719, type=Constant]; +"1720 Constant_5451" [id=1720, type=Constant]; +"1721 Constant_5448" [id=1721, type=Constant]; +"1722 Constant_5445" [id=1722, type=Constant]; +"1723 Constant_5475" [id=1723, type=Constant]; +"1724 Constant_5472" [id=1724, type=Constant]; +"1725 Constant_5469" [id=1725, type=Constant]; +"1726 Constant_7341" [id=1726, type=Constant]; +"1727 Constant_7342" [id=1727, type=Constant]; +"1728 Constant_7345" [id=1728, type=Constant]; +"1729 onnx^^Add_2645" [id=1729, label="1729 onnx::Add_2645", type=Constant]; +"1730 Constant_1289" [id=1730, type=Constant]; +"1731 Constant_27814" [id=1731, type=Constant]; +"1732 Constant_27813" [id=1732, type=Constant]; +"1733 Constant_27812" [id=1733, type=Constant]; +"1734 Constant_27811" [id=1734, type=Constant]; +"1735 Constant_27819" [id=1735, type=Constant]; +"1736 Constant_27818" [id=1736, type=Constant]; +"1737 Constant_27817" [id=1737, type=Constant]; +"1738 Constant_27816" [id=1738, type=Constant]; +"1739 Constant_7346" [id=1739, type=Constant]; +"1740 Constant_1287" [id=1740, type=Constant]; +"1741 Constant_7347" [id=1741, type=Constant]; +"1742 Constant_7350" [id=1742, type=Constant]; +"1743 Constant_7351" [id=1743, type=Constant]; +"1744 Constant_5499" [id=1744, type=Constant]; +"1745 Constant_5496" [id=1745, type=Constant]; +"1746 Constant_5493" [id=1746, type=Constant]; +"1747 Constant_5523" [id=1747, type=Constant]; +"1748 Constant_5520" [id=1748, type=Constant]; +"1749 Constant_5517" [id=1749, type=Constant]; +"1750 Constant_7354" [id=1750, type=Constant]; +"1751 /layers/layers.2/blocks.3/attn/Constant_3" [id=1751, type=Constant]; +"1752 /layers/layers.2/blocks.3/attn/Constant_2" [id=1752, type=Constant]; +"1753 onnx^^Add_2694" [id=1753, label="1753 onnx::Add_2694", type=Constant]; +"1754 Constant_1437" [id=1754, type=Constant]; +"1755 Constant_27859" [id=1755, type=Constant]; +"1756 Constant_27858" [id=1756, type=Constant]; +"1757 Constant_27857" [id=1757, type=Constant]; +"1758 Constant_27856" [id=1758, type=Constant]; +"1759 Constant_27864" [id=1759, type=Constant]; +"1760 Constant_27863" [id=1760, type=Constant]; +"1761 Constant_27862" [id=1761, type=Constant]; +"1762 Constant_27861" [id=1762, type=Constant]; +"1763 Constant_7355" [id=1763, type=Constant]; +"1764 Constant_1435" [id=1764, type=Constant]; +"1765 Constant_7356" [id=1765, type=Constant]; +"1766 Constant_5547" [id=1766, type=Constant]; +"1767 Constant_5544" [id=1767, type=Constant]; +"1768 Constant_5541" [id=1768, type=Constant]; +"1769 Constant_5571" [id=1769, type=Constant]; +"1770 Constant_5568" [id=1770, type=Constant]; +"1771 Constant_5565" [id=1771, type=Constant]; +"1772 Constant_7359" [id=1772, type=Constant]; +"1773 Constant_7360" [id=1773, type=Constant]; +"1774 Constant_7363" [id=1774, type=Constant]; +"1775 onnx^^Add_2756" [id=1775, label="1775 onnx::Add_2756", type=Constant]; +"1776 Constant_1594" [id=1776, type=Constant]; +"1777 Constant_27909" [id=1777, type=Constant]; +"1778 Constant_27908" [id=1778, type=Constant]; +"1779 Constant_27907" [id=1779, type=Constant]; +"1780 Constant_27906" [id=1780, type=Constant]; +"1781 Constant_27914" [id=1781, type=Constant]; +"1782 Constant_27913" [id=1782, type=Constant]; +"1783 Constant_27912" [id=1783, type=Constant]; +"1784 Constant_27911" [id=1784, type=Constant]; +"1785 Constant_7364" [id=1785, type=Constant]; +"1786 Constant_1592" [id=1786, type=Constant]; +"1787 Constant_7365" [id=1787, type=Constant]; +"1788 Constant_7368" [id=1788, type=Constant]; +"1789 Constant_7369" [id=1789, type=Constant]; +"1790 Constant_5595" [id=1790, type=Constant]; +"1791 Constant_5592" [id=1791, type=Constant]; +"1792 Constant_5589" [id=1792, type=Constant]; +"1793 Constant_5619" [id=1793, type=Constant]; +"1794 Constant_5616" [id=1794, type=Constant]; +"1795 Constant_5613" [id=1795, type=Constant]; +"1796 Constant_7372" [id=1796, type=Constant]; +"1797 /layers/layers.2/blocks.5/attn/Constant_3" [id=1797, type=Constant]; +"1798 /layers/layers.2/blocks.5/attn/Constant_2" [id=1798, type=Constant]; +"1799 onnx^^Add_2805" [id=1799, label="1799 onnx::Add_2805", type=Constant]; +"1800 Constant_1742" [id=1800, type=Constant]; +"1801 Constant_27954" [id=1801, type=Constant]; +"1802 Constant_27953" [id=1802, type=Constant]; +"1803 Constant_27952" [id=1803, type=Constant]; +"1804 Constant_27951" [id=1804, type=Constant]; +"1805 Constant_27959" [id=1805, type=Constant]; +"1806 Constant_27958" [id=1806, type=Constant]; +"1807 Constant_27957" [id=1807, type=Constant]; +"1808 Constant_27956" [id=1808, type=Constant]; +"1809 Constant_7373" [id=1809, type=Constant]; +"1810 Constant_1740" [id=1810, type=Constant]; +"1811 Constant_7374" [id=1811, type=Constant]; +"1812 Constant_5643" [id=1812, type=Constant]; +"1813 Constant_5640" [id=1813, type=Constant]; +"1814 Constant_5637" [id=1814, type=Constant]; +"1815 Constant_5667" [id=1815, type=Constant]; +"1816 Constant_5664" [id=1816, type=Constant]; +"1817 Constant_5661" [id=1817, type=Constant]; +"1818 Constant_7377" [id=1818, type=Constant]; +"1819 Constant_7378" [id=1819, type=Constant]; +"1820 Constant_5739" [id=1820, type=Constant]; +"1821 Constant_5736" [id=1821, type=Constant]; +"1822 Constant_5733" [id=1822, type=Constant]; +"1823 Constant_5691" [id=1823, type=Constant]; +"1824 Constant_5688" [id=1824, type=Constant]; +"1825 Constant_5685" [id=1825, type=Constant]; +"1826 Constant_5727" [id=1826, type=Constant]; +"1827 Constant_5724" [id=1827, type=Constant]; +"1828 Constant_5721" [id=1828, type=Constant]; +"1829 Constant_5703" [id=1829, type=Constant]; +"1830 Constant_5700" [id=1830, type=Constant]; +"1831 Constant_5697" [id=1831, type=Constant]; +"1832 Constant_7383" [id=1832, type=Constant]; +"1833 onnx^^Add_2901" [id=1833, label="1833 onnx::Add_2901", type=Constant]; +"1834 Constant_1952" [id=1834, type=Constant]; +"1835 Constant_28014" [id=1835, type=Constant]; +"1836 Constant_28013" [id=1836, type=Constant]; +"1837 Constant_28012" [id=1837, type=Constant]; +"1838 Constant_28011" [id=1838, type=Constant]; +"1839 Constant_28019" [id=1839, type=Constant]; +"1840 Constant_28018" [id=1840, type=Constant]; +"1841 Constant_28017" [id=1841, type=Constant]; +"1842 Constant_28016" [id=1842, type=Constant]; +"1843 Constant_7384" [id=1843, type=Constant]; +"1844 Constant_1950" [id=1844, type=Constant]; +"1845 Constant_7385" [id=1845, type=Constant]; +"1846 Constant_7388" [id=1846, type=Constant]; +"1847 Constant_7389" [id=1847, type=Constant]; +"1848 Constant_7392" [id=1848, type=Constant]; +"1849 onnx^^Add_2950" [id=1849, label="1849 onnx::Add_2950", type=Constant]; +"1850 Constant_2058" [id=1850, type=Constant]; +"1851 Constant_28064" [id=1851, type=Constant]; +"1852 Constant_28063" [id=1852, type=Constant]; +"1853 Constant_28062" [id=1853, type=Constant]; +"1854 Constant_28061" [id=1854, type=Constant]; +"1855 Constant_28069" [id=1855, type=Constant]; +"1856 Constant_28068" [id=1856, type=Constant]; +"1857 Constant_28067" [id=1857, type=Constant]; +"1858 Constant_28066" [id=1858, type=Constant]; +"1859 Constant_7393" [id=1859, type=Constant]; +"1860 Constant_2056" [id=1860, type=Constant]; +"1861 Constant_7394" [id=1861, type=Constant]; +"1862 Constant_7397" [id=1862, type=Constant]; +"1863 Constant_7398" [id=1863, type=Constant]; +"0 input" -> "1 Multiply_6579" [label="[1, 3, 224, 224]", style=solid]; +"1 Multiply_6579" -> "2 Divide_2169" [label="[1, 3, 224, 224]", style=solid]; +"2 Divide_2169" -> "3 Divide_2169/fq_output_0" [label="[1, 3, 224, 224]", style=solid]; +"3 Divide_2169/fq_output_0" -> "4 /patch_embed/proj/Conv/WithoutBiases" [label="[1, 3, 224, 224]", style=solid]; +"4 /patch_embed/proj/Conv/WithoutBiases" -> "5 /patch_embed/proj/Conv" [label="[1, 96, 56, 56]", style=solid]; +"5 /patch_embed/proj/Conv" -> "6 /patch_embed/Reshape" [label="[1, 96, 56, 56]", style=solid]; +"5 /patch_embed/proj/Conv" -> "7 /patch_embed/Shape" [label="[1, 96, 56, 56]", style=solid]; +"6 /patch_embed/Reshape" -> "8 /patch_embed/Transpose" [label="[1, 96, 3136]", style=solid]; +"7 /patch_embed/Shape" -> "9 /patch_embed/Slice" [label="[4]", style=dashed]; +"8 /patch_embed/Transpose" -> "10 /patch_embed/norm/Div" [label="[1, 3136, 96]", style=solid]; +"9 /patch_embed/Slice" -> "11 /patch_embed/Concat" [label="[2]", style=dashed]; +"10 /patch_embed/norm/Div" -> "12 /patch_embed/norm/Mul" [label="[1, 3136, 96]", style=solid]; +"11 /patch_embed/Concat" -> "6 /patch_embed/Reshape" [label="[3]", style=dashed]; +"12 /patch_embed/norm/Mul" -> "13 /patch_embed/norm/Add_1" [label="[1, 3136, 96]", style=solid]; +"13 /patch_embed/norm/Add_1" -> "14 /layers/layers.0/blocks.0/Add" [label="[1, 3136, 96]", style=solid]; +"13 /patch_embed/norm/Add_1" -> "15 /layers/layers.0/blocks.0/norm1/Div" [label="[1, 3136, 96]", style=solid]; +"14 /layers/layers.0/blocks.0/Add" -> "16 /layers/layers.0/blocks.0/Add_1" [label="[1, 3136, 96]", style=solid]; +"14 /layers/layers.0/blocks.0/Add" -> "17 /layers/layers.0/blocks.0/norm2/Div" [label="[1, 3136, 96]", style=solid]; +"15 /layers/layers.0/blocks.0/norm1/Div" -> "18 /layers/layers.0/blocks.0/norm1/Mul" [label="[1, 3136, 96]", style=solid]; +"16 /layers/layers.0/blocks.0/Add_1" -> "19 /layers/layers.0/blocks.1/Add" [label="[1, 3136, 96]", style=solid]; +"16 /layers/layers.0/blocks.0/Add_1" -> "20 /layers/layers.0/blocks.1/norm1/Div" [label="[1, 3136, 96]", style=solid]; +"17 /layers/layers.0/blocks.0/norm2/Div" -> "21 /layers/layers.0/blocks.0/norm2/Mul" [label="[1, 3136, 96]", style=solid]; +"18 /layers/layers.0/blocks.0/norm1/Mul" -> "22 /layers/layers.0/blocks.0/norm1/Add_1" [label="[1, 3136, 96]", style=solid]; +"19 /layers/layers.0/blocks.1/Add" -> "23 /layers/layers.0/blocks.1/Add_1" [label="[1, 3136, 96]", style=solid]; +"19 /layers/layers.0/blocks.1/Add" -> "24 /layers/layers.0/blocks.1/norm2/Div" [label="[1, 3136, 96]", style=solid]; +"20 /layers/layers.0/blocks.1/norm1/Div" -> "25 /layers/layers.0/blocks.1/norm1/Mul" [label="[1, 3136, 96]", style=solid]; +"21 /layers/layers.0/blocks.0/norm2/Mul" -> "26 /layers/layers.0/blocks.0/norm2/Add_1" [label="[1, 3136, 96]", style=solid]; +"22 /layers/layers.0/blocks.0/norm1/Add_1" -> "27 /layers/layers.0/blocks.0/norm1/Add_1/fq_output_0" [label="[1, 3136, 96]", style=solid]; +"23 /layers/layers.0/blocks.1/Add_1" -> "28 /layers/layers.0/downsample/Reshape" [label="[1, 3136, 96]", style=solid]; +"24 /layers/layers.0/blocks.1/norm2/Div" -> "29 /layers/layers.0/blocks.1/norm2/Mul" [label="[1, 3136, 96]", style=solid]; +"25 /layers/layers.0/blocks.1/norm1/Mul" -> "30 /layers/layers.0/blocks.1/norm1/Add_1" [label="[1, 3136, 96]", style=solid]; +"26 /layers/layers.0/blocks.0/norm2/Add_1" -> "31 /layers/layers.0/blocks.0/norm2/Add_1/fq_output_0" [label="[1, 3136, 96]", style=solid]; +"27 /layers/layers.0/blocks.0/norm1/Add_1/fq_output_0" -> "32 /layers/layers.0/blocks.0/Reshape_1" [label="[1, 3136, 96]", style=solid]; +"28 /layers/layers.0/downsample/Reshape" -> "33 /layers/layers.0/downsample/Slice" [label="[1, 56, 56, 96]", style=solid]; +"28 /layers/layers.0/downsample/Reshape" -> "34 /layers/layers.0/downsample/Slice_2" [label="[1, 56, 56, 96]", style=solid]; +"29 /layers/layers.0/blocks.1/norm2/Mul" -> "35 /layers/layers.0/blocks.1/norm2/Add_1" [label="[1, 3136, 96]", style=solid]; +"30 /layers/layers.0/blocks.1/norm1/Add_1" -> "36 /layers/layers.0/blocks.1/norm1/Add_1/fq_output_0" [label="[1, 3136, 96]", style=solid]; +"31 /layers/layers.0/blocks.0/norm2/Add_1/fq_output_0" -> "37 /layers/layers.0/blocks.0/mlp/fc1/MatMul" [label="[1, 3136, 96]", style=solid]; +"32 /layers/layers.0/blocks.0/Reshape_1" -> "38 /layers/layers.0/blocks.0/Transpose" [label="[1, 8, 7, 8, 7, 96]", style=solid]; +"33 /layers/layers.0/downsample/Slice" -> "39 /layers/layers.0/downsample/Slice_1" [label="[1, 28, 56, 96]", style=solid]; +"33 /layers/layers.0/downsample/Slice" -> "40 /layers/layers.0/downsample/Slice_4" [label="[1, 28, 56, 96]", style=solid]; +"34 /layers/layers.0/downsample/Slice_2" -> "41 /layers/layers.0/downsample/Slice_3" [label="[1, 28, 56, 96]", style=solid]; +"34 /layers/layers.0/downsample/Slice_2" -> "42 /layers/layers.0/downsample/Slice_5" [label="[1, 28, 56, 96]", style=solid]; +"35 /layers/layers.0/blocks.1/norm2/Add_1" -> "43 /layers/layers.0/blocks.1/norm2/Add_1/fq_output_0" [label="[1, 3136, 96]", style=solid]; +"36 /layers/layers.0/blocks.1/norm1/Add_1/fq_output_0" -> "44 /layers/layers.0/blocks.1/Reshape" [label="[1, 3136, 96]", style=solid]; +"37 /layers/layers.0/blocks.0/mlp/fc1/MatMul" -> "45 /layers/layers.0/blocks.0/mlp/fc1/Add" [label="[1, 3136, 384]", style=solid]; +"38 /layers/layers.0/blocks.0/Transpose" -> "46 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"470 /layers/layers.3/blocks.0/Add" [label="[1, 49, 768]", style=solid]; +"672 /layers/layers.3/blocks.1/Reshape_6" -> "673 /layers/layers.3/blocks.1/Reshape_7" [label="[1, 7, 7, 768]", style=solid]; +"673 /layers/layers.3/blocks.1/Reshape_7" -> "494 /layers/layers.3/blocks.1/Add" [label="[1, 49, 768]", style=solid]; +"674 Constant_7401" -> "609 probs" [label="[1, 1000]", style=solid]; +"675 /head/Gemm/WithoutBiases/fq_weights_1" -> "601 /head/Gemm/WithoutBiases" [label="[1000, 768]", style=solid]; +"676 Constant_28109" -> "675 /head/Gemm/WithoutBiases/fq_weights_1" [label="[1000, 1]", style=solid]; +"677 Constant_28108" -> "675 /head/Gemm/WithoutBiases/fq_weights_1" [label="[1000, 1]", style=solid]; +"678 Constant_28107" -> "675 /head/Gemm/WithoutBiases/fq_weights_1" [label="[1000, 1]", style=solid]; +"679 Constant_28106" -> "675 /head/Gemm/WithoutBiases/fq_weights_1" [label="[1000, 1]", style=solid]; +"680 head.weight" -> "675 /head/Gemm/WithoutBiases/fq_weights_1" [label="[1000, 768]", style=solid]; +"681 Constant_2148" -> "591 /Flatten" [label="[2]", style=dashed]; +"682 Constant_6567" -> "581 /avgpool/GlobalAveragePool" [label="[3]", style=dashed]; +"683 Constant_28104" -> "569 ReduceMean_6037/fq_output_0" [label="[]", style=solid]; +"684 Constant_28103" -> "569 ReduceMean_6037/fq_output_0" [label="[]", style=solid]; +"685 Constant_28102" -> "569 ReduceMean_6037/fq_output_0" [label="[]", style=solid]; +"686 Constant_28101" -> "569 ReduceMean_6037/fq_output_0" [label="[]", style=solid]; +"687 Constant_6036" -> "557 ReduceMean_6037" [label="[1]", style=dashed]; +"688 Constant_7400" -> "545 /norm/Add_1" [label="[1, 1, 768]", style=solid]; +"689 Constant_7399" -> "532 /norm/Mul" [label="[1, 1, 768]", style=solid]; +"690 Constant_2123" -> "520 /norm/Div" [label="[1]", style=dashed]; +"691 /layers/layers.3/blocks.1/mlp/fc2/MatMul/fq_weights_1" -> "602 /layers/layers.3/blocks.1/mlp/fc2/MatMul" [label="[768, 3072]", style=solid]; +"692 Constant_28099" -> "691 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style=solid]; +"701 /layers/layers.3/blocks.1/mlp/fc1/MatMul/fq_weights_1" -> "558 /layers/layers.3/blocks.1/mlp/fc1/MatMul" [label="[3072, 768]", style=solid]; +"702 Constant_28089" -> "701 /layers/layers.3/blocks.1/mlp/fc1/MatMul/fq_weights_1" [label="[3072, 1]", style=solid]; +"703 Constant_28088" -> "701 /layers/layers.3/blocks.1/mlp/fc1/MatMul/fq_weights_1" [label="[3072, 1]", style=solid]; +"704 Constant_28087" -> "701 /layers/layers.3/blocks.1/mlp/fc1/MatMul/fq_weights_1" [label="[3072, 1]", style=solid]; +"705 Constant_28086" -> "701 /layers/layers.3/blocks.1/mlp/fc1/MatMul/fq_weights_1" [label="[3072, 1]", style=solid]; +"706 Transpose_6560" -> "701 /layers/layers.3/blocks.1/mlp/fc1/MatMul/fq_weights_1" [label="[3072, 768]", style=solid]; +"707 Constant_28084" -> "546 /layers/layers.3/blocks.1/norm2/Add_1/fq_output_0" [label="[]", style=solid]; +"708 Constant_28083" -> "546 /layers/layers.3/blocks.1/norm2/Add_1/fq_output_0" [label="[]", style=solid]; +"709 Constant_28082" -> 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384]", style=solid]; +"873 /layers/layers.2/blocks.5/attn/Constant_4" -> "587 /layers/layers.2/blocks.5/attn/Reshape_3" [label="[3]", style=dashed]; +"874 Constant_1763" -> "575 /layers/layers.2/blocks.5/attn/Transpose_2" [label="[4]", style=dashed]; +"875 Constant_27964" -> "564 /layers/layers.2/blocks.5/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; +"876 Constant_27963" -> "564 /layers/layers.2/blocks.5/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; +"877 Constant_27962" -> "564 /layers/layers.2/blocks.5/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; +"878 Constant_27961" -> "564 /layers/layers.2/blocks.5/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; +"879 Constant_1744" -> "539 /layers/layers.2/blocks.5/attn/Gather_2" [label="[]", style=dashed]; +"880 Constant_1738" -> "525 /layers/layers.2/blocks.5/attn/Transpose" [label="[5]", style=dashed]; +"881 /layers/layers.2/blocks.5/attn/Constant" -> "512 /layers/layers.2/blocks.5/attn/Reshape" [label="[5]", style=dashed]; +"882 /layers/layers.2/blocks.5/attn/qkv/MatMul/fq_weights_1" -> "484 /layers/layers.2/blocks.5/attn/qkv/MatMul" [label="[1152, 384]", style=solid]; +"883 Constant_27949" -> "882 /layers/layers.2/blocks.5/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; +"884 Constant_27948" -> "882 /layers/layers.2/blocks.5/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; +"885 Constant_27947" -> "882 /layers/layers.2/blocks.5/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; +"886 Constant_27946" -> "882 /layers/layers.2/blocks.5/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; +"887 Transpose_6503" -> "882 /layers/layers.2/blocks.5/attn/qkv/MatMul/fq_weights_1" [label="[1152, 384]", style=solid]; +"888 /layers/layers.2/blocks.5/Constant_15" -> "472 /layers/layers.2/blocks.5/Reshape_3" [label="[3]", style=dashed]; +"889 /layers/layers.2/blocks.5/Constant_14" -> "460 /layers/layers.2/blocks.5/Reshape_2" [label="[4]", style=dashed]; +"890 Constant_1722" -> "447 /layers/layers.2/blocks.5/Transpose" [label="[6]", style=dashed]; +"891 /layers/layers.2/blocks.5/Constant_13" -> "435 /layers/layers.2/blocks.5/Reshape_1" [label="[6]", style=dashed]; +"892 Constant_5631" -> "410 /layers/layers.2/blocks.5/Slice_3" [label="[3]", style=dashed]; +"893 Constant_5628" -> "410 /layers/layers.2/blocks.5/Slice_3" [label="[3]", style=dashed]; +"894 Constant_5625" -> "410 /layers/layers.2/blocks.5/Slice_3" [label="[3]", style=dashed]; +"895 Constant_5607" -> "382 /layers/layers.2/blocks.5/Slice_1" [label="[2]", style=dashed]; +"896 Constant_5604" -> "382 /layers/layers.2/blocks.5/Slice_1" [label="[2]", style=dashed]; +"897 Constant_5601" -> "382 /layers/layers.2/blocks.5/Slice_1" [label="[2]", style=dashed]; +"898 /layers/layers.2/blocks.5/Constant" -> "367 /layers/layers.2/blocks.5/Reshape" [label="[4]", style=dashed]; +"899 Constant_27484" -> "349 /layers/layers.2/blocks.5/norm1/Add_1/fq_output_0" [label="[]", style=solid]; +"900 Constant_27483" -> "349 /layers/layers.2/blocks.5/norm1/Add_1/fq_output_0" [label="[]", style=solid]; +"901 Constant_27482" -> "349 /layers/layers.2/blocks.5/norm1/Add_1/fq_output_0" [label="[]", style=solid]; +"902 Constant_27481" -> "349 /layers/layers.2/blocks.5/norm1/Add_1/fq_output_0" [label="[]", style=solid]; +"903 Constant_7371" -> "332 /layers/layers.2/blocks.5/norm1/Add_1" [label="[1, 1, 384]", style=solid]; +"904 Constant_7370" -> "317 /layers/layers.2/blocks.5/norm1/Mul" [label="[1, 1, 384]", style=solid]; +"905 Constant_1659" -> "302 /layers/layers.2/blocks.5/norm1/Div" [label="[1]", style=dashed]; +"906 /layers/layers.2/blocks.4/mlp/fc2/MatMul/fq_weights_1" -> "411 /layers/layers.2/blocks.4/mlp/fc2/MatMul" [label="[384, 1536]", style=solid]; +"907 Constant_27944" -> "906 /layers/layers.2/blocks.4/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; +"908 Constant_27943" -> "906 /layers/layers.2/blocks.4/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; +"909 Constant_27942" -> "906 /layers/layers.2/blocks.4/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; +"910 Constant_27941" -> "906 /layers/layers.2/blocks.4/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; +"911 Transpose_6499" -> "906 /layers/layers.2/blocks.4/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1536]", style=solid]; +"912 Constant_27939" -> "395 /layers/layers.2/blocks.4/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; +"913 Constant_27938" -> "395 /layers/layers.2/blocks.4/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; +"914 Constant_27937" -> "395 /layers/layers.2/blocks.4/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; +"915 Constant_27936" -> "395 /layers/layers.2/blocks.4/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; +"916 /layers/layers.2/blocks.4/mlp/fc1/MatMul/fq_weights_1" -> "350 /layers/layers.2/blocks.4/mlp/fc1/MatMul" [label="[1536, 384]", style=solid]; +"917 Constant_27934" -> "916 /layers/layers.2/blocks.4/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; +"918 Constant_27933" -> "916 /layers/layers.2/blocks.4/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; +"919 Constant_27932" -> "916 /layers/layers.2/blocks.4/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; +"920 Constant_27931" -> "916 /layers/layers.2/blocks.4/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; +"921 Transpose_6495" -> "916 /layers/layers.2/blocks.4/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 384]", style=solid]; +"922 Constant_27929" -> "333 /layers/layers.2/blocks.4/norm2/Add_1/fq_output_0" [label="[]", style=solid]; +"923 Constant_27928" -> "333 /layers/layers.2/blocks.4/norm2/Add_1/fq_output_0" [label="[]", style=solid]; +"924 Constant_27927" -> "333 /layers/layers.2/blocks.4/norm2/Add_1/fq_output_0" [label="[]", style=solid]; +"925 Constant_27926" -> "333 /layers/layers.2/blocks.4/norm2/Add_1/fq_output_0" [label="[]", style=solid]; +"926 Constant_7367" -> "318 /layers/layers.2/blocks.4/norm2/Add_1" [label="[1, 1, 384]", style=solid]; +"927 Constant_7366" -> "303 /layers/layers.2/blocks.4/norm2/Mul" [label="[1, 1, 384]", style=solid]; +"928 Constant_1633" -> "287 /layers/layers.2/blocks.4/norm2/Div" [label="[1]", style=dashed]; +"929 /layers/layers.2/blocks.4/Constant_7" -> "588 /layers/layers.2/blocks.4/Reshape_7" [label="[3]", style=dashed]; +"930 /layers/layers.2/blocks.4/Constant_6" -> "576 /layers/layers.2/blocks.4/Reshape_6" [label="[4]", style=dashed]; +"931 Constant_1622" -> "565 /layers/layers.2/blocks.4/Transpose_1" [label="[6]", style=dashed]; +"932 /layers/layers.2/blocks.4/Constant_5" -> "553 /layers/layers.2/blocks.4/Reshape_5" [label="[6]", style=dashed]; +"933 /layers/layers.2/blocks.4/Constant_4" -> "540 /layers/layers.2/blocks.4/Reshape_4" [label="[4]", style=dashed]; +"934 /layers/layers.2/blocks.4/attn/proj/MatMul/fq_weights_1" -> "513 /layers/layers.2/blocks.4/attn/proj/MatMul" [label="[384, 384]", style=solid]; +"935 Constant_27924" -> "934 /layers/layers.2/blocks.4/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; +"936 Constant_27923" -> "934 /layers/layers.2/blocks.4/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; +"937 Constant_27922" -> "934 /layers/layers.2/blocks.4/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; +"938 Constant_27921" -> "934 /layers/layers.2/blocks.4/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; +"939 Transpose_6491" -> "934 /layers/layers.2/blocks.4/attn/proj/MatMul/fq_weights_1" [label="[384, 384]", style=solid]; +"940 /layers/layers.2/blocks.4/attn/Constant_2" -> "500 /layers/layers.2/blocks.4/attn/Reshape_1" [label="[3]", style=dashed]; +"941 Constant_1606" -> "486 /layers/layers.2/blocks.4/attn/Transpose_2" [label="[4]", style=dashed]; +"942 Constant_27919" -> "475 /layers/layers.2/blocks.4/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; +"943 Constant_27918" -> "475 /layers/layers.2/blocks.4/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; +"944 Constant_27917" -> "475 /layers/layers.2/blocks.4/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; +"945 Constant_27916" -> "475 /layers/layers.2/blocks.4/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; +"946 Constant_1596" -> "450 /layers/layers.2/blocks.4/attn/Gather_2" [label="[]", style=dashed]; +"947 Constant_1590" -> "436 /layers/layers.2/blocks.4/attn/Transpose" [label="[5]", style=dashed]; +"948 /layers/layers.2/blocks.4/attn/Constant" -> "424 /layers/layers.2/blocks.4/attn/Reshape" [label="[5]", style=dashed]; +"949 /layers/layers.2/blocks.4/attn/qkv/MatMul/fq_weights_1" -> "396 /layers/layers.2/blocks.4/attn/qkv/MatMul" [label="[1152, 384]", style=solid]; +"950 Constant_27904" -> "949 /layers/layers.2/blocks.4/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; +"951 Constant_27903" -> "949 /layers/layers.2/blocks.4/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; +"952 Constant_27902" -> "949 /layers/layers.2/blocks.4/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; +"953 Constant_27901" -> "949 /layers/layers.2/blocks.4/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; +"954 Transpose_6488" -> "949 /layers/layers.2/blocks.4/attn/qkv/MatMul/fq_weights_1" [label="[1152, 384]", style=solid]; +"955 /layers/layers.2/blocks.4/Constant_3" -> "384 /layers/layers.2/blocks.4/Reshape_3" [label="[3]", style=dashed]; +"956 /layers/layers.2/blocks.4/Constant_2" -> "369 /layers/layers.2/blocks.4/Reshape_2" [label="[4]", style=dashed]; +"957 Constant_1574" -> "351 /layers/layers.2/blocks.4/Transpose" [label="[6]", style=dashed]; +"958 /layers/layers.2/blocks.4/Constant_1" -> "334 /layers/layers.2/blocks.4/Reshape_1" [label="[6]", style=dashed]; +"959 Constant_27899" -> "319 /layers/layers.2/blocks.4/norm1/Add_1/fq_output_0" [label="[]", style=solid]; +"960 Constant_27898" -> "319 /layers/layers.2/blocks.4/norm1/Add_1/fq_output_0" [label="[]", style=solid]; +"961 Constant_27897" -> "319 /layers/layers.2/blocks.4/norm1/Add_1/fq_output_0" [label="[]", style=solid]; +"962 Constant_27896" -> "319 /layers/layers.2/blocks.4/norm1/Add_1/fq_output_0" [label="[]", style=solid]; +"963 Constant_7362" -> "304 /layers/layers.2/blocks.4/norm1/Add_1" [label="[1, 1, 384]", style=solid]; +"964 Constant_7361" -> "288 /layers/layers.2/blocks.4/norm1/Mul" [label="[1, 1, 384]", style=solid]; +"965 Constant_1553" -> "274 /layers/layers.2/blocks.4/norm1/Div" [label="[1]", style=dashed]; +"966 /layers/layers.2/blocks.3/mlp/fc2/MatMul/fq_weights_1" -> "385 /layers/layers.2/blocks.3/mlp/fc2/MatMul" [label="[384, 1536]", style=solid]; +"967 Constant_27894" -> "966 /layers/layers.2/blocks.3/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; +"968 Constant_27893" -> "966 /layers/layers.2/blocks.3/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; +"969 Constant_27892" -> "966 /layers/layers.2/blocks.3/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; +"970 Constant_27891" -> "966 /layers/layers.2/blocks.3/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; +"971 Transpose_6484" -> "966 /layers/layers.2/blocks.3/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1536]", style=solid]; +"972 Constant_27889" -> "370 /layers/layers.2/blocks.3/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; +"973 Constant_27888" -> "370 /layers/layers.2/blocks.3/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; +"974 Constant_27887" -> "370 /layers/layers.2/blocks.3/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; +"975 Constant_27886" -> "370 /layers/layers.2/blocks.3/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; +"976 /layers/layers.2/blocks.3/mlp/fc1/MatMul/fq_weights_1" -> "320 /layers/layers.2/blocks.3/mlp/fc1/MatMul" [label="[1536, 384]", style=solid]; +"977 Constant_27884" -> "976 /layers/layers.2/blocks.3/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; +"978 Constant_27883" -> "976 /layers/layers.2/blocks.3/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; +"979 Constant_27882" -> "976 /layers/layers.2/blocks.3/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; +"980 Constant_27881" -> "976 /layers/layers.2/blocks.3/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; +"981 Transpose_6480" -> "976 /layers/layers.2/blocks.3/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 384]", style=solid]; +"982 Constant_27879" -> "305 /layers/layers.2/blocks.3/norm2/Add_1/fq_output_0" [label="[]", style=solid]; +"983 Constant_27878" -> "305 /layers/layers.2/blocks.3/norm2/Add_1/fq_output_0" [label="[]", style=solid]; +"984 Constant_27877" -> "305 /layers/layers.2/blocks.3/norm2/Add_1/fq_output_0" [label="[]", style=solid]; +"985 Constant_27876" -> "305 /layers/layers.2/blocks.3/norm2/Add_1/fq_output_0" [label="[]", style=solid]; +"986 Constant_7358" -> "289 /layers/layers.2/blocks.3/norm2/Add_1" [label="[1, 1, 384]", style=solid]; +"987 Constant_7357" -> "275 /layers/layers.2/blocks.3/norm2/Mul" [label="[1, 1, 384]", style=solid]; +"988 Constant_1527" -> "260 /layers/layers.2/blocks.3/norm2/Div" [label="[1]", style=dashed]; +"989 /layers/layers.2/blocks.3/Constant_31" -> "650 /layers/layers.2/blocks.3/Reshape_7" [label="[3]", style=dashed]; +"990 Constant_5583" -> "635 /layers/layers.2/blocks.3/Slice_7" [label="[3]", style=dashed]; +"991 Constant_5580" -> "635 /layers/layers.2/blocks.3/Slice_7" [label="[3]", style=dashed]; +"992 Constant_5577" -> "635 /layers/layers.2/blocks.3/Slice_7" [label="[3]", style=dashed]; +"993 Constant_5559" -> "618 /layers/layers.2/blocks.3/Slice_5" [label="[2]", style=dashed]; +"994 Constant_5556" -> "618 /layers/layers.2/blocks.3/Slice_5" [label="[2]", style=dashed]; +"995 Constant_5553" -> "618 /layers/layers.2/blocks.3/Slice_5" [label="[2]", style=dashed]; +"996 /layers/layers.2/blocks.3/Constant_18" -> "607 /layers/layers.2/blocks.3/Reshape_6" [label="[4]", style=dashed]; +"997 Constant_1474" -> "598 /layers/layers.2/blocks.3/Transpose_1" [label="[6]", style=dashed]; +"998 /layers/layers.2/blocks.3/Constant_17" -> "589 /layers/layers.2/blocks.3/Reshape_5" [label="[6]", style=dashed]; +"999 /layers/layers.2/blocks.3/Constant_16" -> "578 /layers/layers.2/blocks.3/Reshape_4" [label="[4]", style=dashed]; +"1000 /layers/layers.2/blocks.3/attn/proj/MatMul/fq_weights_1" -> "555 /layers/layers.2/blocks.3/attn/proj/MatMul" [label="[384, 384]", style=solid]; +"1001 Constant_27874" -> "1000 /layers/layers.2/blocks.3/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; +"1002 Constant_27873" -> "1000 /layers/layers.2/blocks.3/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; +"1003 Constant_27872" -> "1000 /layers/layers.2/blocks.3/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; +"1004 Constant_27871" -> "1000 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Constant_1433" -> "476 /layers/layers.2/blocks.3/attn/Transpose" [label="[5]", style=dashed]; +"1014 /layers/layers.2/blocks.3/attn/Constant" -> "464 /layers/layers.2/blocks.3/attn/Reshape" [label="[5]", style=dashed]; +"1015 /layers/layers.2/blocks.3/attn/qkv/MatMul/fq_weights_1" -> "437 /layers/layers.2/blocks.3/attn/qkv/MatMul" [label="[1152, 384]", style=solid]; +"1016 Constant_27854" -> "1015 /layers/layers.2/blocks.3/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; +"1017 Constant_27853" -> "1015 /layers/layers.2/blocks.3/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; +"1018 Constant_27852" -> "1015 /layers/layers.2/blocks.3/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; +"1019 Constant_27851" -> "1015 /layers/layers.2/blocks.3/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; +"1020 Transpose_6473" -> "1015 /layers/layers.2/blocks.3/attn/qkv/MatMul/fq_weights_1" [label="[1152, 384]", style=solid]; +"1021 /layers/layers.2/blocks.3/Constant_15" -> "425 /layers/layers.2/blocks.3/Reshape_3" [label="[3]", style=dashed]; +"1022 /layers/layers.2/blocks.3/Constant_14" -> "413 /layers/layers.2/blocks.3/Reshape_2" [label="[4]", style=dashed]; +"1023 Constant_1417" -> "398 /layers/layers.2/blocks.3/Transpose" [label="[6]", style=dashed]; +"1024 /layers/layers.2/blocks.3/Constant_13" -> "386 /layers/layers.2/blocks.3/Reshape_1" [label="[6]", style=dashed]; +"1025 Constant_5535" -> "354 /layers/layers.2/blocks.3/Slice_3" [label="[3]", style=dashed]; +"1026 Constant_5532" -> "354 /layers/layers.2/blocks.3/Slice_3" [label="[3]", style=dashed]; +"1027 Constant_5529" -> "354 /layers/layers.2/blocks.3/Slice_3" [label="[3]", style=dashed]; +"1028 Constant_5511" -> "322 /layers/layers.2/blocks.3/Slice_1" [label="[2]", style=dashed]; +"1029 Constant_5508" -> "322 /layers/layers.2/blocks.3/Slice_1" [label="[2]", style=dashed]; +"1030 Constant_5505" -> "322 /layers/layers.2/blocks.3/Slice_1" [label="[2]", style=dashed]; +"1031 /layers/layers.2/blocks.3/Constant" -> "306 /layers/layers.2/blocks.3/Reshape" [label="[4]", style=dashed]; +"1032 Constant_27479" -> "290 /layers/layers.2/blocks.3/norm1/Add_1/fq_output_0" [label="[]", style=solid]; +"1033 Constant_27478" -> "290 /layers/layers.2/blocks.3/norm1/Add_1/fq_output_0" [label="[]", style=solid]; +"1034 Constant_27477" -> "290 /layers/layers.2/blocks.3/norm1/Add_1/fq_output_0" [label="[]", style=solid]; +"1035 Constant_27476" -> "290 /layers/layers.2/blocks.3/norm1/Add_1/fq_output_0" [label="[]", style=solid]; +"1036 Constant_7353" -> "276 /layers/layers.2/blocks.3/norm1/Add_1" [label="[1, 1, 384]", style=solid]; +"1037 Constant_7352" -> "261 /layers/layers.2/blocks.3/norm1/Mul" [label="[1, 1, 384]", style=solid]; +"1038 Constant_1354" -> "247 /layers/layers.2/blocks.3/norm1/Div" [label="[1]", style=dashed]; +"1039 /layers/layers.2/blocks.2/mlp/fc2/MatMul/fq_weights_1" -> "355 /layers/layers.2/blocks.2/mlp/fc2/MatMul" [label="[384, 1536]", style=solid]; +"1040 Constant_27849" -> "1039 /layers/layers.2/blocks.2/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; +"1041 Constant_27848" -> "1039 /layers/layers.2/blocks.2/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; +"1042 Constant_27847" -> "1039 /layers/layers.2/blocks.2/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; +"1043 Constant_27846" -> "1039 /layers/layers.2/blocks.2/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; +"1044 Transpose_6469" -> "1039 /layers/layers.2/blocks.2/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1536]", style=solid]; +"1045 Constant_27844" -> "337 /layers/layers.2/blocks.2/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; +"1046 Constant_27843" -> "337 /layers/layers.2/blocks.2/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; +"1047 Constant_27842" -> "337 /layers/layers.2/blocks.2/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; +"1048 Constant_27841" -> "337 /layers/layers.2/blocks.2/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; +"1049 /layers/layers.2/blocks.2/mlp/fc1/MatMul/fq_weights_1" -> "291 /layers/layers.2/blocks.2/mlp/fc1/MatMul" [label="[1536, 384]", style=solid]; +"1050 Constant_27839" -> "1049 /layers/layers.2/blocks.2/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; +"1051 Constant_27838" -> "1049 /layers/layers.2/blocks.2/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; +"1052 Constant_27837" -> "1049 /layers/layers.2/blocks.2/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; +"1053 Constant_27836" -> "1049 /layers/layers.2/blocks.2/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; +"1054 Transpose_6465" -> "1049 /layers/layers.2/blocks.2/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 384]", style=solid]; +"1055 Constant_27834" -> "277 /layers/layers.2/blocks.2/norm2/Add_1/fq_output_0" [label="[]", style=solid]; +"1056 Constant_27833" -> "277 /layers/layers.2/blocks.2/norm2/Add_1/fq_output_0" [label="[]", style=solid]; +"1057 Constant_27832" -> "277 /layers/layers.2/blocks.2/norm2/Add_1/fq_output_0" [label="[]", style=solid]; +"1058 Constant_27831" -> "277 /layers/layers.2/blocks.2/norm2/Add_1/fq_output_0" [label="[]", style=solid]; +"1059 Constant_7349" -> "262 /layers/layers.2/blocks.2/norm2/Add_1" [label="[1, 1, 384]", style=solid]; +"1060 Constant_7348" -> "248 /layers/layers.2/blocks.2/norm2/Mul" [label="[1, 1, 384]", style=solid]; +"1061 Constant_1328" -> "235 /layers/layers.2/blocks.2/norm2/Div" [label="[1]", style=dashed]; +"1062 /layers/layers.2/blocks.2/Constant_7" -> "543 /layers/layers.2/blocks.2/Reshape_7" [label="[3]", style=dashed]; +"1063 /layers/layers.2/blocks.2/Constant_6" -> "529 /layers/layers.2/blocks.2/Reshape_6" [label="[4]", style=dashed]; +"1064 Constant_1317" -> "517 /layers/layers.2/blocks.2/Transpose_1" [label="[6]", style=dashed]; +"1065 /layers/layers.2/blocks.2/Constant_5" -> "504 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/layers/layers.2/blocks.2/attn/qkv/MatMul/fq_weights_1" -> "338 /layers/layers.2/blocks.2/attn/qkv/MatMul" [label="[1152, 384]", style=solid]; +"1083 Constant_27809" -> "1082 /layers/layers.2/blocks.2/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; +"1084 Constant_27808" -> "1082 /layers/layers.2/blocks.2/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; +"1085 Constant_27807" -> "1082 /layers/layers.2/blocks.2/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; +"1086 Constant_27806" -> "1082 /layers/layers.2/blocks.2/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; +"1087 Transpose_6458" -> "1082 /layers/layers.2/blocks.2/attn/qkv/MatMul/fq_weights_1" [label="[1152, 384]", style=solid]; +"1088 /layers/layers.2/blocks.2/Constant_3" -> "324 /layers/layers.2/blocks.2/Reshape_3" [label="[3]", style=dashed]; +"1089 /layers/layers.2/blocks.2/Constant_2" -> "308 /layers/layers.2/blocks.2/Reshape_2" [label="[4]", style=dashed]; +"1090 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[label="[3]", style=dashed]; +"1125 Constant_5481" -> "600 /layers/layers.2/blocks.1/Slice_7" [label="[3]", style=dashed]; +"1126 Constant_5463" -> "580 /layers/layers.2/blocks.1/Slice_5" [label="[2]", style=dashed]; +"1127 Constant_5460" -> "580 /layers/layers.2/blocks.1/Slice_5" [label="[2]", style=dashed]; +"1128 Constant_5457" -> "580 /layers/layers.2/blocks.1/Slice_5" [label="[2]", style=dashed]; +"1129 /layers/layers.2/blocks.1/Constant_18" -> "568 /layers/layers.2/blocks.1/Reshape_6" [label="[4]", style=dashed]; +"1130 Constant_1169" -> "556 /layers/layers.2/blocks.1/Transpose_1" [label="[6]", style=dashed]; +"1131 /layers/layers.2/blocks.1/Constant_17" -> "544 /layers/layers.2/blocks.1/Reshape_5" [label="[6]", style=dashed]; +"1132 /layers/layers.2/blocks.1/Constant_16" -> "531 /layers/layers.2/blocks.1/Reshape_4" [label="[4]", style=dashed]; +"1133 /layers/layers.2/blocks.1/attn/proj/MatMul/fq_weights_1" -> "506 /layers/layers.2/blocks.1/attn/proj/MatMul" [label="[384, 384]", 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[label="[1152, 1]", style=solid]; +"1151 Constant_27757" -> "1148 /layers/layers.2/blocks.1/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; +"1152 Constant_27756" -> "1148 /layers/layers.2/blocks.1/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; +"1153 Transpose_6443" -> "1148 /layers/layers.2/blocks.1/attn/qkv/MatMul/fq_weights_1" [label="[1152, 384]", style=solid]; +"1154 /layers/layers.2/blocks.1/Constant_15" -> "374 /layers/layers.2/blocks.1/Reshape_3" [label="[3]", style=dashed]; +"1155 /layers/layers.2/blocks.1/Constant_14" -> "357 /layers/layers.2/blocks.1/Reshape_2" [label="[4]", style=dashed]; +"1156 Constant_1112" -> "340 /layers/layers.2/blocks.1/Transpose" [label="[6]", style=dashed]; +"1157 /layers/layers.2/blocks.1/Constant_13" -> "326 /layers/layers.2/blocks.1/Reshape_1" [label="[6]", style=dashed]; +"1158 Constant_5439" -> "295 /layers/layers.2/blocks.1/Slice_3" [label="[3]", style=dashed]; +"1159 Constant_5436" -> "295 /layers/layers.2/blocks.1/Slice_3" [label="[3]", style=dashed]; +"1160 Constant_5433" -> "295 /layers/layers.2/blocks.1/Slice_3" [label="[3]", style=dashed]; +"1161 Constant_5415" -> "266 /layers/layers.2/blocks.1/Slice_1" [label="[2]", style=dashed]; +"1162 Constant_5412" -> "266 /layers/layers.2/blocks.1/Slice_1" [label="[2]", style=dashed]; +"1163 Constant_5409" -> "266 /layers/layers.2/blocks.1/Slice_1" [label="[2]", style=dashed]; +"1164 /layers/layers.2/blocks.1/Constant" -> "251 /layers/layers.2/blocks.1/Reshape" [label="[4]", style=dashed]; +"1165 Constant_27474" -> "238 /layers/layers.2/blocks.1/norm1/Add_1/fq_output_0" [label="[]", style=solid]; +"1166 Constant_27473" -> "238 /layers/layers.2/blocks.1/norm1/Add_1/fq_output_0" [label="[]", style=solid]; +"1167 Constant_27472" -> "238 /layers/layers.2/blocks.1/norm1/Add_1/fq_output_0" [label="[]", style=solid]; +"1168 Constant_27471" -> "238 /layers/layers.2/blocks.1/norm1/Add_1/fq_output_0" [label="[]", style=solid]; +"1169 Constant_7335" -> "227 /layers/layers.2/blocks.1/norm1/Add_1" [label="[1, 1, 384]", style=solid]; +"1170 Constant_7334" -> "218 /layers/layers.2/blocks.1/norm1/Mul" [label="[1, 1, 384]", style=solid]; +"1171 Constant_1049" -> "208 /layers/layers.2/blocks.1/norm1/Div" [label="[1]", style=dashed]; +"1172 /layers/layers.2/blocks.0/mlp/fc2/MatMul/fq_weights_1" -> "296 /layers/layers.2/blocks.0/mlp/fc2/MatMul" [label="[384, 1536]", style=solid]; +"1173 Constant_27754" -> "1172 /layers/layers.2/blocks.0/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; +"1174 Constant_27753" -> "1172 /layers/layers.2/blocks.0/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; +"1175 Constant_27752" -> "1172 /layers/layers.2/blocks.0/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; +"1176 Constant_27751" -> "1172 /layers/layers.2/blocks.0/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; +"1177 Transpose_6439" -> "1172 /layers/layers.2/blocks.0/mlp/fc2/MatMul/fq_weights_1" [label="[384, 1536]", style=solid]; +"1178 Constant_27749" -> "281 /layers/layers.2/blocks.0/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; +"1179 Constant_27748" -> "281 /layers/layers.2/blocks.0/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; +"1180 Constant_27747" -> "281 /layers/layers.2/blocks.0/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; +"1181 Constant_27746" -> "281 /layers/layers.2/blocks.0/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; +"1182 /layers/layers.2/blocks.0/mlp/fc1/MatMul/fq_weights_1" -> "239 /layers/layers.2/blocks.0/mlp/fc1/MatMul" [label="[1536, 384]", style=solid]; +"1183 Constant_27744" -> "1182 /layers/layers.2/blocks.0/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; +"1184 Constant_27743" -> "1182 /layers/layers.2/blocks.0/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; +"1185 Constant_27742" -> "1182 /layers/layers.2/blocks.0/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; +"1186 Constant_27741" -> "1182 /layers/layers.2/blocks.0/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 1]", style=solid]; +"1187 Transpose_6435" -> "1182 /layers/layers.2/blocks.0/mlp/fc1/MatMul/fq_weights_1" [label="[1536, 384]", style=solid]; +"1188 Constant_27739" -> "228 /layers/layers.2/blocks.0/norm2/Add_1/fq_output_0" [label="[]", style=solid]; +"1189 Constant_27738" -> "228 /layers/layers.2/blocks.0/norm2/Add_1/fq_output_0" [label="[]", style=solid]; +"1190 Constant_27737" -> "228 /layers/layers.2/blocks.0/norm2/Add_1/fq_output_0" [label="[]", style=solid]; +"1191 Constant_27736" -> "228 /layers/layers.2/blocks.0/norm2/Add_1/fq_output_0" [label="[]", style=solid]; +"1192 Constant_7331" -> "219 /layers/layers.2/blocks.0/norm2/Add_1" [label="[1, 1, 384]", style=solid]; +"1193 Constant_7330" -> "209 /layers/layers.2/blocks.0/norm2/Mul" [label="[1, 1, 384]", style=solid]; +"1194 Constant_1023" -> "201 /layers/layers.2/blocks.0/norm2/Div" [label="[1]", style=dashed]; +"1195 /layers/layers.2/blocks.0/Constant_7" -> "493 /layers/layers.2/blocks.0/Reshape_7" [label="[3]", style=dashed]; +"1196 /layers/layers.2/blocks.0/Constant_6" -> "480 /layers/layers.2/blocks.0/Reshape_6" [label="[4]", style=dashed]; +"1197 Constant_1012" -> "469 /layers/layers.2/blocks.0/Transpose_1" [label="[6]", style=dashed]; +"1198 /layers/layers.2/blocks.0/Constant_5" -> "457 /layers/layers.2/blocks.0/Reshape_5" [label="[6]", style=dashed]; +"1199 /layers/layers.2/blocks.0/Constant_4" -> "443 /layers/layers.2/blocks.0/Reshape_4" [label="[4]", style=dashed]; +"1200 /layers/layers.2/blocks.0/attn/proj/MatMul/fq_weights_1" -> "418 /layers/layers.2/blocks.0/attn/proj/MatMul" [label="[384, 384]", style=solid]; +"1201 Constant_27734" -> "1200 /layers/layers.2/blocks.0/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; +"1202 Constant_27733" -> "1200 /layers/layers.2/blocks.0/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; +"1203 Constant_27732" -> "1200 /layers/layers.2/blocks.0/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; +"1204 Constant_27731" -> "1200 /layers/layers.2/blocks.0/attn/proj/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; +"1205 Transpose_6431" -> "1200 /layers/layers.2/blocks.0/attn/proj/MatMul/fq_weights_1" [label="[384, 384]", style=solid]; +"1206 /layers/layers.2/blocks.0/attn/Constant_2" -> "404 /layers/layers.2/blocks.0/attn/Reshape_1" [label="[3]", style=dashed]; +"1207 Constant_996" -> "390 /layers/layers.2/blocks.0/attn/Transpose_2" [label="[4]", style=dashed]; +"1208 Constant_27729" -> "377 /layers/layers.2/blocks.0/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; +"1209 Constant_27728" -> "377 /layers/layers.2/blocks.0/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; +"1210 Constant_27727" -> "377 /layers/layers.2/blocks.0/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; +"1211 Constant_27726" -> "377 /layers/layers.2/blocks.0/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; +"1212 Constant_986" -> "343 /layers/layers.2/blocks.0/attn/Gather_2" [label="[]", style=dashed]; +"1213 Constant_980" -> "327 /layers/layers.2/blocks.0/attn/Transpose" [label="[5]", style=dashed]; +"1214 /layers/layers.2/blocks.0/attn/Constant" -> "312 /layers/layers.2/blocks.0/attn/Reshape" [label="[5]", style=dashed]; +"1215 /layers/layers.2/blocks.0/attn/qkv/MatMul/fq_weights_1" -> "282 /layers/layers.2/blocks.0/attn/qkv/MatMul" [label="[1152, 384]", style=solid]; +"1216 Constant_27714" -> "1215 /layers/layers.2/blocks.0/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; +"1217 Constant_27713" -> "1215 /layers/layers.2/blocks.0/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; +"1218 Constant_27712" -> "1215 /layers/layers.2/blocks.0/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; +"1219 Constant_27711" -> "1215 /layers/layers.2/blocks.0/attn/qkv/MatMul/fq_weights_1" [label="[1152, 1]", style=solid]; +"1220 Transpose_6428" -> "1215 /layers/layers.2/blocks.0/attn/qkv/MatMul/fq_weights_1" [label="[1152, 384]", style=solid]; +"1221 /layers/layers.2/blocks.0/Constant_3" -> "268 /layers/layers.2/blocks.0/Reshape_3" [label="[3]", style=dashed]; +"1222 /layers/layers.2/blocks.0/Constant_2" -> "253 /layers/layers.2/blocks.0/Reshape_2" [label="[4]", style=dashed]; +"1223 Constant_964" -> "240 /layers/layers.2/blocks.0/Transpose" [label="[6]", style=dashed]; +"1224 /layers/layers.2/blocks.0/Constant_1" -> "229 /layers/layers.2/blocks.0/Reshape_1" [label="[6]", style=dashed]; +"1225 Constant_27709" -> "220 /layers/layers.2/blocks.0/norm1/Add_1/fq_output_0" [label="[]", style=solid]; +"1226 Constant_27708" -> "220 /layers/layers.2/blocks.0/norm1/Add_1/fq_output_0" [label="[]", style=solid]; +"1227 Constant_27707" -> "220 /layers/layers.2/blocks.0/norm1/Add_1/fq_output_0" [label="[]", style=solid]; +"1228 Constant_27706" -> "220 /layers/layers.2/blocks.0/norm1/Add_1/fq_output_0" [label="[]", style=solid]; +"1229 Constant_7326" -> "210 /layers/layers.2/blocks.0/norm1/Add_1" [label="[1, 1, 384]", style=solid]; +"1230 Constant_7325" -> "202 /layers/layers.2/blocks.0/norm1/Mul" [label="[1, 1, 384]", style=solid]; +"1231 Constant_943" -> "194 /layers/layers.2/blocks.0/norm1/Div" [label="[1]", style=dashed]; +"1232 /layers/layers.1/downsample/reduction/MatMul/fq_weights_1" -> "187 /layers/layers.1/downsample/reduction/MatMul" [label="[384, 768]", style=solid]; +"1233 Constant_27704" -> "1232 /layers/layers.1/downsample/reduction/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; +"1234 Constant_27703" -> "1232 /layers/layers.1/downsample/reduction/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; +"1235 Constant_27702" -> "1232 /layers/layers.1/downsample/reduction/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; +"1236 Constant_27701" -> "1232 /layers/layers.1/downsample/reduction/MatMul/fq_weights_1" [label="[384, 1]", style=solid]; +"1237 Transpose_6424" -> "1232 /layers/layers.1/downsample/reduction/MatMul/fq_weights_1" [label="[384, 768]", style=solid]; +"1238 Constant_27699" -> "179 /layers/layers.1/downsample/norm/Add_1/fq_output_0" [label="[]", style=solid]; +"1239 Constant_27698" -> "179 /layers/layers.1/downsample/norm/Add_1/fq_output_0" [label="[]", style=solid]; +"1240 Constant_27697" -> "179 /layers/layers.1/downsample/norm/Add_1/fq_output_0" [label="[]", style=solid]; +"1241 Constant_27696" -> "179 /layers/layers.1/downsample/norm/Add_1/fq_output_0" [label="[]", style=solid]; +"1242 Constant_7324" -> "173 /layers/layers.1/downsample/norm/Add_1" [label="[1, 1, 768]", style=solid]; +"1243 Constant_7323" -> "166 /layers/layers.1/downsample/norm/Mul" [label="[1, 1, 768]", style=solid]; +"1244 Constant_929" -> "157 /layers/layers.1/downsample/norm/Div" [label="[1]", style=dashed]; +"1245 /layers/layers.1/downsample/Constant_25" -> "149 /layers/layers.1/downsample/Reshape_1" [label="[3]", style=dashed]; +"1246 Constant_5391" -> "130 /layers/layers.1/downsample/Slice_5" [label="[3]", style=dashed]; +"1247 Constant_5388" -> "130 /layers/layers.1/downsample/Slice_5" [label="[3]", style=dashed]; +"1248 Constant_5385" -> "130 /layers/layers.1/downsample/Slice_5" [label="[3]", style=dashed]; +"1249 Constant_5355" -> "118 /layers/layers.1/downsample/Slice_2" [label="[2]", style=dashed]; +"1250 Constant_5352" -> "118 /layers/layers.1/downsample/Slice_2" [label="[2]", style=dashed]; +"1251 Constant_5349" -> "118 /layers/layers.1/downsample/Slice_2" [label="[2]", style=dashed]; +"1252 /layers/layers.1/downsample/Constant" -> "110 /layers/layers.1/downsample/Reshape" [label="[4]", style=dashed]; +"1253 /layers/layers.1/blocks.1/mlp/fc2/MatMul/fq_weights_1" -> "174 /layers/layers.1/blocks.1/mlp/fc2/MatMul" [label="[192, 768]", style=solid]; +"1254 Constant_27694" -> "1253 /layers/layers.1/blocks.1/mlp/fc2/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; +"1255 Constant_27693" -> "1253 /layers/layers.1/blocks.1/mlp/fc2/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; +"1256 Constant_27692" -> "1253 /layers/layers.1/blocks.1/mlp/fc2/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; +"1257 Constant_27691" -> "1253 /layers/layers.1/blocks.1/mlp/fc2/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; +"1258 Transpose_6420" -> "1253 /layers/layers.1/blocks.1/mlp/fc2/MatMul/fq_weights_1" [label="[192, 768]", style=solid]; +"1259 Constant_27689" -> "167 /layers/layers.1/blocks.1/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; +"1260 Constant_27688" -> "167 /layers/layers.1/blocks.1/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; +"1261 Constant_27687" -> "167 /layers/layers.1/blocks.1/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; +"1262 Constant_27686" -> "167 /layers/layers.1/blocks.1/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; +"1263 /layers/layers.1/blocks.1/mlp/fc1/MatMul/fq_weights_1" -> "140 /layers/layers.1/blocks.1/mlp/fc1/MatMul" [label="[768, 192]", style=solid]; +"1264 Constant_27684" -> "1263 /layers/layers.1/blocks.1/mlp/fc1/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; +"1265 Constant_27683" -> "1263 /layers/layers.1/blocks.1/mlp/fc1/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; +"1266 Constant_27682" -> "1263 /layers/layers.1/blocks.1/mlp/fc1/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; +"1267 Constant_27681" -> "1263 /layers/layers.1/blocks.1/mlp/fc1/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; +"1268 Transpose_6416" -> "1263 /layers/layers.1/blocks.1/mlp/fc1/MatMul/fq_weights_1" [label="[768, 192]", style=solid]; +"1269 Constant_27679" -> "131 /layers/layers.1/blocks.1/norm2/Add_1/fq_output_0" [label="[]", style=solid]; +"1270 Constant_27678" -> "131 /layers/layers.1/blocks.1/norm2/Add_1/fq_output_0" [label="[]", style=solid]; +"1271 Constant_27677" -> "131 /layers/layers.1/blocks.1/norm2/Add_1/fq_output_0" [label="[]", style=solid]; +"1272 Constant_27676" -> "131 /layers/layers.1/blocks.1/norm2/Add_1/fq_output_0" [label="[]", style=solid]; +"1273 Constant_7320" -> "119 /layers/layers.1/blocks.1/norm2/Add_1" [label="[1, 1, 192]", style=solid]; +"1274 Constant_7319" -> "111 /layers/layers.1/blocks.1/norm2/Mul" [label="[1, 1, 192]", style=solid]; +"1275 Constant_864" -> "104 /layers/layers.1/blocks.1/norm2/Div" [label="[1]", style=dashed]; +"1276 /layers/layers.1/blocks.1/Constant_31" -> "458 /layers/layers.1/blocks.1/Reshape_7" [label="[3]", style=dashed]; +"1277 Constant_5319" -> "432 /layers/layers.1/blocks.1/Slice_7" [label="[3]", style=dashed]; +"1278 Constant_5316" -> "432 /layers/layers.1/blocks.1/Slice_7" [label="[3]", style=dashed]; +"1279 Constant_5313" -> "432 /layers/layers.1/blocks.1/Slice_7" [label="[3]", style=dashed]; +"1280 Constant_5295" -> "406 /layers/layers.1/blocks.1/Slice_5" [label="[2]", style=dashed]; +"1281 Constant_5292" -> "406 /layers/layers.1/blocks.1/Slice_5" [label="[2]", style=dashed]; +"1282 Constant_5289" -> "406 /layers/layers.1/blocks.1/Slice_5" [label="[2]", style=dashed]; +"1283 /layers/layers.1/blocks.1/Constant_18" -> "391 /layers/layers.1/blocks.1/Reshape_6" [label="[4]", style=dashed]; +"1284 Constant_811" -> "378 /layers/layers.1/blocks.1/Transpose_1" [label="[6]", style=dashed]; +"1285 /layers/layers.1/blocks.1/Constant_17" -> "361 /layers/layers.1/blocks.1/Reshape_5" [label="[6]", style=dashed]; +"1286 /layers/layers.1/blocks.1/Constant_16" -> "345 /layers/layers.1/blocks.1/Reshape_4" [label="[4]", style=dashed]; +"1287 /layers/layers.1/blocks.1/attn/proj/MatMul/fq_weights_1" -> "314 /layers/layers.1/blocks.1/attn/proj/MatMul" [label="[192, 192]", style=solid]; +"1288 Constant_27674" -> "1287 /layers/layers.1/blocks.1/attn/proj/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; +"1289 Constant_27673" -> "1287 /layers/layers.1/blocks.1/attn/proj/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; +"1290 Constant_27672" -> "1287 /layers/layers.1/blocks.1/attn/proj/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; +"1291 Constant_27671" -> "1287 /layers/layers.1/blocks.1/attn/proj/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; +"1292 Transpose_6412" -> "1287 /layers/layers.1/blocks.1/attn/proj/MatMul/fq_weights_1" [label="[192, 192]", style=solid]; +"1293 /layers/layers.1/blocks.1/attn/Constant_4" -> "299 /layers/layers.1/blocks.1/attn/Reshape_3" [label="[3]", style=dashed]; +"1294 Constant_795" -> "284 /layers/layers.1/blocks.1/attn/Transpose_2" [label="[4]", style=dashed]; +"1295 Constant_27669" -> "271 /layers/layers.1/blocks.1/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; +"1296 Constant_27668" -> "271 /layers/layers.1/blocks.1/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; +"1297 Constant_27667" -> "271 /layers/layers.1/blocks.1/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; +"1298 Constant_27666" -> "271 /layers/layers.1/blocks.1/attn/MatMul_1/fq_output_0" [label="[]", style=solid]; +"1299 Constant_776" -> "243 /layers/layers.1/blocks.1/attn/Gather_2" [label="[]", style=dashed]; +"1300 Constant_770" -> "230 /layers/layers.1/blocks.1/attn/Transpose" [label="[5]", style=dashed]; +"1301 /layers/layers.1/blocks.1/attn/Constant" -> "221 /layers/layers.1/blocks.1/attn/Reshape" [label="[5]", style=dashed]; +"1302 /layers/layers.1/blocks.1/attn/qkv/MatMul/fq_weights_1" -> "203 /layers/layers.1/blocks.1/attn/qkv/MatMul" [label="[576, 192]", style=solid]; +"1303 Constant_27654" -> "1302 /layers/layers.1/blocks.1/attn/qkv/MatMul/fq_weights_1" [label="[576, 1]", style=solid]; +"1304 Constant_27653" -> "1302 /layers/layers.1/blocks.1/attn/qkv/MatMul/fq_weights_1" [label="[576, 1]", style=solid]; +"1305 Constant_27652" -> "1302 /layers/layers.1/blocks.1/attn/qkv/MatMul/fq_weights_1" [label="[576, 1]", style=solid]; +"1306 Constant_27651" -> "1302 /layers/layers.1/blocks.1/attn/qkv/MatMul/fq_weights_1" [label="[576, 1]", style=solid]; +"1307 Transpose_6409" -> "1302 /layers/layers.1/blocks.1/attn/qkv/MatMul/fq_weights_1" [label="[576, 192]", style=solid]; +"1308 /layers/layers.1/blocks.1/Constant_15" -> "195 /layers/layers.1/blocks.1/Reshape_3" [label="[3]", style=dashed]; +"1309 /layers/layers.1/blocks.1/Constant_14" -> "188 /layers/layers.1/blocks.1/Reshape_2" [label="[4]", style=dashed]; +"1310 Constant_754" -> "181 /layers/layers.1/blocks.1/Transpose" [label="[6]", style=dashed]; +"1311 /layers/layers.1/blocks.1/Constant_13" -> "175 /layers/layers.1/blocks.1/Reshape_1" [label="[6]", style=dashed]; +"1312 Constant_5271" -> "160 /layers/layers.1/blocks.1/Slice_3" [label="[3]", style=dashed]; +"1313 Constant_5268" -> "160 /layers/layers.1/blocks.1/Slice_3" [label="[3]", style=dashed]; +"1314 Constant_5265" -> "160 /layers/layers.1/blocks.1/Slice_3" [label="[3]", style=dashed]; +"1315 Constant_5247" -> "142 /layers/layers.1/blocks.1/Slice_1" [label="[2]", style=dashed]; +"1316 Constant_5244" -> "142 /layers/layers.1/blocks.1/Slice_1" [label="[2]", style=dashed]; +"1317 Constant_5241" -> "142 /layers/layers.1/blocks.1/Slice_1" [label="[2]", style=dashed]; +"1318 /layers/layers.1/blocks.1/Constant" -> "132 /layers/layers.1/blocks.1/Reshape" [label="[4]", style=dashed]; +"1319 Constant_27469" -> "120 /layers/layers.1/blocks.1/norm1/Add_1/fq_output_0" [label="[]", style=solid]; +"1320 Constant_27468" -> "120 /layers/layers.1/blocks.1/norm1/Add_1/fq_output_0" [label="[]", style=solid]; +"1321 Constant_27467" -> "120 /layers/layers.1/blocks.1/norm1/Add_1/fq_output_0" [label="[]", style=solid]; +"1322 Constant_27466" -> "120 /layers/layers.1/blocks.1/norm1/Add_1/fq_output_0" [label="[]", style=solid]; +"1323 Constant_7315" -> "112 /layers/layers.1/blocks.1/norm1/Add_1" [label="[1, 1, 192]", style=solid]; +"1324 Constant_7314" -> "105 /layers/layers.1/blocks.1/norm1/Mul" [label="[1, 1, 192]", style=solid]; +"1325 Constant_691" -> "97 /layers/layers.1/blocks.1/norm1/Div" [label="[1]", style=dashed]; +"1326 /layers/layers.1/blocks.0/mlp/fc2/MatMul/fq_weights_1" -> "161 /layers/layers.1/blocks.0/mlp/fc2/MatMul" [label="[192, 768]", style=solid]; +"1327 Constant_27649" -> "1326 /layers/layers.1/blocks.0/mlp/fc2/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; +"1328 Constant_27648" -> "1326 /layers/layers.1/blocks.0/mlp/fc2/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; +"1329 Constant_27647" -> "1326 /layers/layers.1/blocks.0/mlp/fc2/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; +"1330 Constant_27646" -> "1326 /layers/layers.1/blocks.0/mlp/fc2/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; +"1331 Transpose_6405" -> "1326 /layers/layers.1/blocks.0/mlp/fc2/MatMul/fq_weights_1" [label="[192, 768]", style=solid]; +"1332 Constant_27644" -> "152 /layers/layers.1/blocks.0/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; +"1333 Constant_27643" -> "152 /layers/layers.1/blocks.0/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; +"1334 Constant_27642" -> "152 /layers/layers.1/blocks.0/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; +"1335 Constant_27641" -> "152 /layers/layers.1/blocks.0/mlp/act/Mul_1/fq_output_0" [label="[]", style=solid]; +"1336 /layers/layers.1/blocks.0/mlp/fc1/MatMul/fq_weights_1" -> "121 /layers/layers.1/blocks.0/mlp/fc1/MatMul" [label="[768, 192]", style=solid]; +"1337 Constant_27639" -> "1336 /layers/layers.1/blocks.0/mlp/fc1/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; +"1338 Constant_27638" -> "1336 /layers/layers.1/blocks.0/mlp/fc1/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; +"1339 Constant_27637" -> "1336 /layers/layers.1/blocks.0/mlp/fc1/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; +"1340 Constant_27636" -> "1336 /layers/layers.1/blocks.0/mlp/fc1/MatMul/fq_weights_1" [label="[768, 1]", style=solid]; +"1341 Transpose_6401" -> "1336 /layers/layers.1/blocks.0/mlp/fc1/MatMul/fq_weights_1" [label="[768, 192]", style=solid]; +"1342 Constant_27634" -> "113 /layers/layers.1/blocks.0/norm2/Add_1/fq_output_0" [label="[]", style=solid]; +"1343 Constant_27633" -> "113 /layers/layers.1/blocks.0/norm2/Add_1/fq_output_0" [label="[]", style=solid]; +"1344 Constant_27632" -> "113 /layers/layers.1/blocks.0/norm2/Add_1/fq_output_0" [label="[]", style=solid]; +"1345 Constant_27631" -> "113 /layers/layers.1/blocks.0/norm2/Add_1/fq_output_0" [label="[]", style=solid]; +"1346 Constant_7311" -> "106 /layers/layers.1/blocks.0/norm2/Add_1" [label="[1, 1, 192]", style=solid]; +"1347 Constant_7310" -> "98 /layers/layers.1/blocks.0/norm2/Mul" [label="[1, 1, 192]", style=solid]; +"1348 Constant_665" -> "91 /layers/layers.1/blocks.0/norm2/Div" [label="[1]", style=dashed]; +"1349 /layers/layers.1/blocks.0/Constant_7" -> "300 /layers/layers.1/blocks.0/Reshape_7" [label="[3]", style=dashed]; +"1350 /layers/layers.1/blocks.0/Constant_6" -> "285 /layers/layers.1/blocks.0/Reshape_6" [label="[4]", style=dashed]; +"1351 Constant_654" -> "272 /layers/layers.1/blocks.0/Transpose_1" [label="[6]", style=dashed]; +"1352 /layers/layers.1/blocks.0/Constant_5" -> "257 /layers/layers.1/blocks.0/Reshape_5" [label="[6]", style=dashed]; +"1353 /layers/layers.1/blocks.0/Constant_4" -> "244 /layers/layers.1/blocks.0/Reshape_4" [label="[4]", style=dashed]; +"1354 /layers/layers.1/blocks.0/attn/proj/MatMul/fq_weights_1" -> "222 /layers/layers.1/blocks.0/attn/proj/MatMul" [label="[192, 192]", style=solid]; +"1355 Constant_27629" -> "1354 /layers/layers.1/blocks.0/attn/proj/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; +"1356 Constant_27628" -> "1354 /layers/layers.1/blocks.0/attn/proj/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; +"1357 Constant_27627" -> "1354 /layers/layers.1/blocks.0/attn/proj/MatMul/fq_weights_1" [label="[192, 1]", style=solid]; +"1358 Constant_27626" -> "1354 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style=solid]; +"1577 Constant_7292" -> "45 /layers/layers.0/blocks.0/mlp/fc1/Add" [label="[1, 1, 384]", style=solid]; +"1578 Constant_7293" -> "67 /layers/layers.0/blocks.0/mlp/fc2/Add" [label="[1, 1, 96]", style=solid]; +"1579 Constant_5067" -> "49 /layers/layers.0/blocks.1/Slice" [label="[2]", style=dashed]; +"1580 Constant_5064" -> "49 /layers/layers.0/blocks.1/Slice" [label="[2]", style=dashed]; +"1581 Constant_5061" -> "49 /layers/layers.0/blocks.1/Slice" [label="[2]", style=dashed]; +"1582 Constant_5091" -> "60 /layers/layers.0/blocks.1/Slice_2" [label="[3]", style=dashed]; +"1583 Constant_5088" -> "60 /layers/layers.0/blocks.1/Slice_2" [label="[3]", style=dashed]; +"1584 Constant_5085" -> "60 /layers/layers.0/blocks.1/Slice_2" [label="[3]", style=dashed]; +"1585 Constant_7296" -> "100 /layers/layers.0/blocks.1/attn/qkv/Add" [label="[1, 1, 288]", style=solid]; +"1586 /layers/layers.0/blocks.1/attn/Constant_3" -> "177 /layers/layers.0/blocks.1/attn/Reshape_2" [label="[4]", style=dashed]; +"1587 onnx^^Add_2301" -> "171 /layers/layers.0/blocks.1/attn/Add_1" [label="[1, 64, 1, 49, 49]", style=solid]; +"1588 /layers/layers.0/blocks.1/attn/Constant_2" -> "163 /layers/layers.0/blocks.1/attn/Reshape_1" [label="[5]", style=dashed]; +"1589 onnx^^Add_2293" -> "154 /layers/layers.0/blocks.1/attn/Add" [label="[1, 3, 49, 49]", style=solid]; +"1590 Constant_416" -> "136 /layers/layers.0/blocks.1/attn/Gather_1" [label="[]", style=dashed]; +"1591 Constant_27554" -> "124 /layers/layers.0/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1592 Constant_27553" -> "124 /layers/layers.0/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1593 Constant_27552" -> "124 /layers/layers.0/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1594 Constant_27551" -> "124 /layers/layers.0/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1595 Constant_27559" -> "145 /layers/layers.0/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1596 Constant_27558" -> "145 /layers/layers.0/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1597 Constant_27557" -> "145 /layers/layers.0/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1598 Constant_27556" -> "145 /layers/layers.0/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1599 Constant_7297" -> "135 /layers/layers.0/blocks.1/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; +"1600 Constant_414" -> "123 /layers/layers.0/blocks.1/attn/Gather" [label="[]", style=dashed]; +"1601 Constant_7298" -> "178 /layers/layers.0/blocks.1/attn/proj/Add" [label="[1, 1, 96]", style=solid]; +"1602 Constant_5115" -> "214 /layers/layers.0/blocks.1/Slice_4" [label="[2]", style=dashed]; +"1603 Constant_5112" -> "214 /layers/layers.0/blocks.1/Slice_4" [label="[2]", style=dashed]; +"1604 Constant_5109" -> "214 /layers/layers.0/blocks.1/Slice_4" [label="[2]", style=dashed]; +"1605 Constant_5139" -> "232 /layers/layers.0/blocks.1/Slice_6" [label="[3]", style=dashed]; +"1606 Constant_5136" -> "232 /layers/layers.0/blocks.1/Slice_6" [label="[3]", style=dashed]; +"1607 Constant_5133" -> "232 /layers/layers.0/blocks.1/Slice_6" [label="[3]", style=dashed]; +"1608 Constant_7301" -> "54 /layers/layers.0/blocks.1/mlp/fc1/Add" [label="[1, 1, 384]", style=solid]; +"1609 Constant_7302" -> "74 /layers/layers.0/blocks.1/mlp/fc2/Add" [label="[1, 1, 96]", style=solid]; +"1610 Constant_5211" -> "40 /layers/layers.0/downsample/Slice_4" [label="[3]", style=dashed]; +"1611 Constant_5208" -> "40 /layers/layers.0/downsample/Slice_4" [label="[3]", style=dashed]; +"1612 Constant_5205" -> "40 /layers/layers.0/downsample/Slice_4" [label="[3]", style=dashed]; +"1613 Constant_5163" -> "33 /layers/layers.0/downsample/Slice" [label="[2]", style=dashed]; +"1614 Constant_5160" -> "33 /layers/layers.0/downsample/Slice" [label="[2]", style=dashed]; +"1615 Constant_5157" -> "33 /layers/layers.0/downsample/Slice" [label="[2]", style=dashed]; +"1616 Constant_5199" -> "41 /layers/layers.0/downsample/Slice_3" [label="[3]", style=dashed]; +"1617 Constant_5196" -> "41 /layers/layers.0/downsample/Slice_3" [label="[3]", style=dashed]; +"1618 Constant_5193" -> "41 /layers/layers.0/downsample/Slice_3" [label="[3]", style=dashed]; +"1619 Constant_5175" -> "39 /layers/layers.0/downsample/Slice_1" [label="[3]", style=dashed]; +"1620 Constant_5172" -> "39 /layers/layers.0/downsample/Slice_1" [label="[3]", style=dashed]; +"1621 Constant_5169" -> "39 /layers/layers.0/downsample/Slice_1" [label="[3]", style=dashed]; +"1622 Constant_7307" -> "162 /layers/layers.1/blocks.0/attn/qkv/Add" [label="[1, 1, 576]", style=solid]; +"1623 onnx^^Add_2389" -> "204 /layers/layers.1/blocks.0/attn/Add" [label="[1, 6, 49, 49]", style=solid]; +"1624 Constant_626" -> "190 /layers/layers.1/blocks.0/attn/Gather_1" [label="[]", style=dashed]; +"1625 Constant_27614" -> "183 /layers/layers.1/blocks.0/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1626 Constant_27613" -> "183 /layers/layers.1/blocks.0/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1627 Constant_27612" -> "183 /layers/layers.1/blocks.0/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1628 Constant_27611" -> "183 /layers/layers.1/blocks.0/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1629 Constant_27619" -> "196 /layers/layers.1/blocks.0/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1630 Constant_27618" -> "196 /layers/layers.1/blocks.0/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1631 Constant_27617" -> "196 /layers/layers.1/blocks.0/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1632 Constant_27616" -> "196 /layers/layers.1/blocks.0/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1633 Constant_7308" -> "189 /layers/layers.1/blocks.0/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; +"1634 Constant_624" -> "182 /layers/layers.1/blocks.0/attn/Gather" [label="[]", style=dashed]; +"1635 Constant_7309" -> "231 /layers/layers.1/blocks.0/attn/proj/Add" [label="[1, 1, 192]", style=solid]; +"1636 Constant_7312" -> "133 /layers/layers.1/blocks.0/mlp/fc1/Add" [label="[1, 1, 768]", style=solid]; +"1637 Constant_7313" -> "169 /layers/layers.1/blocks.0/mlp/fc2/Add" [label="[1, 1, 192]", style=solid]; +"1638 Constant_5235" -> "141 /layers/layers.1/blocks.1/Slice" [label="[2]", style=dashed]; +"1639 Constant_5232" -> "141 /layers/layers.1/blocks.1/Slice" [label="[2]", style=dashed]; +"1640 Constant_5229" -> "141 /layers/layers.1/blocks.1/Slice" [label="[2]", style=dashed]; +"1641 Constant_5259" -> "159 /layers/layers.1/blocks.1/Slice_2" [label="[3]", style=dashed]; +"1642 Constant_5256" -> "159 /layers/layers.1/blocks.1/Slice_2" [label="[3]", style=dashed]; +"1643 Constant_5253" -> "159 /layers/layers.1/blocks.1/Slice_2" [label="[3]", style=dashed]; +"1644 Constant_7316" -> "211 /layers/layers.1/blocks.1/attn/qkv/Add" [label="[1, 1, 576]", style=solid]; +"1645 /layers/layers.1/blocks.1/attn/Constant_3" -> "328 /layers/layers.1/blocks.1/attn/Reshape_2" [label="[4]", style=dashed]; +"1646 onnx^^Add_2446" -> "313 /layers/layers.1/blocks.1/attn/Add_1" [label="[1, 16, 1, 49, 49]", style=solid]; +"1647 /layers/layers.1/blocks.1/attn/Constant_2" -> "298 /layers/layers.1/blocks.1/attn/Reshape_1" [label="[5]", style=dashed]; +"1648 onnx^^Add_2438" -> "283 /layers/layers.1/blocks.1/attn/Add" [label="[1, 6, 49, 49]", style=solid]; +"1649 Constant_774" -> "255 /layers/layers.1/blocks.1/attn/Gather_1" [label="[]", style=dashed]; +"1650 Constant_27659" -> "242 /layers/layers.1/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1651 Constant_27658" -> "242 /layers/layers.1/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1652 Constant_27657" -> "242 /layers/layers.1/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1653 Constant_27656" -> "242 /layers/layers.1/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1654 Constant_27664" -> "269 /layers/layers.1/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1655 Constant_27663" -> "269 /layers/layers.1/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1656 Constant_27662" -> "269 /layers/layers.1/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1657 Constant_27661" -> "269 /layers/layers.1/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1658 Constant_7317" -> "254 /layers/layers.1/blocks.1/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; +"1659 Constant_772" -> "241 /layers/layers.1/blocks.1/attn/Gather" [label="[]", style=dashed]; +"1660 Constant_7318" -> "329 /layers/layers.1/blocks.1/attn/proj/Add" [label="[1, 1, 192]", style=solid]; +"1661 Constant_5283" -> "405 /layers/layers.1/blocks.1/Slice_4" [label="[2]", style=dashed]; +"1662 Constant_5280" -> "405 /layers/layers.1/blocks.1/Slice_4" [label="[2]", style=dashed]; +"1663 Constant_5277" -> "405 /layers/layers.1/blocks.1/Slice_4" [label="[2]", style=dashed]; +"1664 Constant_5307" -> "431 /layers/layers.1/blocks.1/Slice_6" [label="[3]", style=dashed]; +"1665 Constant_5304" -> "431 /layers/layers.1/blocks.1/Slice_6" [label="[3]", style=dashed]; +"1666 Constant_5301" -> "431 /layers/layers.1/blocks.1/Slice_6" [label="[3]", style=dashed]; +"1667 Constant_7321" -> "150 /layers/layers.1/blocks.1/mlp/fc1/Add" [label="[1, 1, 768]", style=solid]; +"1668 Constant_7322" -> "180 /layers/layers.1/blocks.1/mlp/fc2/Add" [label="[1, 1, 192]", style=solid]; +"1669 Constant_5379" -> "128 /layers/layers.1/downsample/Slice_4" [label="[3]", style=dashed]; +"1670 Constant_5376" -> "128 /layers/layers.1/downsample/Slice_4" [label="[3]", style=dashed]; +"1671 Constant_5373" -> "128 /layers/layers.1/downsample/Slice_4" [label="[3]", style=dashed]; +"1672 Constant_5331" -> "117 /layers/layers.1/downsample/Slice" [label="[2]", style=dashed]; +"1673 Constant_5328" -> "117 /layers/layers.1/downsample/Slice" [label="[2]", style=dashed]; +"1674 Constant_5325" -> "117 /layers/layers.1/downsample/Slice" [label="[2]", style=dashed]; +"1675 Constant_5367" -> "129 /layers/layers.1/downsample/Slice_3" [label="[3]", style=dashed]; +"1676 Constant_5364" -> "129 /layers/layers.1/downsample/Slice_3" [label="[3]", style=dashed]; +"1677 Constant_5361" -> "129 /layers/layers.1/downsample/Slice_3" [label="[3]", style=dashed]; +"1678 Constant_5343" -> "127 /layers/layers.1/downsample/Slice_1" [label="[3]", style=dashed]; +"1679 Constant_5340" -> "127 /layers/layers.1/downsample/Slice_1" [label="[3]", style=dashed]; +"1680 Constant_5337" -> "127 /layers/layers.1/downsample/Slice_1" [label="[3]", style=dashed]; +"1681 Constant_7327" -> "297 /layers/layers.2/blocks.0/attn/qkv/Add" [label="[1, 1, 1152]", style=solid]; +"1682 onnx^^Add_2534" -> "389 /layers/layers.2/blocks.0/attn/Add" [label="[1, 12, 49, 49]", style=solid]; +"1683 Constant_984" -> "359 /layers/layers.2/blocks.0/attn/Gather_1" [label="[]", style=dashed]; +"1684 Constant_27719" -> "342 /layers/layers.2/blocks.0/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1685 Constant_27718" -> "342 /layers/layers.2/blocks.0/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1686 Constant_27717" -> "342 /layers/layers.2/blocks.0/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1687 Constant_27716" -> "342 /layers/layers.2/blocks.0/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1688 Constant_27724" -> "375 /layers/layers.2/blocks.0/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1689 Constant_27723" -> "375 /layers/layers.2/blocks.0/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1690 Constant_27722" -> "375 /layers/layers.2/blocks.0/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1691 Constant_27721" -> "375 /layers/layers.2/blocks.0/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1692 Constant_7328" -> "358 /layers/layers.2/blocks.0/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; +"1693 Constant_982" -> "341 /layers/layers.2/blocks.0/attn/Gather" [label="[]", style=dashed]; +"1694 Constant_7329" -> "430 /layers/layers.2/blocks.0/attn/proj/Add" [label="[1, 1, 384]", style=solid]; +"1695 Constant_7332" -> "252 /layers/layers.2/blocks.0/mlp/fc1/Add" [label="[1, 1, 1536]", style=solid]; +"1696 Constant_7333" -> "311 /layers/layers.2/blocks.0/mlp/fc2/Add" [label="[1, 1, 384]", style=solid]; +"1697 Constant_5403" -> "265 /layers/layers.2/blocks.1/Slice" [label="[2]", style=dashed]; +"1698 Constant_5400" -> "265 /layers/layers.2/blocks.1/Slice" [label="[2]", style=dashed]; +"1699 Constant_5397" -> "265 /layers/layers.2/blocks.1/Slice" [label="[2]", style=dashed]; +"1700 Constant_5427" -> "294 /layers/layers.2/blocks.1/Slice_2" [label="[3]", style=dashed]; +"1701 Constant_5424" -> "294 /layers/layers.2/blocks.1/Slice_2" [label="[3]", style=dashed]; +"1702 Constant_5421" -> "294 /layers/layers.2/blocks.1/Slice_2" [label="[3]", style=dashed]; +"1703 Constant_7336" -> "402 /layers/layers.2/blocks.1/attn/qkv/Add" [label="[1, 1, 1152]", style=solid]; +"1704 /layers/layers.2/blocks.1/attn/Constant_3" -> "518 /layers/layers.2/blocks.1/attn/Reshape_2" [label="[4]", style=dashed]; +"1705 onnx^^Add_2702" -> "505 /layers/layers.2/blocks.1/attn/Add_1" [label="[1, 4, 1, 49, 49]", style=solid]; +"1705 onnx^^Add_2702" -> "554 /layers/layers.2/blocks.3/attn/Add_1" [label="[1, 4, 1, 49, 49]", style=solid]; +"1705 onnx^^Add_2702" -> "596 /layers/layers.2/blocks.5/attn/Add_1" [label="[1, 4, 1, 49, 49]", style=solid]; +"1706 /layers/layers.2/blocks.1/attn/Constant_2" -> "491 /layers/layers.2/blocks.1/attn/Reshape_1" [label="[5]", style=dashed]; +"1707 onnx^^Add_2583" -> "478 /layers/layers.2/blocks.1/attn/Add" [label="[1, 12, 49, 49]", style=solid]; +"1708 Constant_1132" -> "455 /layers/layers.2/blocks.1/attn/Gather_1" [label="[]", style=dashed]; +"1709 Constant_27764" -> "441 /layers/layers.2/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1710 Constant_27763" -> "441 /layers/layers.2/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1711 Constant_27762" -> "441 /layers/layers.2/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1712 Constant_27761" -> "441 /layers/layers.2/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1713 Constant_27769" -> "466 /layers/layers.2/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1714 Constant_27768" -> "466 /layers/layers.2/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1715 Constant_27767" -> "466 /layers/layers.2/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1716 Constant_27766" -> "466 /layers/layers.2/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1717 Constant_7337" -> "454 /layers/layers.2/blocks.1/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; +"1718 Constant_1130" -> "440 /layers/layers.2/blocks.1/attn/Gather" [label="[]", style=dashed]; +"1719 Constant_7338" -> "519 /layers/layers.2/blocks.1/attn/proj/Add" [label="[1, 1, 384]", style=solid]; +"1720 Constant_5451" -> "579 /layers/layers.2/blocks.1/Slice_4" [label="[2]", style=dashed]; +"1721 Constant_5448" -> "579 /layers/layers.2/blocks.1/Slice_4" [label="[2]", style=dashed]; +"1722 Constant_5445" -> "579 /layers/layers.2/blocks.1/Slice_4" [label="[2]", style=dashed]; +"1723 Constant_5475" -> "599 /layers/layers.2/blocks.1/Slice_6" [label="[3]", style=dashed]; +"1724 Constant_5472" -> "599 /layers/layers.2/blocks.1/Slice_6" [label="[3]", style=dashed]; +"1725 Constant_5469" -> "599 /layers/layers.2/blocks.1/Slice_6" [label="[3]", style=dashed]; +"1726 Constant_7341" -> "279 /layers/layers.2/blocks.1/mlp/fc1/Add" [label="[1, 1, 1536]", style=solid]; +"1727 Constant_7342" -> "339 /layers/layers.2/blocks.1/mlp/fc2/Add" [label="[1, 1, 384]", style=solid]; +"1728 Constant_7345" -> "356 /layers/layers.2/blocks.2/attn/qkv/Add" [label="[1, 1, 1152]", style=solid]; +"1729 onnx^^Add_2645" -> "438 /layers/layers.2/blocks.2/attn/Add" [label="[1, 12, 49, 49]", style=solid]; +"1730 Constant_1289" -> "415 /layers/layers.2/blocks.2/attn/Gather_1" [label="[]", style=dashed]; +"1731 Constant_27814" -> "400 /layers/layers.2/blocks.2/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1732 Constant_27813" -> "400 /layers/layers.2/blocks.2/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1733 Constant_27812" -> "400 /layers/layers.2/blocks.2/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1734 Constant_27811" -> "400 /layers/layers.2/blocks.2/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1735 Constant_27819" -> "426 /layers/layers.2/blocks.2/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1736 Constant_27818" -> "426 /layers/layers.2/blocks.2/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1737 Constant_27817" -> "426 /layers/layers.2/blocks.2/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1738 Constant_27816" -> "426 /layers/layers.2/blocks.2/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1739 Constant_7346" -> "414 /layers/layers.2/blocks.2/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; +"1740 Constant_1287" -> "399 /layers/layers.2/blocks.2/attn/Gather" [label="[]", style=dashed]; +"1741 Constant_7347" -> "477 /layers/layers.2/blocks.2/attn/proj/Add" [label="[1, 1, 384]", style=solid]; +"1742 Constant_7350" -> "307 /layers/layers.2/blocks.2/mlp/fc1/Add" [label="[1, 1, 1536]", style=solid]; +"1743 Constant_7351" -> "372 /layers/layers.2/blocks.2/mlp/fc2/Add" [label="[1, 1, 384]", style=solid]; +"1744 Constant_5499" -> "321 /layers/layers.2/blocks.3/Slice" [label="[2]", style=dashed]; +"1745 Constant_5496" -> "321 /layers/layers.2/blocks.3/Slice" [label="[2]", style=dashed]; +"1746 Constant_5493" -> "321 /layers/layers.2/blocks.3/Slice" [label="[2]", style=dashed]; +"1747 Constant_5523" -> "353 /layers/layers.2/blocks.3/Slice_2" [label="[3]", style=dashed]; +"1748 Constant_5520" -> "353 /layers/layers.2/blocks.3/Slice_2" [label="[3]", style=dashed]; +"1749 Constant_5517" -> "353 /layers/layers.2/blocks.3/Slice_2" [label="[3]", style=dashed]; +"1750 Constant_7354" -> "451 /layers/layers.2/blocks.3/attn/qkv/Add" [label="[1, 1, 1152]", style=solid]; +"1751 /layers/layers.2/blocks.3/attn/Constant_3" -> "566 /layers/layers.2/blocks.3/attn/Reshape_2" [label="[4]", style=dashed]; +"1752 /layers/layers.2/blocks.3/attn/Constant_2" -> "541 /layers/layers.2/blocks.3/attn/Reshape_1" [label="[5]", style=dashed]; +"1753 onnx^^Add_2694" -> "527 /layers/layers.2/blocks.3/attn/Add" [label="[1, 12, 49, 49]", style=solid]; +"1754 Constant_1437" -> "502 /layers/layers.2/blocks.3/attn/Gather_1" [label="[]", style=dashed]; +"1755 Constant_27859" -> "488 /layers/layers.2/blocks.3/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1756 Constant_27858" -> "488 /layers/layers.2/blocks.3/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1757 Constant_27857" -> "488 /layers/layers.2/blocks.3/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1758 Constant_27856" -> "488 /layers/layers.2/blocks.3/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1759 Constant_27864" -> "514 /layers/layers.2/blocks.3/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1760 Constant_27863" -> "514 /layers/layers.2/blocks.3/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1761 Constant_27862" -> "514 /layers/layers.2/blocks.3/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1762 Constant_27861" -> "514 /layers/layers.2/blocks.3/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1763 Constant_7355" -> "501 /layers/layers.2/blocks.3/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; +"1764 Constant_1435" -> "487 /layers/layers.2/blocks.3/attn/Gather" [label="[]", style=dashed]; +"1765 Constant_7356" -> "567 /layers/layers.2/blocks.3/attn/proj/Add" [label="[1, 1, 384]", style=solid]; +"1766 Constant_5547" -> "617 /layers/layers.2/blocks.3/Slice_4" [label="[2]", style=dashed]; +"1767 Constant_5544" -> "617 /layers/layers.2/blocks.3/Slice_4" [label="[2]", style=dashed]; +"1768 Constant_5541" -> "617 /layers/layers.2/blocks.3/Slice_4" [label="[2]", style=dashed]; +"1769 Constant_5571" -> "634 /layers/layers.2/blocks.3/Slice_6" [label="[3]", style=dashed]; +"1770 Constant_5568" -> "634 /layers/layers.2/blocks.3/Slice_6" [label="[3]", style=dashed]; +"1771 Constant_5565" -> "634 /layers/layers.2/blocks.3/Slice_6" [label="[3]", style=dashed]; +"1772 Constant_7359" -> "335 /layers/layers.2/blocks.3/mlp/fc1/Add" [label="[1, 1, 1536]", style=solid]; +"1773 Constant_7360" -> "397 /layers/layers.2/blocks.3/mlp/fc2/Add" [label="[1, 1, 384]", style=solid]; +"1774 Constant_7363" -> "412 /layers/layers.2/blocks.4/attn/qkv/Add" [label="[1, 1, 1152]", style=solid]; +"1775 onnx^^Add_2756" -> "485 /layers/layers.2/blocks.4/attn/Add" [label="[1, 12, 49, 49]", style=solid]; +"1776 Constant_1594" -> "462 /layers/layers.2/blocks.4/attn/Gather_1" [label="[]", style=dashed]; +"1777 Constant_27909" -> "449 /layers/layers.2/blocks.4/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1778 Constant_27908" -> "449 /layers/layers.2/blocks.4/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1779 Constant_27907" -> "449 /layers/layers.2/blocks.4/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1780 Constant_27906" -> "449 /layers/layers.2/blocks.4/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1781 Constant_27914" -> "473 /layers/layers.2/blocks.4/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1782 Constant_27913" -> "473 /layers/layers.2/blocks.4/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1783 Constant_27912" -> "473 /layers/layers.2/blocks.4/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1784 Constant_27911" -> "473 /layers/layers.2/blocks.4/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1785 Constant_7364" -> "461 /layers/layers.2/blocks.4/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; +"1786 Constant_1592" -> "448 /layers/layers.2/blocks.4/attn/Gather" [label="[]", style=dashed]; +"1787 Constant_7365" -> "526 /layers/layers.2/blocks.4/attn/proj/Add" [label="[1, 1, 384]", style=solid]; +"1788 Constant_7368" -> "368 /layers/layers.2/blocks.4/mlp/fc1/Add" [label="[1, 1, 1536]", style=solid]; +"1789 Constant_7369" -> "423 /layers/layers.2/blocks.4/mlp/fc2/Add" [label="[1, 1, 384]", style=solid]; +"1790 Constant_5595" -> "381 /layers/layers.2/blocks.5/Slice" [label="[2]", style=dashed]; +"1791 Constant_5592" -> "381 /layers/layers.2/blocks.5/Slice" [label="[2]", style=dashed]; +"1792 Constant_5589" -> "381 /layers/layers.2/blocks.5/Slice" [label="[2]", style=dashed]; +"1793 Constant_5619" -> "409 /layers/layers.2/blocks.5/Slice_2" [label="[3]", style=dashed]; +"1794 Constant_5616" -> "409 /layers/layers.2/blocks.5/Slice_2" [label="[3]", style=dashed]; +"1795 Constant_5613" -> "409 /layers/layers.2/blocks.5/Slice_2" [label="[3]", style=dashed]; +"1796 Constant_7372" -> "498 /layers/layers.2/blocks.5/attn/qkv/Add" [label="[1, 1, 1152]", style=solid]; +"1797 /layers/layers.2/blocks.5/attn/Constant_3" -> "605 /layers/layers.2/blocks.5/attn/Reshape_2" [label="[4]", style=dashed]; +"1798 /layers/layers.2/blocks.5/attn/Constant_2" -> "586 /layers/layers.2/blocks.5/attn/Reshape_1" [label="[5]", style=dashed]; +"1799 onnx^^Add_2805" -> "574 /layers/layers.2/blocks.5/attn/Add" [label="[1, 12, 49, 49]", style=solid]; +"1800 Constant_1742" -> "551 /layers/layers.2/blocks.5/attn/Gather_1" [label="[]", style=dashed]; +"1801 Constant_27954" -> "538 /layers/layers.2/blocks.5/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1802 Constant_27953" -> "538 /layers/layers.2/blocks.5/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1803 Constant_27952" -> "538 /layers/layers.2/blocks.5/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1804 Constant_27951" -> "538 /layers/layers.2/blocks.5/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1805 Constant_27959" -> "562 /layers/layers.2/blocks.5/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1806 Constant_27958" -> "562 /layers/layers.2/blocks.5/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1807 Constant_27957" -> "562 /layers/layers.2/blocks.5/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1808 Constant_27956" -> "562 /layers/layers.2/blocks.5/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1809 Constant_7373" -> "550 /layers/layers.2/blocks.5/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; +"1810 Constant_1740" -> "537 /layers/layers.2/blocks.5/attn/Gather" [label="[]", style=dashed]; +"1811 Constant_7374" -> "606 /layers/layers.2/blocks.5/attn/proj/Add" [label="[1, 1, 384]", style=solid]; +"1812 Constant_5643" -> "648 /layers/layers.2/blocks.5/Slice_4" [label="[2]", style=dashed]; +"1813 Constant_5640" -> "648 /layers/layers.2/blocks.5/Slice_4" [label="[2]", style=dashed]; +"1814 Constant_5637" -> "648 /layers/layers.2/blocks.5/Slice_4" [label="[2]", style=dashed]; +"1815 Constant_5667" -> "658 /layers/layers.2/blocks.5/Slice_6" [label="[3]", style=dashed]; +"1816 Constant_5664" -> "658 /layers/layers.2/blocks.5/Slice_6" [label="[3]", style=dashed]; +"1817 Constant_5661" -> "658 /layers/layers.2/blocks.5/Slice_6" [label="[3]", style=dashed]; +"1818 Constant_7377" -> "393 /layers/layers.2/blocks.5/mlp/fc1/Add" [label="[1, 1, 1536]", style=solid]; +"1819 Constant_7378" -> "446 /layers/layers.2/blocks.5/mlp/fc2/Add" [label="[1, 1, 384]", style=solid]; +"1820 Constant_5739" -> "363 /layers/layers.2/downsample/Slice_4" [label="[3]", style=dashed]; +"1821 Constant_5736" -> "363 /layers/layers.2/downsample/Slice_4" [label="[3]", style=dashed]; +"1822 Constant_5733" -> "363 /layers/layers.2/downsample/Slice_4" [label="[3]", style=dashed]; +"1823 Constant_5691" -> "346 /layers/layers.2/downsample/Slice" [label="[2]", style=dashed]; +"1824 Constant_5688" -> "346 /layers/layers.2/downsample/Slice" [label="[2]", style=dashed]; +"1825 Constant_5685" -> "346 /layers/layers.2/downsample/Slice" [label="[2]", style=dashed]; +"1826 Constant_5727" -> "364 /layers/layers.2/downsample/Slice_3" [label="[3]", style=dashed]; +"1827 Constant_5724" -> "364 /layers/layers.2/downsample/Slice_3" [label="[3]", style=dashed]; +"1828 Constant_5721" -> "364 /layers/layers.2/downsample/Slice_3" [label="[3]", style=dashed]; +"1829 Constant_5703" -> "362 /layers/layers.2/downsample/Slice_1" [label="[3]", style=dashed]; +"1830 Constant_5700" -> "362 /layers/layers.2/downsample/Slice_1" [label="[3]", style=dashed]; +"1831 Constant_5697" -> "362 /layers/layers.2/downsample/Slice_1" [label="[3]", style=dashed]; +"1832 Constant_7383" -> "585 /layers/layers.3/blocks.0/attn/qkv/Add" [label="[1, 1, 2304]", style=solid]; +"1833 onnx^^Add_2901" -> "639 /layers/layers.3/blocks.0/attn/Add" [label="[1, 24, 49, 49]", style=solid]; +"1834 Constant_1952" -> "623 /layers/layers.3/blocks.0/attn/Gather_1" [label="[]", style=dashed]; +"1835 Constant_28014" -> "613 /layers/layers.3/blocks.0/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1836 Constant_28013" -> "613 /layers/layers.3/blocks.0/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1837 Constant_28012" -> "613 /layers/layers.3/blocks.0/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1838 Constant_28011" -> "613 /layers/layers.3/blocks.0/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1839 Constant_28019" -> "630 /layers/layers.3/blocks.0/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1840 Constant_28018" -> "630 /layers/layers.3/blocks.0/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1841 Constant_28017" -> "630 /layers/layers.3/blocks.0/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1842 Constant_28016" -> "630 /layers/layers.3/blocks.0/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1843 Constant_7384" -> "622 /layers/layers.3/blocks.0/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; +"1844 Constant_1950" -> "612 /layers/layers.3/blocks.0/attn/Gather" [label="[]", style=dashed]; +"1845 Constant_7385" -> "657 /layers/layers.3/blocks.0/attn/proj/Add" [label="[1, 1, 768]", style=solid]; +"1846 Constant_7388" -> "548 /layers/layers.3/blocks.0/mlp/fc1/Add" [label="[1, 1, 3072]", style=solid]; +"1847 Constant_7389" -> "594 /layers/layers.3/blocks.0/mlp/fc2/Add" [label="[1, 1, 768]", style=solid]; +"1848 Constant_7392" -> "603 /layers/layers.3/blocks.1/attn/qkv/Add" [label="[1, 1, 2304]", style=solid]; +"1849 onnx^^Add_2950" -> "651 /layers/layers.3/blocks.1/attn/Add" [label="[1, 24, 49, 49]", style=solid]; +"1850 Constant_2058" -> "637 /layers/layers.3/blocks.1/attn/Gather_1" [label="[]", style=dashed]; +"1851 Constant_28064" -> "628 /layers/layers.3/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1852 Constant_28063" -> "628 /layers/layers.3/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1853 Constant_28062" -> "628 /layers/layers.3/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1854 Constant_28061" -> "628 /layers/layers.3/blocks.1/attn/Gather_1/fq_input_0" [label="[]", style=solid]; +"1855 Constant_28069" -> "643 /layers/layers.3/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1856 Constant_28068" -> "643 /layers/layers.3/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1857 Constant_28067" -> "643 /layers/layers.3/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1858 Constant_28066" -> "643 /layers/layers.3/blocks.1/attn/Mul/fq_output_0" [label="[]", style=solid]; +"1859 Constant_7393" -> "636 /layers/layers.3/blocks.1/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; +"1860 Constant_2056" -> "627 /layers/layers.3/blocks.1/attn/Gather" [label="[]", style=dashed]; +"1861 Constant_7394" -> "663 /layers/layers.3/blocks.1/attn/proj/Add" [label="[1, 1, 768]", style=solid]; +"1862 Constant_7397" -> "570 /layers/layers.3/blocks.1/mlp/fc1/Add" [label="[1, 1, 3072]", style=solid]; +"1863 Constant_7398" -> "610 /layers/layers.3/blocks.1/mlp/fc2/Add" [label="[1, 1, 768]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/swin-tiny-patch4-window7-224_sq.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/swin-tiny-patch4-window7-224_sq.dot deleted file mode 120000 index 40c2318499c..00000000000 --- a/tests/openvino/native/data/2023.2/reference_graphs/quantized/swin-tiny-patch4-window7-224_sq.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2023.1/reference_graphs/quantized/swin-tiny-patch4-window7-224_sq.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_graphs/quantized/swin-tiny-patch4-window7-224_sq.dot b/tests/openvino/native/data/2023.2/reference_graphs/quantized/swin-tiny-patch4-window7-224_sq.dot new file mode 100644 index 00000000000..b2201cd3a37 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_graphs/quantized/swin-tiny-patch4-window7-224_sq.dot @@ -0,0 +1,2754 @@ +strict digraph { +"0 input" [id=0, type=Parameter]; +"1 Multiply_6579" [id=1, type=Multiply]; +"2 Divide_2169" [id=2, type=Add]; +"3 Divide_2169_0_0/nncf_smooth_quant" [id=3, type=Multiply]; +"4 /patch_embed/proj/Conv/WithoutBiases" [id=4, type=Convolution]; +"5 /patch_embed/proj/Conv" [id=5, type=Add]; +"6 /patch_embed/Reshape" [id=6, type=Reshape]; +"7 /patch_embed/Shape" [id=7, type=ShapeOf]; +"8 /patch_embed/Transpose" [id=8, type=Transpose]; +"9 /patch_embed/Slice" [id=9, type=StridedSlice]; +"10 /patch_embed/norm/Div" [id=10, type=MVN]; +"11 /patch_embed/Concat" [id=11, type=Concat]; +"12 /patch_embed/norm/Mul" [id=12, type=Multiply]; +"13 /patch_embed/norm/Add_1" [id=13, type=Add]; +"14 /layers/layers.0/blocks.0/Add" [id=14, type=Add]; +"15 /layers/layers.0/blocks.0/norm1/Div" [id=15, type=MVN]; +"16 /layers/layers.0/blocks.0/Add_1" [id=16, type=Add]; +"17 /layers/layers.0/blocks.0/norm2/Div" [id=17, type=MVN]; +"18 /layers/layers.0/blocks.0/norm1/Mul" [id=18, type=Multiply]; +"19 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[id=1129, type=Constant]; +"1130 /layers/layers.0/blocks.1/attn/Constant_3" [id=1130, type=Constant]; +"1131 onnx^^Add_2301" [id=1131, label="1131 onnx::Add_2301", type=Constant]; +"1132 /layers/layers.0/blocks.1/attn/Constant_2" [id=1132, type=Constant]; +"1133 onnx^^Add_2293" [id=1133, label="1133 onnx::Add_2293", type=Constant]; +"1134 Constant_416" [id=1134, type=Constant]; +"1135 Constant_7297" [id=1135, type=Constant]; +"1136 Constant_414" [id=1136, type=Constant]; +"1137 Constant_7298" [id=1137, type=Constant]; +"1138 Constant_5115" [id=1138, type=Constant]; +"1139 Constant_5112" [id=1139, type=Constant]; +"1140 Constant_5109" [id=1140, type=Constant]; +"1141 Constant_5139" [id=1141, type=Constant]; +"1142 Constant_5136" [id=1142, type=Constant]; +"1143 Constant_5133" [id=1143, type=Constant]; +"1144 Constant_7301" [id=1144, type=Constant]; +"1145 Constant_7302" [id=1145, type=Constant]; +"1146 Constant_5211" [id=1146, type=Constant]; +"1147 Constant_5208" [id=1147, type=Constant]; +"1148 Constant_5205" [id=1148, type=Constant]; +"1149 Constant_5163" [id=1149, type=Constant]; +"1150 Constant_5160" [id=1150, type=Constant]; +"1151 Constant_5157" [id=1151, type=Constant]; +"1152 Constant_5199" [id=1152, type=Constant]; +"1153 Constant_5196" [id=1153, type=Constant]; +"1154 Constant_5193" [id=1154, type=Constant]; +"1155 Constant_5175" [id=1155, type=Constant]; +"1156 Constant_5172" [id=1156, type=Constant]; +"1157 Constant_5169" [id=1157, type=Constant]; +"1158 Constant_7307" [id=1158, type=Constant]; +"1159 onnx^^Add_2389" [id=1159, label="1159 onnx::Add_2389", type=Constant]; +"1160 Constant_626" [id=1160, type=Constant]; +"1161 Constant_7308" [id=1161, type=Constant]; +"1162 Constant_624" [id=1162, type=Constant]; +"1163 Constant_7309" [id=1163, type=Constant]; +"1164 Constant_7312" [id=1164, type=Constant]; +"1165 Constant_7313" [id=1165, type=Constant]; +"1166 Constant_5235" [id=1166, type=Constant]; +"1167 Constant_5232" [id=1167, type=Constant]; +"1168 Constant_5229" [id=1168, type=Constant]; +"1169 Constant_5259" [id=1169, type=Constant]; +"1170 Constant_5256" [id=1170, type=Constant]; +"1171 Constant_5253" [id=1171, type=Constant]; +"1172 Constant_7316" [id=1172, type=Constant]; +"1173 /layers/layers.1/blocks.1/attn/Constant_3" [id=1173, type=Constant]; +"1174 onnx^^Add_2446" [id=1174, label="1174 onnx::Add_2446", type=Constant]; +"1175 /layers/layers.1/blocks.1/attn/Constant_2" [id=1175, type=Constant]; +"1176 onnx^^Add_2438" [id=1176, label="1176 onnx::Add_2438", type=Constant]; +"1177 Constant_774" [id=1177, type=Constant]; +"1178 Constant_7317" [id=1178, type=Constant]; +"1179 Constant_772" [id=1179, type=Constant]; +"1180 Constant_7318" [id=1180, type=Constant]; +"1181 Constant_5283" [id=1181, type=Constant]; +"1182 Constant_5280" [id=1182, type=Constant]; +"1183 Constant_5277" [id=1183, type=Constant]; +"1184 Constant_5307" [id=1184, type=Constant]; +"1185 Constant_5304" [id=1185, type=Constant]; +"1186 Constant_5301" [id=1186, type=Constant]; +"1187 Constant_7321" [id=1187, type=Constant]; +"1188 Constant_7322" [id=1188, type=Constant]; +"1189 Constant_5379" [id=1189, type=Constant]; +"1190 Constant_5376" [id=1190, type=Constant]; +"1191 Constant_5373" [id=1191, type=Constant]; +"1192 Constant_5331" [id=1192, type=Constant]; +"1193 Constant_5328" [id=1193, type=Constant]; +"1194 Constant_5325" [id=1194, type=Constant]; +"1195 Constant_5367" [id=1195, type=Constant]; +"1196 Constant_5364" [id=1196, type=Constant]; +"1197 Constant_5361" [id=1197, type=Constant]; +"1198 Constant_5343" [id=1198, type=Constant]; +"1199 Constant_5340" [id=1199, type=Constant]; +"1200 Constant_5337" [id=1200, type=Constant]; +"1201 Constant_7327" [id=1201, type=Constant]; +"1202 onnx^^Add_2534" [id=1202, label="1202 onnx::Add_2534", type=Constant]; +"1203 Constant_984" [id=1203, type=Constant]; +"1204 Constant_7328" [id=1204, type=Constant]; +"1205 Constant_982" [id=1205, type=Constant]; +"1206 Constant_7329" [id=1206, type=Constant]; +"1207 Constant_7332" [id=1207, type=Constant]; +"1208 Constant_7333" [id=1208, type=Constant]; +"1209 Constant_5403" [id=1209, type=Constant]; +"1210 Constant_5400" [id=1210, type=Constant]; +"1211 Constant_5397" [id=1211, type=Constant]; +"1212 Constant_5427" [id=1212, type=Constant]; +"1213 Constant_5424" [id=1213, type=Constant]; +"1214 Constant_5421" [id=1214, type=Constant]; +"1215 Constant_7336" [id=1215, type=Constant]; +"1216 /layers/layers.2/blocks.1/attn/Constant_3" [id=1216, type=Constant]; +"1217 onnx^^Add_2702" [id=1217, label="1217 onnx::Add_2702", type=Constant]; +"1218 /layers/layers.2/blocks.1/attn/Constant_2" [id=1218, type=Constant]; +"1219 onnx^^Add_2583" [id=1219, label="1219 onnx::Add_2583", type=Constant]; +"1220 Constant_1132" [id=1220, type=Constant]; +"1221 Constant_7337" [id=1221, type=Constant]; +"1222 Constant_1130" [id=1222, type=Constant]; +"1223 Constant_7338" [id=1223, type=Constant]; +"1224 Constant_5451" [id=1224, type=Constant]; +"1225 Constant_5448" [id=1225, type=Constant]; +"1226 Constant_5445" [id=1226, type=Constant]; +"1227 Constant_5475" [id=1227, type=Constant]; +"1228 Constant_5472" [id=1228, type=Constant]; +"1229 Constant_5469" [id=1229, type=Constant]; +"1230 Constant_7341" [id=1230, type=Constant]; +"1231 Constant_7342" [id=1231, type=Constant]; +"1232 Constant_7345" [id=1232, type=Constant]; +"1233 onnx^^Add_2645" [id=1233, label="1233 onnx::Add_2645", type=Constant]; +"1234 Constant_1289" [id=1234, type=Constant]; +"1235 Constant_7346" [id=1235, type=Constant]; +"1236 Constant_1287" [id=1236, type=Constant]; +"1237 Constant_7347" [id=1237, type=Constant]; +"1238 Constant_7350" [id=1238, type=Constant]; +"1239 Constant_7351" [id=1239, type=Constant]; +"1240 Constant_5499" [id=1240, type=Constant]; +"1241 Constant_5496" [id=1241, type=Constant]; +"1242 Constant_5493" [id=1242, type=Constant]; +"1243 Constant_5523" [id=1243, type=Constant]; +"1244 Constant_5520" [id=1244, type=Constant]; +"1245 Constant_5517" [id=1245, type=Constant]; +"1246 Constant_7354" [id=1246, type=Constant]; +"1247 /layers/layers.2/blocks.3/attn/Constant_3" [id=1247, type=Constant]; +"1248 /layers/layers.2/blocks.3/attn/Constant_2" [id=1248, type=Constant]; +"1249 onnx^^Add_2694" [id=1249, label="1249 onnx::Add_2694", type=Constant]; +"1250 Constant_1437" [id=1250, type=Constant]; +"1251 Constant_7355" [id=1251, type=Constant]; +"1252 Constant_1435" [id=1252, type=Constant]; +"1253 Constant_7356" [id=1253, type=Constant]; +"1254 Constant_5547" [id=1254, type=Constant]; +"1255 Constant_5544" [id=1255, type=Constant]; +"1256 Constant_5541" [id=1256, type=Constant]; +"1257 Constant_5571" [id=1257, type=Constant]; +"1258 Constant_5568" [id=1258, type=Constant]; +"1259 Constant_5565" [id=1259, type=Constant]; +"1260 Constant_7359" [id=1260, type=Constant]; +"1261 Constant_7360" [id=1261, type=Constant]; +"1262 Constant_7363" [id=1262, type=Constant]; +"1263 onnx^^Add_2756" [id=1263, label="1263 onnx::Add_2756", type=Constant]; +"1264 Constant_1594" [id=1264, type=Constant]; +"1265 Constant_7364" [id=1265, type=Constant]; +"1266 Constant_1592" [id=1266, type=Constant]; +"1267 Constant_7365" [id=1267, type=Constant]; +"1268 Constant_7368" [id=1268, type=Constant]; +"1269 Constant_7369" [id=1269, type=Constant]; +"1270 Constant_5595" [id=1270, type=Constant]; +"1271 Constant_5592" [id=1271, type=Constant]; +"1272 Constant_5589" [id=1272, type=Constant]; +"1273 Constant_5619" [id=1273, type=Constant]; +"1274 Constant_5616" [id=1274, type=Constant]; +"1275 Constant_5613" [id=1275, type=Constant]; +"1276 Constant_7372" [id=1276, type=Constant]; +"1277 /layers/layers.2/blocks.5/attn/Constant_3" [id=1277, type=Constant]; +"1278 /layers/layers.2/blocks.5/attn/Constant_2" [id=1278, type=Constant]; +"1279 onnx^^Add_2805" [id=1279, label="1279 onnx::Add_2805", type=Constant]; +"1280 Constant_1742" [id=1280, type=Constant]; +"1281 Constant_7373" [id=1281, type=Constant]; +"1282 Constant_1740" [id=1282, type=Constant]; +"1283 Constant_7374" [id=1283, type=Constant]; +"1284 Constant_5643" [id=1284, type=Constant]; +"1285 Constant_5640" [id=1285, type=Constant]; +"1286 Constant_5637" [id=1286, type=Constant]; +"1287 Constant_5667" [id=1287, type=Constant]; +"1288 Constant_5664" [id=1288, type=Constant]; +"1289 Constant_5661" [id=1289, type=Constant]; +"1290 Constant_7377" [id=1290, type=Constant]; +"1291 Constant_7378" [id=1291, type=Constant]; +"1292 Constant_5739" [id=1292, type=Constant]; +"1293 Constant_5736" [id=1293, type=Constant]; +"1294 Constant_5733" [id=1294, type=Constant]; +"1295 Constant_5691" [id=1295, type=Constant]; +"1296 Constant_5688" [id=1296, type=Constant]; +"1297 Constant_5685" [id=1297, type=Constant]; +"1298 Constant_5727" [id=1298, type=Constant]; +"1299 Constant_5724" [id=1299, type=Constant]; +"1300 Constant_5721" [id=1300, type=Constant]; +"1301 Constant_5703" [id=1301, type=Constant]; +"1302 Constant_5700" [id=1302, type=Constant]; +"1303 Constant_5697" [id=1303, type=Constant]; +"1304 Constant_7383" [id=1304, type=Constant]; +"1305 onnx^^Add_2901" [id=1305, label="1305 onnx::Add_2901", type=Constant]; +"1306 Constant_1952" [id=1306, type=Constant]; +"1307 Constant_7384" [id=1307, type=Constant]; +"1308 Constant_1950" [id=1308, type=Constant]; +"1309 Constant_7385" [id=1309, type=Constant]; +"1310 Constant_7388" [id=1310, type=Constant]; +"1311 Constant_7389" [id=1311, type=Constant]; +"1312 Constant_7392" [id=1312, type=Constant]; +"1313 onnx^^Add_2950" [id=1313, label="1313 onnx::Add_2950", type=Constant]; +"1314 Constant_2058" [id=1314, type=Constant]; +"1315 Constant_7393" [id=1315, type=Constant]; +"1316 Constant_2056" [id=1316, type=Constant]; +"1317 Constant_7394" [id=1317, type=Constant]; +"1318 Constant_7397" [id=1318, type=Constant]; +"1319 Constant_7398" [id=1319, type=Constant]; +"0 input" -> "1 Multiply_6579" [label="[1, 3, 224, 224]", style=solid]; +"1 Multiply_6579" -> "2 Divide_2169" [label="[1, 3, 224, 224]", style=solid]; +"2 Divide_2169" -> "3 Divide_2169_0_0/nncf_smooth_quant" [label="[1, 3, 224, 224]", style=solid]; +"3 Divide_2169_0_0/nncf_smooth_quant" -> "4 /patch_embed/proj/Conv/WithoutBiases" [label="[1, 3, 224, 224]", style=solid]; +"4 /patch_embed/proj/Conv/WithoutBiases" -> "5 /patch_embed/proj/Conv" [label="[1, 96, 56, 56]", style=solid]; +"5 /patch_embed/proj/Conv" -> "6 /patch_embed/Reshape" [label="[1, 96, 56, 56]", style=solid]; +"5 /patch_embed/proj/Conv" -> "7 /patch_embed/Shape" [label="[1, 96, 56, 56]", style=solid]; +"6 /patch_embed/Reshape" -> "8 /patch_embed/Transpose" [label="[1, 96, 3136]", style=solid]; +"7 /patch_embed/Shape" -> "9 /patch_embed/Slice" [label="[4]", style=dashed]; +"8 /patch_embed/Transpose" -> "10 /patch_embed/norm/Div" [label="[1, 3136, 96]", style=solid]; +"9 /patch_embed/Slice" -> "11 /patch_embed/Concat" [label="[2]", style=dashed]; +"10 /patch_embed/norm/Div" -> "12 /patch_embed/norm/Mul" [label="[1, 3136, 96]", style=solid]; +"11 /patch_embed/Concat" -> "6 /patch_embed/Reshape" [label="[3]", style=dashed]; +"12 /patch_embed/norm/Mul" -> "13 /patch_embed/norm/Add_1" [label="[1, 3136, 96]", style=solid]; +"13 /patch_embed/norm/Add_1" -> "14 /layers/layers.0/blocks.0/Add" [label="[1, 3136, 96]", style=solid]; +"13 /patch_embed/norm/Add_1" -> "15 /layers/layers.0/blocks.0/norm1/Div" [label="[1, 3136, 96]", style=solid]; +"14 /layers/layers.0/blocks.0/Add" -> "16 /layers/layers.0/blocks.0/Add_1" [label="[1, 3136, 96]", style=solid]; +"14 /layers/layers.0/blocks.0/Add" -> "17 /layers/layers.0/blocks.0/norm2/Div" [label="[1, 3136, 96]", style=solid]; +"15 /layers/layers.0/blocks.0/norm1/Div" -> "18 /layers/layers.0/blocks.0/norm1/Mul" [label="[1, 3136, 96]", style=solid]; +"16 /layers/layers.0/blocks.0/Add_1" -> "19 /layers/layers.0/blocks.1/Add" [label="[1, 3136, 96]", style=solid]; +"16 /layers/layers.0/blocks.0/Add_1" -> "20 /layers/layers.0/blocks.1/norm1/Div" [label="[1, 3136, 96]", style=solid]; +"17 /layers/layers.0/blocks.0/norm2/Div" -> "21 /layers/layers.0/blocks.0/norm2/Mul" [label="[1, 3136, 96]", style=solid]; +"18 /layers/layers.0/blocks.0/norm1/Mul" -> "22 /layers/layers.0/blocks.0/norm1/Add_1" [label="[1, 3136, 96]", style=solid]; +"19 /layers/layers.0/blocks.1/Add" -> "23 /layers/layers.0/blocks.1/Add_1" [label="[1, 3136, 96]", style=solid]; +"19 /layers/layers.0/blocks.1/Add" -> "24 /layers/layers.0/blocks.1/norm2/Div" [label="[1, 3136, 96]", style=solid]; +"20 /layers/layers.0/blocks.1/norm1/Div" -> "25 /layers/layers.0/blocks.1/norm1/Mul" [label="[1, 3136, 96]", style=solid]; +"21 /layers/layers.0/blocks.0/norm2/Mul" -> "26 /layers/layers.0/blocks.0/norm2/Add_1" [label="[1, 3136, 96]", style=solid]; +"22 /layers/layers.0/blocks.0/norm1/Add_1" -> "27 /layers/layers.0/blocks.0/Reshape_1" [label="[1, 3136, 96]", style=solid]; +"23 /layers/layers.0/blocks.1/Add_1" -> "28 /layers/layers.0/downsample/Reshape" [label="[1, 3136, 96]", style=solid]; +"24 /layers/layers.0/blocks.1/norm2/Div" -> "29 /layers/layers.0/blocks.1/norm2/Mul" [label="[1, 3136, 96]", style=solid]; +"25 /layers/layers.0/blocks.1/norm1/Mul" -> "30 /layers/layers.0/blocks.1/norm1/Add_1" [label="[1, 3136, 96]", style=solid]; +"26 /layers/layers.0/blocks.0/norm2/Add_1" -> "31 /layers/layers.0/blocks.0/norm2/Add_1_0_0/nncf_smooth_quant" [label="[1, 3136, 96]", style=solid]; +"27 /layers/layers.0/blocks.0/Reshape_1" -> "32 /layers/layers.0/blocks.0/Transpose" [label="[1, 8, 7, 8, 7, 96]", style=solid]; +"28 /layers/layers.0/downsample/Reshape" -> "33 /layers/layers.0/downsample/Slice" [label="[1, 56, 56, 96]", style=solid]; +"28 /layers/layers.0/downsample/Reshape" -> "34 /layers/layers.0/downsample/Slice_2" [label="[1, 56, 56, 96]", style=solid]; +"29 /layers/layers.0/blocks.1/norm2/Mul" -> "35 /layers/layers.0/blocks.1/norm2/Add_1" [label="[1, 3136, 96]", style=solid]; +"30 /layers/layers.0/blocks.1/norm1/Add_1" -> "36 /layers/layers.0/blocks.1/Reshape" [label="[1, 3136, 96]", style=solid]; +"31 /layers/layers.0/blocks.0/norm2/Add_1_0_0/nncf_smooth_quant" -> "37 /layers/layers.0/blocks.0/mlp/fc1/MatMul" [label="[1, 3136, 96]", style=solid]; +"32 /layers/layers.0/blocks.0/Transpose" -> "38 /layers/layers.0/blocks.0/Reshape_2" [label="[1, 8, 8, 7, 7, 96]", style=solid]; +"33 /layers/layers.0/downsample/Slice" -> "39 /layers/layers.0/downsample/Slice_1" [label="[1, 28, 56, 96]", style=solid]; +"33 /layers/layers.0/downsample/Slice" -> "40 /layers/layers.0/downsample/Slice_4" [label="[1, 28, 56, 96]", style=solid]; +"34 /layers/layers.0/downsample/Slice_2" -> "41 /layers/layers.0/downsample/Slice_3" [label="[1, 28, 56, 96]", style=solid]; +"34 /layers/layers.0/downsample/Slice_2" -> "42 /layers/layers.0/downsample/Slice_5" [label="[1, 28, 56, 96]", style=solid]; +"35 /layers/layers.0/blocks.1/norm2/Add_1" -> "43 /layers/layers.0/blocks.1/norm2/Add_1_0_0/nncf_smooth_quant" [label="[1, 3136, 96]", style=solid]; +"36 /layers/layers.0/blocks.1/Reshape" -> "44 /layers/layers.0/blocks.1/Slice" [label="[1, 56, 56, 96]", style=solid]; +"36 /layers/layers.0/blocks.1/Reshape" -> "45 /layers/layers.0/blocks.1/Slice_1" [label="[1, 56, 56, 96]", style=solid]; +"37 /layers/layers.0/blocks.0/mlp/fc1/MatMul" -> "46 /layers/layers.0/blocks.0/mlp/fc1/Add" [label="[1, 3136, 384]", style=solid]; +"38 /layers/layers.0/blocks.0/Reshape_2" -> "47 /layers/layers.0/blocks.0/Reshape_3" [label="[64, 7, 7, 96]", style=solid]; +"39 /layers/layers.0/downsample/Slice_1" -> "48 /layers/layers.0/downsample/Concat" [label="[1, 28, 28, 96]", style=solid]; +"40 /layers/layers.0/downsample/Slice_4" -> "48 /layers/layers.0/downsample/Concat" [label="[1, 28, 28, 96]", style=solid]; +"41 /layers/layers.0/downsample/Slice_3" -> "48 /layers/layers.0/downsample/Concat" [label="[1, 28, 28, 96]", style=solid]; +"42 /layers/layers.0/downsample/Slice_5" -> "48 /layers/layers.0/downsample/Concat" [label="[1, 28, 28, 96]", style=solid]; +"43 /layers/layers.0/blocks.1/norm2/Add_1_0_0/nncf_smooth_quant" -> "49 /layers/layers.0/blocks.1/mlp/fc1/MatMul" [label="[1, 3136, 96]", style=solid]; +"44 /layers/layers.0/blocks.1/Slice" -> "50 /layers/layers.0/blocks.1/Concat" [label="[1, 53, 56, 96]", style=solid]; +"45 /layers/layers.0/blocks.1/Slice_1" -> "50 /layers/layers.0/blocks.1/Concat" [label="[1, 3, 56, 96]", style=solid]; +"46 /layers/layers.0/blocks.0/mlp/fc1/Add" -> "51 /layers/layers.0/blocks.0/mlp/act/Mul_1" [label="[1, 3136, 384]", style=solid]; +"47 /layers/layers.0/blocks.0/Reshape_3" -> "52 /layers/layers.0/blocks.0/Reshape_3_0_0/nncf_smooth_quant" [label="[64, 49, 96]", style=solid]; +"48 /layers/layers.0/downsample/Concat" -> "53 /layers/layers.0/downsample/Reshape_1" [label="[1, 28, 28, 384]", style=solid]; +"49 /layers/layers.0/blocks.1/mlp/fc1/MatMul" -> "54 /layers/layers.0/blocks.1/mlp/fc1/Add" [label="[1, 3136, 384]", style=solid]; +"50 /layers/layers.0/blocks.1/Concat" -> "55 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style=solid]; +"57 /layers/layers.0/blocks.0/mlp/act/Mul_1_0_0/nncf_smooth_quant" -> "62 /layers/layers.0/blocks.0/mlp/fc2/MatMul" [label="[1, 3136, 384]", style=solid]; +"58 /layers/layers.0/blocks.0/attn/qkv/MatMul" -> "63 /layers/layers.0/blocks.0/attn/qkv/Add" [label="[64, 49, 288]", style=solid]; +"59 /layers/layers.0/downsample/norm/Div" -> "64 /layers/layers.0/downsample/norm/Mul" [label="[1, 784, 384]", style=solid]; +"60 /layers/layers.0/blocks.1/mlp/act/Mul_1" -> "65 /layers/layers.0/blocks.1/mlp/act/Mul_1_0_0/nncf_smooth_quant" [label="[1, 3136, 384]", style=solid]; +"61 /layers/layers.0/blocks.1/Concat_1" -> "66 /layers/layers.0/blocks.1/Reshape_1" [label="[1, 56, 56, 96]", style=solid]; +"62 /layers/layers.0/blocks.0/mlp/fc2/MatMul" -> "67 /layers/layers.0/blocks.0/mlp/fc2/Add" [label="[1, 3136, 96]", style=solid]; +"63 /layers/layers.0/blocks.0/attn/qkv/Add" -> "68 /layers/layers.0/blocks.0/attn/Reshape" [label="[64, 49, 288]", style=solid]; +"64 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/layers/layers.2/blocks.5/Reshape_2" [label="[4]", style=dashed]; +"758 Constant_1722" -> "424 /layers/layers.2/blocks.5/Transpose" [label="[6]", style=dashed]; +"759 /layers/layers.2/blocks.5/Constant_13" -> "412 /layers/layers.2/blocks.5/Reshape_1" [label="[6]", style=dashed]; +"760 Constant_5631" -> "386 /layers/layers.2/blocks.5/Slice_3" [label="[3]", style=dashed]; +"761 Constant_5628" -> "386 /layers/layers.2/blocks.5/Slice_3" [label="[3]", style=dashed]; +"762 Constant_5625" -> "386 /layers/layers.2/blocks.5/Slice_3" [label="[3]", style=dashed]; +"763 Constant_5607" -> "360 /layers/layers.2/blocks.5/Slice_1" [label="[2]", style=dashed]; +"764 Constant_5604" -> "360 /layers/layers.2/blocks.5/Slice_1" [label="[2]", style=dashed]; +"765 Constant_5601" -> "360 /layers/layers.2/blocks.5/Slice_1" [label="[2]", style=dashed]; +"766 /layers/layers.2/blocks.5/Constant" -> "342 /layers/layers.2/blocks.5/Reshape" [label="[4]", style=dashed]; +"767 Constant_7371" -> "325 /layers/layers.2/blocks.5/norm1/Add_1" [label="[1, 1, 384]", style=solid]; +"768 Constant_7370" -> "311 /layers/layers.2/blocks.5/norm1/Mul" [label="[1, 1, 384]", style=solid]; +"769 Constant_1659" -> "295 /layers/layers.2/blocks.5/norm1/Div" [label="[1]", style=dashed]; +"770 Transpose_6499" -> "401 /layers/layers.2/blocks.4/mlp/fc2/MatMul" [label="[384, 1536]", style=solid]; +"771 Constant_26029" -> "387 /layers/layers.2/blocks.4/mlp/act/Mul_1_0_0/nncf_smooth_quant" [label="[1, 1, 1536]", style=solid]; +"772 Transpose_6495" -> "343 /layers/layers.2/blocks.4/mlp/fc1/MatMul" [label="[1536, 384]", style=solid]; +"773 Constant_26021" -> "326 /layers/layers.2/blocks.4/norm2/Add_1_0_0/nncf_smooth_quant" [label="[1, 1, 384]", style=solid]; +"774 Constant_7367" -> "312 /layers/layers.2/blocks.4/norm2/Add_1" [label="[1, 1, 384]", style=solid]; +"775 Constant_7366" -> "296 /layers/layers.2/blocks.4/norm2/Mul" [label="[1, 1, 384]", style=solid]; +"776 Constant_1633" -> "281 /layers/layers.2/blocks.4/norm2/Div" [label="[1]", style=dashed]; +"777 /layers/layers.2/blocks.4/Constant_7" -> "569 /layers/layers.2/blocks.4/Reshape_7" [label="[3]", style=dashed]; +"778 /layers/layers.2/blocks.4/Constant_6" -> "558 /layers/layers.2/blocks.4/Reshape_6" [label="[4]", style=dashed]; +"779 Constant_1622" -> "547 /layers/layers.2/blocks.4/Transpose_1" [label="[6]", style=dashed]; +"780 /layers/layers.2/blocks.4/Constant_5" -> "536 /layers/layers.2/blocks.4/Reshape_5" [label="[6]", style=dashed]; +"781 /layers/layers.2/blocks.4/Constant_4" -> "523 /layers/layers.2/blocks.4/Reshape_4" [label="[4]", style=dashed]; +"782 Transpose_6491" -> "498 /layers/layers.2/blocks.4/attn/proj/MatMul" [label="[384, 384]", style=solid]; +"783 Constant_26047" -> "485 /layers/layers.2/blocks.4/attn/Reshape_1_0_0/nncf_smooth_quant" [label="[1, 1, 384]", style=solid]; +"784 /layers/layers.2/blocks.4/attn/Constant_2" -> "472 /layers/layers.2/blocks.4/attn/Reshape_1" [label="[3]", style=dashed]; +"785 Constant_1606" -> "461 /layers/layers.2/blocks.4/attn/Transpose_2" [label="[4]", style=dashed]; +"786 Constant_1596" -> "439 /layers/layers.2/blocks.4/attn/Gather_2" [label="[]", style=dashed]; +"787 Constant_1590" -> "425 /layers/layers.2/blocks.4/attn/Transpose" [label="[5]", style=dashed]; +"788 /layers/layers.2/blocks.4/attn/Constant" -> "414 /layers/layers.2/blocks.4/attn/Reshape" [label="[5]", style=dashed]; +"789 Transpose_6488" -> "388 /layers/layers.2/blocks.4/attn/qkv/MatMul" [label="[1152, 384]", style=solid]; +"790 Constant_26031" -> "375 /layers/layers.2/blocks.4/Reshape_3_0_0/nncf_smooth_quant" [label="[1, 1, 384]", style=solid]; +"791 /layers/layers.2/blocks.4/Constant_3" -> "362 /layers/layers.2/blocks.4/Reshape_3" [label="[3]", style=dashed]; +"792 /layers/layers.2/blocks.4/Constant_2" -> "344 /layers/layers.2/blocks.4/Reshape_2" [label="[4]", style=dashed]; +"793 Constant_1574" -> "327 /layers/layers.2/blocks.4/Transpose" [label="[6]", style=dashed]; +"794 /layers/layers.2/blocks.4/Constant_1" -> "313 /layers/layers.2/blocks.4/Reshape_1" [label="[6]", style=dashed]; +"795 Constant_7362" -> "297 /layers/layers.2/blocks.4/norm1/Add_1" [label="[1, 1, 384]", style=solid]; +"796 Constant_7361" -> "282 /layers/layers.2/blocks.4/norm1/Mul" [label="[1, 1, 384]", style=solid]; +"797 Constant_1553" -> "267 /layers/layers.2/blocks.4/norm1/Div" [label="[1]", style=dashed]; +"798 Transpose_6484" -> "376 /layers/layers.2/blocks.3/mlp/fc2/MatMul" [label="[384, 1536]", style=solid]; +"799 Constant_26023" -> "363 /layers/layers.2/blocks.3/mlp/act/Mul_1_0_0/nncf_smooth_quant" [label="[1, 1, 1536]", style=solid]; +"800 Transpose_6480" -> "314 /layers/layers.2/blocks.3/mlp/fc1/MatMul" [label="[1536, 384]", style=solid]; +"801 Constant_26015" -> "298 /layers/layers.2/blocks.3/norm2/Add_1_0_0/nncf_smooth_quant" [label="[1, 1, 384]", style=solid]; +"802 Constant_7358" -> "283 /layers/layers.2/blocks.3/norm2/Add_1" [label="[1, 1, 384]", style=solid]; +"803 Constant_7357" -> "268 /layers/layers.2/blocks.3/norm2/Mul" [label="[1, 1, 384]", style=solid]; +"804 Constant_1527" -> "255 /layers/layers.2/blocks.3/norm2/Div" [label="[1]", style=dashed]; +"805 /layers/layers.2/blocks.3/Constant_31" -> "627 /layers/layers.2/blocks.3/Reshape_7" [label="[3]", style=dashed]; +"806 Constant_5583" -> "614 /layers/layers.2/blocks.3/Slice_7" [label="[3]", style=dashed]; +"807 Constant_5580" -> "614 /layers/layers.2/blocks.3/Slice_7" [label="[3]", style=dashed]; +"808 Constant_5577" -> "614 /layers/layers.2/blocks.3/Slice_7" [label="[3]", style=dashed]; +"809 Constant_5559" -> "598 /layers/layers.2/blocks.3/Slice_5" [label="[2]", style=dashed]; +"810 Constant_5556" -> "598 /layers/layers.2/blocks.3/Slice_5" [label="[2]", style=dashed]; +"811 Constant_5553" -> "598 /layers/layers.2/blocks.3/Slice_5" [label="[2]", style=dashed]; +"812 /layers/layers.2/blocks.3/Constant_18" -> "588 /layers/layers.2/blocks.3/Reshape_6" [label="[4]", style=dashed]; +"813 Constant_1474" -> "579 /layers/layers.2/blocks.3/Transpose_1" [label="[6]", style=dashed]; +"814 /layers/layers.2/blocks.3/Constant_17" -> "570 /layers/layers.2/blocks.3/Reshape_5" [label="[6]", style=dashed]; +"815 /layers/layers.2/blocks.3/Constant_16" -> "559 /layers/layers.2/blocks.3/Reshape_4" [label="[4]", style=dashed]; +"816 Transpose_6476" -> "538 /layers/layers.2/blocks.3/attn/proj/MatMul" [label="[384, 384]", style=solid]; +"817 Constant_26051" -> "525 /layers/layers.2/blocks.3/attn/Reshape_3_0_0/nncf_smooth_quant" [label="[1, 1, 384]", style=solid]; +"818 /layers/layers.2/blocks.3/attn/Constant_4" -> "512 /layers/layers.2/blocks.3/attn/Reshape_3" [label="[3]", style=dashed]; +"819 Constant_1458" -> "500 /layers/layers.2/blocks.3/attn/Transpose_2" [label="[4]", style=dashed]; +"820 Constant_1439" -> "475 /layers/layers.2/blocks.3/attn/Gather_2" [label="[]", style=dashed]; +"821 Constant_1433" -> "462 /layers/layers.2/blocks.3/attn/Transpose" [label="[5]", style=dashed]; +"822 /layers/layers.2/blocks.3/attn/Constant" -> "452 /layers/layers.2/blocks.3/attn/Reshape" [label="[5]", style=dashed]; +"823 Transpose_6473" -> "426 /layers/layers.2/blocks.3/attn/qkv/MatMul" [label="[1152, 384]", style=solid]; +"824 Constant_26037" -> "415 /layers/layers.2/blocks.3/Reshape_3_0_0/nncf_smooth_quant" [label="[1, 1, 384]", style=solid]; +"825 /layers/layers.2/blocks.3/Constant_15" -> "403 /layers/layers.2/blocks.3/Reshape_3" [label="[3]", style=dashed]; +"826 /layers/layers.2/blocks.3/Constant_14" -> "390 /layers/layers.2/blocks.3/Reshape_2" [label="[4]", style=dashed]; +"827 Constant_1417" -> "377 /layers/layers.2/blocks.3/Transpose" [label="[6]", style=dashed]; +"828 /layers/layers.2/blocks.3/Constant_13" -> "364 /layers/layers.2/blocks.3/Reshape_1" [label="[6]", style=dashed]; +"829 Constant_5535" -> "330 /layers/layers.2/blocks.3/Slice_3" [label="[3]", style=dashed]; +"830 Constant_5532" -> "330 /layers/layers.2/blocks.3/Slice_3" [label="[3]", style=dashed]; +"831 Constant_5529" -> "330 /layers/layers.2/blocks.3/Slice_3" [label="[3]", style=dashed]; +"832 Constant_5511" -> "300 /layers/layers.2/blocks.3/Slice_1" [label="[2]", style=dashed]; +"833 Constant_5508" -> "300 /layers/layers.2/blocks.3/Slice_1" [label="[2]", style=dashed]; +"834 Constant_5505" -> "300 /layers/layers.2/blocks.3/Slice_1" [label="[2]", style=dashed]; +"835 /layers/layers.2/blocks.3/Constant" -> "284 /layers/layers.2/blocks.3/Reshape" [label="[4]", style=dashed]; +"836 Constant_7353" -> "269 /layers/layers.2/blocks.3/norm1/Add_1" [label="[1, 1, 384]", style=solid]; +"837 Constant_7352" -> "256 /layers/layers.2/blocks.3/norm1/Mul" [label="[1, 1, 384]", style=solid]; +"838 Constant_1354" -> "241 /layers/layers.2/blocks.3/norm1/Div" [label="[1]", style=dashed]; +"839 Transpose_6469" -> "347 /layers/layers.2/blocks.2/mlp/fc2/MatMul" [label="[384, 1536]", style=solid]; +"840 Constant_26017" -> "331 /layers/layers.2/blocks.2/mlp/act/Mul_1_0_0/nncf_smooth_quant" [label="[1, 1, 1536]", style=solid]; +"841 Transpose_6465" -> "285 /layers/layers.2/blocks.2/mlp/fc1/MatMul" [label="[1536, 384]", style=solid]; +"842 Constant_26009" -> "270 /layers/layers.2/blocks.2/norm2/Add_1_0_0/nncf_smooth_quant" [label="[1, 1, 384]", style=solid]; +"843 Constant_7349" -> "257 /layers/layers.2/blocks.2/norm2/Add_1" [label="[1, 1, 384]", style=solid]; +"844 Constant_7348" -> "242 /layers/layers.2/blocks.2/norm2/Mul" [label="[1, 1, 384]", style=solid]; +"845 Constant_1328" -> "229 /layers/layers.2/blocks.2/norm2/Div" [label="[1]", style=dashed]; +"846 /layers/layers.2/blocks.2/Constant_7" -> "526 /layers/layers.2/blocks.2/Reshape_7" [label="[3]", style=dashed]; +"847 /layers/layers.2/blocks.2/Constant_6" -> "513 /layers/layers.2/blocks.2/Reshape_6" [label="[4]", style=dashed]; +"848 Constant_1317" -> "501 /layers/layers.2/blocks.2/Transpose_1" [label="[6]", style=dashed]; +"849 /layers/layers.2/blocks.2/Constant_5" -> "489 /layers/layers.2/blocks.2/Reshape_5" [label="[6]", style=dashed]; +"850 /layers/layers.2/blocks.2/Constant_4" -> "476 /layers/layers.2/blocks.2/Reshape_4" [label="[4]", style=dashed]; +"851 Transpose_6461" -> "453 /layers/layers.2/blocks.2/attn/proj/MatMul" [label="[384, 384]", style=solid]; +"852 Constant_26039" -> "441 /layers/layers.2/blocks.2/attn/Reshape_1_0_0/nncf_smooth_quant" [label="[1, 1, 384]", style=solid]; +"853 /layers/layers.2/blocks.2/attn/Constant_2" -> "428 /layers/layers.2/blocks.2/attn/Reshape_1" [label="[3]", style=dashed]; +"854 Constant_1301" -> "417 /layers/layers.2/blocks.2/attn/Transpose_2" [label="[4]", style=dashed]; +"855 Constant_1291" -> "393 /layers/layers.2/blocks.2/attn/Gather_2" [label="[]", style=dashed]; +"856 Constant_1285" -> "378 /layers/layers.2/blocks.2/attn/Transpose" [label="[5]", style=dashed]; +"857 /layers/layers.2/blocks.2/attn/Constant" -> "366 /layers/layers.2/blocks.2/attn/Reshape" 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+"876 Constant_5484" -> "581 /layers/layers.2/blocks.1/Slice_7" [label="[3]", style=dashed]; +"877 Constant_5481" -> "581 /layers/layers.2/blocks.1/Slice_7" [label="[3]", style=dashed]; +"878 Constant_5463" -> "561 /layers/layers.2/blocks.1/Slice_5" [label="[2]", style=dashed]; +"879 Constant_5460" -> "561 /layers/layers.2/blocks.1/Slice_5" [label="[2]", style=dashed]; +"880 Constant_5457" -> "561 /layers/layers.2/blocks.1/Slice_5" [label="[2]", style=dashed]; +"881 /layers/layers.2/blocks.1/Constant_18" -> "550 /layers/layers.2/blocks.1/Reshape_6" [label="[4]", style=dashed]; +"882 Constant_1169" -> "539 /layers/layers.2/blocks.1/Transpose_1" [label="[6]", style=dashed]; +"883 /layers/layers.2/blocks.1/Constant_17" -> "527 /layers/layers.2/blocks.1/Reshape_5" [label="[6]", style=dashed]; +"884 /layers/layers.2/blocks.1/Constant_16" -> "514 /layers/layers.2/blocks.1/Reshape_4" [label="[4]", style=dashed]; +"885 Transpose_6446" -> "491 /layers/layers.2/blocks.1/attn/proj/MatMul" 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+"1078 Constant_307" -> "17 /layers/layers.0/blocks.0/norm2/Div" [label="[1]", style=dashed]; +"1079 /layers/layers.0/blocks.0/Constant_8" -> "162 /layers/layers.0/blocks.0/Reshape_7" [label="[3]", style=dashed]; +"1080 /layers/layers.0/blocks.0/Constant_7" -> "154 /layers/layers.0/blocks.0/Reshape_6" [label="[4]", style=dashed]; +"1081 Constant_296" -> "145 /layers/layers.0/blocks.0/Transpose_1" [label="[6]", style=dashed]; +"1082 /layers/layers.0/blocks.0/Constant_6" -> "137 /layers/layers.0/blocks.0/Reshape_5" [label="[6]", style=dashed]; +"1083 /layers/layers.0/blocks.0/Constant_5" -> "124 /layers/layers.0/blocks.0/Reshape_4" [label="[4]", style=dashed]; +"1084 Transpose_6363" -> "107 /layers/layers.0/blocks.0/attn/proj/MatMul" [label="[96, 96]", style=solid]; +"1085 Constant_25981" -> "100 /layers/layers.0/blocks.0/attn/Reshape_1_0_0/nncf_smooth_quant" [label="[1, 1, 96]", style=solid]; +"1086 /layers/layers.0/blocks.0/attn/Constant_2" -> "94 /layers/layers.0/blocks.0/attn/Reshape_1" [label="[3]", style=dashed]; +"1087 Constant_280" -> "88 /layers/layers.0/blocks.0/attn/Transpose_2" [label="[4]", style=dashed]; +"1088 Constant_270" -> "78 /layers/layers.0/blocks.0/attn/Gather_2" [label="[]", style=dashed]; +"1089 Constant_264" -> "72 /layers/layers.0/blocks.0/attn/Transpose" [label="[5]", style=dashed]; +"1090 /layers/layers.0/blocks.0/attn/Constant" -> "68 /layers/layers.0/blocks.0/attn/Reshape" [label="[5]", style=dashed]; +"1091 Transpose_6360" -> "58 /layers/layers.0/blocks.0/attn/qkv/MatMul" [label="[288, 96]", style=solid]; +"1092 Constant_25973" -> "52 /layers/layers.0/blocks.0/Reshape_3_0_0/nncf_smooth_quant" [label="[1, 1, 96]", style=solid]; +"1093 /layers/layers.0/blocks.0/Constant_4" -> "47 /layers/layers.0/blocks.0/Reshape_3" [label="[3]", style=dashed]; +"1094 /layers/layers.0/blocks.0/Constant_3" -> "38 /layers/layers.0/blocks.0/Reshape_2" [label="[4]", style=dashed]; +"1095 Constant_248" -> "32 /layers/layers.0/blocks.0/Transpose" [label="[6]", style=dashed]; +"1096 /layers/layers.0/blocks.0/Constant_2" -> "27 /layers/layers.0/blocks.0/Reshape_1" [label="[6]", style=dashed]; +"1097 Constant_7286" -> "22 /layers/layers.0/blocks.0/norm1/Add_1" [label="[1, 1, 96]", style=solid]; +"1098 Constant_7285" -> "18 /layers/layers.0/blocks.0/norm1/Mul" [label="[1, 1, 96]", style=solid]; +"1099 Constant_227" -> "15 /layers/layers.0/blocks.0/norm1/Div" [label="[1]", style=dashed]; +"1100 Constant_7284" -> "13 /patch_embed/norm/Add_1" [label="[1, 1, 96]", style=solid]; +"1101 Constant_7283" -> "12 /patch_embed/norm/Mul" [label="[1, 1, 96]", style=solid]; +"1102 Constant_213" -> "10 /patch_embed/norm/Div" [label="[1]", style=dashed]; +"1103 Constant_211" -> "8 /patch_embed/Transpose" [label="[3]", style=dashed]; +"1104 /patch_embed/Constant_4" -> "11 /patch_embed/Concat" [label="[1]", style=dashed]; +"1105 Broadcast_201" -> "9 /patch_embed/Slice" [label="[1]", style=dashed]; +"1106 /patch_embed/Constant_3" -> "9 /patch_embed/Slice" [label="[1]", style=dashed]; +"1107 /patch_embed/Constant_2" -> "9 /patch_embed/Slice" [label="[1]", style=dashed]; +"1108 Reshape_190" -> "5 /patch_embed/proj/Conv" [label="[1, 96, 1, 1]", style=solid]; +"1109 Gather_7282" -> "4 /patch_embed/proj/Conv/WithoutBiases" [label="[96, 3, 4, 4]", style=solid]; +"1110 Constant_25965" -> "3 Divide_2169_0_0/nncf_smooth_quant" [label="[1, 3, 1, 1]", style=solid]; +"1111 Gather_7279" -> "2 Divide_2169" [label="[1, 3, 1, 1]", style=solid]; +"1112 Gather_7276" -> "1 Multiply_6579" [label="[1, 3, 1, 1]", style=solid]; +"1113 Constant_7287" -> "63 /layers/layers.0/blocks.0/attn/qkv/Add" [label="[1, 1, 288]", style=solid]; +"1114 onnx^^Add_2244" -> "87 /layers/layers.0/blocks.0/attn/Add" [label="[1, 3, 49, 49]", style=solid]; +"1115 Constant_268" -> "77 /layers/layers.0/blocks.0/attn/Gather_1" [label="[]", style=dashed]; +"1116 /patch_embed/proj/Constant" -> "77 /layers/layers.0/blocks.0/attn/Gather_1" [label="[]", style=dashed]; +"1116 /patch_embed/proj/Constant" -> "122 /layers/layers.0/blocks.1/attn/Gather_1" [label="[]", style=dashed]; +"1116 /patch_embed/proj/Constant" -> "180 /layers/layers.1/blocks.0/attn/Gather_1" [label="[]", style=dashed]; +"1116 /patch_embed/proj/Constant" -> "236 /layers/layers.1/blocks.1/attn/Gather_1" [label="[]", style=dashed]; +"1116 /patch_embed/proj/Constant" -> "336 /layers/layers.2/blocks.0/attn/Gather_1" [label="[]", style=dashed]; +"1116 /patch_embed/proj/Constant" -> "392 /layers/layers.2/blocks.2/attn/Gather_1" [label="[]", style=dashed]; +"1116 /patch_embed/proj/Constant" -> "430 /layers/layers.2/blocks.1/attn/Gather_1" [label="[]", style=dashed]; +"1116 /patch_embed/proj/Constant" -> "438 /layers/layers.2/blocks.4/attn/Gather_1" [label="[]", style=dashed]; +"1116 /patch_embed/proj/Constant" -> "474 /layers/layers.2/blocks.3/attn/Gather_1" [label="[]", style=dashed]; +"1116 /patch_embed/proj/Constant" -> "521 /layers/layers.2/blocks.5/attn/Gather_1" [label="[]", style=dashed]; +"1116 /patch_embed/proj/Constant" -> "594 /layers/layers.3/blocks.0/attn/Gather_1" [label="[]", style=dashed]; +"1116 /patch_embed/proj/Constant" -> "608 /layers/layers.3/blocks.1/attn/Gather_1" [label="[]", style=dashed]; +"1117 Constant_7288" -> "81 /layers/layers.0/blocks.0/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; +"1118 Constant_266" -> "76 /layers/layers.0/blocks.0/attn/Gather" [label="[]", style=dashed]; +"1119 /layers/layers.0/blocks.0/Constant" -> "76 /layers/layers.0/blocks.0/attn/Gather" [label="[]", style=dashed]; +"1119 /layers/layers.0/blocks.0/Constant" -> "121 /layers/layers.0/blocks.1/attn/Gather" [label="[]", style=dashed]; +"1119 /layers/layers.0/blocks.0/Constant" -> "179 /layers/layers.1/blocks.0/attn/Gather" [label="[]", style=dashed]; +"1119 /layers/layers.0/blocks.0/Constant" -> "235 /layers/layers.1/blocks.1/attn/Gather" [label="[]", style=dashed]; +"1119 /layers/layers.0/blocks.0/Constant" -> "335 /layers/layers.2/blocks.0/attn/Gather" [label="[]", style=dashed]; +"1119 /layers/layers.0/blocks.0/Constant" -> "391 /layers/layers.2/blocks.2/attn/Gather" [label="[]", style=dashed]; +"1119 /layers/layers.0/blocks.0/Constant" -> "429 /layers/layers.2/blocks.1/attn/Gather" [label="[]", style=dashed]; +"1119 /layers/layers.0/blocks.0/Constant" -> "437 /layers/layers.2/blocks.4/attn/Gather" [label="[]", style=dashed]; +"1119 /layers/layers.0/blocks.0/Constant" -> "473 /layers/layers.2/blocks.3/attn/Gather" [label="[]", style=dashed]; +"1119 /layers/layers.0/blocks.0/Constant" -> "520 /layers/layers.2/blocks.5/attn/Gather" [label="[]", style=dashed]; +"1119 /layers/layers.0/blocks.0/Constant" -> "593 /layers/layers.3/blocks.0/attn/Gather" [label="[]", style=dashed]; +"1119 /layers/layers.0/blocks.0/Constant" -> "607 /layers/layers.3/blocks.1/attn/Gather" [label="[]", style=dashed]; +"1120 Constant_7289" -> "114 /layers/layers.0/blocks.0/attn/proj/Add" [label="[1, 1, 96]", style=solid]; +"1121 Constant_7292" -> "46 /layers/layers.0/blocks.0/mlp/fc1/Add" [label="[1, 1, 384]", style=solid]; +"1122 Constant_7293" -> "67 /layers/layers.0/blocks.0/mlp/fc2/Add" [label="[1, 1, 96]", style=solid]; +"1123 Constant_5067" -> "44 /layers/layers.0/blocks.1/Slice" [label="[2]", style=dashed]; +"1124 Constant_5064" -> "44 /layers/layers.0/blocks.1/Slice" [label="[2]", style=dashed]; +"1125 Constant_5061" -> "44 /layers/layers.0/blocks.1/Slice" [label="[2]", style=dashed]; +"1126 Constant_5091" -> "55 /layers/layers.0/blocks.1/Slice_2" [label="[3]", style=dashed]; +"1127 Constant_5088" -> "55 /layers/layers.0/blocks.1/Slice_2" [label="[3]", style=dashed]; +"1128 Constant_5085" -> "55 /layers/layers.0/blocks.1/Slice_2" [label="[3]", style=dashed]; +"1129 Constant_7296" -> "99 /layers/layers.0/blocks.1/attn/qkv/Add" [label="[1, 1, 288]", style=solid]; +"1130 /layers/layers.0/blocks.1/attn/Constant_3" -> "168 /layers/layers.0/blocks.1/attn/Reshape_2" [label="[4]", style=dashed]; +"1131 onnx^^Add_2301" -> "160 /layers/layers.0/blocks.1/attn/Add_1" [label="[1, 64, 1, 49, 49]", style=solid]; +"1132 /layers/layers.0/blocks.1/attn/Constant_2" -> "152 /layers/layers.0/blocks.1/attn/Reshape_1" [label="[5]", style=dashed]; +"1133 onnx^^Add_2293" -> "143 /layers/layers.0/blocks.1/attn/Add" [label="[1, 3, 49, 49]", style=solid]; +"1134 Constant_416" -> "122 /layers/layers.0/blocks.1/attn/Gather_1" [label="[]", style=dashed]; +"1135 Constant_7297" -> "134 /layers/layers.0/blocks.1/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; +"1136 Constant_414" -> "121 /layers/layers.0/blocks.1/attn/Gather" [label="[]", style=dashed]; +"1137 Constant_7298" -> "175 /layers/layers.0/blocks.1/attn/proj/Add" [label="[1, 1, 96]", style=solid]; +"1138 Constant_5115" -> "208 /layers/layers.0/blocks.1/Slice_4" [label="[2]", style=dashed]; +"1139 Constant_5112" -> "208 /layers/layers.0/blocks.1/Slice_4" [label="[2]", style=dashed]; +"1140 Constant_5109" -> "208 /layers/layers.0/blocks.1/Slice_4" [label="[2]", style=dashed]; +"1141 Constant_5139" -> "226 /layers/layers.0/blocks.1/Slice_6" [label="[3]", style=dashed]; +"1142 Constant_5136" -> "226 /layers/layers.0/blocks.1/Slice_6" [label="[3]", style=dashed]; +"1143 Constant_5133" -> "226 /layers/layers.0/blocks.1/Slice_6" [label="[3]", style=dashed]; +"1144 Constant_7301" -> "54 /layers/layers.0/blocks.1/mlp/fc1/Add" [label="[1, 1, 384]", style=solid]; +"1145 Constant_7302" -> "74 /layers/layers.0/blocks.1/mlp/fc2/Add" [label="[1, 1, 96]", style=solid]; +"1146 Constant_5211" -> "40 /layers/layers.0/downsample/Slice_4" [label="[3]", style=dashed]; +"1147 Constant_5208" -> "40 /layers/layers.0/downsample/Slice_4" [label="[3]", style=dashed]; +"1148 Constant_5205" -> "40 /layers/layers.0/downsample/Slice_4" [label="[3]", style=dashed]; +"1149 Constant_5163" -> "33 /layers/layers.0/downsample/Slice" [label="[2]", style=dashed]; +"1150 Constant_5160" -> "33 /layers/layers.0/downsample/Slice" [label="[2]", style=dashed]; +"1151 Constant_5157" -> "33 /layers/layers.0/downsample/Slice" [label="[2]", style=dashed]; +"1152 Constant_5199" -> "41 /layers/layers.0/downsample/Slice_3" [label="[3]", style=dashed]; +"1153 Constant_5196" -> "41 /layers/layers.0/downsample/Slice_3" [label="[3]", style=dashed]; +"1154 Constant_5193" -> "41 /layers/layers.0/downsample/Slice_3" [label="[3]", style=dashed]; +"1155 Constant_5175" -> "39 /layers/layers.0/downsample/Slice_1" [label="[3]", style=dashed]; +"1156 Constant_5172" -> "39 /layers/layers.0/downsample/Slice_1" [label="[3]", style=dashed]; +"1157 Constant_5169" -> "39 /layers/layers.0/downsample/Slice_1" [label="[3]", style=dashed]; +"1158 Constant_7307" -> "159 /layers/layers.1/blocks.0/attn/qkv/Add" [label="[1, 1, 576]", style=solid]; +"1159 onnx^^Add_2389" -> "192 /layers/layers.1/blocks.0/attn/Add" [label="[1, 6, 49, 49]", style=solid]; +"1160 Constant_626" -> "180 /layers/layers.1/blocks.0/attn/Gather_1" [label="[]", style=dashed]; +"1161 Constant_7308" -> "185 /layers/layers.1/blocks.0/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; +"1162 Constant_624" -> "179 /layers/layers.1/blocks.0/attn/Gather" [label="[]", style=dashed]; +"1163 Constant_7309" -> "225 /layers/layers.1/blocks.0/attn/proj/Add" [label="[1, 1, 192]", style=solid]; +"1164 Constant_7312" -> "132 /layers/layers.1/blocks.0/mlp/fc1/Add" [label="[1, 1, 768]", style=solid]; +"1165 Constant_7313" -> "166 /layers/layers.1/blocks.0/mlp/fc2/Add" [label="[1, 1, 192]", style=solid]; +"1166 Constant_5235" -> "130 /layers/layers.1/blocks.1/Slice" [label="[2]", style=dashed]; +"1167 Constant_5232" -> "130 /layers/layers.1/blocks.1/Slice" [label="[2]", style=dashed]; +"1168 Constant_5229" -> "130 /layers/layers.1/blocks.1/Slice" [label="[2]", style=dashed]; +"1169 Constant_5259" -> "148 /layers/layers.1/blocks.1/Slice_2" [label="[3]", style=dashed]; +"1170 Constant_5256" -> "148 /layers/layers.1/blocks.1/Slice_2" [label="[3]", style=dashed]; +"1171 Constant_5253" -> "148 /layers/layers.1/blocks.1/Slice_2" [label="[3]", style=dashed]; +"1172 Constant_7316" -> "206 /layers/layers.1/blocks.1/attn/qkv/Add" [label="[1, 1, 576]", style=solid]; +"1173 /layers/layers.1/blocks.1/attn/Constant_3" -> "307 /layers/layers.1/blocks.1/attn/Reshape_2" [label="[4]", style=dashed]; +"1174 onnx^^Add_2446" -> "291 /layers/layers.1/blocks.1/attn/Add_1" [label="[1, 16, 1, 49, 49]", style=solid]; +"1175 /layers/layers.1/blocks.1/attn/Constant_2" -> "277 /layers/layers.1/blocks.1/attn/Reshape_1" [label="[5]", style=dashed]; +"1176 onnx^^Add_2438" -> "263 /layers/layers.1/blocks.1/attn/Add" [label="[1, 6, 49, 49]", style=solid]; +"1177 Constant_774" -> "236 /layers/layers.1/blocks.1/attn/Gather_1" [label="[]", style=dashed]; +"1178 Constant_7317" -> "249 /layers/layers.1/blocks.1/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; +"1179 Constant_772" -> "235 /layers/layers.1/blocks.1/attn/Gather" [label="[]", style=dashed]; +"1180 Constant_7318" -> "322 /layers/layers.1/blocks.1/attn/proj/Add" [label="[1, 1, 192]", style=solid]; +"1181 Constant_5283" -> "396 /layers/layers.1/blocks.1/Slice_4" [label="[2]", style=dashed]; +"1182 Constant_5280" -> "396 /layers/layers.1/blocks.1/Slice_4" [label="[2]", style=dashed]; +"1183 Constant_5277" -> "396 /layers/layers.1/blocks.1/Slice_4" [label="[2]", style=dashed]; +"1184 Constant_5307" -> "420 /layers/layers.1/blocks.1/Slice_6" [label="[3]", style=dashed]; +"1185 Constant_5304" -> "420 /layers/layers.1/blocks.1/Slice_6" [label="[3]", style=dashed]; +"1186 Constant_5301" -> "420 /layers/layers.1/blocks.1/Slice_6" [label="[3]", style=dashed]; +"1187 Constant_7321" -> "147 /layers/layers.1/blocks.1/mlp/fc1/Add" [label="[1, 1, 768]", style=solid]; +"1188 Constant_7322" -> "177 /layers/layers.1/blocks.1/mlp/fc2/Add" [label="[1, 1, 192]", style=solid]; +"1189 Constant_5379" -> "126 /layers/layers.1/downsample/Slice_4" [label="[3]", style=dashed]; +"1190 Constant_5376" -> "126 /layers/layers.1/downsample/Slice_4" [label="[3]", style=dashed]; +"1191 Constant_5373" -> "126 /layers/layers.1/downsample/Slice_4" [label="[3]", style=dashed]; +"1192 Constant_5331" -> "115 /layers/layers.1/downsample/Slice" [label="[2]", style=dashed]; +"1193 Constant_5328" -> "115 /layers/layers.1/downsample/Slice" [label="[2]", style=dashed]; +"1194 Constant_5325" -> "115 /layers/layers.1/downsample/Slice" [label="[2]", style=dashed]; +"1195 Constant_5367" -> "127 /layers/layers.1/downsample/Slice_3" [label="[3]", style=dashed]; +"1196 Constant_5364" -> "127 /layers/layers.1/downsample/Slice_3" [label="[3]", style=dashed]; +"1197 Constant_5361" -> "127 /layers/layers.1/downsample/Slice_3" [label="[3]", style=dashed]; +"1198 Constant_5343" -> "125 /layers/layers.1/downsample/Slice_1" [label="[3]", style=dashed]; +"1199 Constant_5340" -> "125 /layers/layers.1/downsample/Slice_1" [label="[3]", style=dashed]; +"1200 Constant_5337" -> "125 /layers/layers.1/downsample/Slice_1" [label="[3]", style=dashed]; +"1201 Constant_7327" -> "290 /layers/layers.2/blocks.0/attn/qkv/Add" [label="[1, 1, 1152]", style=solid]; +"1202 onnx^^Add_2534" -> "368 /layers/layers.2/blocks.0/attn/Add" [label="[1, 12, 49, 49]", style=solid]; +"1203 Constant_984" -> "336 /layers/layers.2/blocks.0/attn/Gather_1" [label="[]", style=dashed]; +"1204 Constant_7328" -> "350 /layers/layers.2/blocks.0/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; +"1205 Constant_982" -> "335 /layers/layers.2/blocks.0/attn/Gather" [label="[]", style=dashed]; +"1206 Constant_7329" -> "419 /layers/layers.2/blocks.0/attn/proj/Add" [label="[1, 1, 384]", style=solid]; +"1207 Constant_7332" -> "247 /layers/layers.2/blocks.0/mlp/fc1/Add" [label="[1, 1, 1536]", style=solid]; +"1208 Constant_7333" -> "305 /layers/layers.2/blocks.0/mlp/fc2/Add" [label="[1, 1, 384]", style=solid]; +"1209 Constant_5403" -> "245 /layers/layers.2/blocks.1/Slice" [label="[2]", style=dashed]; +"1210 Constant_5400" -> "245 /layers/layers.2/blocks.1/Slice" [label="[2]", style=dashed]; +"1211 Constant_5397" -> "245 /layers/layers.2/blocks.1/Slice" [label="[2]", style=dashed]; +"1212 Constant_5427" -> "273 /layers/layers.2/blocks.1/Slice_2" [label="[3]", style=dashed]; +"1213 Constant_5424" -> "273 /layers/layers.2/blocks.1/Slice_2" [label="[3]", style=dashed]; +"1214 Constant_5421" -> "273 /layers/layers.2/blocks.1/Slice_2" [label="[3]", style=dashed]; +"1215 Constant_7336" -> "394 /layers/layers.2/blocks.1/attn/qkv/Add" [label="[1, 1, 1152]", style=solid]; +"1216 /layers/layers.2/blocks.1/attn/Constant_3" -> "490 /layers/layers.2/blocks.1/attn/Reshape_2" [label="[4]", style=dashed]; +"1217 onnx^^Add_2702" -> "477 /layers/layers.2/blocks.1/attn/Add_1" [label="[1, 4, 1, 49, 49]", style=solid]; +"1217 onnx^^Add_2702" -> "524 /layers/layers.2/blocks.3/attn/Add_1" [label="[1, 4, 1, 49, 49]", style=solid]; +"1217 onnx^^Add_2702" -> "567 /layers/layers.2/blocks.5/attn/Add_1" [label="[1, 4, 1, 49, 49]", style=solid]; +"1218 /layers/layers.2/blocks.1/attn/Constant_2" -> "464 /layers/layers.2/blocks.1/attn/Reshape_1" [label="[5]", style=dashed]; +"1219 onnx^^Add_2583" -> "454 /layers/layers.2/blocks.1/attn/Add" [label="[1, 12, 49, 49]", style=solid]; +"1220 Constant_1132" -> "430 /layers/layers.2/blocks.1/attn/Gather_1" [label="[]", style=dashed]; +"1221 Constant_7337" -> "442 /layers/layers.2/blocks.1/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; +"1222 Constant_1130" -> "429 /layers/layers.2/blocks.1/attn/Gather" [label="[]", style=dashed]; +"1223 Constant_7338" -> "503 /layers/layers.2/blocks.1/attn/proj/Add" [label="[1, 1, 384]", style=solid]; +"1224 Constant_5451" -> "560 /layers/layers.2/blocks.1/Slice_4" [label="[2]", style=dashed]; +"1225 Constant_5448" -> "560 /layers/layers.2/blocks.1/Slice_4" [label="[2]", style=dashed]; +"1226 Constant_5445" -> "560 /layers/layers.2/blocks.1/Slice_4" [label="[2]", style=dashed]; +"1227 Constant_5475" -> "580 /layers/layers.2/blocks.1/Slice_6" [label="[3]", style=dashed]; +"1228 Constant_5472" -> "580 /layers/layers.2/blocks.1/Slice_6" [label="[3]", style=dashed]; +"1229 Constant_5469" -> "580 /layers/layers.2/blocks.1/Slice_6" [label="[3]", style=dashed]; +"1230 Constant_7341" -> "272 /layers/layers.2/blocks.1/mlp/fc1/Add" [label="[1, 1, 1536]", style=solid]; +"1231 Constant_7342" -> "333 /layers/layers.2/blocks.1/mlp/fc2/Add" [label="[1, 1, 384]", style=solid]; +"1232 Constant_7345" -> "348 /layers/layers.2/blocks.2/attn/qkv/Add" [label="[1, 1, 1152]", style=solid]; +"1233 onnx^^Add_2645" -> "416 /layers/layers.2/blocks.2/attn/Add" [label="[1, 12, 49, 49]", style=solid]; +"1234 Constant_1289" -> "392 /layers/layers.2/blocks.2/attn/Gather_1" [label="[]", style=dashed]; +"1235 Constant_7346" -> "404 /layers/layers.2/blocks.2/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; +"1236 Constant_1287" -> "391 /layers/layers.2/blocks.2/attn/Gather" [label="[]", style=dashed]; +"1237 Constant_7347" -> "463 /layers/layers.2/blocks.2/attn/proj/Add" [label="[1, 1, 384]", style=solid]; +"1238 Constant_7350" -> "301 /layers/layers.2/blocks.2/mlp/fc1/Add" [label="[1, 1, 1536]", style=solid]; +"1239 Constant_7351" -> "365 /layers/layers.2/blocks.2/mlp/fc2/Add" [label="[1, 1, 384]", style=solid]; +"1240 Constant_5499" -> "299 /layers/layers.2/blocks.3/Slice" [label="[2]", style=dashed]; +"1241 Constant_5496" -> "299 /layers/layers.2/blocks.3/Slice" [label="[2]", style=dashed]; +"1242 Constant_5493" -> "299 /layers/layers.2/blocks.3/Slice" [label="[2]", style=dashed]; +"1243 Constant_5523" -> "329 /layers/layers.2/blocks.3/Slice_2" [label="[3]", style=dashed]; +"1244 Constant_5520" -> "329 /layers/layers.2/blocks.3/Slice_2" [label="[3]", style=dashed]; +"1245 Constant_5517" -> "329 /layers/layers.2/blocks.3/Slice_2" [label="[3]", style=dashed]; +"1246 Constant_7354" -> "440 /layers/layers.2/blocks.3/attn/qkv/Add" [label="[1, 1, 1152]", style=solid]; +"1247 /layers/layers.2/blocks.3/attn/Constant_3" -> "537 /layers/layers.2/blocks.3/attn/Reshape_2" [label="[4]", style=dashed]; +"1248 /layers/layers.2/blocks.3/attn/Constant_2" -> "511 /layers/layers.2/blocks.3/attn/Reshape_1" [label="[5]", style=dashed]; +"1249 onnx^^Add_2694" -> "499 /layers/layers.2/blocks.3/attn/Add" [label="[1, 12, 49, 49]", style=solid]; +"1250 Constant_1437" -> "474 /layers/layers.2/blocks.3/attn/Gather_1" [label="[]", style=dashed]; +"1251 Constant_7355" -> "486 /layers/layers.2/blocks.3/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; +"1252 Constant_1435" -> "473 /layers/layers.2/blocks.3/attn/Gather" [label="[]", style=dashed]; +"1253 Constant_7356" -> "549 /layers/layers.2/blocks.3/attn/proj/Add" [label="[1, 1, 384]", style=solid]; +"1254 Constant_5547" -> "597 /layers/layers.2/blocks.3/Slice_4" [label="[2]", style=dashed]; +"1255 Constant_5544" -> "597 /layers/layers.2/blocks.3/Slice_4" [label="[2]", style=dashed]; +"1256 Constant_5541" -> "597 /layers/layers.2/blocks.3/Slice_4" [label="[2]", style=dashed]; +"1257 Constant_5571" -> "613 /layers/layers.2/blocks.3/Slice_6" [label="[3]", style=dashed]; +"1258 Constant_5568" -> "613 /layers/layers.2/blocks.3/Slice_6" [label="[3]", style=dashed]; +"1259 Constant_5565" -> "613 /layers/layers.2/blocks.3/Slice_6" [label="[3]", style=dashed]; +"1260 Constant_7359" -> "328 /layers/layers.2/blocks.3/mlp/fc1/Add" [label="[1, 1, 1536]", style=solid]; +"1261 Constant_7360" -> "389 /layers/layers.2/blocks.3/mlp/fc2/Add" [label="[1, 1, 384]", style=solid]; +"1262 Constant_7363" -> "402 /layers/layers.2/blocks.4/attn/qkv/Add" [label="[1, 1, 1152]", style=solid]; +"1263 onnx^^Add_2756" -> "460 /layers/layers.2/blocks.4/attn/Add" [label="[1, 12, 49, 49]", style=solid]; +"1264 Constant_1594" -> "438 /layers/layers.2/blocks.4/attn/Gather_1" [label="[]", style=dashed]; +"1265 Constant_7364" -> "449 /layers/layers.2/blocks.4/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; +"1266 Constant_1592" -> "437 /layers/layers.2/blocks.4/attn/Gather" [label="[]", style=dashed]; +"1267 Constant_7365" -> "510 /layers/layers.2/blocks.4/attn/proj/Add" [label="[1, 1, 384]", style=solid]; +"1268 Constant_7368" -> "361 /layers/layers.2/blocks.4/mlp/fc1/Add" [label="[1, 1, 1536]", style=solid]; +"1269 Constant_7369" -> "413 /layers/layers.2/blocks.4/mlp/fc2/Add" [label="[1, 1, 384]", style=solid]; +"1270 Constant_5595" -> "359 /layers/layers.2/blocks.5/Slice" [label="[2]", style=dashed]; +"1271 Constant_5592" -> "359 /layers/layers.2/blocks.5/Slice" [label="[2]", style=dashed]; +"1272 Constant_5589" -> "359 /layers/layers.2/blocks.5/Slice" [label="[2]", style=dashed]; +"1273 Constant_5619" -> "385 /layers/layers.2/blocks.5/Slice_2" [label="[3]", style=dashed]; +"1274 Constant_5616" -> "385 /layers/layers.2/blocks.5/Slice_2" [label="[3]", style=dashed]; +"1275 Constant_5613" -> "385 /layers/layers.2/blocks.5/Slice_2" [label="[3]", style=dashed]; +"1276 Constant_7372" -> "484 /layers/layers.2/blocks.5/attn/qkv/Add" [label="[1, 1, 1152]", style=solid]; +"1277 /layers/layers.2/blocks.5/attn/Constant_3" -> "577 /layers/layers.2/blocks.5/attn/Reshape_2" [label="[4]", style=dashed]; +"1278 /layers/layers.2/blocks.5/attn/Constant_2" -> "556 /layers/layers.2/blocks.5/attn/Reshape_1" [label="[5]", style=dashed]; +"1279 onnx^^Add_2805" -> "545 /layers/layers.2/blocks.5/attn/Add" [label="[1, 12, 49, 49]", style=solid]; +"1280 Constant_1742" -> "521 /layers/layers.2/blocks.5/attn/Gather_1" [label="[]", style=dashed]; +"1281 Constant_7373" -> "533 /layers/layers.2/blocks.5/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; +"1282 Constant_1740" -> "520 /layers/layers.2/blocks.5/attn/Gather" [label="[]", style=dashed]; +"1283 Constant_7374" -> "587 /layers/layers.2/blocks.5/attn/proj/Add" [label="[1, 1, 384]", style=solid]; +"1284 Constant_5643" -> "625 /layers/layers.2/blocks.5/Slice_4" [label="[2]", style=dashed]; +"1285 Constant_5640" -> "625 /layers/layers.2/blocks.5/Slice_4" [label="[2]", style=dashed]; +"1286 Constant_5637" -> "625 /layers/layers.2/blocks.5/Slice_4" [label="[2]", style=dashed]; +"1287 Constant_5667" -> "634 /layers/layers.2/blocks.5/Slice_6" [label="[3]", style=dashed]; +"1288 Constant_5664" -> "634 /layers/layers.2/blocks.5/Slice_6" [label="[3]", style=dashed]; +"1289 Constant_5661" -> "634 /layers/layers.2/blocks.5/Slice_6" [label="[3]", style=dashed]; +"1290 Constant_7377" -> "384 /layers/layers.2/blocks.5/mlp/fc1/Add" [label="[1, 1, 1536]", style=solid]; +"1291 Constant_7378" -> "435 /layers/layers.2/blocks.5/mlp/fc2/Add" [label="[1, 1, 384]", style=solid]; +"1292 Constant_5739" -> "355 /layers/layers.2/downsample/Slice_4" [label="[3]", style=dashed]; +"1293 Constant_5736" -> "355 /layers/layers.2/downsample/Slice_4" [label="[3]", style=dashed]; +"1294 Constant_5733" -> "355 /layers/layers.2/downsample/Slice_4" [label="[3]", style=dashed]; +"1295 Constant_5691" -> "339 /layers/layers.2/downsample/Slice" [label="[2]", style=dashed]; +"1296 Constant_5688" -> "339 /layers/layers.2/downsample/Slice" [label="[2]", style=dashed]; +"1297 Constant_5685" -> "339 /layers/layers.2/downsample/Slice" [label="[2]", style=dashed]; +"1298 Constant_5727" -> "356 /layers/layers.2/downsample/Slice_3" [label="[3]", style=dashed]; +"1299 Constant_5724" -> "356 /layers/layers.2/downsample/Slice_3" [label="[3]", style=dashed]; +"1300 Constant_5721" -> "356 /layers/layers.2/downsample/Slice_3" [label="[3]", style=dashed]; +"1301 Constant_5703" -> "354 /layers/layers.2/downsample/Slice_1" [label="[3]", style=dashed]; +"1302 Constant_5700" -> "354 /layers/layers.2/downsample/Slice_1" [label="[3]", style=dashed]; +"1303 Constant_5697" -> "354 /layers/layers.2/downsample/Slice_1" [label="[3]", style=dashed]; +"1304 Constant_7383" -> "566 /layers/layers.3/blocks.0/attn/qkv/Add" [label="[1, 1, 2304]", style=solid]; +"1305 onnx^^Add_2901" -> "610 /layers/layers.3/blocks.0/attn/Add" [label="[1, 24, 49, 49]", style=solid]; +"1306 Constant_1952" -> "594 /layers/layers.3/blocks.0/attn/Gather_1" [label="[]", style=dashed]; +"1307 Constant_7384" -> "602 /layers/layers.3/blocks.0/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; +"1308 Constant_1950" -> "593 /layers/layers.3/blocks.0/attn/Gather" [label="[]", style=dashed]; +"1309 Constant_7385" -> "633 /layers/layers.3/blocks.0/attn/proj/Add" [label="[1, 1, 768]", style=solid]; +"1310 Constant_7388" -> "531 /layers/layers.3/blocks.0/mlp/fc1/Add" [label="[1, 1, 3072]", style=solid]; +"1311 Constant_7389" -> "575 /layers/layers.3/blocks.0/mlp/fc2/Add" [label="[1, 1, 768]", style=solid]; +"1312 Constant_7392" -> "584 /layers/layers.3/blocks.1/attn/qkv/Add" [label="[1, 1, 2304]", style=solid]; +"1313 onnx^^Add_2950" -> "622 /layers/layers.3/blocks.1/attn/Add" [label="[1, 24, 49, 49]", style=solid]; +"1314 Constant_2058" -> "608 /layers/layers.3/blocks.1/attn/Gather_1" [label="[]", style=dashed]; +"1315 Constant_7393" -> "615 /layers/layers.3/blocks.1/attn/Mul" [label="[1, 1, 1, 1]", style=solid]; +"1316 Constant_2056" -> "607 /layers/layers.3/blocks.1/attn/Gather" [label="[]", style=dashed]; +"1317 Constant_7394" -> "639 /layers/layers.3/blocks.1/attn/proj/Add" [label="[1, 1, 768]", style=solid]; +"1318 Constant_7397" -> "552 /layers/layers.3/blocks.1/mlp/fc1/Add" [label="[1, 1, 3072]", style=solid]; +"1319 Constant_7398" -> "591 /layers/layers.3/blocks.1/mlp/fc2/Add" [label="[1, 1, 768]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.2/reference_scales/ComparisonBinaryModel_mixed.json b/tests/openvino/native/data/2023.2/reference_scales/ComparisonBinaryModel_mixed.json deleted file mode 120000 index a955b340aa9..00000000000 --- a/tests/openvino/native/data/2023.2/reference_scales/ComparisonBinaryModel_mixed.json +++ /dev/null @@ -1 +0,0 @@ -../../2023.1/reference_scales/ComparisonBinaryModel_mixed.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_scales/ComparisonBinaryModel_mixed.json b/tests/openvino/native/data/2023.2/reference_scales/ComparisonBinaryModel_mixed.json new file mode 100644 index 00000000000..05e4ae7b255 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_scales/ComparisonBinaryModel_mixed.json @@ -0,0 +1,8 @@ +{ + "Input/fq_output_0": { + "input_low": 0.0, + "input_high": 0.9350724220275879, + "output_low": 0.0, + "output_high": 0.9350724220275879 + } +} \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_scales/ComparisonBinaryModel_performance.json b/tests/openvino/native/data/2023.2/reference_scales/ComparisonBinaryModel_performance.json deleted file mode 120000 index 97b5be03de3..00000000000 --- a/tests/openvino/native/data/2023.2/reference_scales/ComparisonBinaryModel_performance.json +++ /dev/null @@ -1 +0,0 @@ -../../2023.1/reference_scales/ComparisonBinaryModel_performance.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_scales/ComparisonBinaryModel_performance.json b/tests/openvino/native/data/2023.2/reference_scales/ComparisonBinaryModel_performance.json new file mode 100644 index 00000000000..05e4ae7b255 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_scales/ComparisonBinaryModel_performance.json @@ -0,0 +1,8 @@ +{ + "Input/fq_output_0": { + "input_low": 0.0, + "input_high": 0.9350724220275879, + "output_low": 0.0, + "output_high": 0.9350724220275879 + } +} \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_scales/ConvModel_mixed.json b/tests/openvino/native/data/2023.2/reference_scales/ConvModel_mixed.json deleted file mode 120000 index 74d5d9d7984..00000000000 --- a/tests/openvino/native/data/2023.2/reference_scales/ConvModel_mixed.json +++ /dev/null @@ -1 +0,0 @@ -../../2023.1/reference_scales/ConvModel_mixed.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_scales/ConvModel_mixed.json b/tests/openvino/native/data/2023.2/reference_scales/ConvModel_mixed.json new file mode 100644 index 00000000000..7a6b296c118 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_scales/ConvModel_mixed.json @@ -0,0 +1,102 @@ +{ + "Conv/fq_weights_1": { + "input_low": [ + [ + [ + [ + -71.96717071533203 + ] + ] + ], + [ + [ + [ + -111.47208404541016 + ] + ] + ], + [ + [ + [ + -102.1300277709961 + ] + ] + ] + ], + "input_high": [ + [ + [ + [ + 71.96717071533203 + ] + ] + ], + [ + [ + [ + 111.47208404541016 + ] + ] + ], + [ + [ + [ + 102.1300277709961 + ] + ] + ] + ], + "output_low": [ + [ + [ + [ + -71.96717071533203 + ] + ] + ], + [ + [ + [ + -111.47208404541016 + ] + ] + ], + [ + [ + [ + -102.1300277709961 + ] + ] + ] + ], + "output_high": [ + [ + [ + [ + 71.96717071533203 + ] + ] + ], + [ + [ + [ + 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b/tests/openvino/native/data/2023.2/reference_scales/ConvModel_performance.json @@ -0,0 +1,102 @@ +{ + "Conv/fq_weights_1": { + "input_low": [ + [ + [ + [ + -71.96717071533203 + ] + ] + ], + [ + [ + [ + -111.47208404541016 + ] + ] + ], + [ + [ + [ + -102.1300277709961 + ] + ] + ] + ], + "input_high": [ + [ + [ + [ + 71.96717071533203 + ] + ] + ], + [ + [ + [ + 111.47208404541016 + ] + ] + ], + [ + [ + [ + 102.1300277709961 + ] + ] + ] + ], + "output_low": [ + [ + [ + [ + -71.96717071533203 + ] + ] + ], + [ + [ + [ + -111.47208404541016 + ] + ] + ], + [ + [ + [ + -102.1300277709961 + ] + ] + ] + ], + "output_high": [ + [ + [ + [ + 71.96717071533203 + ] + ] + ], + [ + [ + [ + 111.47208404541016 + ] + ] + ], + [ + [ + [ + 102.1300277709961 + ] + ] + ] + ] + }, + "Sub/fq_output_0": { + "input_low": -0.8286794424057007, + "input_high": 0.8222053647041321, + "output_low": -0.8286794424057007, + "output_high": 0.8222053647041321 + } +} \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_scales/ConvNotBiasModel_mixed.json b/tests/openvino/native/data/2023.2/reference_scales/ConvNotBiasModel_mixed.json deleted file mode 120000 index b39c9911bf5..00000000000 --- a/tests/openvino/native/data/2023.2/reference_scales/ConvNotBiasModel_mixed.json +++ /dev/null @@ -1 +0,0 @@ -../../2023.1/reference_scales/ConvNotBiasModel_mixed.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.2/reference_scales/ConvNotBiasModel_mixed.json b/tests/openvino/native/data/2023.2/reference_scales/ConvNotBiasModel_mixed.json new file mode 100644 index 00000000000..7a6b296c118 --- /dev/null +++ b/tests/openvino/native/data/2023.2/reference_scales/ConvNotBiasModel_mixed.json @@ -0,0 +1,102 @@ +{ + "Conv/fq_weights_1": { + "input_low": [ + [ + [ + [ + -71.96717071533203 + ] + ] + ], + [ + [ + [ + -111.47208404541016 + ] + ] + ], + [ + [ + [ + -102.1300277709961 + ] + ] + ] + ], + "input_high": [ + [ + [ + [ + 71.96717071533203 + 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a/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/DynamicModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/DynamicModel.dot new file mode 120000 index 00000000000..535a979b747 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/DynamicModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/original_nncf_graph/DynamicModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/GroupNormalizationModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/GroupNormalizationModel.dot new file mode 120000 index 00000000000..6d9e3262a27 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/GroupNormalizationModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/original_nncf_graph/GroupNormalizationModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/IntegerModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/IntegerModel.dot new file mode 120000 index 00000000000..516081134ac --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/IntegerModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/original_nncf_graph/IntegerModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/LSTMModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/LSTMModel.dot new file mode 120000 index 00000000000..86a4ed50508 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/LSTMModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/original_nncf_graph/LSTMModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/LSTMSequenceModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/LSTMSequenceModel.dot new file mode 120000 index 00000000000..1d7441f61f4 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/LSTMSequenceModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/original_nncf_graph/LSTMSequenceModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/LinearModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/LinearModel.dot new file mode 120000 index 00000000000..721f2f5dfa6 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/LinearModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/original_nncf_graph/LinearModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/MatMul2DModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/MatMul2DModel.dot new file mode 120000 index 00000000000..df662dada09 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/MatMul2DModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/original_nncf_graph/MatMul2DModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/MatmulSoftmaxMatmulBlock.dot b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/MatmulSoftmaxMatmulBlock.dot new file mode 120000 index 00000000000..1d5157533d3 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/MatmulSoftmaxMatmulBlock.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/original_nncf_graph/MatmulSoftmaxMatmulBlock.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/ScaleShiftReluModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/ScaleShiftReluModel.dot new file mode 120000 index 00000000000..4640b021e60 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/ScaleShiftReluModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/original_nncf_graph/ScaleShiftReluModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/SeBlockModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/SeBlockModel.dot new file mode 120000 index 00000000000..017d92eaaf5 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/SeBlockModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/original_nncf_graph/SeBlockModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/ShapeOfModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/ShapeOfModel.dot new file mode 120000 index 00000000000..444e0a66a04 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/ShapeOfModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/original_nncf_graph/ShapeOfModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/SharedConvModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/SharedConvModel.dot new file mode 120000 index 00000000000..c253e737d5b --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/SharedConvModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/original_nncf_graph/SharedConvModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/UnifiedEmbeddingModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/UnifiedEmbeddingModel.dot new file mode 120000 index 00000000000..1b1f548333c --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/UnifiedEmbeddingModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/original_nncf_graph/UnifiedEmbeddingModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/WeightsModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/WeightsModel.dot new file mode 120000 index 00000000000..620638aaeac --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/WeightsModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/original_nncf_graph/WeightsModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/exctracted_ConvModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/exctracted_ConvModel.dot new file mode 120000 index 00000000000..7fd5f2d1e10 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/exctracted_ConvModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/original_nncf_graph/exctracted_ConvModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/exctracted_QuantizedModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/exctracted_QuantizedModel.dot new file mode 120000 index 00000000000..f5d1c98584b --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/exctracted_QuantizedModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/original_nncf_graph/exctracted_QuantizedModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/googlenet-v3-pytorch.dot b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/googlenet-v3-pytorch.dot new file mode 120000 index 00000000000..0356cfd8555 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/googlenet-v3-pytorch.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/original_nncf_graph/googlenet-v3-pytorch.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/mobilenet-v2-pytorch.dot b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/mobilenet-v2-pytorch.dot new file mode 120000 index 00000000000..26be3722ce0 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/mobilenet-v2-pytorch.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/original_nncf_graph/mobilenet-v2-pytorch.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/mobilenet-v3-small-1.0-224-tf.dot b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/mobilenet-v3-small-1.0-224-tf.dot new file mode 120000 index 00000000000..72dfabafa35 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/mobilenet-v3-small-1.0-224-tf.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/original_nncf_graph/mobilenet-v3-small-1.0-224-tf.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/removed_nodes_in_QuantizedModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/removed_nodes_in_QuantizedModel.dot new file mode 120000 index 00000000000..fb97322ebf1 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/removed_nodes_in_QuantizedModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/original_nncf_graph/removed_nodes_in_QuantizedModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/resnet-18-pytorch.dot b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/resnet-18-pytorch.dot new file mode 120000 index 00000000000..eec518fdf36 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/resnet-18-pytorch.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/original_nncf_graph/resnet-18-pytorch.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/ssd_mobilenet_v1_coco.dot b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/ssd_mobilenet_v1_coco.dot new file mode 120000 index 00000000000..9e783082884 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/ssd_mobilenet_v1_coco.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/original_nncf_graph/ssd_mobilenet_v1_coco.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/yolo-v4-tiny-tf.dot b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/yolo-v4-tiny-tf.dot new file mode 120000 index 00000000000..04085094d96 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/original_nncf_graph/yolo-v4-tiny-tf.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/original_nncf_graph/yolo-v4-tiny-tf.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/ComparisonBinaryModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/ComparisonBinaryModel.dot new file mode 120000 index 00000000000..6a4a745e5bc --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/ComparisonBinaryModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/quantized/ComparisonBinaryModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/ConvModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/ConvModel.dot new file mode 120000 index 00000000000..1d4ce1e8194 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/ConvModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/quantized/ConvModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/ConvNotBiasModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/ConvNotBiasModel.dot new file mode 120000 index 00000000000..e13ee5d655f --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/ConvNotBiasModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/quantized/ConvNotBiasModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/DepthwiseConv3DModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/DepthwiseConv3DModel.dot new file mode 120000 index 00000000000..2ec9211ee45 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/DepthwiseConv3DModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/quantized/DepthwiseConv3DModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/DepthwiseConv4DModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/DepthwiseConv4DModel.dot new file mode 120000 index 00000000000..02481c7fa07 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/DepthwiseConv4DModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/quantized/DepthwiseConv4DModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/DepthwiseConv5DModel.dot 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index 00000000000..0b078930d4f --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/DynamicModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/quantized/DynamicModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_F.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_F.dot new file mode 120000 index 00000000000..63d8fb0c0ce --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_F.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_F.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_T.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_T.dot new file mode 120000 index 00000000000..a97e9ef04b2 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_T.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/quantized/GRUSequenceModel_linear_before_reset_T.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/GroupNormalizationModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/GroupNormalizationModel.dot new file mode 120000 index 00000000000..04fa853ea52 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/GroupNormalizationModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/quantized/GroupNormalizationModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/IfModel_else.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/IfModel_else.dot new file mode 120000 index 00000000000..b83fa2cd94b --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/IfModel_else.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/quantized/IfModel_else.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/IfModel_main.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/IfModel_main.dot new file mode 120000 index 00000000000..0bc5f84a190 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/IfModel_main.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/quantized/IfModel_main.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/IfModel_then.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/IfModel_then.dot new file mode 120000 index 00000000000..e50ae79b831 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/IfModel_then.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/quantized/IfModel_then.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/IntegerModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/IntegerModel.dot new file mode 120000 index 00000000000..c2fd28bf331 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/IntegerModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/quantized/IntegerModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/LSTMModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/LSTMModel.dot new file mode 120000 index 00000000000..d81f5fe5ca7 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/LSTMModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/quantized/LSTMModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/LSTMSequenceModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/LSTMSequenceModel.dot new file mode 120000 index 00000000000..3fe1359c967 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/LSTMSequenceModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/quantized/LSTMSequenceModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/LinearModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/LinearModel.dot new file mode 120000 index 00000000000..a3ca0195eff --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/LinearModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/quantized/LinearModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/MatMul2DModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/MatMul2DModel.dot new file mode 120000 index 00000000000..b243da83f91 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/MatMul2DModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/quantized/MatMul2DModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/MatmulSoftmaxMatmulBlock.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/MatmulSoftmaxMatmulBlock.dot new file mode 120000 index 00000000000..3b464156cf2 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/MatmulSoftmaxMatmulBlock.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/quantized/MatmulSoftmaxMatmulBlock.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/ScaleShiftReluModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/ScaleShiftReluModel.dot new file mode 120000 index 00000000000..cfb443e20ac --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/ScaleShiftReluModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/quantized/ScaleShiftReluModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/SeBlockModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/SeBlockModel.dot new file mode 120000 index 00000000000..1f53b65542e --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/SeBlockModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/quantized/SeBlockModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/ShapeOfModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/ShapeOfModel.dot new file mode 120000 index 00000000000..f5ed5e61c3a --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/ShapeOfModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/quantized/ShapeOfModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/SharedConvModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/SharedConvModel.dot new file mode 120000 index 00000000000..9c69fdae7f5 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/SharedConvModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/quantized/SharedConvModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/UnifiedEmbeddingModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/UnifiedEmbeddingModel.dot new file mode 120000 index 00000000000..087d5e713e0 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/UnifiedEmbeddingModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/quantized/UnifiedEmbeddingModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/WeightsModel.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/WeightsModel.dot new file mode 120000 index 00000000000..466d7e3d42a --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/WeightsModel.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/quantized/WeightsModel.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/mobilenet-v2-pytorch_performance.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/mobilenet-v2-pytorch_performance.dot new file mode 120000 index 00000000000..61ed97262bd --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/mobilenet-v2-pytorch_performance.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/quantized/mobilenet-v2-pytorch_performance.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/mobilenet-v3-small-1.0-224-tf_performance.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/mobilenet-v3-small-1.0-224-tf_performance.dot new file mode 120000 index 00000000000..f1a084c8e6e --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/mobilenet-v3-small-1.0-224-tf_performance.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/quantized/mobilenet-v3-small-1.0-224-tf_performance.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/resnet-18-pytorch_performance.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/resnet-18-pytorch_performance.dot new file mode 120000 index 00000000000..32881077481 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/resnet-18-pytorch_performance.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/quantized/resnet-18-pytorch_performance.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/resnet-50-pytorch_performance_CPU_SPR.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/resnet-50-pytorch_performance_CPU_SPR.dot new file mode 120000 index 00000000000..0ae6917f6ae --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/resnet-50-pytorch_performance_CPU_SPR.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/quantized/resnet-50-pytorch_performance_CPU_SPR.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/scaled_dot_product_attention.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/scaled_dot_product_attention.dot new file mode 100644 index 00000000000..9891a2b675a --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/scaled_dot_product_attention.dot @@ -0,0 +1,33 @@ +strict digraph { +"0 Input_1" [id=0, type=Parameter]; +"1 Input_2" [id=1, type=Parameter]; +"2 Input_3" [id=2, type=Parameter]; +"3 Input_4" [id=3, type=Parameter]; +"4 Input_1/fq_output_0" [id=4, type=FakeQuantize]; +"5 Input_2/fq_output_0" [id=5, type=FakeQuantize]; +"6 ScaledDotProductAttention_5" [id=6, type=ScaledDotProductAttention]; +"7 Result" [id=7, type=Result]; +"8 Constant_2553" [id=8, type=Constant]; +"9 Constant_2552" [id=9, type=Constant]; +"10 Constant_2551" [id=10, type=Constant]; +"11 Constant_2550" [id=11, type=Constant]; +"12 Constant_2548" [id=12, type=Constant]; +"13 Constant_2547" [id=13, type=Constant]; +"14 Constant_2546" [id=14, type=Constant]; +"15 Constant_2545" [id=15, type=Constant]; +"0 Input_1" -> "4 Input_1/fq_output_0" [label="[1, 1, 1, 64]", style=solid]; +"1 Input_2" -> "5 Input_2/fq_output_0" [label="[1, 1, 1, 64]", style=solid]; +"2 Input_3" -> "6 ScaledDotProductAttention_5" [label="[1, 1, 1, 64]", style=solid]; +"3 Input_4" -> "6 ScaledDotProductAttention_5" [label="[1, 1, 1, 1]", style=solid]; +"4 Input_1/fq_output_0" -> "6 ScaledDotProductAttention_5" [label="[1, 1, 1, 64]", style=solid]; +"5 Input_2/fq_output_0" -> "6 ScaledDotProductAttention_5" [label="[1, 1, 1, 64]", style=solid]; +"6 ScaledDotProductAttention_5" -> "7 Result" [label="[1, 1, 1, 64]", style=solid]; +"8 Constant_2553" -> "5 Input_2/fq_output_0" [label="[]", style=solid]; +"9 Constant_2552" -> "5 Input_2/fq_output_0" [label="[]", style=solid]; +"10 Constant_2551" -> "5 Input_2/fq_output_0" [label="[]", style=solid]; +"11 Constant_2550" -> "5 Input_2/fq_output_0" [label="[]", style=solid]; +"12 Constant_2548" -> "4 Input_1/fq_output_0" [label="[]", style=solid]; +"13 Constant_2547" -> "4 Input_1/fq_output_0" [label="[]", style=solid]; +"14 Constant_2546" -> "4 Input_1/fq_output_0" [label="[]", style=solid]; +"15 Constant_2545" -> "4 Input_1/fq_output_0" [label="[]", style=solid]; +} diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/swin-tiny-patch4-window7-224_performance_transformer.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/swin-tiny-patch4-window7-224_performance_transformer.dot new file mode 120000 index 00000000000..a96593914c9 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/swin-tiny-patch4-window7-224_performance_transformer.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/quantized/swin-tiny-patch4-window7-224_performance_transformer.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/swin-tiny-patch4-window7-224_sq.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/swin-tiny-patch4-window7-224_sq.dot new file mode 120000 index 00000000000..b801f581828 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/swin-tiny-patch4-window7-224_sq.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/quantized/swin-tiny-patch4-window7-224_sq.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_graphs/quantized/yolo-v4-tiny-tf_performance.dot b/tests/openvino/native/data/2023.3/reference_graphs/quantized/yolo-v4-tiny-tf_performance.dot new file mode 120000 index 00000000000..a049c8d8220 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_graphs/quantized/yolo-v4-tiny-tf_performance.dot @@ -0,0 +1 @@ +../../../2023.2/reference_graphs/quantized/yolo-v4-tiny-tf_performance.dot \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/ComparisonBinaryModel_mixed.json b/tests/openvino/native/data/2023.3/reference_scales/ComparisonBinaryModel_mixed.json new file mode 120000 index 00000000000..16301a01b54 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/ComparisonBinaryModel_mixed.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/ComparisonBinaryModel_mixed.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/ComparisonBinaryModel_performance.json b/tests/openvino/native/data/2023.3/reference_scales/ComparisonBinaryModel_performance.json new file mode 120000 index 00000000000..0b237affbff --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/ComparisonBinaryModel_performance.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/ComparisonBinaryModel_performance.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/ConvModel_mixed.json b/tests/openvino/native/data/2023.3/reference_scales/ConvModel_mixed.json new file mode 120000 index 00000000000..a30c3040ab2 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/ConvModel_mixed.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/ConvModel_mixed.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/ConvModel_performance.json b/tests/openvino/native/data/2023.3/reference_scales/ConvModel_performance.json new file mode 120000 index 00000000000..b901fdd21b8 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/ConvModel_performance.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/ConvModel_performance.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/ConvNotBiasModel_mixed.json b/tests/openvino/native/data/2023.3/reference_scales/ConvNotBiasModel_mixed.json new file mode 120000 index 00000000000..c3c6a4ca563 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/ConvNotBiasModel_mixed.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/ConvNotBiasModel_mixed.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/ConvNotBiasModel_performance.json b/tests/openvino/native/data/2023.3/reference_scales/ConvNotBiasModel_performance.json new file mode 120000 index 00000000000..50206a78086 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/ConvNotBiasModel_performance.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/ConvNotBiasModel_performance.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/DepthwiseConvModel_mixed.json b/tests/openvino/native/data/2023.3/reference_scales/DepthwiseConvModel_mixed.json new file mode 120000 index 00000000000..015d0fd9d6c --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/DepthwiseConvModel_mixed.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/DepthwiseConvModel_mixed.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/DepthwiseConvModel_performance.json b/tests/openvino/native/data/2023.3/reference_scales/DepthwiseConvModel_performance.json new file mode 120000 index 00000000000..8bcac2e62bf --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/DepthwiseConvModel_performance.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/DepthwiseConvModel_performance.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/DynamicModel_mixed.json b/tests/openvino/native/data/2023.3/reference_scales/DynamicModel_mixed.json new file mode 120000 index 00000000000..c67f369e697 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/DynamicModel_mixed.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/DynamicModel_mixed.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/DynamicModel_performance.json b/tests/openvino/native/data/2023.3/reference_scales/DynamicModel_performance.json new file mode 120000 index 00000000000..6816a8ab4e0 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/DynamicModel_performance.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/DynamicModel_performance.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/GroupNormalizationModel_mixed.json b/tests/openvino/native/data/2023.3/reference_scales/GroupNormalizationModel_mixed.json new file mode 120000 index 00000000000..6a46e4d5878 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/GroupNormalizationModel_mixed.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/GroupNormalizationModel_mixed.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/GroupNormalizationModel_performance.json b/tests/openvino/native/data/2023.3/reference_scales/GroupNormalizationModel_performance.json new file mode 120000 index 00000000000..d5fdc30f6d7 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/GroupNormalizationModel_performance.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/GroupNormalizationModel_performance.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/IntegerModel_compressed_weights_int4_asym.json b/tests/openvino/native/data/2023.3/reference_scales/IntegerModel_compressed_weights_int4_asym.json new file mode 120000 index 00000000000..645bd906b39 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/IntegerModel_compressed_weights_int4_asym.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/IntegerModel_compressed_weights_int4_asym.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/IntegerModel_compressed_weights_int4_sym.json b/tests/openvino/native/data/2023.3/reference_scales/IntegerModel_compressed_weights_int4_sym.json new file mode 120000 index 00000000000..744cb5680df --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/IntegerModel_compressed_weights_int4_sym.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/IntegerModel_compressed_weights_int4_sym.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/IntegerModel_compressed_weights_int8.json b/tests/openvino/native/data/2023.3/reference_scales/IntegerModel_compressed_weights_int8.json new file mode 120000 index 00000000000..5ef92c5ef97 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/IntegerModel_compressed_weights_int8.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/IntegerModel_compressed_weights_int8.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/IntegerModel_compressed_weights_nf4.json b/tests/openvino/native/data/2023.3/reference_scales/IntegerModel_compressed_weights_nf4.json new file mode 120000 index 00000000000..cb8179d6872 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/IntegerModel_compressed_weights_nf4.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/IntegerModel_compressed_weights_nf4.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/IntegerModel_mixed.json b/tests/openvino/native/data/2023.3/reference_scales/IntegerModel_mixed.json new file mode 120000 index 00000000000..3c8efcfcaa6 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/IntegerModel_mixed.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/IntegerModel_mixed.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/IntegerModel_performance.json b/tests/openvino/native/data/2023.3/reference_scales/IntegerModel_performance.json new file mode 120000 index 00000000000..860cb6cf5ed --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/IntegerModel_performance.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/IntegerModel_performance.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.1/reference_scales/LSTMModel_mixed.json b/tests/openvino/native/data/2023.3/reference_scales/LSTMModel_mixed.json similarity index 99% rename from tests/openvino/native/data/2023.1/reference_scales/LSTMModel_mixed.json rename to tests/openvino/native/data/2023.3/reference_scales/LSTMModel_mixed.json index 8f36c0ab941..a85dec82f27 100644 --- a/tests/openvino/native/data/2023.1/reference_scales/LSTMModel_mixed.json +++ b/tests/openvino/native/data/2023.3/reference_scales/LSTMModel_mixed.json @@ -19,9 +19,9 @@ }, "MatMul_2/fq_output_0": { "input_low": 0.0, - "input_high": 19.150619506835938, + "input_high": 41.4161262512207, "output_low": 0.0, - "output_high": 19.150619506835938 + "output_high": 41.4161262512207 }, "MatMul_2/fq_weights_1": { "input_low": [ @@ -3107,15 +3107,15 @@ }, "Add/fq_output_0": { "input_low": 0.0, - "input_high": 0.9766141176223755, + "input_high": 1.9382858276367188, "output_low": 0.0, - "output_high": 0.9766141176223755 + "output_high": 1.9382858276367188 }, "ReadValue_1/fq_output_0": { - "input_low": -0.0008062992128543556, - "input_high": 0.0007999999797903001, - "output_low": -0.0008062992128543556, - "output_high": 0.0007999999797903001 + "input_low": 0.0, + "input_high": 0.9979512095451355, + "output_low": 0.0, + "output_high": 0.9979512095451355 }, "MatMul_1/fq_output_0": { "input_low": 0.0, diff --git a/tests/openvino/native/data/2023.1/reference_scales/LSTMModel_performance.json b/tests/openvino/native/data/2023.3/reference_scales/LSTMModel_performance.json similarity index 99% rename from tests/openvino/native/data/2023.1/reference_scales/LSTMModel_performance.json rename to tests/openvino/native/data/2023.3/reference_scales/LSTMModel_performance.json index 275cdcd9ab6..7b22fde95d8 100644 --- a/tests/openvino/native/data/2023.1/reference_scales/LSTMModel_performance.json +++ b/tests/openvino/native/data/2023.3/reference_scales/LSTMModel_performance.json @@ -19,9 +19,9 @@ }, "MatMul_2/fq_output_0": { "input_low": 0.0, - "input_high": 19.150619506835938, + "input_high": 41.4161262512207, "output_low": 0.0, - "output_high": 19.150619506835938 + "output_high": 41.4161262512207 }, "MatMul_2/fq_weights_1": { "input_low": [ @@ -3107,15 +3107,15 @@ }, "Add/fq_output_0": { "input_low": 0.0, - "input_high": 0.9766141176223755, + "input_high": 1.9382858276367188, "output_low": 0.0, - "output_high": 0.9766141176223755 + "output_high": 1.9382858276367188 }, "ReadValue_1/fq_output_0": { "input_low": 0.0, - "input_high": 7.999999797903001e-05, + "input_high": 0.9979512095451355, "output_low": 0.0, - "output_high": 7.999999797903001e-05 + "output_high": 0.9979512095451355 }, "MatMul_1/fq_output_0": { "input_low": 0.0, diff --git a/tests/openvino/native/data/2023.3/reference_scales/LSTMSequenceModel_mixed.json b/tests/openvino/native/data/2023.3/reference_scales/LSTMSequenceModel_mixed.json new file mode 120000 index 00000000000..0fd7f8e9d68 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/LSTMSequenceModel_mixed.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/LSTMSequenceModel_mixed.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/LSTMSequenceModel_performance.json b/tests/openvino/native/data/2023.3/reference_scales/LSTMSequenceModel_performance.json new file mode 120000 index 00000000000..ccdd4120f37 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/LSTMSequenceModel_performance.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/LSTMSequenceModel_performance.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/LinearModel_mixed.json b/tests/openvino/native/data/2023.3/reference_scales/LinearModel_mixed.json new file mode 120000 index 00000000000..9b8f85a2ad5 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/LinearModel_mixed.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/LinearModel_mixed.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/LinearModel_performance.json b/tests/openvino/native/data/2023.3/reference_scales/LinearModel_performance.json new file mode 120000 index 00000000000..dddec42257d --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/LinearModel_performance.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/LinearModel_performance.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/MatMul2DModel_mixed.json b/tests/openvino/native/data/2023.3/reference_scales/MatMul2DModel_mixed.json new file mode 120000 index 00000000000..f9817e85e99 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/MatMul2DModel_mixed.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/MatMul2DModel_mixed.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/MatMul2DModel_performance.json b/tests/openvino/native/data/2023.3/reference_scales/MatMul2DModel_performance.json new file mode 120000 index 00000000000..68cadc63bba --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/MatMul2DModel_performance.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/MatMul2DModel_performance.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/ScaleShiftReluModel_mixed.json b/tests/openvino/native/data/2023.3/reference_scales/ScaleShiftReluModel_mixed.json new file mode 120000 index 00000000000..45e44d27de6 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/ScaleShiftReluModel_mixed.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/ScaleShiftReluModel_mixed.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/ScaleShiftReluModel_performance.json b/tests/openvino/native/data/2023.3/reference_scales/ScaleShiftReluModel_performance.json new file mode 120000 index 00000000000..80f38620f92 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/ScaleShiftReluModel_performance.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/ScaleShiftReluModel_performance.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/SeBlockModel_mixed.json b/tests/openvino/native/data/2023.3/reference_scales/SeBlockModel_mixed.json new file mode 120000 index 00000000000..5259be65134 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/SeBlockModel_mixed.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/SeBlockModel_mixed.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/SeBlockModel_performance.json b/tests/openvino/native/data/2023.3/reference_scales/SeBlockModel_performance.json new file mode 120000 index 00000000000..6e1082d6908 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/SeBlockModel_performance.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/SeBlockModel_performance.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/ShapeOfModel_mixed.json b/tests/openvino/native/data/2023.3/reference_scales/ShapeOfModel_mixed.json new file mode 120000 index 00000000000..5dfd8f5ed33 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/ShapeOfModel_mixed.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/ShapeOfModel_mixed.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/ShapeOfModel_performance.json b/tests/openvino/native/data/2023.3/reference_scales/ShapeOfModel_performance.json new file mode 120000 index 00000000000..ba75a96d18f --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/ShapeOfModel_performance.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/ShapeOfModel_performance.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/SharedConvModel_mixed.json b/tests/openvino/native/data/2023.3/reference_scales/SharedConvModel_mixed.json new file mode 120000 index 00000000000..ef8f5382803 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/SharedConvModel_mixed.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/SharedConvModel_mixed.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/SharedConvModel_performance.json b/tests/openvino/native/data/2023.3/reference_scales/SharedConvModel_performance.json new file mode 120000 index 00000000000..8dcf1dd3c96 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/SharedConvModel_performance.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/SharedConvModel_performance.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/UnifiedEmbeddingModel_mixed.json b/tests/openvino/native/data/2023.3/reference_scales/UnifiedEmbeddingModel_mixed.json new file mode 120000 index 00000000000..80dc1aa12f7 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/UnifiedEmbeddingModel_mixed.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/UnifiedEmbeddingModel_mixed.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/UnifiedEmbeddingModel_performance.json b/tests/openvino/native/data/2023.3/reference_scales/UnifiedEmbeddingModel_performance.json new file mode 120000 index 00000000000..11d3aec7a86 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/UnifiedEmbeddingModel_performance.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/UnifiedEmbeddingModel_performance.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/WeightsModel_mixed.json b/tests/openvino/native/data/2023.3/reference_scales/WeightsModel_mixed.json new file mode 120000 index 00000000000..f249d8cdb7f --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/WeightsModel_mixed.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/WeightsModel_mixed.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/WeightsModel_overflow_fix_disable.json b/tests/openvino/native/data/2023.3/reference_scales/WeightsModel_overflow_fix_disable.json new file mode 120000 index 00000000000..1a2a75f6cd5 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/WeightsModel_overflow_fix_disable.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/WeightsModel_overflow_fix_disable.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/WeightsModel_overflow_fix_enable.json b/tests/openvino/native/data/2023.3/reference_scales/WeightsModel_overflow_fix_enable.json new file mode 120000 index 00000000000..f432c95f8a9 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/WeightsModel_overflow_fix_enable.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/WeightsModel_overflow_fix_enable.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/WeightsModel_overflow_fix_first_layer_only.json b/tests/openvino/native/data/2023.3/reference_scales/WeightsModel_overflow_fix_first_layer_only.json new file mode 120000 index 00000000000..01a26c79b68 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/WeightsModel_overflow_fix_first_layer_only.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/WeightsModel_overflow_fix_first_layer_only.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/WeightsModel_performance.json b/tests/openvino/native/data/2023.3/reference_scales/WeightsModel_performance.json new file mode 120000 index 00000000000..709578de15c --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/WeightsModel_performance.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/WeightsModel_performance.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/mobilenet-v2-pytorch_mixed.json b/tests/openvino/native/data/2023.3/reference_scales/mobilenet-v2-pytorch_mixed.json new file mode 120000 index 00000000000..28b1a2f503f --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/mobilenet-v2-pytorch_mixed.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/mobilenet-v2-pytorch_mixed.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/mobilenet-v2-pytorch_performance.json b/tests/openvino/native/data/2023.3/reference_scales/mobilenet-v2-pytorch_performance.json new file mode 120000 index 00000000000..0ffe81bc67c --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/mobilenet-v2-pytorch_performance.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/mobilenet-v2-pytorch_performance.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/resnet-18-pytorch_mixed.json b/tests/openvino/native/data/2023.3/reference_scales/resnet-18-pytorch_mixed.json new file mode 120000 index 00000000000..b70d0c53256 --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/resnet-18-pytorch_mixed.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/resnet-18-pytorch_mixed.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.3/reference_scales/resnet-18-pytorch_performance.json b/tests/openvino/native/data/2023.3/reference_scales/resnet-18-pytorch_performance.json new file mode 120000 index 00000000000..d5df083e61b --- /dev/null +++ b/tests/openvino/native/data/2023.3/reference_scales/resnet-18-pytorch_performance.json @@ -0,0 +1 @@ +../../2023.2/reference_scales/resnet-18-pytorch_performance.json \ No newline at end of file diff --git a/tests/openvino/native/data/2023.1/reference_scales/yolo-v4-tiny-tf_mixed.json b/tests/openvino/native/data/2023.3/reference_scales/yolo-v4-tiny-tf_mixed.json similarity index 99% rename from tests/openvino/native/data/2023.1/reference_scales/yolo-v4-tiny-tf_mixed.json rename to tests/openvino/native/data/2023.3/reference_scales/yolo-v4-tiny-tf_mixed.json index e17f1468f36..193a92bfd05 100644 --- a/tests/openvino/native/data/2023.1/reference_scales/yolo-v4-tiny-tf_mixed.json +++ b/tests/openvino/native/data/2023.3/reference_scales/yolo-v4-tiny-tf_mixed.json @@ -1,5 +1,5 @@ { - "Convolution_706/fq_weights_1": { + "Convolution_682/fq_weights_1": { "input_low": [ [ [ @@ -7149,13 +7149,13 @@ ] ] }, - "Transpose_1757/fq_output_0": { + "Transpose_2131/fq_output_0": { "input_low": -0.3571314811706543, "input_high": 4.435948848724365, "output_low": -0.3571314811706543, "output_high": 4.435948848724365 }, - "Multiply_3937/fq_weights_1": { + "Multiply_4651/fq_weights_1": { "input_low": [ [ [ @@ -14333,13 +14333,13 @@ ] ] }, - "Transpose_1629/fq_output_0": { + "Transpose_1889/fq_output_0": { "input_low": -0.7855930924415588, "input_high": 3.5693252086639404, "output_low": -0.7855930924415588, "output_high": 3.5693252086639404 }, - "Multiply_3881/fq_weights_1": { + "Multiply_4595/fq_weights_1": { "input_low": [ [ [ @@ -21517,13 +21517,13 @@ ] ] }, - "Transpose_1565/fq_output_0": { + "Transpose_1769/fq_output_0": { "input_low": -0.5701775550842285, - "input_high": 4.62251091003418, + "input_high": 4.6225104331970215, "output_low": -0.5701775550842285, - "output_high": 4.62251091003418 + "output_high": 4.6225104331970215 }, - "Multiply_3853/fq_weights_1": { + "Multiply_4567/fq_weights_1": { "input_low": [ [ [ @@ -25117,13 +25117,13 @@ ] ] }, - "Transpose_1530/fq_output_0": { + "Transpose_1706/fq_output_0": { "input_low": -0.7855930924415588, "input_high": 3.5693252086639404, "output_low": -0.7855930924415588, "output_high": 3.5693252086639404 }, - "Multiply_3839/fq_weights_1": { + "Multiply_4553/fq_weights_1": { "input_low": [ [ [ @@ -32301,13 +32301,13 @@ ] ] }, - "Transpose_1496/fq_output_0": { - "input_low": -0.9937790632247925, + "Transpose_1644/fq_output_0": { + "input_low": -0.9937791228294373, "input_high": 5.855238914489746, - "output_low": -0.9937790632247925, + "output_low": -0.9937791228294373, "output_high": 5.855238914489746 }, - "Multiply_3825/fq_weights_1": { + "Multiply_4539/fq_weights_1": { "input_low": [ [ [ @@ -35901,13 +35901,13 @@ ] ] }, - "Transpose_1432/fq_output_0": { + "Transpose_1524/fq_output_0": { "input_low": -0.7652094960212708, "input_high": 9.504707336425781, "output_low": -0.7652094960212708, "output_high": 9.504707336425781 }, - "Multiply_3797/fq_weights_1": { + "Multiply_4511/fq_weights_1": { "input_low": [ [ [ @@ -37709,13 +37709,13 @@ ] ] }, - "Transpose_1397/fq_output_0": { - "input_low": -0.9937790632247925, + "Transpose_1461/fq_output_0": { + "input_low": -0.9937791228294373, "input_high": 5.855238914489746, - "output_low": -0.9937790632247925, + "output_low": -0.9937791228294373, "output_high": 5.855238914489746 }, - "Multiply_3783/fq_weights_1": { + "Multiply_4497/fq_weights_1": { "input_low": [ [ [ @@ -41309,13 +41309,13 @@ ] ] }, - "Transpose_1363/fq_output_0": { + "Transpose_1399/fq_output_0": { "input_low": -1.2554621696472168, - "input_high": 10.178211212158203, + "input_high": 10.178210258483887, "output_low": -1.2554621696472168, - "output_high": 10.178211212158203 + "output_high": 10.178210258483887 }, - "Multiply_3769/fq_weights_1": { + "Multiply_4483/fq_weights_1": { "input_low": [ [ [ @@ -43117,13 +43117,13 @@ ] ] }, - "Transpose_1299/fq_output_0": { + "Transpose_1279/fq_output_0": { "input_low": -0.791810154914856, - "input_high": 6.170658588409424, + "input_high": 6.170658111572266, "output_low": -0.791810154914856, - "output_high": 6.170658588409424 + "output_high": 6.170658111572266 }, - "Multiply_3741/fq_weights_1": { + "Multiply_4455/fq_weights_1": { "input_low": [ [ [ @@ -44029,13 +44029,13 @@ ] ] }, - "Transpose_1264/fq_output_0": { + "Transpose_1216/fq_output_0": { "input_low": -1.2554621696472168, - "input_high": 10.178211212158203, + "input_high": 10.178210258483887, "output_low": -1.2554621696472168, - "output_high": 10.178211212158203 + "output_high": 10.178210258483887 }, - "Multiply_3727/fq_weights_1": { + "Multiply_4441/fq_weights_1": { "input_low": [ [ [ @@ -45837,13 +45837,13 @@ ] ] }, - "Transpose_1234/fq_output_0": { + "Transpose_1158/fq_output_0": { "input_low": -0.5645939111709595, "input_high": 12.523719787597656, "output_low": -0.5645939111709595, "output_high": 12.523719787597656 }, - "Multiply_3713/fq_weights_1": { + "Multiply_4427/fq_weights_1": { "input_low": [ [ [ @@ -47645,13 +47645,13 @@ ] ] }, - "Transpose_1177/fq_output_0": { + "Transpose_1085/fq_output_0": { "input_low": -1.0276108980178833, "input_high": 2.375516176223755, "output_low": -1.0276108980178833, "output_high": 2.375516176223755 }, - "Multiply_3699/fq_weights_1": { + "Multiply_4413/fq_weights_1": { "input_low": [ [ [ @@ -48563,13 +48563,13 @@ "output_low": 0.0, "output_high": 0.9999967813491821 }, - "Transpose_1329/fq_output_0": { + "Transpose_1337/fq_output_0": { "input_low": -0.791810154914856, - "input_high": 6.170658588409424, + "input_high": 6.170658111572266, "output_low": -0.791810154914856, - "output_high": 6.170658588409424 + "output_high": 6.170658111572266 }, - "Multiply_3755/fq_weights_1": { + "Multiply_4469/fq_weights_1": { "input_low": [ [ [ @@ -49475,13 +49475,13 @@ ] ] }, - "Transpose_1462/fq_output_0": { + "Transpose_1582/fq_output_0": { "input_low": -0.7652094960212708, "input_high": 9.504707336425781, "output_low": -0.7652094960212708, "output_high": 9.504707336425781 }, - "Multiply_3811/fq_weights_1": { + "Multiply_4525/fq_weights_1": { "input_low": [ [ [ @@ -51283,13 +51283,13 @@ ] ] }, - "Transpose_1595/fq_output_0": { + "Transpose_1827/fq_output_0": { "input_low": -0.5701775550842285, - "input_high": 4.62251091003418, + "input_high": 4.6225104331970215, "output_low": -0.5701775550842285, - "output_high": 4.62251091003418 + "output_high": 4.6225104331970215 }, - "Multiply_3867/fq_weights_1": { + "Multiply_4581/fq_weights_1": { "input_low": [ [ [ @@ -54889,13 +54889,13 @@ "output_low": -0.7855930924415588, "output_high": 3.5693252086639404 }, - "Transpose_1723/fq_output_0": { + "Transpose_2067/fq_output_0": { "input_low": -0.4952194392681122, - "input_high": 3.578359842300415, + "input_high": 3.578359603881836, "output_low": -0.4952194392681122, - "output_high": 3.578359842300415 + "output_high": 3.578359603881836 }, - "Multiply_3923/fq_weights_1": { + "Multiply_4637/fq_weights_1": { "input_low": [ [ [ @@ -58489,13 +58489,13 @@ ] ] }, - "Transpose_1693/fq_output_0": { + "Transpose_2009/fq_output_0": { "input_low": -0.6254710555076599, "input_high": 2.1244447231292725, "output_low": -0.6254710555076599, "output_high": 2.1244447231292725 }, - "Multiply_3909/fq_weights_1": { + "Multiply_4623/fq_weights_1": { "input_low": [ [ [ @@ -65673,13 +65673,13 @@ ] ] }, - "Transpose_1663/fq_output_0": { + "Transpose_1951/fq_output_0": { "input_low": -0.5939716100692749, "input_high": 1.480860710144043, "output_low": -0.5939716100692749, "output_high": 1.480860710144043 }, - "Multiply_3895/fq_weights_1": { + "Multiply_4609/fq_weights_1": { "input_low": [ [ [ @@ -80025,7 +80025,7 @@ ] ] }, - "Convolution_749/fq_weights_1": { + "Convolution_725/fq_weights_1": { "input_low": [ [ [ @@ -87175,13 +87175,13 @@ ] ] }, - "Transpose_1793/fq_output_0": { + "Transpose_2195/fq_output_0": { "input_low": -0.6007991433143616, "input_high": 4.870764255523682, "output_low": -0.6007991433143616, "output_high": 4.870764255523682 }, - "Multiply_3951/fq_weights_1": { + "Multiply_4665/fq_weights_1": { "input_low": [ [ [ diff --git a/tests/openvino/native/data/2023.1/reference_scales/yolo-v4-tiny-tf_performance.json b/tests/openvino/native/data/2023.3/reference_scales/yolo-v4-tiny-tf_performance.json similarity index 99% rename from tests/openvino/native/data/2023.1/reference_scales/yolo-v4-tiny-tf_performance.json rename to tests/openvino/native/data/2023.3/reference_scales/yolo-v4-tiny-tf_performance.json index 649752db07a..62ddce8513a 100644 --- a/tests/openvino/native/data/2023.1/reference_scales/yolo-v4-tiny-tf_performance.json +++ b/tests/openvino/native/data/2023.3/reference_scales/yolo-v4-tiny-tf_performance.json @@ -1,5 +1,5 @@ { - "Convolution_706/fq_weights_1": { + "Convolution_682/fq_weights_1": { "input_low": [ [ [ @@ -7149,13 +7149,13 @@ ] ] }, - "Transpose_1757/fq_output_0": { + "Transpose_2131/fq_output_0": { "input_low": -4.470877647399902, "input_high": 4.435948848724365, "output_low": -4.470877647399902, "output_high": 4.435948848724365 }, - "Multiply_3937/fq_weights_1": { + "Multiply_4651/fq_weights_1": { "input_low": [ [ [ @@ -14333,13 +14333,13 @@ ] ] }, - "Transpose_1629/fq_output_0": { + "Transpose_1889/fq_output_0": { "input_low": -3.5974302291870117, "input_high": 3.5693252086639404, "output_low": -3.5974302291870117, "output_high": 3.5693252086639404 }, - "Multiply_3881/fq_weights_1": { + "Multiply_4595/fq_weights_1": { "input_low": [ [ [ @@ -21517,13 +21517,13 @@ ] ] }, - "Transpose_1565/fq_output_0": { + "Transpose_1769/fq_output_0": { "input_low": -4.5784101486206055, "input_high": 4.5426411628723145, "output_low": -4.5784101486206055, "output_high": 4.5426411628723145 }, - "Multiply_3853/fq_weights_1": { + "Multiply_4567/fq_weights_1": { "input_low": [ [ [ @@ -25117,13 +25117,13 @@ ] ] }, - "Transpose_1530/fq_output_0": { + "Transpose_1706/fq_output_0": { "input_low": -3.5974302291870117, "input_high": 3.5693252086639404, "output_low": -3.5974302291870117, "output_high": 3.5693252086639404 }, - "Multiply_3839/fq_weights_1": { + "Multiply_4553/fq_weights_1": { "input_low": [ [ [ @@ -32301,13 +32301,13 @@ ] ] }, - "Transpose_1496/fq_output_0": { + "Transpose_1644/fq_output_0": { "input_low": -5.90134334564209, "input_high": 5.855238914489746, "output_low": -5.90134334564209, "output_high": 5.855238914489746 }, - "Multiply_3825/fq_weights_1": { + "Multiply_4539/fq_weights_1": { "input_low": [ [ [ @@ -35901,13 +35901,13 @@ ] ] }, - "Transpose_1432/fq_output_0": { + "Transpose_1524/fq_output_0": { "input_low": -9.338682174682617, "input_high": 9.265724182128906, "output_low": -9.338682174682617, "output_high": 9.265724182128906 }, - "Multiply_3797/fq_weights_1": { + "Multiply_4511/fq_weights_1": { "input_low": [ [ [ @@ -37709,13 +37709,13 @@ ] ] }, - "Transpose_1397/fq_output_0": { + "Transpose_1461/fq_output_0": { "input_low": -5.90134334564209, "input_high": 5.855238914489746, "output_low": -5.90134334564209, "output_high": 5.855238914489746 }, - "Multiply_3783/fq_weights_1": { + "Multiply_4497/fq_weights_1": { "input_low": [ [ [ @@ -41309,13 +41309,13 @@ ] ] }, - "Transpose_1363/fq_output_0": { + "Transpose_1399/fq_output_0": { "input_low": -10.120508193969727, "input_high": 10.041441917419434, "output_low": -10.120508193969727, "output_high": 10.041441917419434 }, - "Multiply_3769/fq_weights_1": { + "Multiply_4483/fq_weights_1": { "input_low": [ [ [ @@ -43117,13 +43117,13 @@ ] ] }, - "Transpose_1299/fq_output_0": { + "Transpose_1279/fq_output_0": { "input_low": -6.1309123039245605, "input_high": 6.083014488220215, "output_low": -6.1309123039245605, "output_high": 6.083014488220215 }, - "Multiply_3741/fq_weights_1": { + "Multiply_4455/fq_weights_1": { "input_low": [ [ [ @@ -44029,13 +44029,13 @@ ] ] }, - "Transpose_1264/fq_output_0": { + "Transpose_1216/fq_output_0": { "input_low": -10.120508193969727, "input_high": 10.041441917419434, "output_low": -10.120508193969727, "output_high": 10.041441917419434 }, - "Multiply_3727/fq_weights_1": { + "Multiply_4441/fq_weights_1": { "input_low": [ [ [ @@ -45837,13 +45837,13 @@ ] ] }, - "Transpose_1234/fq_output_0": { + "Transpose_1158/fq_output_0": { "input_low": -12.622331619262695, "input_high": 12.523719787597656, "output_low": -12.622331619262695, "output_high": 12.523719787597656 }, - "Multiply_3713/fq_weights_1": { + "Multiply_4427/fq_weights_1": { "input_low": [ [ [ @@ -47645,13 +47645,13 @@ ] ] }, - "Transpose_1177/fq_output_0": { + "Transpose_1085/fq_output_0": { "input_low": -2.385321617126465, "input_high": 2.3666863441467285, "output_low": -2.385321617126465, "output_high": 2.3666863441467285 }, - "Multiply_3699/fq_weights_1": { + "Multiply_4413/fq_weights_1": { "input_low": [ [ [ @@ -48563,13 +48563,13 @@ "output_low": 0.0, "output_high": 0.9999967813491821 }, - "Transpose_1329/fq_output_0": { + "Transpose_1337/fq_output_0": { "input_low": -6.1309123039245605, "input_high": 6.083014488220215, "output_low": -6.1309123039245605, "output_high": 6.083014488220215 }, - "Multiply_3755/fq_weights_1": { + "Multiply_4469/fq_weights_1": { "input_low": [ [ [ @@ -49475,13 +49475,13 @@ ] ] }, - "Transpose_1462/fq_output_0": { + "Transpose_1582/fq_output_0": { "input_low": -9.338682174682617, "input_high": 9.265724182128906, "output_low": -9.338682174682617, "output_high": 9.265724182128906 }, - "Multiply_3811/fq_weights_1": { + "Multiply_4525/fq_weights_1": { "input_low": [ [ [ @@ -51283,13 +51283,13 @@ ] ] }, - "Transpose_1595/fq_output_0": { + "Transpose_1827/fq_output_0": { "input_low": -4.5784101486206055, "input_high": 4.5426411628723145, "output_low": -4.5784101486206055, "output_high": 4.5426411628723145 }, - "Multiply_3867/fq_weights_1": { + "Multiply_4581/fq_weights_1": { "input_low": [ [ [ @@ -54889,13 +54889,13 @@ "output_low": -3.5974302291870117, "output_high": 3.5693252086639404 }, - "Transpose_1723/fq_output_0": { + "Transpose_2067/fq_output_0": { "input_low": -3.5974302291870117, "input_high": 3.5693252086639404, "output_low": -3.5974302291870117, "output_high": 3.5693252086639404 }, - "Multiply_3923/fq_weights_1": { + "Multiply_4637/fq_weights_1": { "input_low": [ [ [ @@ -58489,13 +58489,13 @@ ] ] }, - "Transpose_1693/fq_output_0": { + "Transpose_2009/fq_output_0": { "input_low": -2.1335461139678955, "input_high": 2.116877794265747, "output_low": -2.1335461139678955, "output_high": 2.116877794265747 }, - "Multiply_3909/fq_weights_1": { + "Multiply_4623/fq_weights_1": { "input_low": [ [ [ @@ -65673,13 +65673,13 @@ ] ] }, - "Transpose_1663/fq_output_0": { + "Transpose_1951/fq_output_0": { "input_low": -1.492521047592163, "input_high": 1.480860710144043, "output_low": -1.492521047592163, "output_high": 1.480860710144043 }, - "Multiply_3895/fq_weights_1": { + "Multiply_4609/fq_weights_1": { "input_low": [ [ [ @@ -80025,7 +80025,7 @@ ] ] }, - "Convolution_749/fq_weights_1": { + "Convolution_725/fq_weights_1": { "input_low": [ [ [ @@ -87175,13 +87175,13 @@ ] ] }, - "Transpose_1793/fq_output_0": { + "Transpose_2195/fq_output_0": { "input_low": -4.909116744995117, "input_high": 4.870764255523682, "output_low": -4.909116744995117, "output_high": 4.870764255523682 }, - "Multiply_3951/fq_weights_1": { + "Multiply_4665/fq_weights_1": { "input_low": [ [ [ diff --git a/tests/openvino/native/models.py b/tests/openvino/native/models.py index 860efbdba69..4f4ac61a82c 100644 --- a/tests/openvino/native/models.py +++ b/tests/openvino/native/models.py @@ -16,6 +16,7 @@ import openvino.runtime as ov from openvino.runtime import opset9 as opset from openvino.runtime import opset12 +from openvino.runtime import opset13 from nncf.common.utils.registry import Registry @@ -793,10 +794,47 @@ def _create_ov_model(self): input_1 = opset.parameter([2, 3], name="Input") convert_1 = opset.convert(input_1, destination_type="i64", name="Convert_1") - gather_2_data = opset.constant(self._rng.random((3, 2, 1)), dtype=np.float32, name="gather_2_data") + gather_1_data = opset.constant(self._rng.random((3, 2, 1)), dtype=np.float32, name="gather_1_data") + gather_1 = opset.gather(gather_1_data, convert_1, axis=0, batch_dims=0) + gather_1.set_friendly_name("Gather_1") + + result = opset.result(gather_1, name="Result") + model = ov.Model([result], [input_1]) + return model + + +class GatherAndMatmulShareData(OVReferenceModel): + def _create_ov_model(self): + input_1 = opset.parameter([2, 3], name="Input") + convert_1 = opset.convert(input_1, destination_type="i64", name="Convert_1") + + shared_data = opset.constant(self._rng.random((2, 2)), dtype=np.float32, name="shared_data") + gather_1 = opset.gather(shared_data, convert_1, axis=0, batch_dims=0) + gather_1.set_friendly_name("Gather_1") + + gather_2_data = opset.constant(self._rng.random((2, 1)), dtype=np.float32, name="gather_2_data") gather_2 = opset.gather(gather_2_data, convert_1, axis=0, batch_dims=0) gather_2.set_friendly_name("Gather_2") - result = opset.result(gather_2, name="Result") - model = ov.Model([result], [input_1]) + matmul_1_data = opset.constant(self._rng.random((2, 3)), dtype=np.float32, name="matmul_1_data") + matmul_1 = opset.matmul(input_1, matmul_1_data, transpose_a=False, transpose_b=True, name="MatMul_1") + + matmul_2 = opset.matmul(matmul_1, shared_data, transpose_a=False, transpose_b=True, name="MatMul_2") + + result = opset.result(matmul_2, name=" Result") + model = ov.Model([result, gather_2, gather_1], [input_1]) + return model + + +class ScaledDotProductAttentionModel(OVReferenceModel): + def _create_ov_model(self): + query = opset.parameter([1, 1, 1, 64], name="Input_1") + key = opset.parameter([1, 1, 1, 64], name="Input_2") + value = opset.parameter([1, 1, 1, 64], name="Input_3") + attn_mask = opset.parameter([1, 1, 1, 1], name="Input_4") + + attn = opset13.scaled_dot_product_attention(query, key, value, attn_mask) + result = opset.result(attn, name="Result") + result.get_output_tensor(0).set_names(set(["Result"])) + model = ov.Model([result], [query, key, value, attn_mask]) return model diff --git a/tests/openvino/native/quantization/test_fq_params_calculation.py b/tests/openvino/native/quantization/test_fq_params_calculation.py index 7d6358f5402..09ba5841051 100644 --- a/tests/openvino/native/quantization/test_fq_params_calculation.py +++ b/tests/openvino/native/quantization/test_fq_params_calculation.py @@ -42,10 +42,10 @@ def get_fq_nodes_stats_algo(model): nodes = {} for op in model.get_ops(): if op.get_type_name() == "FakeQuantize": - input_low = op.input_value(1).get_node().get_data() - input_high = op.input_value(2).get_node().get_data() - output_low = op.input_value(3).get_node().get_data() - output_high = op.input_value(4).get_node().get_data() + input_low = op.input_value(1).get_node().data + input_high = op.input_value(2).get_node().data + output_low = op.input_value(3).get_node().data + output_high = op.input_value(4).get_node().data nodes[op.get_friendly_name()] = { "input_low": input_low, diff --git a/tests/openvino/native/quantization/test_graphs.py b/tests/openvino/native/quantization/test_graphs.py index b65986b2956..34ad51886a2 100644 --- a/tests/openvino/native/quantization/test_graphs.py +++ b/tests/openvino/native/quantization/test_graphs.py @@ -28,6 +28,7 @@ from tests.openvino.native.common import compare_nncf_graphs from tests.openvino.native.common import dump_model from tests.openvino.native.common import get_dataset_for_test +from tests.openvino.native.common import get_openvino_major_minor_version from tests.openvino.native.common import get_openvino_version from tests.openvino.native.models import SYNTHETIC_MODELS from tests.openvino.native.models import DepthwiseConv3DModel @@ -36,6 +37,7 @@ from tests.openvino.native.models import GRUSequenceModel from tests.openvino.native.models import IfModel from tests.openvino.native.models import MatmulSoftmaxMatmulBlock +from tests.openvino.native.models import ScaledDotProductAttentionModel from tests.openvino.native.quantization.test_fq_params_calculation import quantize_model from tests.openvino.omz_helpers import convert_model from tests.openvino.omz_helpers import download_model @@ -196,3 +198,24 @@ def test_if_model_fq_placement(): compare_nncf_graphs(quantized_model, QUANTIZED_REF_GRAPHS_DIR / main_model_path) compare_nncf_graphs(if_op.get_function(0), QUANTIZED_REF_GRAPHS_DIR / then_body_path) compare_nncf_graphs(if_op.get_function(1), QUANTIZED_REF_GRAPHS_DIR / else_body_path) + + +@pytest.mark.parametrize("q_params", [{}, {"model_type": ModelType.TRANSFORMER}], ids=["default", "transformer"]) +def test_scaled_dot_product_attention_placement(q_params, tmp_path): + ov_major_version, ov_minor_version = get_openvino_major_minor_version() + if ov_major_version < 2023 or (ov_major_version == 2023 and ov_minor_version < 3): + pytest.xfail("ScaledDotProductAttention is not supported until 2023.3") + model = ScaledDotProductAttentionModel().ov_model + quantized_model = quantize_model(model, q_params) + + if q_params: + params_str = "_".join([param.value for param in q_params.values()]) + else: + params_str = "default" + + path_ref_graph = QUANTIZED_REF_GRAPHS_DIR / "scaled_dot_product_attention.dot" + result_name = f"scaled_dot_product_attention_{params_str}" + xml_path = tmp_path / (result_name + ".xml") + bin_path = tmp_path / (result_name + ".bin") + dump_model(quantized_model, str(xml_path), str(bin_path)) + compare_nncf_graphs(quantized_model, path_ref_graph) diff --git a/tests/openvino/native/quantization/test_weights_compression.py b/tests/openvino/native/quantization/test_weights_compression.py index b83cf386462..a1e129d3b35 100644 --- a/tests/openvino/native/quantization/test_weights_compression.py +++ b/tests/openvino/native/quantization/test_weights_compression.py @@ -24,7 +24,7 @@ from nncf.quantization.algorithms.weight_compression.openvino_backend import _get_integer_quantization_error from nncf.quantization.algorithms.weight_compression.openvino_backend import _reshape_weights_for_grouped_quantization from nncf.scopes import IgnoredScope -from tests.openvino.native.common import get_openvino_version +from tests.openvino.native.models import GatherAndMatmulShareData from tests.openvino.native.models import GatherWithTwoReductionAxes from tests.openvino.native.models import IntegerModel from tests.openvino.native.models import SequentialMatmulModel @@ -47,7 +47,7 @@ def get_next_node(node): return next_node -def check_int8_node(op: ov.Node): +def check_int8_node(op: ov.Node, mode: CompressWeightsMode = CompressWeightsMode.INT8_ASYM): assert op.get_element_type() == ov.Type(np.uint8) compressed_weight = get_const_value(op) @@ -62,6 +62,12 @@ def check_int8_node(op: ov.Node): zero_point_node = convert_node.input_value(0).get_node() zero_point = get_const_value(zero_point_node) + if mode == CompressWeightsMode.INT8_SYM: + assert list(zero_point_node.shape) == [1] + else: + reduced_weight_shape = list(op.shape) + reduced_weight_shape[-1] = 1 + assert list(zero_point_node.shape) == reduced_weight_shape mul_node = get_next_node(sub_node) assert mul_node.get_type_name() == "Multiply" @@ -75,7 +81,7 @@ def check_int8_node(op: ov.Node): } -def check_int4_grouped(op: ov.Node, mode: CompressWeightsMode, group_size: int = 3): +def check_int4_grouped(op: ov.Node, mode: CompressWeightsMode, group_size: int = 7): assert op.get_element_type() == ov.Type.u4 weight_shape = op.shape # NOTE: get_const_value doesn't work for 4-bit types @@ -112,7 +118,7 @@ def check_int4_grouped(op: ov.Node, mode: CompressWeightsMode, group_size: int = } -def check_nf4_grouped(op: ov.Node, group_size: int = 3): +def check_nf4_grouped(op: ov.Node, group_size: int = 7): assert op.get_element_type() == ov.Type.nf4 weight_shape = op.shape # NOTE: get_const_value doesn't work for 4-bit types @@ -144,27 +150,28 @@ def check_int4_asym_grouped(op: ov.Node): return check_int4_grouped(op, mode=CompressWeightsMode.INT4_ASYM) +def check_int8_sym(op: ov.Node): + return check_int8_node(op, mode=CompressWeightsMode.INT8_SYM) + + def get_mixed_mapping(primary_fn: Callable, list_layers: List[str]): mapping = {node_name: check_int8_node for node_name in list_layers} - - for node_name in TEST_MODELS[IntegerModel][1:-1]: - mapping[node_name] = primary_fn + primary_node_name = TEST_MODELS[IntegerModel][0] + mapping[primary_node_name] = primary_fn return mapping @pytest.mark.parametrize( ("mode", "group_size", "check_fn_per_node_map"), ( - (CompressWeightsMode.INT8, -1, {node_name: check_int8_node for node_name in TEST_MODELS[IntegerModel]}), - (CompressWeightsMode.INT4_SYM, 3, get_mixed_mapping(check_int4_sym_grouped, TEST_MODELS[IntegerModel])), - (CompressWeightsMode.INT4_ASYM, 3, get_mixed_mapping(check_int4_asym_grouped, TEST_MODELS[IntegerModel])), - (CompressWeightsMode.NF4, 3, get_mixed_mapping(check_nf4_grouped, TEST_MODELS[IntegerModel])), + (CompressWeightsMode.INT8_ASYM, -1, {node_name: check_int8_node for node_name in TEST_MODELS[IntegerModel]}), + (CompressWeightsMode.INT8_SYM, -1, {node_name: check_int8_sym for node_name in TEST_MODELS[IntegerModel]}), + (CompressWeightsMode.INT4_SYM, 7, get_mixed_mapping(check_int4_sym_grouped, TEST_MODELS[IntegerModel])), + (CompressWeightsMode.INT4_ASYM, 7, get_mixed_mapping(check_int4_asym_grouped, TEST_MODELS[IntegerModel])), + (CompressWeightsMode.NF4, 7, get_mixed_mapping(check_nf4_grouped, TEST_MODELS[IntegerModel])), ), ) def test_compare_compressed_weights(mode, group_size, check_fn_per_node_map): - ov_version = get_openvino_version() - if mode == CompressWeightsMode.NF4 and ov_version != "2023.2": - pytest.xfail("NF4 is not supported until 2023.2") model = IntegerModel().ov_model compressed_model = compress_weights(model, mode=mode, group_size=group_size) actual_stats = {} @@ -189,13 +196,11 @@ def test_compare_compressed_weights(mode, group_size, check_fn_per_node_map): ( (1, ["weights_1", "weights_2", "weights_3"]), (0.8, ["weights_2", "weights_3"]), - (0.4, ["weights_3"]), + (0.4, ["weights_2"]), (0.3, []), ), ) def test_mixed_precision(ratio, group_size, ref_nf4_nodes): - if ratio > 0.3: - pytest.xfail("Waiting for the merge NF4 support in OV - PR 19900") model = SequentialMatmulModel().ov_model compressed_model = compress_weights(model, mode=CompressWeightsMode.NF4, ratio=ratio, group_size=group_size) for op in compressed_model.get_ordered_ops(): @@ -203,14 +208,30 @@ def test_mixed_precision(ratio, group_size, ref_nf4_nodes): assert op.get_element_type() == ov.Type.nf4 -def test_not_quantize_with_multiple_reduction_axes(): +@pytest.mark.parametrize("mode", (CompressWeightsMode.INT8_SYM, CompressWeightsMode.INT8_ASYM)) +def test_not_quantize_with_multiple_reduction_axes(mode): model = GatherWithTwoReductionAxes().ov_model - compressed_model = compress_weights(model, mode=CompressWeightsMode.INT8) + compressed_model = compress_weights(model, mode=mode) for op in compressed_model.get_ordered_ops(): - if op.get_type_name() == "Constant" and op.get_friendly_name() == "gather_2_data": + if op.get_type_name() == "Constant" and op.get_friendly_name() == "gather_1_data": assert op.get_element_type() == ov.Type(np.float32) +@pytest.mark.parametrize("mode", (CompressWeightsMode.INT4_SYM, CompressWeightsMode.INT4_ASYM)) +def test_shared_gather(mode): + weight_name_vs_type = { + "gather_2_data": ov.Type(np.uint8), + "shared_data": ov.Type(np.uint8), + "matmul_1_data": ov.Type.u4, + } + model = GatherAndMatmulShareData().ov_model + compressed_model = compress_weights(model, mode, group_size=3) + for op in compressed_model.get_ordered_ops(): + op_name = op.get_friendly_name() + if op.get_type_name() == "Constant" and op_name in weight_name_vs_type: + assert op.get_element_type() == weight_name_vs_type[op_name] + + @dataclass class QuantErrorDesc: weight: List[float] @@ -399,11 +420,13 @@ def test_raise_error_with_tuple(): _reshape_weights_for_grouped_quantization(WEIGHTS_2x4, reduction_axis=(0,), group_size=3) -def test_raise_error_with_int8_and_non_default_ratio(mocker): +@pytest.mark.parametrize("mode", (CompressWeightsMode.INT8_SYM, CompressWeightsMode.INT8_ASYM)) +def test_raise_error_with_int8_and_non_default_ratio(mocker, mode): with pytest.raises(AttributeError): - compress_weights(mocker.Mock(), mode=CompressWeightsMode.INT8, ratio=0.5) + compress_weights(mocker.Mock(), mode=mode, ratio=0.5) -def test_raise_error_with_int8_and_non_default_group_size(mocker): +@pytest.mark.parametrize("mode", (CompressWeightsMode.INT8_SYM, CompressWeightsMode.INT8_ASYM)) +def test_raise_error_with_int8_and_non_default_group_size(mocker, mode): with pytest.raises(AttributeError): - compress_weights(mocker.Mock(), mode=CompressWeightsMode.INT8, group_size=64) + compress_weights(mocker.Mock(), mode=mode, group_size=64) diff --git a/tests/openvino/native/test_layer_attributes.py b/tests/openvino/native/test_layer_attributes.py index 91b46f343b9..c0776146e1c 100644 --- a/tests/openvino/native/test_layer_attributes.py +++ b/tests/openvino/native/test_layer_attributes.py @@ -21,9 +21,9 @@ from nncf.common.graph.layer_attributes import GenericWeightedLayerAttributes from nncf.common.graph.layer_attributes import LinearLayerAttributes from nncf.openvino.graph.layer_attributes import OVLayerAttributes -from nncf.openvino.graph.layer_attributes import get_conv_weights_layout_from_node -from nncf.openvino.graph.layer_attributes import get_linear_weights_layout_from_node from nncf.openvino.graph.layout import OVLayoutElem +from nncf.openvino.graph.layout import get_conv_weights_layout_from_node +from nncf.openvino.graph.layout import get_linear_weights_layout_from_node from nncf.openvino.graph.nncf_graph_builder import GraphConverter diff --git a/tests/openvino/native/test_model_transformer.py b/tests/openvino/native/test_model_transformer.py index febcb0a3036..8afb2ec65bc 100644 --- a/tests/openvino/native/test_model_transformer.py +++ b/tests/openvino/native/test_model_transformer.py @@ -182,13 +182,13 @@ def check_inplace_op(target_node, ref_types, ref_vals, inplace_branches_num, out if ref_val is not None: const = get_prev_node(node, 1) if ref_val == []: - assert const.get_data().shape == (0,) + assert const.data.shape == (0,) elif not isinstance(ref_val, tuple): - assert const.get_data() == ref_val + assert const.data == ref_val else: - res = np.equal(const.get_data(), np.array(ref_val)) + res = np.equal(const.data, np.array(ref_val)) assert all(res) - assert const.get_data().shape == np.array(ref_val).shape + assert const.data.shape == np.array(ref_val).shape nodes = get_next_nodes(node, 0) assert len(nodes) == 1 @@ -296,7 +296,7 @@ def test_inplace_reduce_fn_dynamic_shapes(input_shape, raise_error): op = fn(input_1, 0) # check_const ref_const = np.array([0, 1, 2, 3]) - assert all(np.equal(get_prev_node(op, 1).get_data(), ref_const)) + assert all(np.equal(get_prev_node(op, 1).data, ref_const)) @pytest.mark.parametrize("reduction_axes", [None, np.array([], dtype=np.int64)]) @@ -354,8 +354,10 @@ def test_inplace_mean_per_ch_fn_dynamic_shapes(test_params: InplaceOpTestCase, i with pytest.raises(RuntimeError): fn(input_1, 0) return - fn(input_1, 0) - check_inplace_op(input_1, test_params.ref_types, test_params.ref_values, 1, 0) + last_node = fn(input_1, 0) + result = opset.result(last_node) + model = ov.Model([result], [input_1]) + check_inplace_op(model.input().get_node(), test_params.ref_types, test_params.ref_values, 1, 0) @pytest.mark.parametrize( diff --git a/tests/openvino/native/test_node_utils.py b/tests/openvino/native/test_node_utils.py index 2f650e2a348..df4b27374af 100644 --- a/tests/openvino/native/test_node_utils.py +++ b/tests/openvino/native/test_node_utils.py @@ -16,12 +16,12 @@ from nncf.common.factory import NNCFGraphFactory from nncf.common.graph.graph import NNCFNode from nncf.openvino.graph.layer_attributes import OVLayerAttributes -from nncf.openvino.graph.layer_attributes import get_weighted_layer_attributes from nncf.openvino.graph.metatypes.openvino_metatypes import OVMatMulMetatype from nncf.openvino.graph.nncf_graph_builder import GraphConverter from nncf.openvino.graph.node_utils import get_channel_agnostic_reduction_axes from nncf.openvino.graph.node_utils import get_weight_channel_axes from nncf.openvino.graph.node_utils import get_weight_value +from nncf.openvino.graph.node_utils import get_weighted_layer_attributes from nncf.openvino.graph.node_utils import is_node_with_bias from tests.openvino.native.models import ConvModel from tests.openvino.native.models import ConvNotBiasModel diff --git a/tests/openvino/native/test_smooth_quant.py b/tests/openvino/native/test_smooth_quant.py index 187ed272862..329c83aaeba 100644 --- a/tests/openvino/native/test_smooth_quant.py +++ b/tests/openvino/native/test_smooth_quant.py @@ -95,13 +95,12 @@ def test_get_activation_channel_axis(self, node_metatype, layer_attributes, port ( OVMatMulMetatype, ( - OVLayoutElem.SPATIAL, OVLayoutElem.SPATIAL, OVLayoutElem.SPATIAL, OVLayoutElem.C_IN, OVLayoutElem.C_OUT, ), - 3, + 2, ), ( OVConvolutionMetatype, diff --git a/tests/openvino/requirements.txt b/tests/openvino/requirements.txt index 5138222f27a..102fe70a92a 100644 --- a/tests/openvino/requirements.txt +++ b/tests/openvino/requirements.txt @@ -2,6 +2,6 @@ pytest virtualenv pytest-cov pytest-mock>=3.3.1 -openvino-dev[onnx,pytorch,tensorflow2]==2023.1 +openvino-dev[onnx,pytorch,tensorflow2]==2023.2 torch==2.1 fastdownload diff --git a/tests/post_training/README.md b/tests/post_training/README.md index f42fc9271d8..b4784c29182 100644 --- a/tests/post_training/README.md +++ b/tests/post_training/README.md @@ -33,7 +33,69 @@ n01843383 Once the environment is installed use the following command to run the test: ```bash -NUM_VAL_THREADS=8 pytest --data= --output=./tmp tests/post_training/test_quantize_conformance.py +NUM_VAL_THREADS=8 pytest --data= --output=./tmp tests/post_training/test_quantize_conformance.py ``` `NUM_VAL_THREADS` environment variable controls the number of parallel streams when validating the model. + +Additional arguments: + +- `--no-eval` to skip validation step +- `--fp32` to run validation of not quantized model +- `--cuda` to enable CUDA_TORCH backend +- `--subset-size=N` to force subset_size of calibration dataset +- `--benchmark` to collect throughput statistics, add `FPS` column to result.csv +- `--extra-columns` to add additional columns to reports.csv: + - `Stat. collection time` - time of statistic collection + - `Bias correction time` - time of bias correction + - `Validation time` - time of validation + +### Examples + +Run for only OV backend: + +```bash +pytest --data= -k backend_OV tests/post_training/test_quantize_conformance.py +``` + +Run for only one model: + +```bash +pytest --data= -k timm/crossvit_9_240 tests/post_training/test_quantize_conformance.py +``` + +Run for only one model for OV backend: + +```bash +pytest --data= -k timm/crossvit_9_240_backend_OV tests/post_training/test_quantize_conformance.py +``` + +Only dump models: + +```bash +pytest --data= --no-eval tests/post_training/test_quantize_conformance.py +``` + +Fast dump models with `subset_size=1` for all models: + +```bash +pytest --data= --no-eval --subset-size 1 tests/post_training/test_quantize_conformance.py +``` + +Run test with collection of throughput statistics: + +```bash +pytest --data= --benchmark tests/post_training/test_quantize_conformance.py +``` + +Fast collection of throughput statistics: + +```bash +pytest --data= --benchmark --no-eval --subset-size 1 tests/post_training/test_quantize_conformance.py +``` + +Run test with additional columns: + +```bash +pytest --data= --extra-columns tests/post_training/test_quantize_conformance.py +``` diff --git a/tests/post_training/conftest.py b/tests/post_training/conftest.py index fe38d0eb510..bfccb4e37af 100644 --- a/tests/post_training/conftest.py +++ b/tests/post_training/conftest.py @@ -9,12 +9,6 @@ # See the License for the specific language governing permissions and # limitations under the License. -import collections -from pathlib import Path - -import pandas as pd -import pytest - from tests.shared.paths import TEST_ROOT PTQ_TEST_ROOT = TEST_ROOT / "post_training" @@ -25,26 +19,12 @@ def pytest_addoption(parser): parser.addoption("--data", action="store", help="Data directory") parser.addoption("--output", action="store", default="./tmp/", help="Directory to store artifacts") parser.addoption("--no-eval", action="store_true", help="Skip validation step") - - -def pytest_configure(config): - config.test_results = {} - - -PTQ_TEST_ROOT = TEST_ROOT / "post_training_quantization" - - -@pytest.hookimpl(tryfirst=True, hookwrapper=True) -def pytest_runtest_makereport(item, call): - outcome = yield - result = outcome.get_result() - - if result.when == "call": - test_results = collections.OrderedDict(sorted(item.config.test_results.items())) - df = pd.DataFrame() - for _, test_result in test_results.items(): - df = df.append(test_result, ignore_index=True) - - output_folder = Path(item.config.getoption("--output")) - output_folder.mkdir(parents=True, exist_ok=True) - df.to_csv(output_folder / "results.csv", index=False) + parser.addoption("--subset-size", type=int, default=None, help="Set subset size") + parser.addoption("--fp32", action="store_true", help="Test original model") + parser.addoption("--cuda", action="store_true", help="Enable CUDA_TORCH backend") + parser.addoption("--benchmark", action="store_true", help="Run benchmark_app") + parser.addoption( + "--extra-columns", + action="store_true", + help="Add additional columns to reports.csv", + ) diff --git a/tests/post_training/model_scope.py b/tests/post_training/model_scope.py index 489f8831a9b..daae788c37d 100644 --- a/tests/post_training/model_scope.py +++ b/tests/post_training/model_scope.py @@ -10,6 +10,7 @@ # limitations under the License. import copy +from typing import Dict from nncf import ModelType from nncf import QuantizationPreset @@ -56,7 +57,7 @@ "model_type": ModelType.TRANSFORMER, "advanced_parameters": AdvancedQuantizationParameters(smooth_quant_alpha=-1.0), }, - "backends": [BackendType.TORCH, BackendType.ONNX, BackendType.OV, BackendType.POT], + "backends": ALL_PTQ_BACKENDS, }, { "reported_name": "timm/darknet53", @@ -153,7 +154,7 @@ smooth_quant_alphas=AdvancedSmoothQuantParameters(matmul=0.05) ), }, - "backends": [BackendType.TORCH, BackendType.ONNX, BackendType.OV], + "backends": NNCF_PTQ_BACKENDS, }, { "reported_name": "timm/mobilenetv2_050", @@ -242,7 +243,7 @@ "preset": QuantizationPreset.MIXED, "model_type": ModelType.TRANSFORMER, }, - "backends": [BackendType.TORCH, BackendType.ONNX, BackendType.OV, BackendType.POT], + "backends": ALL_PTQ_BACKENDS, }, { "reported_name": "timm/wide_resnet50_2", @@ -256,13 +257,13 @@ ] -def generate_tests_scope(): +def generate_tests_scope() -> Dict[str, dict]: """ Generate tests by names "{reported_name}_backend_{backend}" """ tests_scope = {} for test_model_param in TEST_MODELS: - for backend in test_model_param["backends"]: + for backend in test_model_param["backends"] + [BackendType.FP32]: model_param = copy.deepcopy(test_model_param) reported_name = model_param["reported_name"] test_case_name = f"{reported_name}_backend_{backend.value}" diff --git a/tests/post_training/pipelines/base.py b/tests/post_training/pipelines/base.py index 5e32199e43a..3587a5574c5 100644 --- a/tests/post_training/pipelines/base.py +++ b/tests/post_training/pipelines/base.py @@ -8,7 +8,9 @@ # 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 datetime as dt import os +import re import time from abc import ABC from abc import abstractmethod @@ -29,6 +31,7 @@ import nncf from nncf import TargetDevice from nncf.quantization.advanced_parameters import AdvancedQuantizationParameters +from tests.shared.command import Command DEFAULT_VAL_THREADS = 4 @@ -36,17 +39,20 @@ class BackendType(Enum): FP32 = "FP32" TORCH = "TORCH" + CUDA_TORCH = "CUDA_TORCH" ONNX = "ONNX" OV = "OV" POT = "POT" OPTIMUM = "OPTIMUM" -NNCF_PTQ_BACKENDS = [BackendType.TORCH, BackendType.ONNX, BackendType.OV] +NNCF_PTQ_BACKENDS = [BackendType.TORCH, BackendType.CUDA_TORCH, BackendType.ONNX, BackendType.OV] ALL_PTQ_BACKENDS = NNCF_PTQ_BACKENDS + [BackendType.POT] -PT_BACKENDS = [BackendType.TORCH] +PT_BACKENDS = [BackendType.TORCH, BackendType.CUDA_TORCH] OV_BACKENDS = [BackendType.OV, BackendType.POT, BackendType.OPTIMUM] +LIMIT_LENGTH_OF_STATUS = 120 + @dataclass class RunInfo: @@ -64,6 +70,10 @@ class RunInfo: time_total: Optional[float] = None time_quantization: Optional[float] = None status: Optional[str] = None + fps: Optional[float] = None + time_stat_collection: Optional[str] = None + time_bias_correction: Optional[str] = None + time_validation: Optional[str] = None @staticmethod def format_time(time_elapsed): @@ -87,8 +97,12 @@ def get_result_dict(self): "Num FQ": self.num_fq_nodes, "RAM MiB": self.format_memory_usage(self.quant_memory_usage), "Quant. time": self.format_time(self.time_quantization), + "Stat. collection time": self.time_stat_collection, + "Bias correction time": self.time_bias_correction, + "Validation time": self.time_validation, "Total time": self.format_time(self.time_total), - "Status": self.status, + "FPS": self.fps, + "Status": self.status[:LIMIT_LENGTH_OF_STATUS] if self.status is not None else None, } @@ -107,19 +121,20 @@ def __init__( data_dir: Path, reference_data: dict, no_eval: bool, + run_benchmark_app: bool, params: dict = None, ) -> None: self.reported_name = reported_name self.model_id = model_id self.backend = backend self.ptq_params = ptq_params - self.output_dir = Path(output_dir) - self.data_dir = Path(data_dir) + self.output_dir = output_dir + self.data_dir = data_dir self.reference_data = reference_data self.params = params or {} self.no_eval = no_eval - - self.output_model_dir = self.output_dir / self.reported_name / self.backend.value + self.run_benchmark_app = run_benchmark_app + self.output_model_dir: Path = self.output_dir / self.reported_name / self.backend.value self.output_model_dir.mkdir(parents=True, exist_ok=True) self.model_name = f"{self.reported_name}_{self.backend.value}" @@ -183,6 +198,11 @@ def quantize(self) -> None: """ Run quantization of the model and collect time and memory usage information. """ + if self.backend == BackendType.FP32: + # To validate not quantized model + self.path_quantized_ir = self.output_model_dir / "model_fp32.xml" + return + print("Quantization...") if self.backend in PT_BACKENDS: @@ -202,7 +222,9 @@ def save_quantized_model(self) -> None: if self.backend == BackendType.OPTIMUM: self.path_quantized_ir = self.output_model_dir / "openvino_model.xml" elif self.backend in PT_BACKENDS: - ov_model = convert_model(self.quantized_model, example_input=self.dummy_tensor, input_shape=self.input_size) + ov_model = convert_model( + self.quantized_model.cpu(), example_input=self.dummy_tensor.cpu(), input_shape=self.input_size + ) self.path_quantized_ir = self.output_model_dir / "model.xml" ov.serialize(ov_model, self.path_quantized_ir) elif self.backend == BackendType.ONNX: @@ -231,6 +253,21 @@ def get_num_fq(self) -> None: self.run_info.num_fq_nodes = num_fq + def run_bench(self) -> None: + """ + Run benchmark_app to collect performance statistics. + """ + if not self.run_benchmark_app: + return + runner = Command(f"benchmark_app -m {self.path_quantized_ir}") + runner.run(stdout=False) + cmd_output = " ".join(runner.output) + + match = re.search(r"Throughput\: (.+?) FPS", cmd_output) + if match is not None: + fps = match.group(1) + self.run_info.fps = float(fps) + @abstractmethod def _validate(self) -> None: """Validate IR""" @@ -272,6 +309,7 @@ def run(self) -> None: self.save_quantized_model() self.get_num_fq() self.validate() + self.run_bench() self.cleanup_torchscript_cache() @staticmethod @@ -288,3 +326,47 @@ def cleanup_torchscript_cache(): def get_run_info(self) -> RunInfo: return self.run_info + + def collect_data_from_stdout(self, stdout: str): + """ + Parsing stdout of the test and collect additional data: + - time of statistic collection + - time of bias correction + - time of validation + + :param stdout: stdout text + """ + time_validation = None + time_bias_correction = None + time_stat_collection = None + + for line in stdout.splitlines(): + print(line) + match = re.search(r"Statistics\scollection.*•\s(.*)\s•.*", line) + if match: + if time_stat_collection is None: + time_stat_collection = dt.datetime.strptime(match.group(1), "%H:%M:%S") + else: + time = dt.datetime.strptime(match.group(1), "%H:%M:%S") + time_stat_collection += dt.timedelta(hours=time.hour, minutes=time.minute, seconds=time.second) + continue + + match = re.search(r"Applying.*correction.*\/(\d+)\s•\s(.*)\s•.*", line) + if match: + if time_bias_correction is None: + time_bias_correction = dt.datetime.strptime(match.group(2), "%H:%M:%S") + else: + time_bias_correction += dt.datetime.strptime(match.group(2), "%H:%M:%S") + continue + + match = re.search(r"Validation.*\/\d+\s•\s(.*)\s•.*", line) + if match: + time_validation = dt.datetime.strptime(match.group(1), "%H:%M:%S") + continue + + if time_stat_collection: + self.run_info.time_stat_collection = time_stat_collection.strftime("%H:%M:%S") + if time_bias_correction: + self.run_info.time_bias_correction = time_bias_correction.strftime("%H:%M:%S") + if time_validation: + self.run_info.time_validation = time_validation.strftime("%H:%M:%S") diff --git a/tests/post_training/pipelines/causal_language_model.py b/tests/post_training/pipelines/causal_language_model.py index 9d137b3886e..5dbdc87327d 100644 --- a/tests/post_training/pipelines/causal_language_model.py +++ b/tests/post_training/pipelines/causal_language_model.py @@ -24,7 +24,7 @@ class CausalLMHF(BaseTestPipeline): """Pipeline for causal language models from Hugging Face repository""" def prepare_model(self) -> None: - if self.backend in OV_BACKENDS: + if self.backend in OV_BACKENDS + [BackendType.FP32]: self.model_hf = OVModelForCausalLM.from_pretrained(self.model_id, export=True, compile=False) self.model = self.model_hf.model ov.serialize(self.model, self.output_model_dir / "model_fp32.xml") diff --git a/tests/post_training/pipelines/image_classification_timm.py b/tests/post_training/pipelines/image_classification_timm.py index 00171d701b7..3723fdfdb8b 100644 --- a/tests/post_training/pipelines/image_classification_timm.py +++ b/tests/post_training/pipelines/image_classification_timm.py @@ -17,7 +17,6 @@ import openvino.runtime as ov import timm import torch -import tqdm from openvino.tools.mo import convert_model from sklearn.metrics import accuracy_score from timm.layers.config import set_fused_attn @@ -26,6 +25,7 @@ from torchvision.transforms import InterpolationMode import nncf +from nncf.common.logging.track_progress import track from nncf.experimental.torch.replace_custom_modules.timm_custom_modules import ( replace_timm_custom_modules_with_torch_native, ) @@ -54,23 +54,21 @@ def prepare_model(self) -> None: if self.backend == BackendType.ONNX: onnx_path = self.output_model_dir / "model_fp32.onnx" - torch.onnx.export( - timm_model, - self.dummy_tensor, - onnx_path, - export_params=True, - opset_version=13, - do_constant_folding=False, - ) + torch.onnx.export(timm_model, self.dummy_tensor, onnx_path, export_params=True, opset_version=13) self.model = onnx.load(onnx_path) self.input_name = self.model.graph.input[0].name - if self.backend in OV_BACKENDS: + if self.backend in OV_BACKENDS + [BackendType.FP32]: self.model = convert_model(timm_model, example_input=self.dummy_tensor, input_shape=self.input_size) self.input_name = list(inp.get_any_name() for inp in self.model.inputs)[0] self._dump_model_fp32() + # Set device after dump fp32 model + if self.backend == BackendType.CUDA_TORCH: + self.model.cuda() + self.dummy_tensor = self.dummy_tensor.cuda() + def _dump_model_fp32(self) -> None: """Dump IRs of fp32 models, to help debugging.""" if self.backend in PT_BACKENDS: @@ -82,7 +80,7 @@ def _dump_model_fp32(self) -> None: ov_model = convert_model(onnx_path) ov.serialize(ov_model, self.output_model_dir / "model_fp32.xml") - if self.backend in OV_BACKENDS: + if self.backend in OV_BACKENDS + [BackendType.FP32]: ov.serialize(self.model, self.output_model_dir / "model_fp32.xml") def prepare_preprocessor(self) -> None: @@ -107,10 +105,11 @@ def prepare_preprocessor(self) -> None: def get_transform_calibration_fn(self): if self.backend in PT_BACKENDS: + device = torch.device("cuda" if self.backend == BackendType.CUDA_TORCH else "cpu") def transform_fn(data_item): images, _ = data_item - return images + return images.to(device) else: @@ -148,16 +147,13 @@ def _validate(self): jobs = int(os.environ.get("NUM_VAL_THREADS", DEFAULT_VAL_THREADS)) infer_queue = ov.AsyncInferQueue(compiled_model, jobs) - # Disable tqdm for Jenkins - disable_tqdm = os.environ.get("JENKINS_HOME") is not None - - with tqdm.tqdm(total=dataset_size, desc="Validation", disable=disable_tqdm) as pbar: + with track(total=dataset_size, description="Validation") as pbar: def process_result(request, userdata): output_data = request.get_output_tensor().data predicted_label = np.argmax(output_data, axis=1) predictions[userdata] = [predicted_label] - pbar.update() + pbar.progress.update(pbar.task, advance=1) infer_queue.set_callback(process_result) diff --git a/tests/post_training/pipelines/masked_language_modeling.py b/tests/post_training/pipelines/masked_language_modeling.py index b9e37cd5d45..8c86d340006 100644 --- a/tests/post_training/pipelines/masked_language_modeling.py +++ b/tests/post_training/pipelines/masked_language_modeling.py @@ -35,7 +35,7 @@ def prepare_model(self) -> None: self.model = self.model_hf self.model.config.torchscript = True # Set to export by convert_model via torch.jit.trace self.dummy_tensor = self.model_hf.dummy_inputs["input_ids"] - if self.backend in OV_BACKENDS: + if self.backend in OV_BACKENDS + [BackendType.FP32]: self.model_hf = OVModelForSequenceClassification.from_pretrained(self.model_id, export=True, compile=False) self.model = self.model_hf.model @@ -45,6 +45,11 @@ def prepare_model(self) -> None: self._dump_model_fp32() + # Set device after dump fp32 model + if self.backend == BackendType.CUDA_TORCH: + self.model.cuda() + self.dummy_tensor = self.dummy_tensor.cuda() + def _dump_model_fp32(self) -> None: """Dump IRs of fp32 models, to help debugging.""" if self.backend in PT_BACKENDS: @@ -57,7 +62,7 @@ def _dump_model_fp32(self) -> None: ov_model = convert_model(onnx_path) ov.serialize(ov_model, self.output_model_dir / "model_fp32.xml") - if self.backend in OV_BACKENDS: + if self.backend in OV_BACKENDS + [BackendType.FP32]: ov.serialize(self.model, self.output_model_dir / "model_fp32.xml") def prepare_preprocessor(self) -> None: @@ -65,9 +70,10 @@ def prepare_preprocessor(self) -> None: def get_transform_calibration_fn(self): if self.backend in PT_BACKENDS: + device = torch.device("cuda" if self.backend == BackendType.CUDA_TORCH else "cpu") def transform_func(data): - return torch.Tensor([data["input_ids"]]).type(dtype=torch.LongTensor) + return torch.tensor([data["input_ids"]]).type(dtype=torch.LongTensor).to(device) else: diff --git a/tests/post_training/reference_data.yaml b/tests/post_training/reference_data.yaml index 9309b93b7be..e7f91f6a59a 100644 --- a/tests/post_training/reference_data.yaml +++ b/tests/post_training/reference_data.yaml @@ -1,347 +1,268 @@ -# Hugging Face -hf/bert-base-uncased_backend_OPTIMUM: - metric_value: null - metric_value_fp32: null -hf/bert-base-uncased_backend_OLD_TORCH: - metric_value: null - metric_value_fp32: null -hf/bert-base-uncased_backend_TORCH: - metric_value: null - metric_value_fp32: null +hf/bert-base-uncased_backend_CUDA_TORCH: + metric_value: null +hf/bert-base-uncased_backend_FP32: + metric_value: null hf/bert-base-uncased_backend_ONNX: - metric_value: null - metric_value_fp32: null + metric_value: null +hf/bert-base-uncased_backend_OPTIMUM: + metric_value: null hf/bert-base-uncased_backend_OV: - metric_value: null - metric_value_fp32: null + metric_value: null hf/bert-base-uncased_backend_POT: - metric_value: null - metric_value_fp32: null - + metric_value: null +hf/bert-base-uncased_backend_TORCH: + metric_value: null +hf/hf-internal-testing/tiny-random-GPTNeoXForCausalLM_backend_FP32: + metric_value: null hf/hf-internal-testing/tiny-random-GPTNeoXForCausalLM_backend_OPTIMUM: - metric_value: null - metric_value_fp32: null - -# Timm -timm/crossvit_9_240_backend_TORCH: - metric_value: 0.689 - metric_value_fp32: 0.69966 + metric_value: null +timm/crossvit_9_240_backend_CUDA_TORCH: + metric_value: 0.689 +timm/crossvit_9_240_backend_FP32: + metric_value: 0.69966 timm/crossvit_9_240_backend_ONNX: - metric_value: 0.68906 - metric_value_fp32: 0.69966 + metric_value: 0.68906 timm/crossvit_9_240_backend_OV: - metric_value: 0.68912 - metric_value_fp32: 0.69966 + metric_value: 0.68912 timm/crossvit_9_240_backend_POT: - metric_value: 0.68862 - metric_value_fp32: 0.69966 - -timm/darknet53_backend_OLD_TORCH: - metric_value: 0.78534 - metric_value_fp32: 0.79858 -timm/darknet53_backend_TORCH: - metric_value: 0.79176 - metric_value_fp32: 0.79858 + metric_value: 0.68862 +timm/crossvit_9_240_backend_TORCH: + metric_value: 0.689 +timm/darknet53_backend_CUDA_TORCH: + metric_value: 0.79176 +timm/darknet53_backend_FP32: + metric_value: 0.79858 timm/darknet53_backend_ONNX: - metric_value: 0.79224 - metric_value_fp32: 0.79858 + metric_value: 0.79224 timm/darknet53_backend_OV: - metric_value: 0.79192 - metric_value_fp32: 0.79858 + metric_value: 0.79192 timm/darknet53_backend_POT: - metric_value: 0.79206 - metric_value_fp32: 0.79858 - -timm/deit3_small_patch16_224_backend_OLD_TORCH: - metric_value: 0.76514 - metric_value_fp32: 0.76974 -timm/deit3_small_patch16_224_backend_TORCH: - metric_value: 0.76816 - metric_value_fp32: 0.76974 + metric_value: 0.79206 +timm/darknet53_backend_TORCH: + metric_value: 0.79176 +timm/deit3_small_patch16_224_backend_CUDA_TORCH: + metric_value: 0.76816 +timm/deit3_small_patch16_224_backend_FP32: + metric_value: 0.76974 timm/deit3_small_patch16_224_backend_ONNX: - metric_value: 0.76806 - metric_value_fp32: 0.76974 + metric_value: 0.76806 timm/deit3_small_patch16_224_backend_OV: - metric_value: 0.76786 - metric_value_fp32: 0.76974 + metric_value: 0.76786 timm/deit3_small_patch16_224_backend_POT: - metric_value: 0.7676 - metric_value_fp32: 0.76974 - -timm/dla34_backend_OLD_TORCH: - metric_value: 0.7364 - metric_value_fp32: 0.74416 -timm/dla34_backend_TORCH: - metric_value: 0.73978 - metric_value_fp32: 0.74416 + metric_value: 0.7676 +timm/deit3_small_patch16_224_backend_TORCH: + metric_value: 0.76816 +timm/dla34_backend_CUDA_TORCH: + metric_value: 0.73978 +timm/dla34_backend_FP32: + metric_value: 0.74416 timm/dla34_backend_ONNX: - metric_value: 0.74202 - metric_value_fp32: 0.74416 + metric_value: 0.74202 timm/dla34_backend_OV: - metric_value: 0.74224 - metric_value_fp32: 0.74416 + metric_value: 0.74224 timm/dla34_backend_POT: - metric_value: 0.74222 - metric_value_fp32: 0.74416 - -timm/dpn68_backend_OLD_TORCH: - metric_value: 0.7479 - metric_value_fp32: 0.75964 -timm/dpn68_backend_TORCH: - metric_value: 0.75492 - metric_value_fp32: 0.75964 + metric_value: 0.74222 +timm/dla34_backend_TORCH: + metric_value: 0.73978 +timm/dpn68_backend_CUDA_TORCH: + metric_value: 0.75492 +timm/dpn68_backend_FP32: + metric_value: 0.75964 timm/dpn68_backend_ONNX: - metric_value: 0.75488 - metric_value_fp32: 0.75964 + metric_value: 0.75488 timm/dpn68_backend_OV: - metric_value: 0.75544 - metric_value_fp32: 0.75964 + metric_value: 0.75544 timm/dpn68_backend_POT: - metric_value: 0.7554 - metric_value_fp32: 0.75964 - -timm/efficientnet_b0_backend_OLD_TORCH: - metric_value: 0.75538 - metric_value_fp32: 0.77292 -timm/efficientnet_b0_backend_TORCH: - metric_value: 0.7680 - metric_value_fp32: 0.77292 -timm/efficientnet_b0_backend_ONNX: - metric_value: 0.7686 - metric_value_fp32: 0.77292 -timm/efficientnet_b0_backend_OV: - metric_value: 0.7688 - metric_value_fp32: 0.77292 -timm/efficientnet_b0_backend_POT: - metric_value: 0.76866 - metric_value_fp32: 0.77292 - + metric_value: 0.7554 +timm/dpn68_backend_TORCH: + metric_value: 0.75492 +timm/efficientnet_b0_BC_backend_FP32: + metric_value: 0.77292 timm/efficientnet_b0_BC_backend_ONNX: - metric_value: 0.7686 - metric_value_fp32: 0.77292 + metric_value: 0.7686 timm/efficientnet_b0_BC_backend_OV: - metric_value: 0.76794 - metric_value_fp32: 0.77292 + metric_value: 0.76794 timm/efficientnet_b0_BC_backend_POT: - metric_value: 0.76872 - metric_value_fp32: 0.77292 - -timm/efficientnet_lite0_backend_OLD_TORCH: - metric_value: 0.74172 - metric_value_fp32: 0.7496 -timm/efficientnet_lite0_backend_TORCH: - metric_value: 0.74686 - metric_value_fp32: 0.7496 + metric_value: 0.76872 +timm/efficientnet_b0_backend_CUDA_TORCH: + metric_value: 0.768 +timm/efficientnet_b0_backend_FP32: + metric_value: 0.77292 +timm/efficientnet_b0_backend_ONNX: + metric_value: 0.7686 +timm/efficientnet_b0_backend_OV: + metric_value: 0.7688 +timm/efficientnet_b0_backend_POT: + metric_value: 0.76866 +timm/efficientnet_b0_backend_TORCH: + metric_value: 0.768 +timm/efficientnet_lite0_backend_CUDA_TORCH: + metric_value: 0.74686 +timm/efficientnet_lite0_backend_FP32: + metric_value: 0.7496 timm/efficientnet_lite0_backend_ONNX: - metric_value: 0.7468 - metric_value_fp32: 0.7496 + metric_value: 0.7468 timm/efficientnet_lite0_backend_OV: - metric_value: 0.74704 - metric_value_fp32: 0.7496 + metric_value: 0.74704 timm/efficientnet_lite0_backend_POT: - metric_value: 0.74686 - metric_value_fp32: 0.7496 - -timm/hrnet_w18_backend_OLD_TORCH: - metric_value: 0.7672 - metric_value_fp32: 0.77504 -timm/hrnet_w18_backend_TORCH: - metric_value: 0.76712 - metric_value_fp32: 0.77504 + metric_value: 0.74686 +timm/efficientnet_lite0_backend_TORCH: + metric_value: 0.74686 +timm/hrnet_w18_backend_CUDA_TORCH: + metric_value: 0.76712 +timm/hrnet_w18_backend_FP32: + metric_value: 0.77504 timm/hrnet_w18_backend_ONNX: - metric_value: 0.76916 - metric_value_fp32: 0.77504 + metric_value: 0.76916 timm/hrnet_w18_backend_OV: - metric_value: 0.76926 - metric_value_fp32: 0.77504 + metric_value: 0.76926 timm/hrnet_w18_backend_POT: - metric_value: 0.76968 - metric_value_fp32: 0.77504 - -timm/inception_resnet_v2_backend_OLD_TORCH: - metric_value: 0.79722 - metric_value_fp32: 0.80102 -timm/inception_resnet_v2_backend_TORCH: - metric_value: 0.80024 - metric_value_fp32: 0.80102 + metric_value: 0.76968 +timm/hrnet_w18_backend_TORCH: + metric_value: 0.76712 +timm/inception_resnet_v2_backend_CUDA_TORCH: + metric_value: 0.80024 +timm/inception_resnet_v2_backend_FP32: + metric_value: 0.80102 timm/inception_resnet_v2_backend_ONNX: - metric_value: 0.80108 - metric_value_fp32: 0.80102 + metric_value: 0.80108 timm/inception_resnet_v2_backend_OV: - metric_value: 0.80152 - metric_value_fp32: 0.80102 - -timm/levit_128_backend_TORCH: - metric_value: 0.73346 - metric_value_fp32: 0.7405 + metric_value: 0.80152 +timm/inception_resnet_v2_backend_TORCH: + metric_value: 0.80024 +timm/levit_128_backend_CUDA_TORCH: + metric_value: 0.7324 +timm/levit_128_backend_FP32: + metric_value: 0.7405 timm/levit_128_backend_ONNX: - metric_value: 0.73184 - metric_value_fp32: 0.7405 + metric_value: 0.73286 timm/levit_128_backend_OV: - metric_value: 0.7334 - metric_value_fp32: 0.7405 - -timm/mobilenetv2_050_backend_OLD_TORCH: - metric_value: 0.6338 - metric_value_fp32: 0.64568 -timm/mobilenetv2_050_backend_TORCH: - metric_value: 0.64278 - metric_value_fp32: 0.64568 -timm/mobilenetv2_050_backend_ONNX: - metric_value: 0.64358 - metric_value_fp32: 0.64568 -timm/mobilenetv2_050_backend_OV: - metric_value: 0.64134 - metric_value_fp32: 0.64568 -timm/mobilenetv2_050_backend_POT: - metric_value: 0.64362 - metric_value_fp32: 0.64568 - + metric_value: 0.7334 +timm/levit_128_backend_TORCH: + metric_value: 0.73346 +timm/mobilenetv2_050_BC_backend_FP32: + metric_value: 0.64568 timm/mobilenetv2_050_BC_backend_ONNX: - metric_value: 0.64498 - metric_value_fp32: 0.64568 + metric_value: 0.64498 timm/mobilenetv2_050_BC_backend_OV: - metric_value: 0.64412 - metric_value_fp32: 0.64568 + metric_value: 0.64412 timm/mobilenetv2_050_BC_backend_POT: - metric_value: 0.6431 - metric_value_fp32: 0.64568 - -timm/mobilenetv3_small_050_backend_OLD_TORCH: - metric_value: 0.43412 - metric_value_fp32: 0.56338 -timm/mobilenetv3_small_050_backend_TORCH: - atol: 0.03 - metric_value: 0.39514 - metric_value_fp32: 0.56338 + metric_value: 0.6431 +timm/mobilenetv2_050_backend_CUDA_TORCH: + metric_value: 0.64278 +timm/mobilenetv2_050_backend_FP32: + metric_value: 0.64568 +timm/mobilenetv2_050_backend_ONNX: + metric_value: 0.64358 +timm/mobilenetv2_050_backend_OV: + metric_value: 0.64134 +timm/mobilenetv2_050_backend_POT: + metric_value: 0.64362 +timm/mobilenetv2_050_backend_TORCH: + metric_value: 0.64278 +timm/mobilenetv3_small_050_backend_CUDA_TORCH: + metric_value: 0.41888 +timm/mobilenetv3_small_050_backend_FP32: + metric_value: 0.56338 timm/mobilenetv3_small_050_backend_ONNX: - metric_value: 0.5456 - metric_value_fp32: 0.56338 + metric_value: 0.5456 timm/mobilenetv3_small_050_backend_OV: - metric_value: 0.413 - metric_value_fp32: 0.56338 + metric_value: 0.413 timm/mobilenetv3_small_050_backend_POT: - metric_value: 0.54104 - metric_value_fp32: 0.56338 - -timm/regnetx_002_backend_OLD_TORCH: - metric_value: 0.66612 - metric_value_fp32: 0.67826 -timm/regnetx_002_backend_TORCH: - metric_value: 0.67452 - metric_value_fp32: 0.67826 + metric_value: 0.54104 +timm/mobilenetv3_small_050_backend_TORCH: + metric_value: 0.41842 +timm/regnetx_002_backend_CUDA_TORCH: + metric_value: 0.67452 +timm/regnetx_002_backend_FP32: + metric_value: 0.67826 timm/regnetx_002_backend_ONNX: - metric_value: 0.67394 - metric_value_fp32: 0.67826 + metric_value: 0.67394 timm/regnetx_002_backend_OV: - metric_value: 0.6738 - metric_value_fp32: 0.67826 + metric_value: 0.6738 timm/regnetx_002_backend_POT: - metric_value: 0.67472 - metric_value_fp32: 0.67826 - -timm/resnest14d_backend_OLD_TORCH: - metric_value: 0.7418 - metric_value_fp32: 0.74862 -timm/resnest14d_backend_TORCH: - metric_value: 0.74176 - metric_value_fp32: 0.74862 + metric_value: 0.67472 +timm/regnetx_002_backend_TORCH: + metric_value: 0.67452 +timm/resnest14d_backend_CUDA_TORCH: + metric_value: 0.74176 +timm/resnest14d_backend_FP32: + metric_value: 0.74862 timm/resnest14d_backend_ONNX: - metric_value: 0.74316 - metric_value_fp32: 0.74862 + metric_value: 0.74316 timm/resnest14d_backend_OV: - metric_value: 0.74358 - metric_value_fp32: 0.74862 + metric_value: 0.74358 timm/resnest14d_backend_POT: - metric_value: 0.74352 - metric_value_fp32: 0.74862 - -timm/resnet18_backend_OLD_TORCH: - metric_value: 0.69392 - metric_value_fp32: 0.70104 -timm/resnet18_backend_TORCH: - metric_value: 0.69748 - metric_value_fp32: 0.70104 + metric_value: 0.74352 +timm/resnest14d_backend_TORCH: + metric_value: 0.74176 +timm/resnet18_backend_CUDA_TORCH: + metric_value: 0.69748 +timm/resnet18_backend_FP32: + metric_value: 0.70104 timm/resnet18_backend_ONNX: - metric_value: 0.6979 - metric_value_fp32: 0.70104 + metric_value: 0.6979 timm/resnet18_backend_OV: - metric_value: 0.69774 - metric_value_fp32: 0.70104 + metric_value: 0.69774 timm/resnet18_backend_POT: - metric_value: 0.69792 - metric_value_fp32: 0.70104 - -timm/swin_base_patch4_window7_224_backend_OLD_TORCH: - metric_value: 0.81376 - metric_value_fp32: 0.81462 -timm/swin_base_patch4_window7_224_backend_TORCH: - metric_value: 0.8131 - metric_value_fp32: 0.81462 + metric_value: 0.69792 +timm/resnet18_backend_TORCH: + metric_value: 0.69748 +timm/swin_base_patch4_window7_224_backend_CUDA_TORCH: + metric_value: 0.8131 +timm/swin_base_patch4_window7_224_backend_FP32: + metric_value: 0.81462 timm/swin_base_patch4_window7_224_backend_ONNX: - metric_value: 0.81294 - metric_value_fp32: 0.81462 + metric_value: 0.81294 timm/swin_base_patch4_window7_224_backend_OV: - metric_value: 0.79582 - metric_value_fp32: 0.81462 + metric_value: 0.79582 timm/swin_base_patch4_window7_224_backend_POT: - metric_value: 0.79514 - metric_value_fp32: 0.81462 - -timm/tf_inception_v3_backend_OLD_TORCH: - metric_value: 0.7723 - metric_value_fp32: 0.77728 -timm/tf_inception_v3_backend_TORCH: - metric_value: 0.77542 - metric_value_fp32: 0.77728 + metric_value: 0.79514 +timm/swin_base_patch4_window7_224_backend_TORCH: + metric_value: 0.8131 +timm/tf_inception_v3_backend_CUDA_TORCH: + metric_value: 0.77542 +timm/tf_inception_v3_backend_FP32: + metric_value: 0.77728 timm/tf_inception_v3_backend_ONNX: - metric_value: 0.77748 - metric_value_fp32: 0.77728 + metric_value: 0.77748 timm/tf_inception_v3_backend_OV: - metric_value: 0.77736 - metric_value_fp32: 0.77728 + metric_value: 0.77736 timm/tf_inception_v3_backend_POT: - metric_value: 0.77792 - metric_value_fp32: 0.77728 - -timm/vgg11_backend_OLD_TORCH: - metric_value: 0.68296 - metric_value_fp32: 0.68344 -timm/vgg11_backend_TORCH: - metric_value: 0.6809 - metric_value_fp32: 0.68344 + metric_value: 0.77792 +timm/tf_inception_v3_backend_TORCH: + metric_value: 0.77542 +timm/vgg11_backend_CUDA_TORCH: + metric_value: 0.6809 +timm/vgg11_backend_FP32: + metric_value: 0.68344 timm/vgg11_backend_ONNX: - metric_value: 0.681 - metric_value_fp32: 0.68344 + metric_value: 0.681 timm/vgg11_backend_OV: - metric_value: 0.6809 - metric_value_fp32: 0.68344 - -timm/visformer_small_backend_TORCH: - metric_value: 0.77728 - metric_value_fp32: 0.77902 + metric_value: 0.6809 +timm/vgg11_backend_TORCH: + metric_value: 0.6809 +timm/visformer_small_backend_CUDA_TORCH: + metric_value: 0.77728 +timm/visformer_small_backend_FP32: + metric_value: 0.77902 timm/visformer_small_backend_ONNX: - metric_value: 0.77432 - metric_value_fp32: 0.77902 + metric_value: 0.77678 timm/visformer_small_backend_OV: - metric_value: 0.77686 - metric_value_fp32: 0.77902 + metric_value: 0.77686 timm/visformer_small_backend_POT: - metric_value: 0.77736 - metric_value_fp32: 0.77902 - -timm/wide_resnet50_2_backend_OLD_TORCH: - metric_value: 0.80588 - metric_value_fp32: 0.81414 -timm/wide_resnet50_2_backend_TORCH: - metric_value: 0.81186 - metric_value_fp32: 0.81414 + metric_value: 0.77736 +timm/visformer_small_backend_TORCH: + metric_value: 0.77728 +timm/wide_resnet50_2_backend_CUDA_TORCH: + metric_value: 0.81186 +timm/wide_resnet50_2_backend_FP32: + metric_value: 0.81414 timm/wide_resnet50_2_backend_ONNX: - metric_value: 0.81214 - metric_value_fp32: 0.81414 + metric_value: 0.81214 timm/wide_resnet50_2_backend_OV: - metric_value: 0.81136 - metric_value_fp32: 0.81414 + metric_value: 0.81136 timm/wide_resnet50_2_backend_POT: - metric_value: 0.8114 - metric_value_fp32: 0.81414 + metric_value: 0.8114 +timm/wide_resnet50_2_backend_TORCH: + metric_value: 0.81186 diff --git a/tests/post_training/requirements.txt b/tests/post_training/requirements.txt index b516ca9ec75..afb1779c871 100644 --- a/tests/post_training/requirements.txt +++ b/tests/post_training/requirements.txt @@ -7,13 +7,13 @@ onnx==1.13.1 onnxruntime==1.14.1 pytest pytest-cov -openvino-dev==2023.1.0 +openvino-dev==2023.2.0 optimum[onnxruntime,openvino]==1.8.8 optimum-intel @ git+https://github.com/huggingface/optimum-intel@47428484598986443686b7c8ba825b4a3d7b4f73 soundfile==0.12.1 librosa==0.10.0 memory-profiler==0.61.0 -pandas==1.3.5 +pandas==2.0.3 tensorboard==2.13.0 tensorflow-io==0.32.0 timm==0.9.2 diff --git a/tests/post_training/test_quantize_conformance.py b/tests/post_training/test_quantize_conformance.py index fa62eafd77b..c7a35d955be 100644 --- a/tests/post_training/test_quantize_conformance.py +++ b/tests/post_training/test_quantize_conformance.py @@ -12,29 +12,30 @@ import time import traceback +from collections import OrderedDict from pathlib import Path +from typing import Dict, Optional +import pandas as pd import pytest import yaml from tests.post_training.model_scope import TEST_CASES from tests.post_training.pipelines.base import BackendType +from tests.post_training.pipelines.base import BaseTestPipeline from tests.post_training.pipelines.base import RunInfo -@pytest.fixture(scope="session", name="data") +@pytest.fixture(scope="session", name="data_dir") def fixture_data(pytestconfig): - return pytestconfig.getoption("data") + if pytestconfig.getoption("data") is None: + raise ValueError("This test requires the --data argument to be specified.") + return Path(pytestconfig.getoption("data")) -@pytest.fixture(scope="session", name="output") +@pytest.fixture(scope="session", name="output_dir") def fixture_output(pytestconfig): - return pytestconfig.getoption("output") - - -@pytest.fixture(scope="session", name="result") -def fixture_result(pytestconfig): - return pytestconfig.test_results + return Path(pytestconfig.getoption("output")) @pytest.fixture(scope="session", name="no_eval") @@ -42,48 +43,122 @@ def fixture_no_eval(pytestconfig): return pytestconfig.getoption("no_eval") -def read_reference_data(): +@pytest.fixture(scope="session", name="subset_size") +def fixture_subset_size(pytestconfig): + return pytestconfig.getoption("subset_size") + + +@pytest.fixture(scope="session", name="run_fp32_backend") +def fixture_run_fp32_backend(pytestconfig): + return pytestconfig.getoption("fp32") + + +@pytest.fixture(scope="session", name="run_torch_cuda_backend") +def fixture_run_torch_cuda_backend(pytestconfig): + return pytestconfig.getoption("cuda") + + +@pytest.fixture(scope="session", name="run_benchmark_app") +def fixture_run_benchmark_app(pytestconfig): + return pytestconfig.getoption("benchmark") + + +@pytest.fixture(scope="session", name="extra_columns") +def fixture_extra_columns(pytestconfig): + return pytestconfig.getoption("extra_columns") + + +@pytest.fixture(scope="session", name="reference_data") +def fixture_reference_data(): path_reference = Path(__file__).parent / "reference_data.yaml" with path_reference.open() as f: data = yaml.safe_load(f) return data -REFERENCE_DATA = read_reference_data() +@pytest.fixture(scope="session", name="result_data") +def fixture_report_data(output_dir, run_benchmark_app, extra_columns): + data: Dict[str, RunInfo] = {} + + yield data + + if data: + test_results = OrderedDict(sorted(data.items())) + df = pd.DataFrame(v for v in test_results.values()) + + if not run_benchmark_app: + df = df.drop(columns=["FPS"]) + if not extra_columns: + df = df.drop(columns=["Stat. collection time", "Bias correction time", "Validation time"]) + + output_dir.mkdir(parents=True, exist_ok=True) + df.to_csv(output_dir / "results.csv", index=False) @pytest.mark.parametrize("test_case_name", TEST_CASES.keys()) -def test_ptq_quantization(test_case_name, data, output, result, no_eval): +def test_ptq_quantization( + reference_data: dict, + test_case_name: str, + data_dir: Path, + output_dir: Path, + result_data: Dict[str, RunInfo], + no_eval: bool, + run_fp32_backend: bool, + run_torch_cuda_backend: bool, + subset_size: Optional[int], + run_benchmark_app: bool, + capsys: pytest.CaptureFixture, + extra_columns: bool, +): pipeline = None + captured = None err_msg = None test_model_param = None start_time = time.perf_counter() try: - if test_case_name not in REFERENCE_DATA: + if test_case_name not in reference_data: raise RuntimeError(f"{test_case_name} does not exist in 'reference_data.yaml'") test_model_param = TEST_CASES[test_case_name] + + if test_model_param["backend"] == BackendType.FP32 and not run_fp32_backend: + pytest.skip("To run test for not quantized model use --fp32 argument") + + if test_model_param["backend"] == BackendType.CUDA_TORCH and not run_torch_cuda_backend: + pytest.skip("To run test for CUDA_TORCH backend use --cuda argument") + pipeline_cls = test_model_param["pipeline_cls"] + if subset_size: + if "ptq_params" not in test_model_param: + test_model_param["ptq_params"] = {} + test_model_param["ptq_params"]["subset_size"] = subset_size + print("\n") print(f"Model: {test_model_param['reported_name']}") print(f"Backend: {test_model_param['backend']}") print(f"PTQ params: {test_model_param['ptq_params']}") + # Get target fp32 metric value + model_name = test_case_name.split("_backend_")[0] + test_reference = reference_data[test_case_name] + test_reference["metric_value_fp32"] = reference_data[f"{model_name}_backend_FP32"]["metric_value"] + pipeline_kwargs = { "reported_name": test_model_param["reported_name"], "model_id": test_model_param["model_id"], "backend": test_model_param["backend"], "ptq_params": test_model_param["ptq_params"], "params": test_model_param.get("params"), - "output_dir": output, - "data_dir": data, - "reference_data": REFERENCE_DATA[test_case_name], + "output_dir": output_dir, + "data_dir": data_dir, + "reference_data": test_reference, "no_eval": no_eval, + "run_benchmark_app": run_benchmark_app, } - pipeline = pipeline_cls(**pipeline_kwargs) + pipeline: BaseTestPipeline = pipeline_cls(**pipeline_kwargs) pipeline.run() except Exception as e: @@ -94,6 +169,16 @@ def test_ptq_quantization(test_case_name, data, output, result, no_eval): run_info = pipeline.get_run_info() if err_msg: run_info.status = f"{run_info.status} | {err_msg}" if run_info.status else err_msg + + # Collect stdout and stderr logs to files + stdout_file = pipeline.output_model_dir / "stdout.log" + stderr_file = pipeline.output_model_dir / "stderr.log" + captured = capsys.readouterr() + stdout_file.write_text(captured.out, encoding="utf-8") + stderr_file.write_text(captured.err, encoding="utf-8") + + if extra_columns: + pipeline.collect_data_from_stdout(captured.out) else: if test_model_param is not None: run_info = RunInfo( @@ -110,7 +195,7 @@ def test_ptq_quantization(test_case_name, data, output, result, no_eval): ) run_info.time_total = time.perf_counter() - start_time - result[test_case_name] = run_info.get_result_dict() + result_data[test_case_name] = run_info.get_result_dict() if err_msg: pytest.fail(err_msg) diff --git a/tests/post_training/test_templates/models.py b/tests/post_training/test_templates/models.py index be4e78a78b7..a6225d59971 100644 --- a/tests/post_training/test_templates/models.py +++ b/tests/post_training/test_templates/models.py @@ -51,6 +51,7 @@ def __init__( conv_layer_attrs=None, input_layer_attrs=None, output_layer_attrs=None, + nncf_graph_cls=NNCFGraph, ): # Original graph # Input_1 @@ -65,7 +66,7 @@ def __init__( ] node_edges = [("Input_1", "Conv_1"), ("Conv_1", "Output_1")] original_mock_graph = create_mock_graph(nodes, node_edges) - self.nncf_graph = get_nncf_graph_from_mock_nx_graph(original_mock_graph) + self.nncf_graph = get_nncf_graph_from_mock_nx_graph(original_mock_graph, nncf_graph_cls) class NNCFGraphToTestSumAggregation: @@ -170,8 +171,8 @@ def __init__( self, conv_metatype, add_metatype, - conv_layer_attrs=None, - conv_layer_attrs_1=None, + conv_1_layer_attrs=None, + conv_2_layer_attrs=None, both_biases=True, add_layer_attrs=None, constant_metatype=ConstantTestMetatype, @@ -188,16 +189,16 @@ def __init__( # | # Add_2 # Output_1 - if conv_layer_attrs_1 is None: - conv_layer_attrs_1 = conv_layer_attrs + if conv_2_layer_attrs is None: + conv_2_layer_attrs = conv_1_layer_attrs nodes = [ NodeWithType("Input_1", InputNoopMetatype), NodeWithType("Conv_1_W", constant_metatype), - NodeWithType("Conv_1", conv_metatype, layer_attributes=conv_layer_attrs), + NodeWithType("Conv_1", conv_metatype, layer_attributes=conv_1_layer_attrs), NodeWithType("Add_1_W", constant_metatype), NodeWithType("Add_1", add_metatype, layer_attributes=add_layer_attrs), NodeWithType("Conv_2_W", constant_metatype), - NodeWithType("Conv_2", conv_metatype, layer_attributes=conv_layer_attrs_1), + NodeWithType("Conv_2", conv_metatype, layer_attributes=conv_2_layer_attrs), NodeWithType("Output_1", OutputNoopMetatype), ] if both_biases: @@ -303,27 +304,73 @@ def __init__( class NNCFGraphToTestConstantFiltering: - def __init__(self, constant_metatype, read_variable_metatype, nncf_graph_cls=NNCFGraph) -> None: + def __init__( + self, + constant_metatype, + node_with_weights_metatype, + concat_layer_attr, + add_node_between_const_and_weight_node, + nncf_graph_cls=NNCFGraph, + ) -> None: nodes = [ NodeWithType("Input_1", InputNoopMetatype), - NodeWithType("Conv", None), + NodeWithType("Conv", node_with_weights_metatype), NodeWithType("Weights", constant_metatype), - NodeWithType("AnyNodeBetweenWeightAndConv", None), NodeWithType("Weights2", constant_metatype), - NodeWithType("Conv2", None), - NodeWithType("ReadVariable", read_variable_metatype), + NodeWithType("Conv2", node_with_weights_metatype), + NodeWithType("ReadVariable", InputNoopMetatype), NodeWithType("Add", None), + NodeWithType("Weights3", constant_metatype), + NodeWithType("Weights4", constant_metatype), + NodeWithType("Conv3", node_with_weights_metatype), + NodeWithType("NodeAfterConstantConv", None), NodeWithType("Final_node", None), + NodeWithType("Input_2", InputNoopMetatype), + NodeWithType("Const0", constant_metatype), + NodeWithType("Const1", constant_metatype), + NodeWithType("Concat_with_input", None, layer_attributes=concat_layer_attr), + NodeWithType("Const2", constant_metatype), + NodeWithType("Const3", constant_metatype), + NodeWithType("Const4", constant_metatype), + NodeWithType("Concat_with_constant", None, layer_attributes=concat_layer_attr), + NodeWithType("Const5", constant_metatype), + NodeWithType("Const6", constant_metatype), + NodeWithType("Concat_with_missed_input", None, layer_attributes=concat_layer_attr), ] edges = [ ("Input_1", "Conv"), - ("Weights", "AnyNodeBetweenWeightAndConv"), - ("AnyNodeBetweenWeightAndConv", "Conv"), + ("Weights", "Conv"), ("Weights2", "Conv2"), ("Conv2", "Add"), ("ReadVariable", "Add"), ("Add", "Final_node"), + ("Weights3", "Conv3"), + ("Weights4", "Conv3"), + ("Conv3", "NodeAfterConstantConv"), + ("Input_2", "Concat_with_input"), + ("Const0", "Concat_with_input"), + ("Const1", "Concat_with_input"), + ("Const2", "Concat_with_constant"), + ("Const3", "Concat_with_constant"), + ("Const4", "Concat_with_constant"), + ("Const5", "Concat_with_missed_input"), + ("Const6", "Concat_with_missed_input"), ] + if add_node_between_const_and_weight_node: + constant_nodes = [node for node in nodes if node.node_op_metatype is constant_metatype] + const_node_to_edge = {} + for node in constant_nodes: + for i, edge in enumerate(edges): + if node.node_name == edge[0]: + const_node_to_edge[node] = edge + break + del edges[i] + for node, edge in const_node_to_edge.items(): + any_after_node_name = f"AnyAfter{node.node_name}" + nodes.append(NodeWithType(any_after_node_name, None)) + edges.append((edge[0], any_after_node_name)) + edges.append((any_after_node_name, edge[1])) + original_mock_graph = create_mock_graph(nodes, edges) self.nncf_graph = get_nncf_graph_from_mock_nx_graph(original_mock_graph, nncf_graph_cls) diff --git a/tests/post_training/test_templates/test_ptq_params.py b/tests/post_training/test_templates/test_ptq_params.py index 4dbc05a5492..6d4ad6fe99d 100644 --- a/tests/post_training/test_templates/test_ptq_params.py +++ b/tests/post_training/test_templates/test_ptq_params.py @@ -161,9 +161,9 @@ def test_quantize_outputs(self, test_params, quantize_outputs): ignored_patterns = test_params["test_model_type_pass"]["ignored_patterns"] inference_nncf_graph = transform_to_inference_graph( deepcopy(nncf_graph), + min_max_algo._backend_entity.get_start_nodes_for_activation_path_tracing(nncf_graph), min_max_algo._backend_entity.shapeof_metatypes, min_max_algo._backend_entity.dropout_metatypes, - min_max_algo._backend_entity.read_variable_metatypes, ) q_setup = min_max_algo._get_quantizer_setup(nncf_graph, inference_nncf_graph, hw_patterns, ignored_patterns) act_num_q, weight_num_q = 0, 0 @@ -186,9 +186,9 @@ def test_ignored_scopes(self, test_params, ignored_scopes_data): ignored_patterns = test_params["test_model_type_pass"]["ignored_patterns"] inference_nncf_graph = transform_to_inference_graph( deepcopy(nncf_graph), + min_max_algo._backend_entity.get_start_nodes_for_activation_path_tracing(nncf_graph), min_max_algo._backend_entity.shapeof_metatypes, min_max_algo._backend_entity.dropout_metatypes, - min_max_algo._backend_entity.read_variable_metatypes, ) q_setup = min_max_algo._get_quantizer_setup(nncf_graph, inference_nncf_graph, hw_patterns, ignored_patterns) act_num_q, weight_num_q = 0, 0 @@ -211,9 +211,9 @@ def test_model_type_pass(self, test_params, model_type): ignored_patterns = test_params["test_model_type_pass"]["ignored_patterns"] inference_nncf_graph = transform_to_inference_graph( deepcopy(nncf_graph), + min_max_algo._backend_entity.get_start_nodes_for_activation_path_tracing(nncf_graph), min_max_algo._backend_entity.shapeof_metatypes, min_max_algo._backend_entity.dropout_metatypes, - min_max_algo._backend_entity.read_variable_metatypes, ) q_setup = min_max_algo._get_quantizer_setup(nncf_graph, inference_nncf_graph, hw_patterns, ignored_patterns) for quantization_point in q_setup.quantization_points.values(): @@ -276,7 +276,12 @@ def test_quantization_points_overflow_fix(self, overflow_fix, affected_target_po @pytest.mark.parametrize("validate_scopes", (True, False)) def test_validate_scope(self, test_params, validate_scopes): nncf_graph = test_params["test_model_type_pass"]["nncf_graph"] - inference_nncf_graph = transform_to_inference_graph(deepcopy(nncf_graph), [], []) + inference_nncf_graph = transform_to_inference_graph( + deepcopy(nncf_graph), + self.get_algo_backend().get_start_nodes_for_activation_path_tracing(nncf_graph), + [], + [], + ) ignored_patterns = test_params["test_model_type_pass"]["ignored_patterns"] algo = MinMaxQuantization( ignored_scope=IgnoredScope(names=["some_node"], validate=validate_scopes), diff --git a/tests/post_training/test_templates/test_quantizer_config.py b/tests/post_training/test_templates/test_quantizer_config.py index 8afbeae00a2..9f026250769 100644 --- a/tests/post_training/test_templates/test_quantizer_config.py +++ b/tests/post_training/test_templates/test_quantizer_config.py @@ -89,9 +89,9 @@ def test_default_quantizer_config(self, single_conv_nncf_graph): nncf_graph = single_conv_nncf_graph.nncf_graph inference_nncf_graph = transform_to_inference_graph( deepcopy(nncf_graph), + min_max_algo._backend_entity.get_start_nodes_for_activation_path_tracing(nncf_graph), min_max_algo._backend_entity.shapeof_metatypes, min_max_algo._backend_entity.dropout_metatypes, - min_max_algo._backend_entity.read_variable_metatypes, ) q_setup = min_max_algo._get_quantizer_setup( nncf_graph, inference_nncf_graph, hw_patterns=GraphPattern(), ignored_patterns=GraphPattern() @@ -143,9 +143,9 @@ def test_quantizer_config_from_ptq_params_for_CPU( nncf_graph = single_conv_nncf_graph.nncf_graph inference_nncf_graph = transform_to_inference_graph( deepcopy(nncf_graph), + min_max_algo._backend_entity.get_start_nodes_for_activation_path_tracing(nncf_graph), min_max_algo._backend_entity.shapeof_metatypes, min_max_algo._backend_entity.dropout_metatypes, - min_max_algo._backend_entity.read_variable_metatypes, ) if signed_weights is False or signed_activations in [True, False]: # Incompatible with HW CPU config with pytest.raises( @@ -185,9 +185,9 @@ def test_depthwise_conv_default_quantizer_config(self, depthwise_conv_nncf_graph nncf_graph = depthwise_conv_nncf_graph.nncf_graph inference_nncf_graph = transform_to_inference_graph( deepcopy(nncf_graph), + min_max_algo._backend_entity.get_start_nodes_for_activation_path_tracing(nncf_graph), min_max_algo._backend_entity.shapeof_metatypes, min_max_algo._backend_entity.dropout_metatypes, - min_max_algo._backend_entity.read_variable_metatypes, ) q_setup = min_max_algo._get_quantizer_setup( nncf_graph, inference_nncf_graph, hw_patterns=GraphPattern(), ignored_patterns=GraphPattern() diff --git a/tests/shared/command.py b/tests/shared/command.py index 99f94f5789e..9e02e97baa1 100644 --- a/tests/shared/command.py +++ b/tests/shared/command.py @@ -49,7 +49,7 @@ def kill_process_tree(self, pid): except OSError as err: print(err) - def run(self, timeout=3600, assert_returncode_zero=True): + def run(self, timeout=3600, assert_returncode_zero=True, stdout=True): print(f"Running command: {self.cmd}") def target(): @@ -72,9 +72,11 @@ def target(): for line in self.process.stdout: line = line.decode("utf-8") self.output.append(line) - sys.stdout.write(line) + if stdout: + sys.stdout.write(line) - sys.stdout.flush() + if stdout: + sys.stdout.flush() self.process.stdout.close() self.process.wait() diff --git a/tests/tensorflow/sdl/__init__.py b/tests/tensorflow/sdl/__init__.py new file mode 100644 index 00000000000..9b29b47534a --- /dev/null +++ b/tests/tensorflow/sdl/__init__.py @@ -0,0 +1,10 @@ +# Copyright (c) 2023 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/tests/tensorflow/sdl/test_symlinks.py b/tests/tensorflow/sdl/test_symlinks.py new file mode 100644 index 00000000000..dbdcd6f78ef --- /dev/null +++ b/tests/tensorflow/sdl/test_symlinks.py @@ -0,0 +1,32 @@ +# Copyright (c) 2023 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 pathlib import Path +from typing import Any, Callable + +import pytest +import tensorflow as tf + +from nncf.tensorflow.algorithm_selector import NoCompressionAlgorithmController +from tests.cross_fw.sdl.symlinks import FileOpeningEntrypointProvider +from tests.cross_fw.sdl.symlinks import check_symlinks_are_not_followed + + +class TFCompressionControllerExportEntrypoint(FileOpeningEntrypointProvider): + def get_entrypoint(self) -> Callable[[str], Any]: + mock_tf_model = tf.keras.Model() + ctrl = NoCompressionAlgorithmController(mock_tf_model) + return ctrl.export_model + + +@pytest.mark.parametrize("file_opening_entrypoint", [TFCompressionControllerExportEntrypoint()]) +def test_symlinks_are_not_followed(tmp_path: Path, file_opening_entrypoint: FileOpeningEntrypointProvider): + entrypoint = file_opening_entrypoint.get_entrypoint() + check_symlinks_are_not_followed(tmp_path, entrypoint) diff --git a/tests/torch/conftest.py b/tests/torch/conftest.py index a75b519847a..3e6f6292bad 100644 --- a/tests/torch/conftest.py +++ b/tests/torch/conftest.py @@ -10,6 +10,7 @@ # limitations under the License. import os import random +from pathlib import Path import pytest @@ -138,22 +139,17 @@ def mixed_precision(request): @pytest.fixture(scope="module") def sota_checkpoints_dir(request): - return request.config.getoption("--sota-checkpoints-dir") + return Path(request.config.getoption("--sota-checkpoints-dir")) @pytest.fixture(scope="module") def sota_data_dir(request): - return request.config.getoption("--sota-data-dir") - - -@pytest.fixture(scope="module") -def metrics_dump_dir(request): - pytest.metrics_dump_path = request.config.getoption("--metrics-dump-path") + return Path(request.config.getoption("--sota-data-dir")) @pytest.fixture(scope="module") def ov_data_dir(request): - return request.config.getoption("--ov-data-dir") + return Path(request.config.getoption("--ov-data-dir")) @pytest.fixture(scope="module") @@ -188,11 +184,6 @@ def openvino(request): return request.config.getoption("--run-openvino-eval") -@pytest.fixture(scope="module") -def onnx_dir(request): - return request.config.getoption("--onnx-dir") - - @pytest.fixture(scope="module") def ov_config_dir(request): return request.config.getoption("--ov-config-dir") @@ -253,8 +244,8 @@ def runs_subprocess_in_precommit(): @pytest.fixture(scope="module") -def cuda_ip(request): - return request.config.getoption("--cuda-ip") +def distributed_mode_sync_port(request): + return request.config.getoption("--distributed-mode-sync-port") @pytest.fixture diff --git a/tests/torch/data/ac_configs/googlenet_imagenet.yml b/tests/torch/data/ac_configs/googlenet_imagenet.yml index 8a374b5570b..dd9feb16a61 100644 --- a/tests/torch/data/ac_configs/googlenet_imagenet.yml +++ b/tests/torch/data/ac_configs/googlenet_imagenet.yml @@ -22,8 +22,9 @@ models: - type: crop size: 224 use_pillow: true - # Image channels must be swapped, because "pillow_imread" reads in RGB, but converted model expect BGR - - type: rgb_to_bgr + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 # Using accuracy metric, achieved result of public model - 77.45% and 93.56% (top 1 and top 5 respectively) metrics: diff --git a/tests/torch/data/ac_configs/googlenet_imagenet_pruning_geometric_median.yml b/tests/torch/data/ac_configs/googlenet_imagenet_pruning_geometric_median.yml index 74833bec996..68726fb1e31 100644 --- a/tests/torch/data/ac_configs/googlenet_imagenet_pruning_geometric_median.yml +++ b/tests/torch/data/ac_configs/googlenet_imagenet_pruning_geometric_median.yml @@ -22,8 +22,9 @@ models: - type: crop size: 224 use_pillow: true - # Image channels must be swapped, because "pillow_imread" reads in RGB, but converted model expect BGR - - type: rgb_to_bgr + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 # Using accuracy metric, achieved result of public model - 77.45% and 93.56% (top 1 and top 5 respectively) metrics: diff --git a/tests/torch/data/ac_configs/icnet_camvid.yml b/tests/torch/data/ac_configs/icnet_camvid.yml index 41316e710b6..5b376a8f637 100644 --- a/tests/torch/data/ac_configs/icnet_camvid.yml +++ b/tests/torch/data/ac_configs/icnet_camvid.yml @@ -18,7 +18,9 @@ models: dst_width: 960 use_pillow: True interpolation: BILINEAR - - type: bgr_to_rgb + - type: normalization + mean: 99.603, 103.329, 105.6567 + std: 75.643, 77.821, 76.746 postprocessing: - type: resize_segmentation_mask diff --git a/tests/torch/data/ac_configs/icnet_camvid_int8.yml b/tests/torch/data/ac_configs/icnet_camvid_int8.yml index 08883094657..4d0f2a7d987 100644 --- a/tests/torch/data/ac_configs/icnet_camvid_int8.yml +++ b/tests/torch/data/ac_configs/icnet_camvid_int8.yml @@ -18,7 +18,9 @@ models: dst_width: 960 use_pillow: True interpolation: BILINEAR - - type: bgr_to_rgb + - type: normalization + mean: 99.603, 103.329, 105.6567 + std: 75.643, 77.821, 76.746 postprocessing: - type: resize_segmentation_mask @@ -29,4 +31,4 @@ models: metrics: - type: mean_iou use_argmax: True - ignore_label: 11 \ No newline at end of file + ignore_label: 11 diff --git a/tests/torch/data/ac_configs/icnet_camvid_magnitude_sparsity_int8.yml b/tests/torch/data/ac_configs/icnet_camvid_magnitude_sparsity_int8.yml index 1f6196b4168..90bd30f4f8a 100644 --- a/tests/torch/data/ac_configs/icnet_camvid_magnitude_sparsity_int8.yml +++ b/tests/torch/data/ac_configs/icnet_camvid_magnitude_sparsity_int8.yml @@ -18,7 +18,9 @@ models: dst_width: 960 use_pillow: True interpolation: BILINEAR - - type: bgr_to_rgb + - type: normalization + mean: 99.603, 103.329, 105.6567 + std: 75.643, 77.821, 76.746 postprocessing: - type: resize_segmentation_mask @@ -29,4 +31,4 @@ models: metrics: - type: mean_iou use_argmax: True - ignore_label: 11 \ No newline at end of file + ignore_label: 11 diff --git a/tests/torch/data/ac_configs/inception_v3_imagenet.yml b/tests/torch/data/ac_configs/inception_v3_imagenet.yml index aa985dd8a95..3508515336b 100644 --- a/tests/torch/data/ac_configs/inception_v3_imagenet.yml +++ b/tests/torch/data/ac_configs/inception_v3_imagenet.yml @@ -20,7 +20,9 @@ models: - type: crop size: 299 use_pillow: True - - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 metrics: - name: accuracy@top1 diff --git a/tests/torch/data/ac_configs/inception_v3_imagenet_int8.yml b/tests/torch/data/ac_configs/inception_v3_imagenet_int8.yml index 88800b22d6a..7384934ae3e 100644 --- a/tests/torch/data/ac_configs/inception_v3_imagenet_int8.yml +++ b/tests/torch/data/ac_configs/inception_v3_imagenet_int8.yml @@ -20,7 +20,9 @@ models: - type: crop size: 299 use_pillow: True - - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 metrics: - name: accuracy@top1 diff --git a/tests/torch/data/ac_configs/inception_v3_imagenet_rb_sparsity_int8.yml b/tests/torch/data/ac_configs/inception_v3_imagenet_rb_sparsity_int8.yml index 57409aaa623..04264a7b7ce 100644 --- a/tests/torch/data/ac_configs/inception_v3_imagenet_rb_sparsity_int8.yml +++ b/tests/torch/data/ac_configs/inception_v3_imagenet_rb_sparsity_int8.yml @@ -20,9 +20,11 @@ models: - type: crop size: 299 use_pillow: True - - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 metrics: - name: accuracy@top1 type: accuracy - top_k: 1 \ No newline at end of file + top_k: 1 diff --git a/tests/torch/data/ac_configs/mobilenet_v2_imagenet.yml b/tests/torch/data/ac_configs/mobilenet_v2_imagenet.yml index 06f3b0677bf..9705d23dd16 100644 --- a/tests/torch/data/ac_configs/mobilenet_v2_imagenet.yml +++ b/tests/torch/data/ac_configs/mobilenet_v2_imagenet.yml @@ -20,7 +20,9 @@ models: - type: crop size: 224 use_pillow: True - - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 metrics: - name: accuracy@top1 diff --git a/tests/torch/data/ac_configs/mobilenet_v2_imagenet_int4_int8.yml b/tests/torch/data/ac_configs/mobilenet_v2_imagenet_int4_int8.yml index 0ff939721e4..58ccaeaab22 100644 --- a/tests/torch/data/ac_configs/mobilenet_v2_imagenet_int4_int8.yml +++ b/tests/torch/data/ac_configs/mobilenet_v2_imagenet_int4_int8.yml @@ -20,7 +20,9 @@ models: - type: crop size: 224 use_pillow: True - - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 metrics: - name: accuracy@top1 diff --git a/tests/torch/data/ac_configs/mobilenet_v2_imagenet_int8.yml b/tests/torch/data/ac_configs/mobilenet_v2_imagenet_int8.yml index 2689a3a871f..cab4c1f920f 100644 --- a/tests/torch/data/ac_configs/mobilenet_v2_imagenet_int8.yml +++ b/tests/torch/data/ac_configs/mobilenet_v2_imagenet_int8.yml @@ -20,7 +20,9 @@ models: - type: crop size: 224 use_pillow: True - - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 metrics: - name: accuracy@top1 diff --git a/tests/torch/data/ac_configs/mobilenet_v2_imagenet_int8_per_tensor.yml b/tests/torch/data/ac_configs/mobilenet_v2_imagenet_int8_per_tensor.yml index c62586c1c0f..33b25187142 100644 --- a/tests/torch/data/ac_configs/mobilenet_v2_imagenet_int8_per_tensor.yml +++ b/tests/torch/data/ac_configs/mobilenet_v2_imagenet_int8_per_tensor.yml @@ -20,7 +20,9 @@ models: - type: crop size: 224 use_pillow: True - - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 metrics: - name: accuracy@top1 diff --git a/tests/torch/data/ac_configs/mobilenet_v2_imagenet_rb_sparsity_int8.yml b/tests/torch/data/ac_configs/mobilenet_v2_imagenet_rb_sparsity_int8.yml index d406e586819..c4047aee9d2 100644 --- a/tests/torch/data/ac_configs/mobilenet_v2_imagenet_rb_sparsity_int8.yml +++ b/tests/torch/data/ac_configs/mobilenet_v2_imagenet_rb_sparsity_int8.yml @@ -20,7 +20,9 @@ models: - type: crop size: 224 use_pillow: True - - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 metrics: - name: accuracy@top1 diff --git a/tests/torch/data/ac_configs/mobilenet_v3_small_imagenet.yml b/tests/torch/data/ac_configs/mobilenet_v3_small_imagenet.yml index 866345a3ecd..30c268067d3 100644 --- a/tests/torch/data/ac_configs/mobilenet_v3_small_imagenet.yml +++ b/tests/torch/data/ac_configs/mobilenet_v3_small_imagenet.yml @@ -20,7 +20,9 @@ models: - type: crop size: 224 use_pillow: True - - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 metrics: - name: accuracy@top1 diff --git a/tests/torch/data/ac_configs/mobilenet_v3_small_imagenet_int8.yml b/tests/torch/data/ac_configs/mobilenet_v3_small_imagenet_int8.yml index 6111be6658c..fbee894f00e 100644 --- a/tests/torch/data/ac_configs/mobilenet_v3_small_imagenet_int8.yml +++ b/tests/torch/data/ac_configs/mobilenet_v3_small_imagenet_int8.yml @@ -20,7 +20,9 @@ models: - type: crop size: 224 use_pillow: True - - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 metrics: - name: accuracy@top1 diff --git a/tests/torch/data/ac_configs/resnet18_imagenet.yml b/tests/torch/data/ac_configs/resnet18_imagenet.yml index 03adef08340..198075579e1 100644 --- a/tests/torch/data/ac_configs/resnet18_imagenet.yml +++ b/tests/torch/data/ac_configs/resnet18_imagenet.yml @@ -20,7 +20,9 @@ models: - type: crop size: 224 use_pillow: True - - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 metrics: - name: accuracy@top1 diff --git a/tests/torch/data/ac_configs/resnet18_imagenet_binarization_dorefa.yml b/tests/torch/data/ac_configs/resnet18_imagenet_binarization_dorefa.yml index 3417592969e..d2bc42fbb9b 100644 --- a/tests/torch/data/ac_configs/resnet18_imagenet_binarization_dorefa.yml +++ b/tests/torch/data/ac_configs/resnet18_imagenet_binarization_dorefa.yml @@ -20,7 +20,9 @@ models: - type: crop size: 224 use_pillow: True - - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 metrics: - name: accuracy@top1 diff --git a/tests/torch/data/ac_configs/resnet18_imagenet_binarization_xnor.yml b/tests/torch/data/ac_configs/resnet18_imagenet_binarization_xnor.yml index 6367f29b84f..415ed48ab15 100644 --- a/tests/torch/data/ac_configs/resnet18_imagenet_binarization_xnor.yml +++ b/tests/torch/data/ac_configs/resnet18_imagenet_binarization_xnor.yml @@ -20,7 +20,9 @@ models: - type: crop size: 224 use_pillow: True - - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 metrics: - name: accuracy@top1 diff --git a/tests/torch/data/ac_configs/resnet18_imagenet_pruning_geometric_median.yml b/tests/torch/data/ac_configs/resnet18_imagenet_pruning_geometric_median.yml index 448f4189a54..29b6d2703f6 100644 --- a/tests/torch/data/ac_configs/resnet18_imagenet_pruning_geometric_median.yml +++ b/tests/torch/data/ac_configs/resnet18_imagenet_pruning_geometric_median.yml @@ -20,7 +20,9 @@ models: - type: crop size: 224 use_pillow: True - - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 metrics: - name: accuracy@top1 diff --git a/tests/torch/data/ac_configs/resnet18_imagenet_pruning_magnitude.yml b/tests/torch/data/ac_configs/resnet18_imagenet_pruning_magnitude.yml index 154688901e2..04c86e55a1e 100644 --- a/tests/torch/data/ac_configs/resnet18_imagenet_pruning_magnitude.yml +++ b/tests/torch/data/ac_configs/resnet18_imagenet_pruning_magnitude.yml @@ -20,7 +20,9 @@ models: - type: crop size: 224 use_pillow: True - - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 metrics: - name: accuracy@top1 diff --git a/tests/torch/data/ac_configs/resnet34_imagenet.yml b/tests/torch/data/ac_configs/resnet34_imagenet.yml index bfe760d172a..d09a15d1390 100644 --- a/tests/torch/data/ac_configs/resnet34_imagenet.yml +++ b/tests/torch/data/ac_configs/resnet34_imagenet.yml @@ -20,7 +20,9 @@ models: - type: crop size: 224 use_pillow: True - - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 metrics: - name: accuracy@top1 diff --git a/tests/torch/data/ac_configs/resnet34_imagenet_pruning_geometric_median_kd.yml b/tests/torch/data/ac_configs/resnet34_imagenet_pruning_geometric_median_kd.yml index 6ccfc66f82e..3a96a89b657 100644 --- a/tests/torch/data/ac_configs/resnet34_imagenet_pruning_geometric_median_kd.yml +++ b/tests/torch/data/ac_configs/resnet34_imagenet_pruning_geometric_median_kd.yml @@ -20,7 +20,9 @@ models: - type: crop size: 224 use_pillow: True - - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 metrics: - name: accuracy@top1 diff --git a/tests/torch/data/ac_configs/resnet34_imagenet_pruning_magnitude.yml b/tests/torch/data/ac_configs/resnet34_imagenet_pruning_magnitude.yml index 1a6dbbc9cf5..bf246aee500 100644 --- a/tests/torch/data/ac_configs/resnet34_imagenet_pruning_magnitude.yml +++ b/tests/torch/data/ac_configs/resnet34_imagenet_pruning_magnitude.yml @@ -20,7 +20,9 @@ models: - type: crop size: 224 use_pillow: True - - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 metrics: - name: accuracy@top1 diff --git a/tests/torch/data/ac_configs/resnet50_imagenet.yml b/tests/torch/data/ac_configs/resnet50_imagenet.yml index 8e3707c4f23..6a1c0963131 100644 --- a/tests/torch/data/ac_configs/resnet50_imagenet.yml +++ b/tests/torch/data/ac_configs/resnet50_imagenet.yml @@ -20,7 +20,9 @@ models: - type: crop size: 224 use_pillow: True - - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 metrics: - name: accuracy@top1 diff --git a/tests/torch/data/ac_configs/resnet50_imagenet_int4_int8.yml b/tests/torch/data/ac_configs/resnet50_imagenet_int4_int8.yml index f9227e5a73c..01587fb749a 100644 --- a/tests/torch/data/ac_configs/resnet50_imagenet_int4_int8.yml +++ b/tests/torch/data/ac_configs/resnet50_imagenet_int4_int8.yml @@ -20,7 +20,9 @@ models: - type: crop size: 224 use_pillow: True - - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 metrics: - name: accuracy@top1 diff --git a/tests/torch/data/ac_configs/resnet50_imagenet_int8.yml b/tests/torch/data/ac_configs/resnet50_imagenet_int8.yml index 5bd7202cd07..448818ed154 100644 --- a/tests/torch/data/ac_configs/resnet50_imagenet_int8.yml +++ b/tests/torch/data/ac_configs/resnet50_imagenet_int8.yml @@ -20,7 +20,9 @@ models: - type: crop size: 224 use_pillow: True - - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 metrics: - name: accuracy@top1 diff --git a/tests/torch/data/ac_configs/resnet50_imagenet_int8_per_tensor.yml b/tests/torch/data/ac_configs/resnet50_imagenet_int8_per_tensor.yml index 4a0c2719b4d..fc1f1ba0986 100644 --- a/tests/torch/data/ac_configs/resnet50_imagenet_int8_per_tensor.yml +++ b/tests/torch/data/ac_configs/resnet50_imagenet_int8_per_tensor.yml @@ -20,7 +20,9 @@ models: - type: crop size: 224 use_pillow: True - - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 metrics: - name: accuracy@top1 diff --git a/tests/torch/data/ac_configs/resnet50_imagenet_pruning_geometric_median.yml b/tests/torch/data/ac_configs/resnet50_imagenet_pruning_geometric_median.yml index 145159aa68c..ace4889f5bb 100644 --- a/tests/torch/data/ac_configs/resnet50_imagenet_pruning_geometric_median.yml +++ b/tests/torch/data/ac_configs/resnet50_imagenet_pruning_geometric_median.yml @@ -20,7 +20,9 @@ models: - type: crop size: 224 use_pillow: True - - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 metrics: - name: accuracy@top1 diff --git a/tests/torch/data/ac_configs/resnet50_imagenet_pruning_magnitude.yml b/tests/torch/data/ac_configs/resnet50_imagenet_pruning_magnitude.yml index 34ed03d26e1..3c822cebdcf 100644 --- a/tests/torch/data/ac_configs/resnet50_imagenet_pruning_magnitude.yml +++ b/tests/torch/data/ac_configs/resnet50_imagenet_pruning_magnitude.yml @@ -20,7 +20,9 @@ models: - type: crop size: 224 use_pillow: True - - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 metrics: - name: accuracy@top1 diff --git a/tests/torch/data/ac_configs/resnet50_imagenet_rb_sparsity50_int8.yml b/tests/torch/data/ac_configs/resnet50_imagenet_rb_sparsity50_int8.yml index 12bdad9a5cc..a8dffb2ea42 100644 --- a/tests/torch/data/ac_configs/resnet50_imagenet_rb_sparsity50_int8.yml +++ b/tests/torch/data/ac_configs/resnet50_imagenet_rb_sparsity50_int8.yml @@ -20,7 +20,9 @@ models: - type: crop size: 224 use_pillow: True - - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 metrics: - name: accuracy@top1 diff --git a/tests/torch/data/ac_configs/resnet50_imagenet_rb_sparsity_int8.yml b/tests/torch/data/ac_configs/resnet50_imagenet_rb_sparsity_int8.yml index 33ac5ddcb11..c601fd0c104 100644 --- a/tests/torch/data/ac_configs/resnet50_imagenet_rb_sparsity_int8.yml +++ b/tests/torch/data/ac_configs/resnet50_imagenet_rb_sparsity_int8.yml @@ -20,7 +20,9 @@ models: - type: crop size: 224 use_pillow: True - - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 metrics: - name: accuracy@top1 diff --git a/tests/torch/data/ac_configs/squeezenet1_1_imagenet.yml b/tests/torch/data/ac_configs/squeezenet1_1_imagenet.yml index ade43355bcb..6647c57e1b7 100644 --- a/tests/torch/data/ac_configs/squeezenet1_1_imagenet.yml +++ b/tests/torch/data/ac_configs/squeezenet1_1_imagenet.yml @@ -20,7 +20,9 @@ models: - type: crop size: 224 use_pillow: True - - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 metrics: - name: accuracy@top1 diff --git a/tests/torch/data/ac_configs/squeezenet1_1_imagenet_int4_int8.yml b/tests/torch/data/ac_configs/squeezenet1_1_imagenet_int4_int8.yml index f0f7d53c777..de9d7098431 100644 --- a/tests/torch/data/ac_configs/squeezenet1_1_imagenet_int4_int8.yml +++ b/tests/torch/data/ac_configs/squeezenet1_1_imagenet_int4_int8.yml @@ -20,7 +20,9 @@ models: - type: crop size: 224 use_pillow: True - - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 metrics: - name: accuracy@top1 diff --git a/tests/torch/data/ac_configs/squeezenet1_1_imagenet_int8.yml b/tests/torch/data/ac_configs/squeezenet1_1_imagenet_int8.yml index f1009fd1966..6ed443c7a23 100644 --- a/tests/torch/data/ac_configs/squeezenet1_1_imagenet_int8.yml +++ b/tests/torch/data/ac_configs/squeezenet1_1_imagenet_int8.yml @@ -20,7 +20,9 @@ models: - type: crop size: 224 use_pillow: True - - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 metrics: - name: accuracy@top1 diff --git a/tests/torch/data/ac_configs/squeezenet1_1_imagenet_int8_per_tensor.yml b/tests/torch/data/ac_configs/squeezenet1_1_imagenet_int8_per_tensor.yml index f1ef8558a8f..5d73707aa40 100644 --- a/tests/torch/data/ac_configs/squeezenet1_1_imagenet_int8_per_tensor.yml +++ b/tests/torch/data/ac_configs/squeezenet1_1_imagenet_int8_per_tensor.yml @@ -20,7 +20,9 @@ models: - type: crop size: 224 use_pillow: True - - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 metrics: - name: accuracy@top1 diff --git a/tests/torch/data/ac_configs/ssd300_mobilenet_voc.yml b/tests/torch/data/ac_configs/ssd300_mobilenet_voc.yml index 4c986ce5b3e..5246d3a372f 100644 --- a/tests/torch/data/ac_configs/ssd300_mobilenet_voc.yml +++ b/tests/torch/data/ac_configs/ssd300_mobilenet_voc.yml @@ -17,6 +17,10 @@ models: preprocessing: - type: resize size: 300 + - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 postprocessing: - type: resize_prediction_boxes metrics: diff --git a/tests/torch/data/ac_configs/ssd300_mobilenet_voc_magnitude_sparsity_int8.yml b/tests/torch/data/ac_configs/ssd300_mobilenet_voc_magnitude_sparsity_int8.yml index 9f23761fee4..563efadf9fb 100644 --- a/tests/torch/data/ac_configs/ssd300_mobilenet_voc_magnitude_sparsity_int8.yml +++ b/tests/torch/data/ac_configs/ssd300_mobilenet_voc_magnitude_sparsity_int8.yml @@ -17,6 +17,10 @@ models: preprocessing: - type: resize size: 300 + - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 postprocessing: - type: resize_prediction_boxes metrics: diff --git a/tests/torch/data/ac_configs/ssd300_vgg_voc.yml b/tests/torch/data/ac_configs/ssd300_vgg_voc.yml index 6af33a04999..e3268d5b817 100644 --- a/tests/torch/data/ac_configs/ssd300_vgg_voc.yml +++ b/tests/torch/data/ac_configs/ssd300_vgg_voc.yml @@ -17,6 +17,10 @@ models: preprocessing: - type: resize size: 300 + - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 postprocessing: - type: resize_prediction_boxes metrics: diff --git a/tests/torch/data/ac_configs/ssd300_vgg_voc_int8.yml b/tests/torch/data/ac_configs/ssd300_vgg_voc_int8.yml index c2aa853ba53..a7676d6f3f0 100644 --- a/tests/torch/data/ac_configs/ssd300_vgg_voc_int8.yml +++ b/tests/torch/data/ac_configs/ssd300_vgg_voc_int8.yml @@ -17,6 +17,10 @@ models: preprocessing: - type: resize size: 300 + - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 postprocessing: - type: resize_prediction_boxes metrics: diff --git a/tests/torch/data/ac_configs/ssd300_vgg_voc_magnitude_sparsity_int8.yml b/tests/torch/data/ac_configs/ssd300_vgg_voc_magnitude_sparsity_int8.yml index 152fddb9c68..22972e3b2b3 100644 --- a/tests/torch/data/ac_configs/ssd300_vgg_voc_magnitude_sparsity_int8.yml +++ b/tests/torch/data/ac_configs/ssd300_vgg_voc_magnitude_sparsity_int8.yml @@ -17,6 +17,10 @@ models: preprocessing: - type: resize size: 300 + - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 postprocessing: - type: resize_prediction_boxes metrics: diff --git a/tests/torch/data/ac_configs/ssd300_vgg_voc_pruning_geometric_median.yml b/tests/torch/data/ac_configs/ssd300_vgg_voc_pruning_geometric_median.yml index 9a9a7c820d3..5c324a02c7e 100644 --- a/tests/torch/data/ac_configs/ssd300_vgg_voc_pruning_geometric_median.yml +++ b/tests/torch/data/ac_configs/ssd300_vgg_voc_pruning_geometric_median.yml @@ -17,6 +17,10 @@ models: preprocessing: - type: resize size: 300 + - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 postprocessing: - type: resize_prediction_boxes metrics: diff --git a/tests/torch/data/ac_configs/ssd512_vgg_voc.yml b/tests/torch/data/ac_configs/ssd512_vgg_voc.yml index bce0e3cc702..b0c4254288c 100644 --- a/tests/torch/data/ac_configs/ssd512_vgg_voc.yml +++ b/tests/torch/data/ac_configs/ssd512_vgg_voc.yml @@ -18,6 +18,10 @@ models: preprocessing: - type: resize size: 512 + - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 postprocessing: - type: resize_prediction_boxes metrics: diff --git a/tests/torch/data/ac_configs/ssd512_vgg_voc_int8.yml b/tests/torch/data/ac_configs/ssd512_vgg_voc_int8.yml index 550c93cc2fa..2e385f3ec5b 100644 --- a/tests/torch/data/ac_configs/ssd512_vgg_voc_int8.yml +++ b/tests/torch/data/ac_configs/ssd512_vgg_voc_int8.yml @@ -18,6 +18,10 @@ models: preprocessing: - type: resize size: 512 + - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 postprocessing: - type: resize_prediction_boxes metrics: diff --git a/tests/torch/data/ac_configs/ssd512_vgg_voc_magnitude_sparsity_int8.yml b/tests/torch/data/ac_configs/ssd512_vgg_voc_magnitude_sparsity_int8.yml index c80605ba521..97f2e3e85f9 100644 --- a/tests/torch/data/ac_configs/ssd512_vgg_voc_magnitude_sparsity_int8.yml +++ b/tests/torch/data/ac_configs/ssd512_vgg_voc_magnitude_sparsity_int8.yml @@ -18,6 +18,10 @@ models: preprocessing: - type: resize size: 512 + - type: bgr_to_rgb + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 postprocessing: - type: resize_prediction_boxes metrics: diff --git a/tests/torch/data/ac_configs/unet_camvid.yml b/tests/torch/data/ac_configs/unet_camvid.yml index 4f028b062a0..16285d999b0 100644 --- a/tests/torch/data/ac_configs/unet_camvid.yml +++ b/tests/torch/data/ac_configs/unet_camvid.yml @@ -16,7 +16,9 @@ models: dst_width: 480 use_pillow: True interpolation: BILINEAR - - type: rgb_to_bgr + - type: normalization + mean: 99.603, 103.329, 105.6567 + std: 75.643, 77.821, 76.746 postprocessing: - type: resize_segmentation_mask diff --git a/tests/torch/data/ac_configs/unet_camvid_int8.yml b/tests/torch/data/ac_configs/unet_camvid_int8.yml index 9e75cba3bcc..92e19eec1b0 100644 --- a/tests/torch/data/ac_configs/unet_camvid_int8.yml +++ b/tests/torch/data/ac_configs/unet_camvid_int8.yml @@ -16,7 +16,9 @@ models: dst_width: 480 use_pillow: True interpolation: BILINEAR - - type: rgb_to_bgr + - type: normalization + mean: 99.603, 103.329, 105.6567 + std: 75.643, 77.821, 76.746 postprocessing: - type: resize_segmentation_mask diff --git a/tests/torch/data/ac_configs/unet_camvid_magnitude_sparsity_int8.yml b/tests/torch/data/ac_configs/unet_camvid_magnitude_sparsity_int8.yml index c2f9a4604f7..522c9cfec4d 100644 --- a/tests/torch/data/ac_configs/unet_camvid_magnitude_sparsity_int8.yml +++ b/tests/torch/data/ac_configs/unet_camvid_magnitude_sparsity_int8.yml @@ -16,7 +16,9 @@ models: dst_width: 480 use_pillow: True interpolation: BILINEAR - - type: rgb_to_bgr + - type: normalization + mean: 99.603, 103.329, 105.6567 + std: 75.643, 77.821, 76.746 postprocessing: - type: resize_segmentation_mask diff --git a/tests/torch/data/ac_configs/unet_mapillary.yml b/tests/torch/data/ac_configs/unet_mapillary.yml index 4b1a0a0afaf..fe7a128dd89 100644 --- a/tests/torch/data/ac_configs/unet_mapillary.yml +++ b/tests/torch/data/ac_configs/unet_mapillary.yml @@ -16,7 +16,9 @@ models: dst_width: 1024 use_pillow: True interpolation: BILINEAR - - type: rgb_to_bgr + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 postprocessing: - type: resize_segmentation_mask @@ -29,4 +31,4 @@ models: metrics: - type: mean_iou use_argmax: True - ignore_label: 0 \ No newline at end of file + ignore_label: 0 diff --git a/tests/torch/data/ac_configs/unet_mapillary_int8.yml b/tests/torch/data/ac_configs/unet_mapillary_int8.yml index f9c91c551db..619266ed42a 100644 --- a/tests/torch/data/ac_configs/unet_mapillary_int8.yml +++ b/tests/torch/data/ac_configs/unet_mapillary_int8.yml @@ -16,7 +16,9 @@ models: dst_width: 1024 use_pillow: True interpolation: BILINEAR - - type: rgb_to_bgr + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 postprocessing: - type: resize_segmentation_mask @@ -29,4 +31,4 @@ models: metrics: - type: mean_iou use_argmax: True - ignore_label: 0 \ No newline at end of file + ignore_label: 0 diff --git a/tests/torch/data/ac_configs/unet_mapillary_magnitude_sparsity_int8.yml b/tests/torch/data/ac_configs/unet_mapillary_magnitude_sparsity_int8.yml index cf5c4373be2..bf3b63ba74c 100644 --- a/tests/torch/data/ac_configs/unet_mapillary_magnitude_sparsity_int8.yml +++ b/tests/torch/data/ac_configs/unet_mapillary_magnitude_sparsity_int8.yml @@ -16,7 +16,9 @@ models: dst_width: 1024 use_pillow: True interpolation: BILINEAR - - type: rgb_to_bgr + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 postprocessing: - type: resize_segmentation_mask @@ -29,4 +31,4 @@ models: metrics: - type: mean_iou use_argmax: True - ignore_label: 0 \ No newline at end of file + ignore_label: 0 diff --git a/tests/torch/data/ac_configs/unet_mapillary_pruning_geometric_median.yml b/tests/torch/data/ac_configs/unet_mapillary_pruning_geometric_median.yml index 06f1bd9d8ef..aa03632587a 100644 --- a/tests/torch/data/ac_configs/unet_mapillary_pruning_geometric_median.yml +++ b/tests/torch/data/ac_configs/unet_mapillary_pruning_geometric_median.yml @@ -16,7 +16,9 @@ models: dst_width: 1024 use_pillow: True interpolation: BILINEAR - - type: rgb_to_bgr + - type: normalization + mean: 123.675, 116.28, 103.53 + std: 58.4795, 57.1429, 57.4713 postprocessing: - type: resize_segmentation_mask diff --git a/tests/torch/data/reference_graphs/quantized/synthetic_model/Conv_AdaptiveMaxPool1d_Conv.dot b/tests/torch/data/reference_graphs/quantized/synthetic_model/Conv_AdaptiveMaxPool1d_Conv.dot new file mode 100644 index 00000000000..fa63837da88 --- /dev/null +++ b/tests/torch/data/reference_graphs/quantized/synthetic_model/Conv_AdaptiveMaxPool1d_Conv.dot @@ -0,0 +1,19 @@ +strict digraph { +"0 /nncf_model_input_0" [id=0, type=nncf_model_input]; +"1 SymmetricQuantizer/symmetric_quantize_0" [id=1, type=symmetric_quantize]; +"2 TestModel/NNCFConv1d[_conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=2, type=symmetric_quantize]; +"3 TestModel/NNCFConv1d[_conv1]/conv1d_0" [id=3, type=conv1d]; +"4 TestModel/AdaptiveMaxPool1d[_layer]/adaptive_max_pool1d_0" [id=4, type=adaptive_max_pool1d]; +"5 TestModel/AdaptiveMaxPool1d[_layer]/SymmetricQuantizer/symmetric_quantize_0" [id=5, type=symmetric_quantize]; +"6 TestModel/NNCFConv1d[_conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=6, type=symmetric_quantize]; +"7 TestModel/NNCFConv1d[_conv2]/conv1d_0" [id=7, type=conv1d]; +"8 /nncf_model_output_0" [id=8, type=nncf_model_output]; +"0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0"; +"1 SymmetricQuantizer/symmetric_quantize_0" -> "3 TestModel/NNCFConv1d[_conv1]/conv1d_0"; +"2 TestModel/NNCFConv1d[_conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 TestModel/NNCFConv1d[_conv1]/conv1d_0"; +"3 TestModel/NNCFConv1d[_conv1]/conv1d_0" -> "4 TestModel/AdaptiveMaxPool1d[_layer]/adaptive_max_pool1d_0"; +"4 TestModel/AdaptiveMaxPool1d[_layer]/adaptive_max_pool1d_0" -> "5 TestModel/AdaptiveMaxPool1d[_layer]/SymmetricQuantizer/symmetric_quantize_0"; +"5 TestModel/AdaptiveMaxPool1d[_layer]/SymmetricQuantizer/symmetric_quantize_0" -> "7 TestModel/NNCFConv1d[_conv2]/conv1d_0"; +"6 TestModel/NNCFConv1d[_conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "7 TestModel/NNCFConv1d[_conv2]/conv1d_0"; +"7 TestModel/NNCFConv1d[_conv2]/conv1d_0" -> "8 /nncf_model_output_0"; +} diff --git a/tests/torch/data/reference_graphs/quantized/synthetic_model/Conv_AdaptiveMaxPool2d_Conv.dot b/tests/torch/data/reference_graphs/quantized/synthetic_model/Conv_AdaptiveMaxPool2d_Conv.dot new file mode 100644 index 00000000000..8483ac5a60f --- /dev/null +++ b/tests/torch/data/reference_graphs/quantized/synthetic_model/Conv_AdaptiveMaxPool2d_Conv.dot @@ -0,0 +1,19 @@ +strict digraph { +"0 /nncf_model_input_0" [id=0, type=nncf_model_input]; +"1 SymmetricQuantizer/symmetric_quantize_0" [id=1, type=symmetric_quantize]; +"2 TestModel/NNCFConv2d[_conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=2, type=symmetric_quantize]; +"3 TestModel/NNCFConv2d[_conv1]/conv2d_0" [id=3, type=conv2d]; +"4 TestModel/AdaptiveMaxPool2d[_layer]/adaptive_max_pool2d_0" [id=4, type=adaptive_max_pool2d]; +"5 TestModel/AdaptiveMaxPool2d[_layer]/SymmetricQuantizer/symmetric_quantize_0" [id=5, type=symmetric_quantize]; +"6 TestModel/NNCFConv2d[_conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=6, type=symmetric_quantize]; +"7 TestModel/NNCFConv2d[_conv2]/conv2d_0" [id=7, type=conv2d]; +"8 /nncf_model_output_0" [id=8, type=nncf_model_output]; +"0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0"; +"1 SymmetricQuantizer/symmetric_quantize_0" -> "3 TestModel/NNCFConv2d[_conv1]/conv2d_0"; +"2 TestModel/NNCFConv2d[_conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 TestModel/NNCFConv2d[_conv1]/conv2d_0"; +"3 TestModel/NNCFConv2d[_conv1]/conv2d_0" -> "4 TestModel/AdaptiveMaxPool2d[_layer]/adaptive_max_pool2d_0"; +"4 TestModel/AdaptiveMaxPool2d[_layer]/adaptive_max_pool2d_0" -> "5 TestModel/AdaptiveMaxPool2d[_layer]/SymmetricQuantizer/symmetric_quantize_0"; +"5 TestModel/AdaptiveMaxPool2d[_layer]/SymmetricQuantizer/symmetric_quantize_0" -> "7 TestModel/NNCFConv2d[_conv2]/conv2d_0"; +"6 TestModel/NNCFConv2d[_conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "7 TestModel/NNCFConv2d[_conv2]/conv2d_0"; +"7 TestModel/NNCFConv2d[_conv2]/conv2d_0" -> "8 /nncf_model_output_0"; +} diff --git a/tests/torch/data/reference_graphs/quantized/synthetic_model/Conv_AdaptiveMaxPool3d_Conv.dot b/tests/torch/data/reference_graphs/quantized/synthetic_model/Conv_AdaptiveMaxPool3d_Conv.dot new file mode 100644 index 00000000000..a40931602fe --- /dev/null +++ b/tests/torch/data/reference_graphs/quantized/synthetic_model/Conv_AdaptiveMaxPool3d_Conv.dot @@ -0,0 +1,19 @@ +strict digraph { +"0 /nncf_model_input_0" [id=0, type=nncf_model_input]; +"1 SymmetricQuantizer/symmetric_quantize_0" [id=1, type=symmetric_quantize]; +"2 TestModel/NNCFConv3d[_conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=2, type=symmetric_quantize]; +"3 TestModel/NNCFConv3d[_conv1]/conv3d_0" [id=3, type=conv3d]; +"4 TestModel/AdaptiveMaxPool3d[_layer]/adaptive_max_pool3d_0" [id=4, type=adaptive_max_pool3d]; +"5 TestModel/AdaptiveMaxPool3d[_layer]/SymmetricQuantizer/symmetric_quantize_0" [id=5, type=symmetric_quantize]; +"6 TestModel/NNCFConv3d[_conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=6, type=symmetric_quantize]; +"7 TestModel/NNCFConv3d[_conv2]/conv3d_0" [id=7, type=conv3d]; +"8 /nncf_model_output_0" [id=8, type=nncf_model_output]; +"0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0"; +"1 SymmetricQuantizer/symmetric_quantize_0" -> "3 TestModel/NNCFConv3d[_conv1]/conv3d_0"; +"2 TestModel/NNCFConv3d[_conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 TestModel/NNCFConv3d[_conv1]/conv3d_0"; +"3 TestModel/NNCFConv3d[_conv1]/conv3d_0" -> "4 TestModel/AdaptiveMaxPool3d[_layer]/adaptive_max_pool3d_0"; +"4 TestModel/AdaptiveMaxPool3d[_layer]/adaptive_max_pool3d_0" -> "5 TestModel/AdaptiveMaxPool3d[_layer]/SymmetricQuantizer/symmetric_quantize_0"; +"5 TestModel/AdaptiveMaxPool3d[_layer]/SymmetricQuantizer/symmetric_quantize_0" -> "7 TestModel/NNCFConv3d[_conv2]/conv3d_0"; +"6 TestModel/NNCFConv3d[_conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "7 TestModel/NNCFConv3d[_conv2]/conv3d_0"; +"7 TestModel/NNCFConv3d[_conv2]/conv3d_0" -> "8 /nncf_model_output_0"; +} diff --git a/tests/torch/data/reference_graphs/quantized/synthetic_model/Conv_MaxPool1d_Conv.dot b/tests/torch/data/reference_graphs/quantized/synthetic_model/Conv_MaxPool1d_Conv.dot new file mode 100644 index 00000000000..55a74c175b4 --- /dev/null +++ b/tests/torch/data/reference_graphs/quantized/synthetic_model/Conv_MaxPool1d_Conv.dot @@ -0,0 +1,19 @@ +strict digraph { +"0 /nncf_model_input_0" [id=0, type=nncf_model_input]; +"1 SymmetricQuantizer/symmetric_quantize_0" [id=1, type=symmetric_quantize]; +"2 TestModel/NNCFConv1d[_conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=2, type=symmetric_quantize]; +"3 TestModel/NNCFConv1d[_conv1]/conv1d_0" [id=3, type=conv1d]; +"4 TestModel/MaxPool1d[_layer]/max_pool1d_0" [id=4, type=max_pool1d]; +"5 TestModel/MaxPool1d[_layer]/SymmetricQuantizer/symmetric_quantize_0" [id=5, type=symmetric_quantize]; +"6 TestModel/NNCFConv1d[_conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=6, type=symmetric_quantize]; +"7 TestModel/NNCFConv1d[_conv2]/conv1d_0" [id=7, type=conv1d]; +"8 /nncf_model_output_0" [id=8, type=nncf_model_output]; +"0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0"; +"1 SymmetricQuantizer/symmetric_quantize_0" -> "3 TestModel/NNCFConv1d[_conv1]/conv1d_0"; +"2 TestModel/NNCFConv1d[_conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 TestModel/NNCFConv1d[_conv1]/conv1d_0"; +"3 TestModel/NNCFConv1d[_conv1]/conv1d_0" -> "4 TestModel/MaxPool1d[_layer]/max_pool1d_0"; +"4 TestModel/MaxPool1d[_layer]/max_pool1d_0" -> "5 TestModel/MaxPool1d[_layer]/SymmetricQuantizer/symmetric_quantize_0"; +"5 TestModel/MaxPool1d[_layer]/SymmetricQuantizer/symmetric_quantize_0" -> "7 TestModel/NNCFConv1d[_conv2]/conv1d_0"; +"6 TestModel/NNCFConv1d[_conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "7 TestModel/NNCFConv1d[_conv2]/conv1d_0"; +"7 TestModel/NNCFConv1d[_conv2]/conv1d_0" -> "8 /nncf_model_output_0"; +} diff --git a/tests/torch/data/reference_graphs/quantized/synthetic_model/Conv_MaxPool2d_Conv.dot b/tests/torch/data/reference_graphs/quantized/synthetic_model/Conv_MaxPool2d_Conv.dot new file mode 100644 index 00000000000..3ac2eee8b38 --- /dev/null +++ b/tests/torch/data/reference_graphs/quantized/synthetic_model/Conv_MaxPool2d_Conv.dot @@ -0,0 +1,19 @@ +strict digraph { +"0 /nncf_model_input_0" [id=0, type=nncf_model_input]; +"1 SymmetricQuantizer/symmetric_quantize_0" [id=1, type=symmetric_quantize]; +"2 TestModel/NNCFConv2d[_conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=2, type=symmetric_quantize]; +"3 TestModel/NNCFConv2d[_conv1]/conv2d_0" [id=3, type=conv2d]; +"4 TestModel/NNCFConv2d[_conv1]/SymmetricQuantizer/symmetric_quantize_0" [id=4, type=symmetric_quantize]; +"5 TestModel/MaxPool2d[_layer]/max_pool2d_0" [id=5, type=max_pool2d]; +"6 TestModel/NNCFConv2d[_conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=6, type=symmetric_quantize]; +"7 TestModel/NNCFConv2d[_conv2]/conv2d_0" [id=7, type=conv2d]; +"8 /nncf_model_output_0" [id=8, type=nncf_model_output]; +"0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0"; +"1 SymmetricQuantizer/symmetric_quantize_0" -> "3 TestModel/NNCFConv2d[_conv1]/conv2d_0"; +"2 TestModel/NNCFConv2d[_conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 TestModel/NNCFConv2d[_conv1]/conv2d_0"; +"3 TestModel/NNCFConv2d[_conv1]/conv2d_0" -> "4 TestModel/NNCFConv2d[_conv1]/SymmetricQuantizer/symmetric_quantize_0"; +"4 TestModel/NNCFConv2d[_conv1]/SymmetricQuantizer/symmetric_quantize_0" -> "5 TestModel/MaxPool2d[_layer]/max_pool2d_0"; +"5 TestModel/MaxPool2d[_layer]/max_pool2d_0" -> "7 TestModel/NNCFConv2d[_conv2]/conv2d_0"; +"6 TestModel/NNCFConv2d[_conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "7 TestModel/NNCFConv2d[_conv2]/conv2d_0"; +"7 TestModel/NNCFConv2d[_conv2]/conv2d_0" -> "8 /nncf_model_output_0"; +} diff --git a/tests/torch/data/reference_graphs/quantized/synthetic_model/Conv_MaxPool3d_Conv.dot b/tests/torch/data/reference_graphs/quantized/synthetic_model/Conv_MaxPool3d_Conv.dot new file mode 100644 index 00000000000..9a1df8019c2 --- /dev/null +++ b/tests/torch/data/reference_graphs/quantized/synthetic_model/Conv_MaxPool3d_Conv.dot @@ -0,0 +1,19 @@ +strict digraph { +"0 /nncf_model_input_0" [id=0, type=nncf_model_input]; +"1 SymmetricQuantizer/symmetric_quantize_0" [id=1, type=symmetric_quantize]; +"2 TestModel/NNCFConv3d[_conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=2, type=symmetric_quantize]; +"3 TestModel/NNCFConv3d[_conv1]/conv3d_0" [id=3, type=conv3d]; +"4 TestModel/NNCFConv3d[_conv1]/SymmetricQuantizer/symmetric_quantize_0" [id=4, type=symmetric_quantize]; +"5 TestModel/MaxPool3d[_layer]/max_pool3d_0" [id=5, type=max_pool3d]; +"6 TestModel/NNCFConv3d[_conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" [id=6, type=symmetric_quantize]; +"7 TestModel/NNCFConv3d[_conv2]/conv3d_0" [id=7, type=conv3d]; +"8 /nncf_model_output_0" [id=8, type=nncf_model_output]; +"0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0"; +"1 SymmetricQuantizer/symmetric_quantize_0" -> "3 TestModel/NNCFConv3d[_conv1]/conv3d_0"; +"2 TestModel/NNCFConv3d[_conv1]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "3 TestModel/NNCFConv3d[_conv1]/conv3d_0"; +"3 TestModel/NNCFConv3d[_conv1]/conv3d_0" -> "4 TestModel/NNCFConv3d[_conv1]/SymmetricQuantizer/symmetric_quantize_0"; +"4 TestModel/NNCFConv3d[_conv1]/SymmetricQuantizer/symmetric_quantize_0" -> "5 TestModel/MaxPool3d[_layer]/max_pool3d_0"; +"5 TestModel/MaxPool3d[_layer]/max_pool3d_0" -> "7 TestModel/NNCFConv3d[_conv2]/conv3d_0"; +"6 TestModel/NNCFConv3d[_conv2]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "7 TestModel/NNCFConv3d[_conv2]/conv3d_0"; +"7 TestModel/NNCFConv3d[_conv2]/conv3d_0" -> "8 /nncf_model_output_0"; +} diff --git a/tests/torch/data/reference_graphs/quantized/synthetic_model/__floordiv__.dot b/tests/torch/data/reference_graphs/quantized/synthetic_model/__floordiv__.dot new file mode 100644 index 00000000000..12e275ab9c0 --- /dev/null +++ b/tests/torch/data/reference_graphs/quantized/synthetic_model/__floordiv__.dot @@ -0,0 +1,9 @@ +strict digraph { +"0 /nncf_model_input_0" [id=0, type=nncf_model_input]; +"1 /nncf_model_input_1" [id=1, type=nncf_model_input]; +"2 TestModel/__floordiv___0" [id=2, type=__floordiv__]; +"3 /nncf_model_output_0" [id=3, type=nncf_model_output]; +"0 /nncf_model_input_0" -> "2 TestModel/__floordiv___0"; +"1 /nncf_model_input_1" -> "2 TestModel/__floordiv___0"; +"2 TestModel/__floordiv___0" -> "3 /nncf_model_output_0"; +} diff --git a/tests/torch/data/reference_graphs/quantized/synthetic_model/__ifloordiv__.dot b/tests/torch/data/reference_graphs/quantized/synthetic_model/__ifloordiv__.dot new file mode 100644 index 00000000000..818c1a5b868 --- /dev/null +++ b/tests/torch/data/reference_graphs/quantized/synthetic_model/__ifloordiv__.dot @@ -0,0 +1,9 @@ +strict digraph { +"0 /nncf_model_input_0" [id=0, type=nncf_model_input]; +"1 /nncf_model_input_1" [id=1, type=nncf_model_input]; +"2 TestModel/__ifloordiv___0" [id=2, type=__ifloordiv__]; +"3 /nncf_model_output_0" [id=3, type=nncf_model_output]; +"0 /nncf_model_input_0" -> "2 TestModel/__ifloordiv___0"; +"1 /nncf_model_input_1" -> "2 TestModel/__ifloordiv___0"; +"2 TestModel/__ifloordiv___0" -> "3 /nncf_model_output_0"; +} diff --git a/tests/torch/data/reference_graphs/quantized/synthetic_model/__itruediv__.dot b/tests/torch/data/reference_graphs/quantized/synthetic_model/__itruediv__.dot new file mode 100644 index 00000000000..bbb66c44634 --- /dev/null +++ b/tests/torch/data/reference_graphs/quantized/synthetic_model/__itruediv__.dot @@ -0,0 +1,13 @@ +strict digraph { +"0 /nncf_model_input_0" [id=0, type=nncf_model_input]; +"1 SymmetricQuantizer/symmetric_quantize_0" [id=1, type=symmetric_quantize]; +"2 /nncf_model_input_1" [id=2, type=nncf_model_input]; +"3 SymmetricQuantizer/symmetric_quantize_1" [id=3, type=symmetric_quantize]; +"4 TestModel/__itruediv___0" [id=4, type=__itruediv__]; +"5 /nncf_model_output_0" [id=5, type=nncf_model_output]; +"0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0"; +"1 SymmetricQuantizer/symmetric_quantize_0" -> "4 TestModel/__itruediv___0"; +"2 /nncf_model_input_1" -> "3 SymmetricQuantizer/symmetric_quantize_1"; +"3 SymmetricQuantizer/symmetric_quantize_1" -> "4 TestModel/__itruediv___0"; +"4 TestModel/__itruediv___0" -> "5 /nncf_model_output_0"; +} diff --git a/tests/torch/data/reference_graphs/quantized/synthetic_model/__rdiv__.dot b/tests/torch/data/reference_graphs/quantized/synthetic_model/__rdiv__.dot new file mode 100644 index 00000000000..fa222b0c8b9 --- /dev/null +++ b/tests/torch/data/reference_graphs/quantized/synthetic_model/__rdiv__.dot @@ -0,0 +1,13 @@ +strict digraph { +"0 /nncf_model_input_0" [id=0, type=nncf_model_input]; +"1 SymmetricQuantizer/symmetric_quantize_0" [id=1, type=symmetric_quantize]; +"2 /nncf_model_input_1" [id=2, type=nncf_model_input]; +"3 SymmetricQuantizer/symmetric_quantize_1" [id=3, type=symmetric_quantize]; +"4 TestModel/__rdiv___0" [id=4, type=__rdiv__]; +"5 /nncf_model_output_0" [id=5, type=nncf_model_output]; +"0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0"; +"1 SymmetricQuantizer/symmetric_quantize_0" -> "4 TestModel/__rdiv___0"; +"2 /nncf_model_input_1" -> "3 SymmetricQuantizer/symmetric_quantize_1"; +"3 SymmetricQuantizer/symmetric_quantize_1" -> "4 TestModel/__rdiv___0"; +"4 TestModel/__rdiv___0" -> "5 /nncf_model_output_0"; +} diff --git a/tests/torch/data/reference_graphs/quantized/synthetic_model/__rfloordiv__.dot b/tests/torch/data/reference_graphs/quantized/synthetic_model/__rfloordiv__.dot new file mode 100644 index 00000000000..6952f1e63c7 --- /dev/null +++ b/tests/torch/data/reference_graphs/quantized/synthetic_model/__rfloordiv__.dot @@ -0,0 +1,9 @@ +strict digraph { +"0 /nncf_model_input_0" [id=0, type=nncf_model_input]; +"1 /nncf_model_input_1" [id=1, type=nncf_model_input]; +"2 TestModel/__rfloordiv___0" [id=2, type=__rfloordiv__]; +"3 /nncf_model_output_0" [id=3, type=nncf_model_output]; +"0 /nncf_model_input_0" -> "2 TestModel/__rfloordiv___0"; +"1 /nncf_model_input_1" -> "2 TestModel/__rfloordiv___0"; +"2 TestModel/__rfloordiv___0" -> "3 /nncf_model_output_0"; +} diff --git a/tests/torch/data/reference_graphs/quantized/synthetic_model/__rmatmul__.dot b/tests/torch/data/reference_graphs/quantized/synthetic_model/__rmatmul__.dot index a89a36f42ea..0d1e3857f60 100644 --- a/tests/torch/data/reference_graphs/quantized/synthetic_model/__rmatmul__.dot +++ b/tests/torch/data/reference_graphs/quantized/synthetic_model/__rmatmul__.dot @@ -1,9 +1,13 @@ strict digraph { "0 /nncf_model_input_0" [id=0, type=nncf_model_input]; -"1 /nncf_model_input_1" [id=1, type=nncf_model_input]; -"2 TestModel/__rmatmul___0" [id=2, type=__rmatmul__]; -"3 /nncf_model_output_0" [id=3, type=nncf_model_output]; -"0 /nncf_model_input_0" -> "2 TestModel/__rmatmul___0"; -"1 /nncf_model_input_1" -> "2 TestModel/__rmatmul___0"; -"2 TestModel/__rmatmul___0" -> "3 /nncf_model_output_0"; +"1 SymmetricQuantizer/symmetric_quantize_0" [id=1, type=symmetric_quantize]; +"2 /nncf_model_input_1" [id=2, type=nncf_model_input]; +"3 SymmetricQuantizer/symmetric_quantize_1" [id=3, type=symmetric_quantize]; +"4 TestModel/__rmatmul___0" [id=4, type=__rmatmul__]; +"5 /nncf_model_output_0" [id=5, type=nncf_model_output]; +"0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0"; +"1 SymmetricQuantizer/symmetric_quantize_0" -> "4 TestModel/__rmatmul___0"; +"2 /nncf_model_input_1" -> "3 SymmetricQuantizer/symmetric_quantize_1"; +"3 SymmetricQuantizer/symmetric_quantize_1" -> "4 TestModel/__rmatmul___0"; +"4 TestModel/__rmatmul___0" -> "5 /nncf_model_output_0"; } diff --git a/tests/torch/data/reference_graphs/quantized/synthetic_model/__rtruediv__.dot b/tests/torch/data/reference_graphs/quantized/synthetic_model/__rtruediv__.dot new file mode 100644 index 00000000000..129f84bb54d --- /dev/null +++ b/tests/torch/data/reference_graphs/quantized/synthetic_model/__rtruediv__.dot @@ -0,0 +1,13 @@ +strict digraph { +"0 /nncf_model_input_0" [id=0, type=nncf_model_input]; +"1 SymmetricQuantizer/symmetric_quantize_0" [id=1, type=symmetric_quantize]; +"2 /nncf_model_input_1" [id=2, type=nncf_model_input]; +"3 SymmetricQuantizer/symmetric_quantize_1" [id=3, type=symmetric_quantize]; +"4 TestModel/__rtruediv___0" [id=4, type=__rtruediv__]; +"5 /nncf_model_output_0" [id=5, type=nncf_model_output]; +"0 /nncf_model_input_0" -> "1 SymmetricQuantizer/symmetric_quantize_0"; +"1 SymmetricQuantizer/symmetric_quantize_0" -> "4 TestModel/__rtruediv___0"; +"2 /nncf_model_input_1" -> "3 SymmetricQuantizer/symmetric_quantize_1"; +"3 SymmetricQuantizer/symmetric_quantize_1" -> "4 TestModel/__rtruediv___0"; +"4 TestModel/__rtruediv___0" -> "5 /nncf_model_output_0"; +} diff --git a/tests/torch/models_hub_test/__init__.py b/tests/torch/models_hub_test/__init__.py new file mode 100644 index 00000000000..9b29b47534a --- /dev/null +++ b/tests/torch/models_hub_test/__init__.py @@ -0,0 +1,10 @@ +# Copyright (c) 2023 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/tests/torch/models_hub_test/common.py b/tests/torch/models_hub_test/common.py new file mode 100644 index 00000000000..2ebbf1af2db --- /dev/null +++ b/tests/torch/models_hub_test/common.py @@ -0,0 +1,142 @@ +# Copyright (c) 2023 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 ABC +from abc import abstractmethod +from dataclasses import dataclass +from pathlib import Path +from typing import Dict, List, Optional, Tuple, Union + +import networkx as nx +import pytest +import torch +from _pytest.mark import ParameterSet +from torch import nn + +from nncf.common.graph import NNCFGraph +from nncf.torch.model_creation import wrap_model + +ExampleType = Union[Tuple[torch.Tensor, ...], List[torch.Tensor], Dict[str, torch.Tensor]] + + +@pytest.mark.models_hub +class BaseTestModel(ABC): + @abstractmethod + def load_model(self, model_name: str) -> Tuple[nn.Module, ExampleType]: + """ + Load model by name and create example of input. + + :param model_name: Name of model. + :return: A Tuple + - Model instance + - Example of input + """ + + @staticmethod + def check_graph(graph: NNCFGraph) -> None: + """ + Check that the graph contains only one connected component. + + :param graph: The graph. + """ + nx_graph = graph._get_graph_for_visualization() + nx_graph = nx_graph.to_undirected() + num_connected_components = len(list(nx.connected_components(nx_graph))) + assert num_connected_components == 1, f"Disconnected graph, {num_connected_components} connected components" + + def nncf_wrap(self, model_name) -> None: + """ + Wrap model and check the graph. + + :param model_name: Model name. + """ + torch.manual_seed(0) + + fw_model, example = self.load_model(model_name) + + example_input = None + if isinstance(example, (list, tuple)): + example_input = tuple([torch.tensor(x) for x in example]) + elif isinstance(example, dict): + example_input = {k: torch.tensor(v) for k, v in example.items()} + assert example_input is not None + + nncf_model = wrap_model(fw_model, example_input) + + self.check_graph(nncf_model.nncf.get_original_graph()) + + +@dataclass +class ModelInfo: + model_name: Optional[str] + model_link: Optional[str] + mark: Optional[str] + reason: Optional[str] + + +def idfn(val): + if isinstance(val, ModelInfo): + return val.model_name + return None + + +def get_models_list(path: Path) -> List[ModelInfo]: + """ + Get list of test model from file. + + :param path: Path to file. + :return: List of models. + """ + models = [] + with path.open() as f: + for model_info in f: + model_info = model_info.rstrip() + # skip comment in model scope file + if model_info.startswith("#"): + continue + mark = None + reason = None + model_link = None + + splitted = model_info.split(",") + if len(splitted) == 1: + model_name = splitted[0] + elif len(splitted) == 2: + model_name, model_link = splitted + elif len(splitted) == 4: + model_name, model_link, mark, reason = splitted + if model_link == "none": + model_link = None + assert mark in ["skip", "xfail"], "Incorrect failure mark for model info {}".format(model_info) + else: + raise RuntimeError(f"Incorrect model info `{model_info}`. It must contain either 1, 2 or 3 fields.") + models.append(ModelInfo(model_name, model_link, mark, reason)) + + return models + + +def get_model_params(path: Path) -> List[Union[ModelInfo, ParameterSet]]: + """ + Get test cases from the file. + + :param path: Path to file. + :return: Test parameters. + """ + model_list = get_models_list(path) + params = [] + for mi in model_list: + if mi.mark == "skip": + params.append(pytest.param(mi, marks=pytest.mark.skip(reason=mi.reason))) + elif mi.mark == "xfail": + params.append(pytest.param(mi, marks=pytest.mark.xfail(reason=mi.reason))) + else: + params.append(mi) + return params diff --git a/tests/torch/models_hub_test/hf_transformers_models.txt b/tests/torch/models_hub_test/hf_transformers_models.txt new file mode 100644 index 00000000000..09a5d014b6e --- /dev/null +++ b/tests/torch/models_hub_test/hf_transformers_models.txt @@ -0,0 +1,413 @@ +# List of models obtained from huggingface_hub api as one model per architecture with highest likes and downloads +abcp4/mymodel-test,mymodel,skip,Load problem +abeja/gpt-neox-japanese-2.7b,gpt_neox_japanese +acl-submission-anonym/EAM-spectral,examuse,skip,Load problem +adalbertojunior/modular-test,modular,skip,Load problem +aerner/lm-v2,open-llama,skip,Example input problem +afonsosamarques/ardt-vanilla-combo_train_hopper_v2-2508_1336-33,decision_transformer,skip,RuntimeError: mat1 and mat2 must have the same dtype +aihijo/gec-zh-gector-bert-large,gector,skip,Load problem +albert-base-v2,albert +AlekseyKorshuk/test_reward_model,reward_model,skip,Load problem +alibaba-damo/mgp-str-base,mgp-str +allenai/hvila-block-layoutlm-finetuned-docbank,hierarchical_model,skip,Load problem +allenai/longformer-base-4096,longformer +ameya772/sentence-t5-base-atis-fine-tuned,T5,skip,Load problem +andreasmadsen/efficient_mlm_m0.40,roberta-prelayernorm +anton-l/emformer-base-librispeech,emformer,skip,Load problem +anugunj/omnivore-swinL-in21k,omnivore,skip,Load problem +apple/mobilevitv2-1.0-imagenet1k-256,mobilevitv2 +ArthurZ/jukebox_prior_0,jukebox_prior,skip,Load problem +ArthurZ/jukebox-vqvae,jukebox_vqvae,skip,Load problem +ArthurZ/persimmon-8b-base,persimmon,skip,Load problem +ashishpatel26/span-marker-bert-base-fewnerd-coarse-super,span-marker,skip,Load problem +asi/albert-act-tiny,albert_act,skip,Load problem +BAAI/AltCLIP,altclip +BAAI/AquilaCode-py,aquila,skip,Load problem +bana513/opennmt-translator-en-hu,opennmt-translator,skip,Load problem +benjamin/wtp-bert-mini,bert-char,skip,Load problem +benjamin/wtp-canine-s-1l,la-canine,skip,Load problem +beomi/exKcBERT-kowiki,exbert,skip,Load problem +bert-base-uncased,bert +bigscience/bloom-560m,bloom +Bono93/basic-cnn-example,simplecnn,skip,Load problem +caidas/swin2SR-realworld-sr-x4-64-bsrgan-psnr,swin2sr,skip,Unsupported op prim::Constant +camembert-base,camembert +CarlCochet/trajectory-transformer-ant-expert-v2,trajectory_transformer,skip,IndexError: index out of range in self +CEBaB/bert-base-uncased.CEBaB.causalm.ambiance.2-class.exclusive.seed_42,bert_causalm,skip,Load problem +CEBaB/gpt2.CEBaB.causalm.None__None.2-class.exclusive.seed_42,gpt2_causalm,skip,Load problem +CEBaB/lstm.CEBaB.causalm.ambiance__food.2-class.exclusive.seed_42,lstm_causalm,skip,Load problem +CEBaB/roberta-base.CEBaB.causalm.None__None.2-class.exclusive.seed_42,roberta_causalm,skip,Load problem +cestwc/lava-small-gigaword,lava,skip,Load problem +chlab/efficientnet_61_planet_detection,efficientnet_61_planet_detection,skip,Load problem +CIDAS/clipseg-rd64-refined,clipseg +clefourrier/graphormer-base-pcqm4mv2,graphormer,skip,TypeError: forward() missing 6 required positional arguments +cliang1453/deberta-v3-base-rte-teacher-stage1,ted-deberta-v2,skip,Load problem +clip-italian/clip-italian,vision-text-dual-encoder,skip,Load problem +Clyde013/deqbert-base,deqbert,skip,Load problem +connor-henderson/fastspeech2_conformer,fastspeech2_conformer,skip,Load problem +connor-henderson/fastspeech2_conformer_with_hifigan,fastspeech2_conformer_with_hifigan,skip,Load problem +csarron/meter-vqa2-ft,meter,skip,Load problem +ctrl,ctrl +cwkeam/mctc-large,mctc,skip,Load problem +dandelin/vilt-b32-finetuned-vqa,vilt +dangkhoadl/custom_CNN_1D,cnn,skip,Load problem +declare-lab/segue-w2v2-base,segue,skip,Load problem +deepesh0x/autotrain-mlsec-1013333726,julien,skip,Load problem +Dewa/Dog_Model_From_Scratch_v2,simple_image_classification,skip,Load problem +dg845/univnet-dev,univnet,skip,Load problem +distilbert-base-uncased,distilbert +DiViorg/REC-Transformer,rec_transformer,skip,Load problem +dreamerlin/chatbind-7b-delta,llava_image_bind_select,skip,Load problem +edugp/data2vec-nlp-base,data2vec,skip,Load problem +EleutherAI/enformer-official-rough,enformer,skip,Load problem +EleutherAI/gpt-neo-125m,gpt_neo +EleutherAI/pythia-6.9b,gpt_neox +facebook/bart-large-mnli,bart +facebook/convnextv2-tiny-22k-384,convnextv2 +facebook/detr-resnet-50,detr +facebook/dinov2-base,dinov2,skip,Load problem +facebook/dpr-question_encoder-single-nq-base,dpr +facebook/encodec_24khz,encodec +facebook/esm2_t6_8M_UR50D,esm +facebook/flava-full,flava +facebook/flava-image-codebook,flava_image_codebook,skip,Load problem +facebook/m2m100_418M,m2m_100,skip,Load problem +facebook/mask2former-swin-base-coco-panoptic,mask2former +facebook/maskformer-swin-base-coco,maskformer +facebook/mms-tts-eng,vits,skip,Load problem +facebook/musicgen-small,musicgen,skip,Load problem +facebook/opt-125m,opt +facebook/rag-token-nq,rag,skip,Load problem +facebook/sam-vit-large,sam +facebook/timesformer-base-finetuned-k400,timesformer +facebook/vit-mae-base,vit_mae +facebook/wmt19-ru-en,fsmt +facebook/xlm-roberta-xl,xlm-roberta-xl +facebook/xmod-base,xmod,xfail,AttributeError: 'int' object has no attribute 'shape' nncf/torch/dynamic_graph/trace_tensor.py:140 +flax-community/ft5-cnn-dm,f_t5,skip,Load problem +fnlp/elasticbert-base,elasticbert,skip,Load problem +FranzStrauss/ponet-base-uncased,ponet,skip,Load problem +funnel-transformer/small,funnel +fusing/latent-diffusion-text2im-large,ldmbert,skip,Load problem +Geor111y/flair-ner-addresses-extractor,flair,skip,Load problem +gia-project/gia,gia,skip,Load problem +gokuls/bert_12_layer_model_v1,hybridbert,skip,Load problem +google/bigbird-roberta-base,big_bird +google/bigbird-pegasus-large-arxiv,bigbird-pegasus +google/bit-50,bit +google/canine-s,canine +google/efficientnet-b2,efficientnet +google/electra-base-discriminator,electra +google/flan-t5-base,t5 +google/fnet-base,fnet +google/mobilebert-uncased,mobilebert +google/mobilenet_v1_0.75_192,mobilenet_v1 +google/mt5-base,mt5 +google/owlvit-base-patch32,owlvit +google/pix2struct-docvqa-base,pix2struct,skip,Load problem +google/realm-orqa-nq-openqa,realm,skip,Load problem +google/reformer-crime-and-punishment,reformer +google/tapas-large-finetuned-wtq,tapas,xfail,AttributeError: 'int' object has no attribute 'shape' nncf/torch/dynamic_graph/trace_tensor.py:140 +google/vit-hybrid-base-bit-384,vit-hybrid,skip,Load problem +google/vivit-b-16x2-kinetics400,vivit +Goutham-Vignesh/ContributionSentClassification-scibert,scibert,skip,Load problem +gpt2,gpt2 +Graphcore/groupbert-base-uncased,groupbert,skip,Load problem +haoranzhao419/saffu-100M-0.1,saffu-100M-0.1,skip,Load problem +Helsinki-NLP/opus-mt-fr-en,marian +#hf-internal-testing/random-nllb-moe-2-experts,nllb-moe,skip,Load problem +hf-internal-testing/tiny-random-BlenderbotModel,blenderbot,skip,Load problem +hf-internal-testing/tiny-random-CodeGenModel,codegen +hf-internal-testing/tiny-random-convnext,convnext +hf-internal-testing/tiny-random-CvtModel,cvt +hf-internal-testing/tiny-random-Data2VecAudioModel,data2vec-audio,skip,Load problem +hf-internal-testing/tiny-random-Data2VecTextModel,data2vec-text +hf-internal-testing/tiny-random-Data2VecVisionModel,data2vec-vision +hf-internal-testing/tiny-random-DeiTModel,deit +hf-internal-testing/tiny-random-DonutSwinModel,donut-swin +hf-internal-testing/tiny-random-EfficientFormerForImageClassification,efficientformer +hf-internal-testing/tiny-random-flaubert,flaubert +hf-internal-testing/tiny-random-FocalNetModel,focalnet +hf-internal-testing/tiny-random-GPTBigCodeForCausalLM,gpt_bigcode +hf-internal-testing/tiny-random-GPTJModel,gptj +hf-internal-testing/tiny-random-groupvit,groupvit +hf-internal-testing/tiny-random-IBertModel,ibert +hf-internal-testing/tiny-random-ImageGPTModel,imagegpt +hf-internal-testing/tiny-random-LevitModel,levit,skip,Load problem +hf-internal-testing/tiny-random-LiltModel,lilt +hf-internal-testing/tiny-random-LongT5Model,longt5,skip,Load problem +hf-internal-testing/tiny-random-mbart,mbart +hf-internal-testing/tiny-random-MobileNetV2Model,mobilenet_v2 +hf-internal-testing/tiny-random-mobilevit,mobilevit +hf-internal-testing/tiny-random-MPNetModel,mpnet +hf-internal-testing/tiny-random-MptForCausalLM,mpt,skip,Load problem +hf-internal-testing/tiny-random-NllbMoeForConditionalGeneration,nllb_moe,skip,Load problem +hf-internal-testing/tiny-random-NystromformerModel,nystromformer +hf-internal-testing/tiny-random-PegasusModel,pegasus,skip,Load problem +hf-internal-testing/tiny-random-PoolFormerModel,poolformer,skip,Load problem +hf-internal-testing/tiny-random-RegNetModel,regnet +hf-internal-testing/tiny-random-RemBertModel,rembert +hf-internal-testing/tiny-random-RoCBertModel,roc_bert,skip,Load problem +hf-internal-testing/tiny-random-RoFormerModel,roformer +hf-internal-testing/tiny-random-SegformerModel,segformer +hf-internal-testing/tiny-random-SEWDModel,sew-d,skip,Load problem +hf-internal-testing/tiny-random-SEWModel,sew,skip,Load problem +hf-internal-testing/tiny-random-Speech2TextModel,speech_to_text,skip,Load problem +hf-internal-testing/tiny-random-speech-encoder-decoder,speech-encoder-decoder,skip,Load problem +hf-internal-testing/tiny-random-SplinterModel,splinter +hf-internal-testing/tiny-random-SqueezeBertModel,squeezebert +hf-internal-testing/tiny-random-SwinModel,swin +hf-internal-testing/tiny-random-unispeech,unispeech,skip,Load problem +hf-internal-testing/tiny-random-UniSpeechSatModel,unispeech-sat,skip,Load problem +hf-internal-testing/tiny-random-vision_perceiver_conv,perceiver +hf-internal-testing/tiny-random-ViTMSNModel,vit_msn +hf-internal-testing/tiny-random-wav2vec2-conformer,wav2vec2-conformer +hf-internal-testing/tiny-random-XLMModel,xlm +hfl/vle-base,vle,skip,Load problem +HJHGJGHHG/GAU-Base-Full,gau,skip,Load problem +huggingface/autoformer-tourism-monthly,autoformer,skip,Load problem +huggingface/informer-tourism-monthly,informer,skip,Load problem +huggingface/time-series-transformer-tourism-monthly,time_series_transformer,skip,Load problem +HuggingFaceM4/tiny-random-idefics,idefics,skip,Load problem +HuggingFaceM4/tiny-random-vllama-clip,vllama,skip,Load problem +HuggingFaceM4/tiny-random-vopt-clip,vopt,skip,Load problem +HuiHuang/gpt3-damo-base-zh,gpt3,skip,Load problem +hustvl/yolos-tiny,yolos +iakarshu/tilt_base,tilt_base_configuration,skip,Load problem +ibm/MoLM-350M-4B,moduleformer,skip,Load problem +IDEA-CCNL/Randeng-Deltalm-362M-En-Zh,Deltalm,skip,Load problem +Inderpreet01/seaformer-semantic-segmentation-large,seaformer,skip,Load problem +Intel/dpt-hybrid-midas,dpt +Intel/tvp-base,tvp,skip,Load problem +isemmanuelolowe/code-embedder,instruct-codebert,skip,Load problem +isemmanuelolowe/instruct-codet5-5,instruct-codet5,skip,Load problem +jaketae/fastspeech2-ljspeech,fastspeech2,skip,Load problem +jambran/depression-classification,DepressionDetection,skip,Load problem +Jellywibble/dalio-reward-charlie-v1,reward-model,skip,Load problem +JonasGeiping/crammed-bert-legacy,crammedBERT,skip,Load problem +jonatasgrosman/wav2vec2-large-xlsr-53-english,wav2vec2,skip,RuntimeError: expected scalar type Long but found Float in original model +facebook/mms-lid-126,wav2vec2 +Joqsan/test-my-fnet,my_fnet,skip,Load problem +jozhang97/deta-swin-large,deta,skip,Load problem +jploski/retnet-mini-shakespeare,retnet,skip,Load problem +juhi7ag/idea-model2,,skip,Load problem +junnyu/autobert-small-light,autobert,skip,Load problem +junnyu/chinese_GAU-alpha-char_L-24_H-768,gau_alpha,skip,Load problem +junnyu/flash_small_wwm_cluecorpussmall,flash,skip,Load problem +junnyu/flashquad_small_wwm_cluecorpussmall,flash_quad,skip,Load problem +kakaobrain/align-base,align +KBLab/megatron-bert-large-swedish-cased-110k,megatron-bert +kiddothe2b/hierarchical-transformer-base-4096-v2,hat,skip,Load problem +k-l-lambda/clip-text-generator,clip_text_generator,skip,Load problem +k-l-lambda/stable-diffusion-v1-4-inv-embed,inv_word_embed,skip,Load problem +KoboldAI/fairseq-dense-13B-Janeway,xglm,skip,Large Model +konverner/qdq-camembert-apolliner,qdqbert,skip,Repository not found +krasserm/perceiver-ar-clm-base,perceiver-ar-causal-language-model,skip,Load problem +krasserm/perceiver-ar-sam-giant-midi,perceiver-ar-symbolic-audio-model,skip,Load problem +krasserm/perceiver-io-img-clf,perceiver-io-image-classifier,skip,Load problem +krasserm/perceiver-io-mlm,perceiver-io-masked-language-model,skip,Load problem +krasserm/perceiver-io-optical-flow,perceiver-io-optical-flow,skip,Load problem +krasserm/perceiver-io-txt-clf-imdb,perceiver-io-text-classifier,skip,Load problem +ksmcg/fan_small_12_p16_224,fan,skip,Load problem +laion/clap-htsat-unfused,clap,skip,Load problem +Langboat/ReGPT-125M-200G,re_gpt,skip,Load problem +lengyue233/content-vec-best,hubert +Lewislou/cellseg_sribd,cell_sribd,skip,Load problem +liamcripwell/o-conbart,context-bart,skip,Load problem +liamcripwell/pgdyn-plan,context-roberta,skip,Load problem +linhdo/graphdoc,graphdoc,skip,Load problem +LinkSoul/Chinese-LLaVA-Baichuan,llava,skip,Load problem +LinkSoul/LLaSM-Cllama2,llaaa,skip,Load problem +lintang/t5-v2-xl-flan,umt5 +liuhaotian/LLaVA-Lightning-MPT-7B-preview,llava_mpt,skip,Load problem +liya0121/my_finetune_0121,progen,skip,Load problem +lucadiliello/BLEURT-20,bleurt,skip,Load problem +lum-ai/metal,metal,skip,Load problem +luodian/OTTER-MPT1B-RPJama-Init,otter,skip,Load problem +luoruipu1/valley-13b-v1-delta,Valley,skip,Load problem +luoruipu1/Valley2-7b,valley,skip,Load problem +Lutech-AI/I-SPIn,I-SPIn,skip,Load problem +MAGAer13/mplug-owl-llama-7b,mplug-owl,skip,Load problem +manu/contrastive_zeroner,contrastive_zeroner,skip,Load problem +manu/lilt-infoxlm-base,liltrobertalike,skip,Load problem +manu/mplt_untrained,mplt,skip,Load problem +matheusntg/character-bert-pt-normal,character_bert,skip,Load problem +MBZUAI/swiftformer-xs,swiftformer +MCG-NJU/videomae-base-finetuned-kinetics,videomae +M-CLIP/XLM-Roberta-Large-Vit-B-32,M-CLIP,skip,Load problem +medhabi/distilbert-base-uncased-score-pred,text-to-rating,skip,Load problem +meta-llama/Llama-2-7b-hf,llama,skip,Load problem +microsoft/beit-base-patch16-224-pt22k-ft22k,beit +microsoft/biogpt,biogpt +microsoft/conditional-detr-resnet-50,conditional_detr +microsoft/deberta-base,deberta +microsoft/git-large-coco,git,skip,Load problem +microsoft/layoutlm-base-uncased,layoutlm +microsoft/layoutlmv2-base-uncased,layoutlmv2,skip,Load problem +microsoft/layoutlmv3-base,layoutlmv3 +microsoft/markuplm-base,markuplm +microsoft/resnet-50,resnet +microsoft/speecht5_hifigan,hifigan,skip,Load problem +microsoft/speecht5_tts,speecht5,skip,Load problem +microsoft/swinv2-tiny-patch4-window8-256,swinv2 +microsoft/table-transformer-detection,table-transformer +microsoft/wavlm-large,wavlm,skip,Load problem +microsoft/xclip-base-patch32,xclip,skip,Load problem +microsoft/xprophetnet-large-wiki100-cased,xlm-prophetnet +miguelvictor/python-fromzero-lstmlm,lstmlm,skip,Load problem +mingzi151/test-hf-wav2vec2bert,wav2vec2bert,skip,Load problem +MIT/ast-finetuned-audioset-10-10-0.4593,audio-spectrogram-transformer,skip,Load problem +Mizuiro-sakura/luke-japanese-large-sentiment-analysis-wrime,luke +mlml-chip/thyme2_colon_e2e,cnlpt,skip,Load problem +mnaylor/mega-base-wikitext,mega,skip,Load problem +mohitsha/tiny-random-testing-bert2gpt2,encoder-decoder +MoritzLaurer/DeBERTa-v3-base-mnli-fever-anli,deberta-v2 +MoritzLaurer/ernie-m-large-mnli-xnli,ernie_m +mrm8488/prunebert-base-uncased-finepruned-topK-squadv2,masked_bert,skip,Load problem +muditb/headline_classifier,BertModel,skip,Load problem +nanashi161382/clip-text-deprojector,clip_text_deprojector_model,skip,Load problem +nateraw/vit-age-classifier,vit +naver-clova-ocr/bros-base-uncased,bros,skip,Load problem +navervision/CompoDiff-Aesthetic,CompoDiff,skip,Load problem +navervision/KELIP,kelip,skip,Load problem +NCAI/NCAI-BERT,lean_albert,skip,Load problem +nglaura/skimformer,skimformer,skip,Load problem +nguyenvulebinh/robustspeech-asr,robustspeech,skip,Load problem +nguyenvulebinh/voice-filter,voicefilter,skip,Load problem +NiCy/seg-ment-tation,seg-ment-tation,skip,Load problem +nielsr/audio-spectogram-transformer-finetuned-audioset-10-10-0.4593,audio-spectogram-transformer,skip,Load problem +nielsr/convnext-tiny-maskrcnn,maskrcnn,skip,Load problem +nielsr/H3-125m,h3,skip,Load problem +nielsr/layoutreader-readingbank,layoutreader,skip,Load problem +nielsr/pix2seq-base,pix2seq,skip,Load problem +nielsr/tapex-large,tapex,skip,Load problem +nielsr/udop-large,udop,skip,Load problem +nielsr/vitmatte-small-composition-1k,vitmatte,skip,Load problem +nllg/poetry-bygpt5-small-en,bygpt5,skip,Load problem +nlpconnect/vit-gpt2-image-captioning,vision-encoder-decoder +OATML-Markslab/Tranception_Small,tranception,skip,Load problem +OFA-Sys/chinese-clip-vit-base-patch16,chinese_clip +openai/clip-vit-large-patch14,clip +openai/jukebox-1b-lyrics,jukebox,skip,Load problem +openai/whisper-medium,whisper,skip,Load problem +openai-gpt,openai-gpt +OpenAssistant/oasst-rm-2-pythia-6.9b-epoch-1,gpt_neox_reward_model,skip,Load problem +openmmlab/upernet-convnext-small,upernet,skip,Load problem +openMUSE/clip-vit-large-patch14-text-enc,clip_text_model,skip,Load problem +PatrickHaller/ngme-llama-264M,ngme,skip,Load problem +patrickvonplaten/bert2gpt2-cnn_dailymail-fp16,encoder_decoder,skip,Load problem +paulhindemith/test-zeroshot,test-zeroshot,skip,Load problem +PGT/orig-nystromformer-s-artificial-balanced-max500-490000-0,graph_nystromformer,skip,Load problem +pie/example-ner-spanclf-conll03,TransformerSpanClassificationModel,skip,Load problem +pie/example-re-textclf-tacred,TransformerTextClassificationModel,skip,Load problem +pleisto/yuren-baichuan-7b,multimodal_llama,skip,Load problem +predictia/europe_reanalysis_downscaler_convbaseline,convbilinear,skip,Load problem +predictia/europe_reanalysis_downscaler_convswin2sr,conv_swin2sr,skip,Load problem +pszemraj/led-large-book-summary,led +qmeeus/whisper-small-ner-combined,whisper_for_slu,skip,Load problem +raman-ai/pcqv2-tokengt-lap16,tokengt,skip,Load problem +range3/pegasus-gpt2-medium,pegasusgpt2,skip,Load problem +regisss/bridgetower-newyorker-a100-8x,bridgetower +rinna/japanese-cloob-vit-b-16,cloob,skip,Load problem +Rocketknight1/tiny-random-falcon-7b,falcon +RUCAIBox/mass-base-uncased,mass,skip,Load problem +RWKV/rwkv-4-169m-pile,rwkv +sahasrarjn/interbert,BERT,skip,Load problem +saibo/genkalm-medium-gpt2,genkalm,skip,Load problem +SajjadAyoubi/clip-fa-vision,clip_vision_model,skip,Load problem +Salesforce/blip2-flan-t5-xl,blip-2,skip,Load problem +Salesforce/blip-image-captioning-large,blip,skip,Load problem +Salesforce/instructblip-vicuna-7b,instructblip,skip,Load problem +SamLowe/roberta-base-go_emotions,roberta +sanchit-gandhi/enhanced_direct_s2st_en_to_es,speech-to-speech,skip,Load problem +sciki/finetune_tinybert,finetune-tinybert,skip,Load problem +sebastian-hofstaetter/colbert-distilbert-margin_mse-T2-msmarco,ColBERT,skip,Load problem +sebastian-hofstaetter/distilbert-cat-margin_mse-T2-msmarco,BERT_Cat,skip,Load problem +sebastian-hofstaetter/idcm-distilbert-msmarco_doc,IDCM,skip,Load problem +SenseTime/deformable-detr,deformable_detr,skip,Load problem +shahules786/Reward-model-gptneox-410M,rm_gptneox_config,skip,Load problem +shauray/Llava-Llama-2-7B-hf,llavallama,skip,Load problem +shauray/ViTPose,vitpose,skip,Load problem +sheonhan/ict-imagenet-256,ict,skip,Load problem +shibing624/text2vec-base-chinese-paraphrase,ernie +shikhartuli/flexibert-mini,flexibert,skip,Load problem +shikras/shikra-7b-delta-v1-0708,shikra,skip,Load problem +shi-labs/dinat-mini-in1k-224,dinat +shi-labs/nat-mini-in1k-224,nat +shi-labs/oneformer_ade20k_swin_large,oneformer,skip,Load problem +shuqi/seed-encoder,seed_encoder,skip,Load problem +sijunhe/nezha-cn-base,nezha +sjiang1/codecse,roberta_for_cl,skip,Load problem +slh/fcnet-base-cased,fcnet,skip,Load problem +snoop2head/Deep-Shallow-Ko2En,transformer,skip,Load problem +Solomonik/SeqTokenModelMultiple,SeqToken,skip,Load problem +solotimes/lavibe_base,donut,skip,Load problem +songlab/gpn-brassicales,ConvNet,skip,Load problem +speechbrain/m-ctc-t-large,mctct +Splend1dchan/wav2vec2-large-lv60_t5lephone-small_lna_bs64,speechmix,skip,Load problem +stefan-it/bort-full,bort,skip,Load problem +SteveZhan/my-resnet50d,resnet_steve,skip,Load problem +suno/bark,bark,skip,Load problem +surajnair/r3m-50,r3m,skip,Load problem +susnato/clvp_dev,clvp,skip,Load problem +Tanrei/GPTSAN-japanese,gptsan-japanese +tau/bart-large-sled-govreport,tau/sled,skip,Load problem +taufeeque/best-cb-model,codebook,skip,Load problem +Team-PIXEL/pixel-base,pixel,skip,Load problem +tensorpro/clip_vip_pretrained_base_16,clip_vip,skip,Load problem +thomwolf/vqgan_imagenet_f16_1024,vqgan_model,skip,Load problem +thu-ml/zh-clip-vit-roberta-large-patch14,zhclip,skip,Load problem +tifa-benchmark/promptcap-coco-vqa,ofa,skip,Load problem +tli8hf/robertabase_snli,transformerfornli,skip,Load problem +transfo-xl-wt103,transfo-xl +transZ/BART_shared_clean,shared_bart,skip,Load problem +transZ/BART_shared_v2,shared_bart_v2,skip,Load problem +transZ/misecom,misecom,skip,Load problem +transZ/parex,parex,skip,Load problem +transZ/phrext,phrext,skip,Load problem +transZ/reword,reword,skip,Load problem +transZ/roberta_texid,roberta_texid,skip,Load problem +transZ/tforge_v1.9,Transformer_Forge,skip,Load problem +trl-internal-testing/tiny-random-BigBirdPegasusForConditionalGeneration,bigbird_pegasus +trl-internal-testing/tiny-random-BlenderbotSmallForConditionalGeneration,blenderbot-small,skip,Load problem +trl-internal-testing/tiny-random-MvpForConditionalGeneration,mvp +trl-internal-testing/tiny-random-PegasusXForConditionalGeneration,pegasus_x,skip,Load problem +trl-internal-testing/tiny-random-PLBartForConditionalGeneration,plbart +trl-internal-testing/tiny-random-ProphetNetForConditionalGeneration,prophetnet,skip,Load problem +trl-internal-testing/tiny-random-SwitchTransformersForConditionalGeneration,switch_transformers,skip,Load problem +turing-motors/heron-chat-blip-ja-stablelm-base-7b-v0,video_blip,skip,Load problem +turing-motors/heron-chat-git-ELYZA-fast-7b-v0,git_llama,skip,Load problem +uclanlp/visualbert-vqa-coco-pre,visual_bert +ummagumm-a/samolet_room_classifier,AirModelHF,skip,Load problem +ummagumm-a/samolet-room-classifier,gru,skip,Load problem +UNCANNY69/Misinfo-BERT-LSTM,BertLSTMForSequenceClassification,skip,Load problem +UNCANNY69/Miss-BERT-CNN,BertCNNForSequenceClassification,skip,Load problem +unc-nlp/lxmert-base-uncased,lxmert,skip,Load problem +uw-madison/mra-base-512-4,mra,skip,Load problem +uw-madison/yoso-4096,yoso +valhalla/cogview-gpt2-test,cog_view,skip,Load problem +valhalla/s2t_mustc_multilinguial_medium,speech_to_text_transformer,skip,Load problem +vblagoje/greaselm-csqa,greaselm,skip,Load problem +vinvino02/glpn-nyu,glpn +Visual-Attention-Network/van-base,van +visualjoyce/transformers4vl-uniter-base,uniter,skip,Load problem +visualjoyce/transformers4vl-vilbert-mt,vilbert,skip,Load problem +vumichien/nonsemantic-speech-trillsson3,trillsson_efficientnet,skip,Load problem +vumichien/trillsson3-ft-keyword-spotting-12,trillsson_efficient,skip,Load problem +wangruiai2023/nougat,nougat,skip,Load problem +WENGSYX/CoNN_Parity,conn,skip,Load problem +xlm-roberta-base,xlm-roberta +xlnet-base-cased,xlnet +ybelkada/focusondepth,focusondepth,skip,Load problem +ybelkada/random-tiny-BertGenerationModel,bert-generation +ydshieh/temp-testing-kosmos-2,kosmos-2,skip,Load problem +YituTech/conv-bert-base,convbert +yjernite/retribert-base-uncased,retribert +ylacombe/hf-seamless-m4t-medium,seamless_m4t,skip,Load problem +youzanai/clip-product-title-chinese,clip_chinese_model,skip,Load problem +Yova/SmallCapOPT7M,smallcap,skip,Load problem +yusufani/trclip-vitl14-e10,trclip,skip,Load problem +yysung53/dpr,text_similarity,skip,Load problem +Zetatech/pvt-tiny-224,pvt,skip,Load problem +ZinengTang/tvlt-base,tvlt,skip,Load problem +zuppif/resnetd-18,resnetd,skip,Load problem diff --git a/tests/torch/models_hub_test/requirements.txt b/tests/torch/models_hub_test/requirements.txt new file mode 100644 index 00000000000..1b0cfca3e2d --- /dev/null +++ b/tests/torch/models_hub_test/requirements.txt @@ -0,0 +1,11 @@ +--extra-index-url https://download.pytorch.org/whl/cpu +torch==2.1.0 +--extra-index-url https://download.pytorch.org/whl/cpu +torchvision==0.16.0 +transformers==4.35.0 +pytest +timm==0.9.2 +scikit-learn==1.2.2 +av==11.0.0 +sentencepiece==0.1.99 +protobuf==3.20.3 diff --git a/tests/torch/models_hub_test/requirements_secondary.txt b/tests/torch/models_hub_test/requirements_secondary.txt new file mode 100644 index 00000000000..e9187b90f6b --- /dev/null +++ b/tests/torch/models_hub_test/requirements_secondary.txt @@ -0,0 +1,3 @@ +# This file contains requirements dependednt from modules in requirements.txt +# get immutable commit to be able to use pip cache +natten==0.14.6 diff --git a/tests/torch/models_hub_test/test_hf_transformers.py b/tests/torch/models_hub_test/test_hf_transformers.py new file mode 100644 index 00000000000..73e506ffb8b --- /dev/null +++ b/tests/torch/models_hub_test/test_hf_transformers.py @@ -0,0 +1,312 @@ +# Copyright (c) 2023 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 pathlib import Path +from typing import Tuple + +import pytest +import torch +from huggingface_hub import model_info +from torch import nn +from transformers import AutoConfig + +from tests.torch.models_hub_test.common import BaseTestModel +from tests.torch.models_hub_test.common import ExampleType +from tests.torch.models_hub_test.common import ModelInfo +from tests.torch.models_hub_test.common import get_model_params +from tests.torch.models_hub_test.common import idfn + +MODEL_LIST_FILE = Path(__file__).parent / "hf_transformers_models.txt" + + +def filter_example(model: nn.Module, example: ExampleType) -> Tuple[nn.Module, ExampleType]: + """ + Filter example of input by signature of the model. + + :param model: The model. + :param example: Example of input. + :return: Filtered example of input. + """ + try: + import inspect + + if isinstance(example, dict): + model_params = inspect.signature(model.forward).parameters + names_set = {p for p in model_params} + new_example = dict() + for k, v in example: + if k in names_set: + new_example[k] = v + return new_example + except: # noqa: E722 + return example + + +@pytest.fixture(scope="class", autouse=True) +def fixture_image(request): + import requests + from PIL import Image + + url = "http://images.cocodataset.org/val2017/000000039769.jpg" + request.cls.image = Image.open(requests.get(url, stream=True).raw) + + +class TestTransformersModel(BaseTestModel): + def load_model(self, name: str) -> Tuple[nn.Module, ExampleType]: + torch.manual_seed(0) + + mi = model_info(name) + auto_processor = None + model = None + example = None + try: + auto_model = mi.transformersInfo["auto_model"] + if "processor" in mi.transformersInfo: + auto_processor = mi.transformersInfo["processor"] + except: # noqa: E722 + auto_model = None + if "clip_vision_model" in mi.tags: + from transformers import CLIPFeatureExtractor + from transformers import CLIPVisionModel + + config = AutoConfig.from_pretrained(name, torchscript=True) + model = CLIPVisionModel._from_config(config) + preprocessor = CLIPFeatureExtractor.from_pretrained(name) + encoded_input = preprocessor(self.image, return_tensors="pt") + example = dict(encoded_input) + elif "t5" in mi.tags: + from transformers import T5Tokenizer + + tokenizer = T5Tokenizer.from_pretrained(name) + encoder = tokenizer("Studies have been shown that owning a dog is good for you", return_tensors="pt") + decoder = tokenizer("Studies show that", return_tensors="pt") + example = (encoder.input_ids, encoder.attention_mask, decoder.input_ids, decoder.attention_mask) + elif "hubert" in mi.tags: + wav_input_16khz = torch.randn(1, 10000) + example = (wav_input_16khz,) + elif "vit-gpt2" in name: + from transformers import VisionEncoderDecoderModel + from transformers import ViTImageProcessor + + config = AutoConfig.from_pretrained(name, torchscript=True) + model = VisionEncoderDecoderModel._from_config(config) + feature_extractor = ViTImageProcessor.from_pretrained(name) + encoded_input = feature_extractor(images=[self.image], return_tensors="pt") + + class VIT_GPT2_Model(torch.nn.Module): + def __init__(self, model): + super().__init__() + self.model = model + + def forward(self, x): + return self.model.generate(x, max_length=16, num_beams=4) + + model = VIT_GPT2_Model(model) + example = (encoded_input.pixel_values,) + elif "mms-lid" in name: + # mms-lid model config does not have auto_model attribute, only direct loading available + from transformers import AutoFeatureExtractor + from transformers import Wav2Vec2ForSequenceClassification + + config = AutoConfig.from_pretrained(name, torchscript=True) + model = Wav2Vec2ForSequenceClassification._from_config(config) + processor = AutoFeatureExtractor.from_pretrained(name) + input_values = processor(torch.randn(16000).numpy(), sampling_rate=16_000, return_tensors="pt") + example = {"input_values": input_values.input_values} + elif "retribert" in mi.tags: + from transformers import RetriBertTokenizer + + text = "How many cats are there?" + tokenizer = RetriBertTokenizer.from_pretrained(name) + encoding1 = tokenizer("How many cats are there?", return_tensors="pt") + encoding2 = tokenizer("Second text", return_tensors="pt") + example = (encoding1.input_ids, encoding1.attention_mask, encoding2.input_ids, encoding2.attention_mask) + elif "mgp-str" in mi.tags or "clip_vision_model" in mi.tags: + from transformers import AutoProcessor + + processor = AutoProcessor.from_pretrained(name) + encoded_input = processor(images=self.image, return_tensors="pt") + example = (encoded_input.pixel_values,) + elif "flava" in mi.tags: + from transformers import AutoProcessor + + processor = AutoProcessor.from_pretrained(name) + encoded_input = processor( + text=["a photo of a cat", "a photo of a dog"], images=[self.image, self.image], return_tensors="pt" + ) + example = dict(encoded_input) + elif "vivit" in mi.tags: + from transformers import VivitImageProcessor + + frames = list(torch.randint(0, 255, [32, 3, 224, 224]).to(torch.float32)) + processor = VivitImageProcessor.from_pretrained(name) + encoded_input = processor(images=frames, return_tensors="pt") + example = (encoded_input.pixel_values,) + elif "tvlt" in mi.tags: + from transformers import AutoProcessor + + processor = AutoProcessor.from_pretrained(name) + num_frames = 8 + images = list(torch.rand(num_frames, 3, 224, 224)) + audio = list(torch.randn(10000)) + input_dict = processor(images, audio, sampling_rate=44100, return_tensors="pt") + example = dict(input_dict) + elif "gptsan-japanese" in mi.tags: + from transformers import AutoTokenizer + + processor = AutoTokenizer.from_pretrained(name) + text = "織田信長は、" + encoded_input = processor(text=[text], return_tensors="pt") + example = dict(input_ids=encoded_input.input_ids, token_type_ids=encoded_input.token_type_ids) + elif "videomae" in mi.tags or "timesformer" in mi.tags: + from transformers import AutoProcessor + + processor = AutoProcessor.from_pretrained(name) + video = list(torch.randint(0, 255, [16, 3, 224, 224]).to(torch.float32)) + inputs = processor(video, return_tensors="pt") + example = dict(inputs) + else: + try: + if auto_model == "AutoModelForCausalLM": + from transformers import AutoModelForCausalLM + from transformers import AutoTokenizer + + tokenizer = AutoTokenizer.from_pretrained(name) + config = AutoConfig.from_pretrained(name, torchscript=True) + model = AutoModelForCausalLM.from_config(config) + text = "Replace me by any text you'd like." + encoded_input = tokenizer(text, return_tensors="pt") + inputs_dict = dict(encoded_input) + if "facebook/incoder" in name and "token_type_ids" in inputs_dict: + del inputs_dict["token_type_ids"] + example = inputs_dict + elif auto_model == "AutoModelForMaskedLM": + from transformers import AutoModelForMaskedLM + from transformers import AutoTokenizer + + tokenizer = AutoTokenizer.from_pretrained(name) + config = AutoConfig.from_pretrained(name, torchscript=True) + model = AutoModelForMaskedLM.from_config(config) + text = "Replace me by any text you'd like." + encoded_input = tokenizer(text, return_tensors="pt") + example = dict(encoded_input) + elif auto_model == "AutoModelForImageClassification": + from transformers import AutoModelForImageClassification + from transformers import AutoProcessor + + processor = AutoProcessor.from_pretrained(name) + config = AutoConfig.from_pretrained(name, torchscript=True) + model = AutoModelForImageClassification.from_config(config) + encoded_input = processor(images=self.image, return_tensors="pt") + example = dict(encoded_input) + elif auto_model == "AutoModelForSeq2SeqLM": + from transformers import AutoModelForSeq2SeqLM + from transformers import AutoTokenizer + + tokenizer = AutoTokenizer.from_pretrained(name) + config = AutoConfig.from_pretrained(name, torchscript=True) + model = AutoModelForSeq2SeqLM.from_config(config) + inputs = tokenizer("Studies have been shown that owning a dog is good for you", return_tensors="pt") + decoder_inputs = tokenizer( + " Studien haben gezeigt dass es hilfreich ist einen Hund zu besitzen", + return_tensors="pt", + add_special_tokens=False, + ) + example = dict(input_ids=inputs.input_ids, decoder_input_ids=decoder_inputs.input_ids) + elif auto_model == "AutoModelForSpeechSeq2Seq": + from transformers import AutoModelForSpeechSeq2Seq + from transformers import AutoProcessor + + processor = AutoProcessor.from_pretrained(name) + config = AutoConfig.from_pretrained(name, torchscript=True) + model = AutoModelForSpeechSeq2Seq.from_config(config) + inputs = processor(torch.randn(1000).numpy(), sampling_rate=16000, return_tensors="pt") + example = dict(inputs) + elif auto_model == "AutoModelForCTC": + from transformers import AutoModelForCTC + from transformers import AutoProcessor + + processor = AutoProcessor.from_pretrained(name) + config = AutoConfig.from_pretrained(name, torchscript=True) + model = AutoModelForCTC.from_config(config) + input_values = processor(torch.randn(1000).numpy(), return_tensors="pt") + example = dict(input_values) + elif auto_model == "AutoModelForTableQuestionAnswering": + import pandas as pd + from transformers import AutoModelForTableQuestionAnswering + from transformers import AutoTokenizer + + tokenizer = AutoTokenizer.from_pretrained(name) + config = AutoConfig.from_pretrained(name, torchscript=True) + model = AutoModelForTableQuestionAnswering.from_config(config) + data = { + "Actors": ["Brad Pitt", "Leonardo Di Caprio", "George Clooney"], + "Number of movies": ["87", "53", "69"], + } + queries = [ + "What is the name of the first actor?", + "How many movies has George Clooney played in?", + "What is the total number of movies?", + ] + answer_coordinates = [[(0, 0)], [(2, 1)], [(0, 1), (1, 1), (2, 1)]] + answer_text = [["Brad Pitt"], ["69"], ["209"]] + table = pd.DataFrame.from_dict(data) + encoded_input = tokenizer( + table=table, + queries=queries, + answer_coordinates=answer_coordinates, + answer_text=answer_text, + padding="max_length", + return_tensors="pt", + ) + example = dict( + input_ids=encoded_input["input_ids"], + token_type_ids=encoded_input["token_type_ids"], + attention_mask=encoded_input["attention_mask"], + ) + else: + from transformers import AutoProcessor + from transformers import AutoTokenizer + + text = "Replace me by any text you'd like." + if auto_processor is not None and "Tokenizer" not in auto_processor: + processor = AutoProcessor.from_pretrained(name) + encoded_input = processor(text=[text], images=self.image, return_tensors="pt", padding=True) + else: + tokenizer = AutoTokenizer.from_pretrained(name) + encoded_input = tokenizer(text, return_tensors="pt") + example = dict(encoded_input) + except: # noqa: E722 + pass + if model is None: + from transformers import AutoModel + + config = AutoConfig.from_pretrained(name, torchscript=True) + model = AutoModel.from_config(config) + if hasattr(model, "set_default_language"): + model.set_default_language("en_XX") + if example is None: + if "encodec" in mi.tags: + example = (torch.randn(1, 1, 100),) + else: + example = (torch.randint(1, 1000, [1, 100]),) + example = filter_example(model, example) + model.eval() + # Uncomment to check inference original model + # if isinstance(example, dict): + # model(**example) + # else: + # model(*example) + return model, example + + @pytest.mark.parametrize("model_info", get_model_params(MODEL_LIST_FILE), ids=idfn) + def test_nncf_wrap(self, model_info: ModelInfo): + self.nncf_wrap(model_info.model_name) diff --git a/tests/torch/models_hub_test/test_speech_transformer.py b/tests/torch/models_hub_test/test_speech_transformer.py new file mode 100644 index 00000000000..8d79f3dca1b --- /dev/null +++ b/tests/torch/models_hub_test/test_speech_transformer.py @@ -0,0 +1,45 @@ +# Copyright (c) 2023 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 os +import subprocess +import sys +from pathlib import Path +from typing import Tuple + +import torch +from torch import nn + +from tests.torch.models_hub_test.common import BaseTestModel +from tests.torch.models_hub_test.common import ExampleType + + +class TestSpeechTransformerModel(BaseTestModel): + def load_model(self, model_name: str) -> Tuple[nn.Module, ExampleType]: + os.system(f"git clone https://github.com/mvafin/Speech-Transformer.git {self.tmp_path}") + subprocess.check_call(["git", "checkout", "071eebb7549b66bae2cb93e3391fe99749389456"], cwd=self.tmp_path) + + sys.path.append(self.tmp_path.as_posix()) + from transformer.transformer import Transformer + + m = Transformer() + + sys.path.remove(self.tmp_path.as_posix()) + example = ( + torch.randn(32, 209, 320), + torch.stack(sorted(torch.randint(55, 250, [32]), reverse=True)), + torch.randint(-1, 4232, [32, 20]), + ) + return m, example + + def test_nncf_wrap(self, tmp_path: Path): + self.tmp_path = tmp_path + self.nncf_wrap("speech-transformer") diff --git a/tests/torch/models_hub_test/test_timm.py b/tests/torch/models_hub_test/test_timm.py new file mode 100644 index 00000000000..5f5785ab57f --- /dev/null +++ b/tests/torch/models_hub_test/test_timm.py @@ -0,0 +1,59 @@ +# Copyright (c) 2023 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 Tuple + +import pytest +import timm +import torch +from torch import nn + +from tests.torch.models_hub_test.common import BaseTestModel +from tests.torch.models_hub_test.common import ExampleType + + +def filter_timm(timm_list: list) -> list: + unique_models = set() + filtered_list = [] + ignore_set = { + "base", "mini", "small", "xxtiny", "xtiny", "tiny", "lite", "nano", "pico", "medium", "big", + "large", "xlarge", "xxlarge", "huge", "gigantic", "giant", "enormous", "xs", "xxs", "s", "m", "l", "xl" + } # fmt: skip + for name in timm_list: + # first: remove datasets + name_parts = name.split(".") + _name = "_".join(name.split(".")[:-1]) if len(name_parts) > 1 else name + # second: remove sizes + name_set = set([n for n in _name.split("_") if not n.isnumeric()]) + name_set = name_set.difference(ignore_set) + name_join = "_".join(name_set) + if name_join not in unique_models: + unique_models.add(name_join) + filtered_list.append(name) + return filtered_list + + +def get_all_models() -> list: + m_list = timm.list_pretrained() + return filter_timm(m_list) + + +class TestTimmModel(BaseTestModel): + def load_model(self, model_name: str) -> Tuple[nn.Module, ExampleType]: + m = timm.create_model(model_name, pretrained=False) + cfg = timm.get_pretrained_cfg(model_name) + shape = [1] + list(cfg.input_size) + example = (torch.randn(shape),) + return m, example + + @pytest.mark.parametrize("name", get_all_models()) + def test_nncf_wrap(self, name): + self.nncf_wrap(name) diff --git a/tests/torch/models_hub_test/test_torchvision_models.py b/tests/torch/models_hub_test/test_torchvision_models.py new file mode 100644 index 00000000000..2ae56439209 --- /dev/null +++ b/tests/torch/models_hub_test/test_torchvision_models.py @@ -0,0 +1,80 @@ +# Copyright (c) 2023 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 tempfile +from pathlib import Path +from typing import Tuple + +import pytest +import torch +import torchvision.transforms.functional as F +from torch import nn + +from tests.torch.models_hub_test.common import BaseTestModel +from tests.torch.models_hub_test.common import ExampleType +from tests.torch.models_hub_test.common import ModelInfo +from tests.torch.models_hub_test.common import get_model_params +from tests.torch.models_hub_test.common import idfn + +MODEL_LIST_FILE = Path(__file__).parent / "torchvision_models.txt" + + +def get_video(): + """ + Download video and return frames. + Using free video from pexels.com, credits go to Pavel Danilyuk. + Initially used in https://pytorch.org/vision/stable/auto_examples/plot_optical_flow.html + """ + from pathlib import Path + from urllib.request import urlretrieve + + from torchvision.io import read_video + + video_url = "https://download.pytorch.org/tutorial/pexelscom_pavel_danilyuk_basketball_hd.mp4" + with tempfile.TemporaryDirectory() as tmp: + video_path = Path(tmp) / "basketball.mp4" + _ = urlretrieve(video_url, video_path) + + frames, _, _ = read_video(str(video_path), output_format="TCHW") + return frames + + +def prepare_frames_for_raft(name, frames1, frames2): + w = torch.hub.load("pytorch/vision", "get_model_weights", name=name, skip_validation=True).DEFAULT + img1_batch = torch.stack(frames1) + img2_batch = torch.stack(frames2) + img1_batch = F.resize(img1_batch, size=[520, 960], antialias=False) + img2_batch = F.resize(img2_batch, size=[520, 960], antialias=False) + img1_batch, img2_batch = w.transforms()(img1_batch, img2_batch) + return (img1_batch, img2_batch) + + +class TestTorchHubModel(BaseTestModel): + def load_model(self, model_name: str) -> Tuple[nn.Module, ExampleType]: + torch.manual_seed(0) + m = torch.hub.load("pytorch/vision", model_name, weights=None, skip_validation=True) + m.eval() + if model_name == "s3d" or any([m in model_name for m in ["swin3d", "r3d_18", "mc3_18", "r2plus1d_18"]]): + example = (torch.randn([1, 3, 224, 224, 224]),) + + elif "mvit" in model_name: + # 16 frames from video + example = (torch.randn(1, 3, 16, 224, 224),) + elif "raft" in model_name: + frames = get_video() + example = prepare_frames_for_raft(model_name, [frames[100], frames[150]], [frames[101], frames[151]]) + else: + example = (torch.randn(1, 3, 224, 224),) + return m, example + + @pytest.mark.parametrize("model_info", get_model_params(MODEL_LIST_FILE), ids=idfn) + def test_nncf_wrap(self, model_info: ModelInfo): + self.nncf_wrap(model_info.model_name) diff --git a/tests/torch/models_hub_test/torchvision_models.txt b/tests/torch/models_hub_test/torchvision_models.txt new file mode 100644 index 00000000000..592946132a2 --- /dev/null +++ b/tests/torch/models_hub_test/torchvision_models.txt @@ -0,0 +1,97 @@ +alexnet +convnext_base +convnext_large +convnext_small +convnext_tiny +deeplabv3_mobilenet_v3_large +deeplabv3_resnet101 +deeplabv3_resnet50 +densenet121 +densenet161 +densenet169 +densenet201 +efficientnet_b0 +efficientnet_b1 +efficientnet_b2 +efficientnet_b3 +efficientnet_b4 +efficientnet_b5 +efficientnet_b6 +efficientnet_b7 +efficientnet_v2_l +efficientnet_v2_m +efficientnet_v2_s +fcn_resnet101 +fcn_resnet50 +googlenet +inception_v3 +lraspp_mobilenet_v3_large +maxvit_t +mc3_18 +mnasnet0_5 +mnasnet0_75 +mnasnet1_0 +mnasnet1_3 +mobilenet_v2 +mobilenet_v3_large +mobilenet_v3_small +mvit_v1_b +mvit_v2_s +r2plus1d_18 +r3d_18 +raft_large +raft_small +regnet_x_16gf +regnet_x_1_6gf +regnet_x_32gf +regnet_x_3_2gf +regnet_x_400mf +regnet_x_800mf +regnet_x_8gf +regnet_y_128gf +regnet_y_16gf +regnet_y_1_6gf +regnet_y_32gf +regnet_y_3_2gf +regnet_y_400mf +regnet_y_800mf +regnet_y_8gf +resnet101 +resnet152 +resnet18 +resnet34 +resnet50 +resnext101_32x8d +resnext101_64x4d +resnext50_32x4d +s3d +shufflenet_v2_x0_5 +shufflenet_v2_x1_0 +shufflenet_v2_x1_5 +shufflenet_v2_x2_0 +squeezenet1_0 +squeezenet1_1 +swin3d_b +swin3d_s +swin3d_t +swin_b +swin_s +swin_t +swin_v2_b +swin_v2_s +swin_v2_t +vgg11 +vgg11_bn +vgg13 +vgg13_bn +vgg16 +vgg16_bn +vgg19 +vgg19_bn +vit_b_16 +vit_b_32 +vit_h_14 +vit_l_16 +vit_l_32 +wide_resnet101_2 +wide_resnet50_2 diff --git a/tests/torch/ptq/helpers.py b/tests/torch/ptq/helpers.py index 5e7b672aae1..d4805694559 100644 --- a/tests/torch/ptq/helpers.py +++ b/tests/torch/ptq/helpers.py @@ -54,7 +54,7 @@ def get_depthwise_conv_nncf_graph() -> NNCFGraphToTestDepthwiseConv: transpose=False, padding_values=(1, 1), ) - return NNCFGraphToTestDepthwiseConv(PTDepthwiseConv2dSubtype, conv_layer_attrs) + return NNCFGraphToTestDepthwiseConv(PTDepthwiseConv2dSubtype, conv_layer_attrs, nncf_graph_cls=PTNNCFGraph) def get_single_no_weight_matmul_nncf_graph() -> NNCFGraphToTest: diff --git a/tests/torch/ptq/test_strip.py b/tests/torch/ptq/test_strip.py index 21270f50d33..f1ca6eafc37 100644 --- a/tests/torch/ptq/test_strip.py +++ b/tests/torch/ptq/test_strip.py @@ -10,78 +10,30 @@ # limitations under the License. import pytest +import torch from torch.quantization import FakeQuantize import nncf -from nncf.data import Dataset -from nncf.parameters import TargetDevice -from nncf.quantization import QuantizationPreset -from nncf.torch.nncf_network import ExtraCompressionModuleType -from nncf.torch.nncf_network import NNCFNetwork -from nncf.torch.quantization.layers import BaseQuantizer -from tests.torch.helpers import LeNet -from tests.torch.helpers import RandomDatasetMock - - -def check_fq(model: NNCFNetwork, striped: bool): - compression_module_type = ExtraCompressionModuleType.EXTERNAL_QUANTIZER - if model.nncf.is_compression_module_registered(compression_module_type): - external_quantizers = model.nncf.get_compression_modules_by_type(compression_module_type) - for key in list(external_quantizers.keys()): - op = external_quantizers[key] - if striped: - assert isinstance(op, FakeQuantize) - else: - assert isinstance(op, BaseQuantizer) - - for node in model.nncf.get_original_graph().get_all_nodes(): - if node.node_type in ["nncf_model_input", "nncf_model_output"]: - continue - - nncf_module = model.nncf.get_containing_module(node.node_name) - - if hasattr(nncf_module, "pre_ops"): - for key in list(nncf_module.pre_ops.keys()): - op = nncf_module.get_pre_op(key) - if striped: - assert isinstance(op.op, FakeQuantize) - else: - assert isinstance(op.op, BaseQuantizer) - - if hasattr(nncf_module, "post_ops"): - for key in list(nncf_module.post_ops.keys()): - op = nncf_module.get_post_ops(key) - if striped: - assert isinstance(op.op, FakeQuantize) - else: - assert isinstance(op.op, BaseQuantizer) +from tests.torch.helpers import BasicConvTestModel @pytest.mark.parametrize("strip_type", ("nncf", "torch", "nncf_interfere")) -def test_nncf_strip_api(strip_type): - model = LeNet() - input_size = [1, 1, 32, 32] - - def transform_fn(data_item): - images, _ = data_item - return images - - dataset = Dataset(RandomDatasetMock(input_size), transform_fn) - - quantized_model = nncf.quantize( - model=model, - calibration_dataset=dataset, - preset=QuantizationPreset.MIXED, - target_device=TargetDevice.CPU, - subset_size=1, - fast_bias_correction=True, - ) +@pytest.mark.parametrize("do_copy", (True, False), ids=["copy", "inplace"]) +def test_nncf_strip_api(strip_type, do_copy): + model = BasicConvTestModel() + quantized_model = nncf.quantize(model, nncf.Dataset([torch.ones(model.INPUT_SIZE)]), subset_size=1) if strip_type == "nncf": - strip_model = nncf.strip(quantized_model) + strip_model = nncf.strip(quantized_model, do_copy) elif strip_type == "torch": - strip_model = nncf.torch.strip(quantized_model) + strip_model = nncf.torch.strip(quantized_model, do_copy) elif strip_type == "nncf_interfere": - strip_model = quantized_model.nncf.strip() + strip_model = quantized_model.nncf.strip(do_copy) + + if do_copy: + assert id(strip_model) != id(quantized_model) + else: + assert id(strip_model) == id(quantized_model) - check_fq(quantized_model, True if strip_model is None else strip_model) + assert isinstance(strip_model.conv.get_pre_op("0").op, FakeQuantize) + assert isinstance(strip_model.nncf.external_quantizers["/nncf_model_input_0|OUTPUT"], FakeQuantize) diff --git a/tests/torch/ptq/test_weights_compression.py b/tests/torch/ptq/test_weights_compression.py index 770664eaa9a..5a36c649ffd 100644 --- a/tests/torch/ptq/test_weights_compression.py +++ b/tests/torch/ptq/test_weights_compression.py @@ -74,18 +74,32 @@ def test_compress_shared_weights(): assert compressed_model.lm_head.get_pre_op(key) is val -def test_raise_error_with_int8_and_non_default_ratio(mocker): +@pytest.mark.parametrize( + "mode", [CompressWeightsMode.INT8, CompressWeightsMode.INT8_ASYM, CompressWeightsMode.INT8_SYM] +) +def test_raise_error_with_int8_and_non_default_ratio(mocker, mode): with pytest.raises(AttributeError): - compress_weights(mocker.Mock(), mode=CompressWeightsMode.INT8, ratio=0.5) + compress_weights(mocker.Mock(), mode=mode, ratio=0.5) -def test_raise_error_with_int8_and_non_default_group_size(mocker): +@pytest.mark.parametrize( + "mode", [CompressWeightsMode.INT8, CompressWeightsMode.INT8_ASYM, CompressWeightsMode.INT8_SYM] +) +def test_raise_error_with_int8_and_non_default_group_size(mocker, mode): with pytest.raises(AttributeError): - compress_weights(mocker.Mock(), mode=CompressWeightsMode.INT8, group_size=64) - - -@pytest.mark.parametrize("mode", [CompressWeightsMode.NF4, CompressWeightsMode.INT4_ASYM, CompressWeightsMode.INT4_SYM]) -def test_raise_error_with_not_int8(mode): + compress_weights(mocker.Mock(), mode=mode, group_size=64) + + +@pytest.mark.parametrize( + "mode", + [ + CompressWeightsMode.NF4, + CompressWeightsMode.INT4_ASYM, + CompressWeightsMode.INT4_SYM, + CompressWeightsMode.INT8_SYM, + ], +) +def test_raise_error_with_not_int8_asym(mode): with pytest.raises(AttributeError): dummy_torch_model = torch.nn.Module() compress_weights(dummy_torch_model, mode=mode) diff --git a/tests/torch/ptq/test_wrap_model.py b/tests/torch/ptq/test_wrap_model.py index ac48bf66fe8..19a8823aee0 100644 --- a/tests/torch/ptq/test_wrap_model.py +++ b/tests/torch/ptq/test_wrap_model.py @@ -15,6 +15,7 @@ from nncf.torch.dynamic_graph.context import no_nncf_trace from nncf.torch.model_creation import wrap_model +from nncf.torch.nested_objects_traversal import objwalk class ArgumentModel(nn.Module): @@ -64,9 +65,15 @@ def forward(self, *, x, y): def test_wrap_model_with_example_input(example_input, model_cls): model = model_cls(example_input) nncf_network = wrap_model(model, example_input) + + def check_type(x): + assert type(x) == torch.Tensor + return x + + objwalk(example_input, lambda x: True, check_type) + nncf_graph = nncf_network.nncf.get_original_graph() all_nodes = nncf_graph.get_all_nodes() - num_nodes = 2 if isinstance(example_input, (tuple, dict)): num_nodes *= len(example_input) diff --git a/tests/torch/pytest.ini b/tests/torch/pytest.ini index b35c6a2b6b7..26ef8aedef9 100644 --- a/tests/torch/pytest.ini +++ b/tests/torch/pytest.ini @@ -7,5 +7,6 @@ markers = install nightly weekly + models_hub python_files = test_* xfail_strict = true diff --git a/tests/torch/quantization/test_strip.py b/tests/torch/quantization/test_strip.py index 3b7f797975f..3b1f1940ce2 100644 --- a/tests/torch/quantization/test_strip.py +++ b/tests/torch/quantization/test_strip.py @@ -300,36 +300,27 @@ def test_strip_quantization(mode, overflow_fix, tmp_path): torch.onnx.export(inference_model, input_tensor, f"{tmp_path}/model.onnx") -@pytest.mark.parametrize("do_copy", (True, False)) -def test_do_copy(do_copy): - model = BasicConvTestModel() - config = _get_config_for_algo(model.INPUT_SIZE) - register_bn_adaptation_init_args(config) - compressed_model, compression_ctrl = create_compressed_model_and_algo_for_test(model, config) - - inference_model = compression_ctrl.strip(do_copy=do_copy) - - if do_copy: - assert id(inference_model) != id(compressed_model) - else: - assert id(inference_model) == id(compressed_model) - - assert id(compressed_model) == id(compression_ctrl.model) - - @pytest.mark.parametrize("strip_type", ("nncf", "torch", "nncf_interfere")) -def test_nncf_strip_api(strip_type): +@pytest.mark.parametrize("do_copy", (True, False), ids=["copy", "inplace"]) +def test_nncf_strip_api(strip_type, do_copy): model = BasicConvTestModel() config = _get_config_for_algo(model.INPUT_SIZE) - quantized_model, _ = create_compressed_model_and_algo_for_test(model, config) + quantized_model, compression_ctrl = create_compressed_model_and_algo_for_test(model, config) if strip_type == "nncf": - strip_model = nncf.strip(quantized_model) + strip_model = nncf.strip(quantized_model, do_copy) elif strip_type == "torch": - strip_model = nncf.torch.strip(quantized_model) + strip_model = nncf.torch.strip(quantized_model, do_copy) elif strip_type == "nncf_interfere": - strip_model = quantized_model.nncf.strip() + strip_model = quantized_model.nncf.strip(do_copy) + + if do_copy: + assert id(strip_model) != id(quantized_model) + else: + assert id(strip_model) == id(quantized_model) + + assert id(quantized_model) == id(compression_ctrl.model) - fq = strip_model.conv.get_pre_op("0").op - assert isinstance(fq, FakeQuantize) + assert isinstance(strip_model.conv.get_pre_op("0").op, FakeQuantize) + assert isinstance(strip_model.nncf.external_quantizers["/nncf_model_input_0|OUTPUT"], FakeQuantize) diff --git a/tests/torch/requirements.txt b/tests/torch/requirements.txt index 584c016f894..bcca16a2d79 100644 --- a/tests/torch/requirements.txt +++ b/tests/torch/requirements.txt @@ -16,4 +16,4 @@ transformers[torch]~=4.30.0 datasets~=2.14.0 evaluate==0.3.0 timm==0.9.2 -openvino-dev==2023.1 +openvino-dev==2023.2 diff --git a/tests/torch/sdl/__init__.py b/tests/torch/sdl/__init__.py new file mode 100644 index 00000000000..9b29b47534a --- /dev/null +++ b/tests/torch/sdl/__init__.py @@ -0,0 +1,10 @@ +# Copyright (c) 2023 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/tests/torch/sdl/test_symlinks.py b/tests/torch/sdl/test_symlinks.py new file mode 100644 index 00000000000..2749d6b8a43 --- /dev/null +++ b/tests/torch/sdl/test_symlinks.py @@ -0,0 +1,32 @@ +# Copyright (c) 2023 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 pathlib import Path +from typing import Any, Callable + +import pytest +import torch + +from nncf.torch.algo_selector import NoCompressionAlgorithmController +from tests.cross_fw.sdl.symlinks import FileOpeningEntrypointProvider +from tests.cross_fw.sdl.symlinks import check_symlinks_are_not_followed + + +class PTCompressionControllerExportEntrypoint(FileOpeningEntrypointProvider): + def get_entrypoint(self) -> Callable[[str], Any]: + mock_pt_model = torch.nn.Module() + ctrl = NoCompressionAlgorithmController(mock_pt_model) + return ctrl.export_model + + +@pytest.mark.parametrize("file_opening_entrypoint", [PTCompressionControllerExportEntrypoint()]) +def test_symlinks_are_not_followed(tmp_path: Path, file_opening_entrypoint: FileOpeningEntrypointProvider): + entrypoint = file_opening_entrypoint.get_entrypoint() + check_symlinks_are_not_followed(tmp_path, entrypoint) diff --git a/tests/torch/sota_checkpoints_eval.json b/tests/torch/sota_checkpoints_eval.json index 0f124e9c8d8..a698c4abd8a 100644 --- a/tests/torch/sota_checkpoints_eval.json +++ b/tests/torch/sota_checkpoints_eval.json @@ -3,14 +3,16 @@ "imagenet": { "resnet50_imagenet": { "config": "examples/torch/classification/configs/quantization/resnet50_imagenet.json", - "target": 76.15, + "target_ov": 76.16, + "target_pt": 76.15, "metric_type": "Acc@1", "model_description": "ResNet-50" }, "resnet50_imagenet_int8": { "config": "examples/torch/classification/configs/quantization/resnet50_imagenet_int8.json", "reference": "resnet50_imagenet", - "target": 76.46, + "target_ov": 76.39, + "target_pt": 76.45, "metric_type": "Acc@1", "resume": "resnet50_imagenet_int8.pth", "model_description": "ResNet-50", @@ -21,7 +23,8 @@ "resnet50_imagenet_int8_per_tensor": { "config": "examples/torch/classification/configs/quantization/resnet50_imagenet_int8_per_tensor.json", "reference": "resnet50_imagenet", - "target": 76.39, + "target_ov": 76.35, + "target_pt": 76.38, "metric_type": "Acc@1", "resume": "resnet50_imagenet_int8_per_tensor.pth", "model_description": "ResNet-50", @@ -32,20 +35,18 @@ "resnet50_imagenet_int4_int8": { "config": "examples/torch/classification/configs/mixed_precision/resnet50_imagenet_mixed_int_hawq.json", "reference": "resnet50_imagenet", - "target": 76.05, + "target_ov": 75.5, + "target_pt": 75.86 , "metric_type": "Acc@1", "resume": "resnet50_imagenet_int4_int8.pth", "model_description": "ResNet-50", - "compression_description": "Mixed, 43.12% INT8 / 56.88% INT4", - "diff_fp32_min": -0.4, - "diff_fp32_max": 0.4, - "diff_target_min": -0.2, - "diff_target_max": 0.2 + "compression_description": "Mixed, 43.12% INT8 / 56.88% INT4" }, "resnet50_imagenet_rb_sparsity_int8": { "config": "examples/torch/classification/configs/sparsity_quantization/resnet50_imagenet_rb_sparsity_int8.json", "reference": "resnet50_imagenet", - "target": 75.42, + "target_ov": 75.39, + "target_pt": 75.42, "metric_type": "Acc@1", "resume": "resnet50_imagenet_rb_sparsity_int8.pth", "model_description": "ResNet-50", @@ -56,7 +57,8 @@ "resnet50_imagenet_rb_sparsity50_int8": { "config": "examples/torch/classification/configs/sparsity_quantization/resnet50_imagenet_rb_sparsity50_int8.json", "reference": "resnet50_imagenet", - "target": 75.5, + "target_ov": 75.44, + "target_pt": 75.47, "metric_type": "Acc@1", "resume": "resnet50_imagenet_rb_sparsity50_int8.pth", "model_description": "ResNet-50", @@ -67,7 +69,8 @@ "resnet50_imagenet_pruning_geometric_median": { "config": "examples/torch/classification/configs/pruning/resnet50_imagenet_pruning_geometric_median.json", "reference": "resnet50_imagenet", - "target": 75.57, + "target_ov": 75.57, + "target_pt": 75.57, "metric_type": "Acc@1", "resume": "resnet50_imagenet_pruning_geometric_median.pth", "model_description": "ResNet-50", @@ -75,7 +78,8 @@ }, "inception_v3_imagenet": { "config": "examples/torch/classification/configs/quantization/inception_v3_imagenet.json", - "target": 77.33, + "target_ov": 77.32, + "target_pt": 77.33, "metric_type": "Acc@1", "model_description": "Inception V3", "multiprocessing_distributed": true @@ -83,7 +87,8 @@ "inception_v3_imagenet_int8": { "config": "examples/torch/classification/configs/quantization/inception_v3_imagenet_int8.json", "reference": "inception_v3_imagenet", - "target": 77.45, + "target_ov": 77.49, + "target_pt": 77.43, "metric_type": "Acc@1", "resume": "inception_v3_imagenet_int8.pth", "model_description": "Inception V3", @@ -95,74 +100,91 @@ "inception_v3_imagenet_rb_sparsity_int8": { "config": "examples/torch/classification/configs/sparsity_quantization/inception_v3_imagenet_rb_sparsity_int8.json", "reference": "inception_v3_imagenet", - "target": 76.36, + "target_ov": 76.34, + "target_pt": 76.32, "metric_type": "Acc@1", "resume": "inception_v3_imagenet_rb_sparsity_int8.pth", "model_description": "Inception V3", "compression_description": "INT8 + Sparsity 61% (RB)", - "diff_fp32_min": -1, + "diff_fp32_min": -1.1, "diff_fp32_max": 0.4, "multiprocessing_distributed": true }, "mobilenet_v2_imagenet": { "config": "examples/torch/classification/configs/quantization/mobilenet_v2_imagenet.json", - "target": 71.87, + "target_ov": 71.87, + "target_pt": 71.88, "metric_type": "Acc@1", "model_description": "MobileNet V2" }, "mobilenet_v2_imagenet_int8": { "config": "examples/torch/classification/configs/quantization/mobilenet_v2_imagenet_int8.json", "reference": "mobilenet_v2_imagenet", - "target": 71.07, + "target_ov": 71.01, + "target_pt": 71.24, "metric_type": "Acc@1", "resume": "mobilenet_v2_imagenet_int8.pth", "model_description": "MobileNet V2", "compression_description": "INT8", "diff_fp32_min": -1, - "diff_fp32_max": 0.15 + "diff_fp32_max": 0.15, + "diff_target_pt_min": -0.3, + "diff_target_pt_max": 0.3 }, "mobilenet_v2_imagenet_int8_per_tensor": { "config": "examples/torch/classification/configs/quantization/mobilenet_v2_imagenet_int8_per_tensor.json", "reference": "mobilenet_v2_imagenet", - "target": 71.24, + "target_ov": 71.17, + "target_pt": 71.28 , "metric_type": "Acc@1", "resume": "mobilenet_v2_imagenet_int8_per_tensor.pth", "model_description": "MobileNet V2", "compression_description": "INT8 (per-tensor only)", "diff_fp32_min": -1, - "diff_fp32_max": 0.15 + "diff_fp32_max": 0.15, + "diff_target_pt_min": -0.3, + "diff_target_pt_max": 0.3 }, "mobilenet_v2_imagenet_int4_int8": { "config": "examples/torch/classification/configs/mixed_precision/mobilenet_v2_imagenet_mixed_int_hawq.json", "reference": "mobilenet_v2_imagenet", - "target": 70.95, + "target_ov": 70.44, + "target_pt": 70.57, "metric_type": "Acc@1", "resume": "mobilenet_v2_imagenet_int4_int8.pth", "model_description": "MobileNet V2", "compression_description": "Mixed, 58.88% INT8 / 41.12% INT4", - "diff_fp32_max": 0.4 + "diff_fp32_min": -1.5, + "diff_fp32_max": 0.4, + "diff_target_pt_min": -0.3, + "diff_target_pt_max": 0.3 }, "mobilenet_v2_imagenet_rb_sparsity_int8": { "config": "examples/torch/classification/configs/sparsity_quantization/mobilenet_v2_imagenet_rb_sparsity_int8.json", "reference": "mobilenet_v2_imagenet", - "target": 71.09, + "target_ov": 71.07, + "target_pt": 71.02, "metric_type": "Acc@1", "resume": "mobilenet_v2_imagenet_rb_sparsity_int8.pth", "model_description": "MobileNet V2", "compression_description": "INT8 + Sparsity 52% (RB)", "diff_fp32_min": -1, - "diff_fp32_max": 0.15 + "diff_fp32_max": 0.15, + "diff_target_pt_min": -0.3, + "diff_target_pt_max": 0.3 }, "mobilenet_v3_small_imagenet": { "config": "examples/torch/classification/configs/quantization/mobilenet_v3_small_imagenet.json", - "target": 67.66, + "target_ov": 67.66, + "target_pt": 67.66, "metric_type": "Acc@1", "model_description": "MobileNet V3 small" }, "mobilenet_v3_small_imagenet_int8": { "config": "examples/torch/classification/configs/quantization/mobilenet_v3_small_imagenet_int8.json", "reference": "mobilenet_v3_small_imagenet", - "target": 66.98, + "target_ov": 66.95, + "target_pt": 66.97, "metric_type": "Acc@1", "resume": "mobilenet_v3_small_imagenet_int8.pth", "model_description": "MobileNet V3 small", @@ -172,14 +194,16 @@ }, "squeezenet1_1_imagenet": { "config": "examples/torch/classification/configs/quantization/squeezenet1_1_imagenet.json", - "target": 58.19, + "target_ov": 58.19, + "target_pt": 58.17, "metric_type": "Acc@1", "model_description": "SqueezeNet V1.1" }, "squeezenet1_1_imagenet_int8": { "config": "examples/torch/classification/configs/quantization/squeezenet1_1_imagenet_int8.json", "reference": "squeezenet1_1_imagenet", - "target": 58.22, + "target_ov": 58.15, + "target_pt": 58.3, "metric_type": "Acc@1", "resume": "squeezenet1_1_imagenet_int8.pth", "model_description": "SqueezeNet V1.1", @@ -190,7 +214,8 @@ "squeezenet1_1_imagenet_int8_per_tensor": { "config": "examples/torch/classification/configs/quantization/squeezenet1_1_imagenet_int8_per_tensor.json", "reference": "squeezenet1_1_imagenet", - "target": 58.11, + "target_ov": 58.06, + "target_pt": 58.15, "metric_type": "Acc@1", "resume": "squeezenet1_1_imagenet_int8_per_tensor.pth", "model_description": "SqueezeNet V1.1", @@ -201,7 +226,8 @@ "squeezenet1_1_imagenet_int4_int8": { "config": "examples/torch/classification/configs/mixed_precision/squeezenet1_1_imagenet_mixed_int_hawq_old_eval.json", "reference": "squeezenet1_1_imagenet", - "target": 57.57, + "target_ov": 57.61, + "target_pt": 57.59, "metric_type": "Acc@1", "resume": "squeezenet1_1_imagenet_int4_int8.pth", "model_description": "SqueezeNet V1.1", @@ -211,36 +237,41 @@ }, "resnet18_imagenet": { "config": "examples/torch/classification/configs/binarization/resnet18_imagenet.json", - "target": 69.76, + "target_ov": 69.77, + "target_pt": 69.76, "metric_type": "Acc@1", "model_description": "ResNet-18" }, "resnet18_imagenet_binarization_xnor": { "config": "examples/torch/classification/configs/binarization/resnet18_imagenet_binarization_xnor.json", "reference": "resnet18_imagenet", - "target": 61.67, + "target_ov": 61.82, + "target_pt": 61.74, "metric_type": "Acc@1", "resume": "resnet18_imagenet_binarization_xnor.pth", "model_description": "ResNet-18", "compression_description": "XNOR (weights), scale/threshold (activations)", - "diff_fp32_min": -8, + "diff_fp32_min": -8.5, "diff_fp32_max": 0.1 }, "resnet18_imagenet_binarization_dorefa": { "config": "examples/torch/classification/configs/binarization/resnet18_imagenet_binarization_dorefa.json", "reference": "resnet18_imagenet", - "target": 61.63, + "target_ov": null, + "target_pt": 61.49, "metric_type": "Acc@1", "resume": "resnet18_imagenet_binarization_dorefa.pth", "model_description": "ResNet-18", "compression_description": "DoReFa (weights), scale/threshold (activations)", - "diff_fp32_min": -8, - "diff_fp32_max": 0.1 + "diff_fp32_min": -8.3, + "diff_fp32_max": 0.1, + "skip_ov": "Issue-22543" }, "resnet18_imagenet_pruning_magnitude": { "config": "examples/torch/classification/configs/pruning/resnet18_imagenet_pruning_magnitude.json", "reference": "resnet18_imagenet", - "target": 69.27, + "target_ov": 69.26, + "target_pt": 69.27, "metric_type": "Acc@1", "resume": "resnet18_imagenet_pruning_magnitude.pth", "model_description": "ResNet-18", @@ -249,7 +280,8 @@ "resnet18_imagenet_pruning_geometric_median": { "config": "examples/torch/classification/configs/pruning/resnet18_imagenet_pruning_geometric_median.json", "reference": "resnet18_imagenet", - "target": 69.31, + "target_ov": 69.3, + "target_pt": 69.31, "metric_type": "Acc@1", "resume": "resnet18_imagenet_pruning_geometric_median.pth", "model_description": "ResNet-18", @@ -257,14 +289,16 @@ }, "resnet34_imagenet": { "config": "examples/torch/classification/configs/pruning/resnet34_imagenet.json", - "target": 73.3, + "target_ov": 73.3, + "target_pt": 73.29, "metric_type": "Acc@1", "model_description": "ResNet-34" }, "resnet34_imagenet_pruning_geometric_median_kd": { "config": "examples/torch/classification/configs/pruning/resnet34_imagenet_pruning_geometric_median_kd.json", "reference": "resnet34_imagenet", - "target": 73.11, + "target_ov": 73.12, + "target_pt": 73.12, "metric_type": "Acc@1", "resume": "resnet34_imagenet_pruning_geometric_median_kd.pth", "model_description": "ResNet-34", @@ -272,14 +306,16 @@ }, "googlenet_imagenet": { "config": "examples/torch/classification/configs/pruning/googlenet_imagenet.json", - "target": 69.77, + "target_ov": 69.77, + "target_pt": 69.78, "metric_type": "Acc@1", "model_description": "GoogLeNet" }, "googlenet_imagenet_pruning_geometric_median": { "config": "examples/torch/classification/configs/pruning/googlenet_imagenet_pruning_geometric_median.json", "reference": "googlenet_imagenet", - "target": 69.47, + "target_ov": 69.45, + "target_pt": 69.46, "metric_type": "Acc@1", "resume": "googlenet_imagenet_pruning_geometric_median.pth", "model_description": "GoogLeNet", @@ -291,7 +327,8 @@ "voc": { "ssd300_mobilenet_voc": { "config": "examples/torch/object_detection/configs/ssd300_mobilenet_voc.json", - "target": 62.23, + "target_ov": 62.28, + "target_pt": 62.24, "metric_type": "Mean AP", "resume": "ssd300_mobilenet_voc.pth", "batch": 120, @@ -300,28 +337,29 @@ "ssd300_mobilenet_voc_magnitude_sparsity_int8": { "config": "examples/torch/object_detection/configs/ssd300_mobilenet_voc_magnitude_int8.json", "reference": "ssd300_mobilenet_voc", - "target": 62.95, + "target_ov": 63.01, + "target_pt": 62.97, "metric_type": "Mean AP", "resume": "ssd300_mobilenet_voc_magnitude_sparsity_int8.pth", "model_description": "SSD300-MobileNet", "compression_description": "INT8 + Sparsity 70% (Magnitude)", "diff_fp32_min": -1, - "diff_fp32_max": 0.8, - "diff_target_min": -0.2 + "diff_fp32_max": 0.8 }, "ssd300_vgg_voc": { "config": "examples/torch/object_detection/configs/ssd300_vgg_voc.json", - "target": 78.28, + "target_ov": 78.03, + "target_pt": 78.28, "metric_type": "Mean AP", "resume": "ssd300_vgg_voc.pth", "batch": 120, - "model_description": "SSD300-VGG-BN", - "diff_target_max": 0.3 + "model_description": "SSD300-VGG-BN" }, "ssd300_vgg_voc_int8": { "config": "examples/torch/object_detection/configs/ssd300_vgg_voc_int8.json", "reference": "ssd300_vgg_voc", - "target": 77.81, + "target_ov": 77.94, + "target_pt": 77.89, "metric_type": "Mean AP", "resume": "ssd300_vgg_voc_int8.pth", "model_description": "SSD300-VGG-BN", @@ -332,7 +370,8 @@ "ssd300_vgg_voc_magnitude_sparsity_int8": { "config": "examples/torch/object_detection/configs/ssd300_vgg_voc_magnitude_sparsity_int8.json", "reference": "ssd300_vgg_voc", - "target": 77.66, + "target_ov": 77.46, + "target_pt": 77.67, "metric_type": "Mean AP", "resume": "ssd300_vgg_voc_magnitude_sparsity_int8.pth", "model_description": "SSD300-VGG-BN", @@ -342,7 +381,8 @@ "ssd300_vgg_voc_pruning_geometric_median": { "config": "examples/torch/object_detection/configs/ssd300_vgg_voc_pruning_geometric_median.json", "reference": "ssd300_vgg_voc", - "target": 78.35, + "target_ov": 77.98, + "target_pt": 78.35, "metric_type": "Mean AP", "resume": "ssd300_vgg_voc_pruning_geometric_median.pth", "batch": 32, @@ -352,38 +392,38 @@ }, "ssd512_vgg_voc": { "config": "examples/torch/object_detection/configs/ssd512_vgg_voc.json", - "target": 80.26, + "target_ov": 80.58, + "target_pt": 80.26, "metric_type": "Mean AP", "resume": "ssd512_vgg_voc.pth", "batch": 32, - "model_description": "SSD512-VGG-BN", - "diff_target_max": 0.4 + "model_description": "SSD512-VGG-BN" }, "ssd512_vgg_voc_int8": { "config": "examples/torch/object_detection/configs/ssd512_vgg_voc_int8.json", "reference": "ssd512_vgg_voc", - "target": 80.04, + "target_ov": 80.19, + "target_pt": 80.09, "metric_type": "Mean AP", "resume": "ssd512_vgg_voc_int8.pth", "batch": 32, "model_description": "SSD512-VGG-BN", "compression_description": "INT8", "diff_fp32_min": -1, - "diff_fp32_max": 0.2, - "diff_target_max": 0.2 + "diff_fp32_max": 0.2 }, "ssd512_vgg_voc_magnitude_sparsity_int8": { "config": "examples/torch/object_detection/configs/ssd512_vgg_voc_magnitude_sparsity_int8.json", "reference": "ssd512_vgg_voc", - "target": 79.68, + "target_ov": 79.98, + "target_pt": 79.76, "metric_type": "Mean AP", "resume": "ssd512_vgg_voc_magnitude_sparsity_int8.pth", "batch": 32, "model_description": "SSD512-VGG-BN", "compression_description": "INT8 + Sparsity 70% (Magnitude)", "diff_fp32_min": -1, - "diff_fp32_max": 0.1, - "diff_target_min": -0.2 + "diff_fp32_max": 0.1 } } }, @@ -391,61 +431,55 @@ "camvid": { "unet_camvid": { "config": "examples/torch/semantic_segmentation/configs/unet_camvid.json", - "target": 71.95, + "target_ov": 71.93, + "target_pt": 71.95, "metric_type": "Mean IoU", "resume": "unet_camvid.pth", - "mean_value": "[99.603,103.329,105.6567]", - "scale_value": "[75.643,77.821,76.746]", "model_description": "UNet", "multiprocessing_distributed": true }, "unet_camvid_int8": { "config": "examples/torch/semantic_segmentation/configs/unet_camvid_int8.json", "reference": "unet_camvid", - "target": 71.89, + "target_ov": 71.88, + "target_pt": 71.9, "metric_type": "Mean IoU", "resume": "unet_camvid_int8.pth", "model_description": "UNet", "compression_description": "INT8", - "mean_value": "[99.603,103.329,105.6567]", - "scale_value": "[75.643,77.821,76.746]", "diff_fp32_min": -1, "diff_fp32_max": 0.1, - "diff_target_min": -0.2, "multiprocessing_distributed": true }, "unet_camvid_magnitude_sparsity_int8": { "config": "examples/torch/semantic_segmentation/configs/unet_camvid_magnitude_sparsity_int8.json", "reference": "unet_camvid", - "target": 72.46, + "target_ov": 72.54, + "target_pt": 72.46, "metric_type": "Mean IoU", "resume": "unet_camvid_magnitude_sparsity_int8.pth", - "mean_value": "[99.603,103.329,105.6567]", - "scale_value": "[75.643,77.821,76.746]", "model_description": "UNet", "compression_description": "INT8 + Sparsity 60% (Magnitude)", "diff_fp32_min": -1, - "diff_fp32_max": 0.6, + "diff_fp32_max": 0.7, "multiprocessing_distributed": true }, "icnet_camvid": { "config": "examples/torch/semantic_segmentation/configs/icnet_camvid.json", - "target": 67.89, + "target_ov": 67.88, + "target_pt": 67.89, "metric_type": "Mean IoU", "resume": "icnet_camvid.pth", - "mean_value": "[99.603,103.329,105.6567]", - "scale_value": "[75.643,77.821,76.746]", "model_description": "ICNet", "multiprocessing_distributed": true }, "icnet_camvid_int8": { "config": "examples/torch/semantic_segmentation/configs/icnet_camvid_int8.json", "reference": "icnet_camvid", - "target": 67.89, + "target_ov": 67.89, + "target_pt": 67.86, "metric_type": "Mean IoU", "resume": "icnet_camvid_int8.pth", - "mean_value": "[99.603,103.329,105.6567]", - "scale_value": "[75.643,77.821,76.746]", "model_description": "ICNet", "compression_description": "INT8", "diff_fp32_min": -1, @@ -455,11 +489,10 @@ "icnet_camvid_magnitude_sparsity_int8": { "config": "examples/torch/semantic_segmentation/configs/icnet_camvid_magnitude_sparsity_int8.json", "reference": "icnet_camvid", - "target": 67.16, + "target_ov": 67.16, + "target_pt": 67.17, "metric_type": "Mean IoU", "resume": "icnet_camvid_magnitude_sparsity_int8.pth", - "mean_value": "[99.603,103.329,105.6567]", - "scale_value": "[75.643,77.821,76.746]", "model_description": "ICNet", "compression_description": "INT8 + Sparsity 60% (Magnitude)", "diff_fp32_min": -1, @@ -470,7 +503,8 @@ "mapillary_vistas": { "unet_mapillary": { "config": "examples/torch/semantic_segmentation/configs/unet_mapillary.json", - "target": 56.24, + "target_ov": 56.24, + "target_pt": 56.24, "metric_type": "Mean IoU", "resume": "unet_mapillary.pth", "model_description": "UNet", @@ -479,32 +513,36 @@ "unet_mapillary_int8": { "config": "examples/torch/semantic_segmentation/configs/unet_mapillary_int8.json", "reference": "unet_mapillary", - "target": 56.09, + "target_ov": 56.14, + "target_pt": 56.08, "metric_type": "Mean IoU", "resume": "unet_mapillary_int8.pth", "model_description": "UNet", "compression_description": "INT8", "diff_fp32_min": -1, "diff_fp32_max": 0.1, - "multiprocessing_distributed": true + "multiprocessing_distributed": true, + "xfail_ov": "Issue-112675" }, "unet_mapillary_magnitude_sparsity_int8": { "config": "examples/torch/semantic_segmentation/configs/unet_mapillary_magnitude_sparsity_int8.json", "reference": "unet_mapillary", - "target": 55.69, + "target_ov": 55.76, + "target_pt": 55.7, "metric_type": "Mean IoU", "resume": "unet_mapillary_magnitude_sparsity_int8.pth", "model_description": "UNet", "compression_description": "INT8 + Sparsity 60% (Magnitude)", "diff_fp32_min": -1, "diff_fp32_max": 0.1, - "diff_target_max": 0.2, - "multiprocessing_distributed": true + "multiprocessing_distributed": true, + "xfail_ov": "Issue-112675" }, "unet_mapillary_pruning_geometric_median": { "config": "examples/torch/semantic_segmentation/configs/unet_mapillary_pruning_geometric_median.json", "reference": "unet_mapillary", - "target": 55.64, + "target_ov": 55.64, + "target_pt": 55.64, "metric_type": "Mean IoU", "resume": "unet_mapillary_pruning_geometric_median.pth", "model_description": "UNet", @@ -515,4 +553,4 @@ } } } -} \ No newline at end of file +} diff --git a/tests/torch/test_compressed_graph.py b/tests/torch/test_compressed_graph.py index 7711b4b3e9a..70674b5cdd4 100644 --- a/tests/torch/test_compressed_graph.py +++ b/tests/torch/test_compressed_graph.py @@ -577,6 +577,39 @@ def forward(self, x): return TestModel(self.tensor_method, **self.model_kwargs) +class ConvLayerConvModelDesc(BaseDesc): + def __init__( + self, + layer: nn.Module, + conv_class: nn.Module, + input_sample_sizes: Union[Tuple[List[int], ...], List[int]] = None, + model_name: str = None, + ): + super().__init__(input_sample_sizes, model_name) + + self.model_name = model_name + if model_name is None: + self.model_name = f"Conv_{layer.__class__.__name__}_Conv" + self.layer = layer + self.conv_class = conv_class + + def get_model(self): + class TestModel(ModelWithDummyParameter): + def __init__(self, layer, conv_class): + super().__init__() + self._conv1 = conv_class(1, 1, 1) + self._layer = layer + self._conv2 = conv_class(1, 1, 1) + + def forward(self, x): + x = self._conv1(x) + x = self._layer(x) + x = self._conv2(x) + return x + + return TestModel(self.layer, self.conv_class) + + shift_scale_models = [] params_combinations = list(itertools.product([True, False], repeat=2)) @@ -634,7 +667,13 @@ def forward(self, x): TorchBinaryMethodDesc("Div", torch.div), TensorBinaryMethodsDesc("__div__"), TensorBinaryMethodsDesc("__idiv__"), + TensorBinaryMethodsDesc("__rdiv__"), TensorBinaryMethodsDesc("__truediv__"), + TensorBinaryMethodsDesc("__itruediv__"), + TensorBinaryMethodsDesc("__rtruediv__"), + TensorBinaryMethodsDesc("__floordiv__"), + TensorBinaryMethodsDesc("__ifloordiv__"), + TensorBinaryMethodsDesc("__rfloordiv__"), SingleLayerModelDesc(model_name="Exp", layer=torch.exp), SingleLayerModelDesc(model_name="Erf", layer=torch.erf), TorchBinaryMethodDesc(model_name="MatMul", torch_method=torch.matmul), @@ -661,6 +700,14 @@ def forward(self, x): SingleLayerModelDesc(layer=nn.MaxPool1d(1), input_sample_sizes=[1, 1, 1]), SingleLayerModelDesc(layer=nn.MaxPool2d(1), input_sample_sizes=[1, 1, 1]), SingleLayerModelDesc(layer=nn.MaxPool3d(1), input_sample_sizes=[1, 1, 1, 1]), + ConvLayerConvModelDesc(layer=nn.AdaptiveMaxPool1d(1), conv_class=nn.Conv1d, input_sample_sizes=[1, 1]), + ConvLayerConvModelDesc(layer=nn.AdaptiveMaxPool2d((1, 1)), conv_class=nn.Conv2d, input_sample_sizes=[1, 1, 1]), + ConvLayerConvModelDesc( + layer=nn.AdaptiveMaxPool3d((1, 1, 1)), conv_class=nn.Conv3d, input_sample_sizes=[1, 1, 1, 1] + ), + ConvLayerConvModelDesc(layer=nn.MaxPool1d(1), conv_class=nn.Conv1d, input_sample_sizes=[1, 1]), + ConvLayerConvModelDesc(layer=nn.MaxPool2d((1, 1)), conv_class=nn.Conv2d, input_sample_sizes=[1, 1, 1]), + ConvLayerConvModelDesc(layer=nn.MaxPool3d((1, 1, 1)), conv_class=nn.Conv3d, input_sample_sizes=[1, 1, 1, 1]), GeneralModelDesc( model_name="MaxUnpool3d", model_builder=PoolUnPool, diff --git a/tests/torch/test_graph_building.py b/tests/torch/test_graph_building.py index cf08db48644..f9315e635d2 100644 --- a/tests/torch/test_graph_building.py +++ b/tests/torch/test_graph_building.py @@ -24,17 +24,10 @@ from nncf.common.graph.definitions import MODEL_OUTPUT_OP_NAME from nncf.common.graph.definitions import NNCFGraphNodeType from nncf.common.graph.layer_attributes import Dtype -from nncf.common.graph.layer_attributes import GetItemLayerAttributes -from nncf.common.graph.layer_attributes import MultipleInputLayerAttributes -from nncf.common.graph.layer_attributes import MultipleOutputLayerAttributes -from nncf.common.graph.layer_attributes import PermuteLayerAttributes -from nncf.common.graph.layer_attributes import ReshapeLayerAttributes -from nncf.common.graph.layer_attributes import TransposeLayerAttributes from nncf.config.structures import BNAdaptationInitArgs from nncf.config.structures import NNCFExtraConfigStruct from nncf.config.structures import QuantizationRangeInitArgs from nncf.torch import create_compressed_model -from nncf.torch import nncf_model_input from nncf.torch.dynamic_graph.context import TracingContext from nncf.torch.dynamic_graph.context import get_current_context from nncf.torch.dynamic_graph.context import no_nncf_trace @@ -47,15 +40,8 @@ from nncf.torch.dynamic_graph.io_handling import FillerInputInfo from nncf.torch.dynamic_graph.io_handling import LoaderInputInfo from nncf.torch.dynamic_graph.io_handling import ModelInputInfo -from nncf.torch.dynamic_graph.io_handling import wrap_nncf_model_outputs_with_objwalk from nncf.torch.dynamic_graph.trace_tensor import trace_tensors from nncf.torch.graph.graph_builder import GraphBuilder -from nncf.torch.graph.operator_metatypes import PTCatMetatype -from nncf.torch.graph.operator_metatypes import PTGatherMetatype -from nncf.torch.graph.operator_metatypes import PTReshapeMetatype -from nncf.torch.graph.operator_metatypes import PTSplitMetatype -from nncf.torch.graph.operator_metatypes import PTSqueezeMetatype -from nncf.torch.graph.operator_metatypes import PTTransposeMetatype from nncf.torch.initialization import PTInitializingDataLoader from nncf.torch.nested_objects_traversal import objwalk from nncf.torch.nncf_network import NNCFNetwork @@ -65,7 +51,7 @@ from tests.torch.helpers import register_bn_adaptation_init_args from tests.torch.test_compressed_graph import get_basic_quantization_config from tests.torch.test_get_modules_by_type import ModelForNameTest -from tests.torch.test_models.synthetic import ModelWithDummyParameter +from tests.torch.test_models.synthetic import ModelForGraphBuildingTest TEST_TRACING_CONTEXT = "test" @@ -142,54 +128,9 @@ def test_forward_trace_function(): outputs = forward_trace_only(lambda x: x[0], [input_tensor1, input_tensor2]) -class ModelForTest(torch.nn.Module): - IN_CHANNELS = 3 - OUT_CHANNELS = 10 - CONV1_OUT_CHANNELS = 15 - CONV2_IN_CHANNELS = CONV1_OUT_CHANNELS + IN_CHANNELS - MAXPOOL_SIZE = 2 - - def __init__(self): - super().__init__() - self.conv1 = nn.Conv2d(self.IN_CHANNELS, self.CONV1_OUT_CHANNELS, kernel_size=3, padding=1) - self.bn1 = nn.BatchNorm2d(15) - self.relu1 = nn.ReLU() - self.convt1 = nn.ConvTranspose2d(self.CONV1_OUT_CHANNELS, self.IN_CHANNELS, kernel_size=2, stride=2) - self.conv2 = nn.Conv2d(self.CONV2_IN_CHANNELS, self.OUT_CHANNELS, kernel_size=1) - - def forward(self, x): - x = self.conv1(x) - x = self.bn1(x) - x = self.relu1(x) - x_prev = x - x = F.max_pool2d(x, self.MAXPOOL_SIZE) - x = self.convt1(x) - x = torch.cat([x, x_prev], 1) - x = self.conv2(x) - return x - - @staticmethod - def simple_wrap_fn(args, kwargs): - arglist = list(args) - arglist[0] = nncf_model_input(arglist[0]) - args = tuple(arglist) - return args, kwargs - - @staticmethod - def simple_user_dummy_forward(model): - mock_tensor = torch.zeros(INPUT_SHAPES[0]) - args = (mock_tensor,) - kwargs = {} - args, kwargs = ModelForTest.simple_wrap_fn(args, kwargs) - return wrap_nncf_model_outputs_with_objwalk(model(*args, **kwargs)) - - -INPUT_SHAPES = [(1, 3, 224, 224), (2, 3, 224, 224), (1, 3, 500, 500)] - - -@pytest.mark.parametrize("input_shape", INPUT_SHAPES) +@pytest.mark.parametrize("input_shape", ModelForGraphBuildingTest.INPUT_SHAPES) def test_activation_shape_tracing(input_shape: Tuple[int, ...]): - model = ModelForTest() + model = ModelForGraphBuildingTest() graph_builder = GraphBuilder( create_dummy_forward_fn( FillerInputInfo( @@ -203,21 +144,32 @@ def test_activation_shape_tracing(input_shape: Tuple[int, ...]): ) graph = graph_builder.build_graph(model) - shape1 = (input_shape[0], ModelForTest.CONV1_OUT_CHANNELS, input_shape[2], input_shape[3]) - final_shape = (input_shape[0], ModelForTest.OUT_CHANNELS, input_shape[2], input_shape[3]) + shape1 = (input_shape[0], ModelForGraphBuildingTest.CONV1_OUT_CHANNELS, input_shape[2], input_shape[3]) + final_shape = (input_shape[0], ModelForGraphBuildingTest.OUT_CHANNELS, input_shape[2], input_shape[3]) ref_maxpool_out_edge_shapes = [ - (shape1[0], shape1[1], shape1[2] // ModelForTest.MAXPOOL_SIZE, shape1[3] // ModelForTest.MAXPOOL_SIZE) + ( + shape1[0], + shape1[1], + shape1[2] // ModelForGraphBuildingTest.MAXPOOL_SIZE, + shape1[3] // ModelForGraphBuildingTest.MAXPOOL_SIZE, + ) + ] + ref_cat_out_edge_shapes = [ + (input_shape[0], ModelForGraphBuildingTest.CONV2_IN_CHANNELS, input_shape[2], input_shape[3]) ] - ref_cat_out_edge_shapes = [(input_shape[0], ModelForTest.CONV2_IN_CHANNELS, input_shape[2], input_shape[3])] ref_node_ids_and_io_edge_shapes = [ (f"0 /{MODEL_INPUT_OP_NAME}_0", [], [input_shape]), - ("1 ModelForTest/Conv2d[conv1]/conv2d_0", [input_shape], [shape1]), - ("2 ModelForTest/BatchNorm2d[bn1]/batch_norm_0", [shape1], [shape1]), - ("3 ModelForTest/ReLU[relu1]/relu_0", [shape1], [shape1, shape1]), - ("4 ModelForTest/max_pool2d_0", [shape1], ref_maxpool_out_edge_shapes), - ("5 ModelForTest/ConvTranspose2d[convt1]/conv_transpose2d_0", ref_maxpool_out_edge_shapes, [input_shape]), - ("6 ModelForTest/cat_0", [shape1, input_shape], ref_cat_out_edge_shapes), - ("7 ModelForTest/Conv2d[conv2]/conv2d_0", ref_cat_out_edge_shapes, [final_shape]), + ("1 ModelForGraphBuildingTest/Conv2d[conv1]/conv2d_0", [input_shape], [shape1]), + ("2 ModelForGraphBuildingTest/BatchNorm2d[bn1]/batch_norm_0", [shape1], [shape1]), + ("3 ModelForGraphBuildingTest/ReLU[relu1]/relu_0", [shape1], [shape1, shape1]), + ("4 ModelForGraphBuildingTest/max_pool2d_0", [shape1], ref_maxpool_out_edge_shapes), + ( + "5 ModelForGraphBuildingTest/ConvTranspose2d[convt1]/conv_transpose2d_0", + ref_maxpool_out_edge_shapes, + [input_shape], + ), + ("6 ModelForGraphBuildingTest/cat_0", [shape1, input_shape], ref_cat_out_edge_shapes), + ("7 ModelForGraphBuildingTest/Conv2d[conv2]/conv2d_0", ref_cat_out_edge_shapes, [final_shape]), (f"8 /{MODEL_OUTPUT_OP_NAME}_0", [final_shape], []), ] for node_id, ref_input_shapes, ref_output_shapes in ref_node_ids_and_io_edge_shapes: @@ -237,237 +189,6 @@ def test_activation_shape_tracing(input_shape: Tuple[int, ...]): assert output_tensor_shapes == ref_output_shapes, "Failed for node ID: {}".format(node_id) -class ModelForTestWithReshapeFlattenAndConcat(ModelForTest): - def forward(self, x): - y = super().forward(x) - size = y.size() - y = y.view(size + (1, 1)) - - y_copy = torch.ones_like(y) - y = torch.stack([y, y_copy]) - - y_copy = torch.ones_like(y) - y = torch.cat([y, y_copy], -1) - - y = torch.flatten(y) - _ = y.view(-1) - - y_copy = torch.ones_like(y) - y = torch.stack([y, y_copy]) - - y_copy = torch.ones_like(y) - y = torch.cat([y, y_copy], -1) - return y - - -@pytest.mark.parametrize("input_shape", INPUT_SHAPES) -def test_concat_attributes_saved_during_graph_building(input_shape): - model = ModelForTestWithReshapeFlattenAndConcat() - graph_builder = GraphBuilder( - create_dummy_forward_fn( - FillerInputInfo([FillerInputElement(input_shape)]), - with_input_tracing=True, - with_output_tracing=True, - ) - ) - graph = graph_builder.build_graph(model) - cat_nodes_with_attributes = { - "ModelForTestWithReshapeFlattenAndConcat/cat_0": {"axis": 1}, - "ModelForTestWithReshapeFlattenAndConcat/cat_1": {"axis": 6}, - "ModelForTestWithReshapeFlattenAndConcat/cat_2": {"axis": 1}, - "ModelForTestWithReshapeFlattenAndConcat/stack_0": None, - "ModelForTestWithReshapeFlattenAndConcat/stack_1": None, - } - - for node in graph.get_all_nodes(): - if node.metatype is PTCatMetatype: - assert node.node_name in cat_nodes_with_attributes - if isinstance(node.layer_attributes, MultipleInputLayerAttributes): - assert node.layer_attributes.axis == cat_nodes_with_attributes[node.node_name]["axis"] - else: - assert node.layer_attributes is None - assert cat_nodes_with_attributes[node.node_name] is None - - -@pytest.mark.parametrize("input_shape", INPUT_SHAPES) -def test_reshape_attributes_saved_during_graph_building(input_shape): - model = ModelForTestWithReshapeFlattenAndConcat() - graph_builder = GraphBuilder( - create_dummy_forward_fn( - FillerInputInfo( - [ - FillerInputElement(input_shape), - ] - ), - with_input_tracing=True, - with_output_tracing=True, - ) - ) - graph = graph_builder.build_graph(model) - reshape_nodes_with_attributes = { - "ModelForTestWithReshapeFlattenAndConcat/view_0": { - "input_shape": (input_shape[0], ModelForTest.OUT_CHANNELS, input_shape[2], input_shape[3]), - "output_shape": (input_shape[0], ModelForTest.OUT_CHANNELS, input_shape[2], input_shape[3], 1, 1), - }, - "ModelForTestWithReshapeFlattenAndConcat/flatten_0": { - "input_shape": (2, input_shape[0], ModelForTest.OUT_CHANNELS, input_shape[2], input_shape[3], 1, 2), - "output_shape": (input_shape[0] * ModelForTest.OUT_CHANNELS * input_shape[2] * input_shape[3] * 4,), - }, - "ModelForTestWithReshapeFlattenAndConcat/view_1": None, - } - - for node in graph.get_all_nodes(): - if node.metatype in [PTReshapeMetatype, PTSqueezeMetatype]: - assert node.node_name in reshape_nodes_with_attributes - if isinstance(node.layer_attributes, ReshapeLayerAttributes): - ref_attrs = reshape_nodes_with_attributes[node.node_name] - assert node.layer_attributes.input_shape == ref_attrs["input_shape"] - assert node.layer_attributes.output_shape == ref_attrs["output_shape"] - else: - assert node.layer_attributes is None - assert reshape_nodes_with_attributes[node.node_name] is None - - -class ModelWithPermute(nn.Module): - def forward(self, x: torch.Tensor): - # x.shape == [1, 10, 20, 10] - # without kwargs - x = x.transpose(1, 3) - x = x.permute(3, 2, 1, 0) - # with kwargs - x = x.transpose(1, dim1=3) - x = x.transpose(dim0=1, dim1=3) - x = x.permute(dims=[3, 2, 1, 0]) - return x - - -transpose_input_shapes = [(1, 10, 20, 10), (10, 10, 10, 10)] - - -@pytest.mark.parametrize("input_shape", transpose_input_shapes) -def test_permute_attributes_saved_during_graph_building(input_shape): - model = ModelWithPermute() - graph_builder = GraphBuilder( - create_dummy_forward_fn( - FillerInputInfo( - [ - FillerInputElement(input_shape), - ] - ), - with_input_tracing=True, - with_output_tracing=True, - ) - ) - graph = graph_builder.build_graph(model) - transpose_nodes_with_attributes = { - "ModelWithPermute/transpose_0": TransposeLayerAttributes(1, 3), - "ModelWithPermute/transpose_1": TransposeLayerAttributes(1, 3), - "ModelWithPermute/transpose_2": TransposeLayerAttributes(1, 3), - "ModelWithPermute/permute_0": PermuteLayerAttributes((3, 2, 1, 0)), - "ModelWithPermute/permute_1": PermuteLayerAttributes([3, 2, 1, 0]), - } - - for node in graph.get_all_nodes(): - if node.metatype is PTTransposeMetatype: - assert node.node_name in transpose_nodes_with_attributes - if isinstance(node.layer_attributes, (TransposeLayerAttributes, PermuteLayerAttributes)): - ref_attrs = transpose_nodes_with_attributes[node.node_name] - assert node.layer_attributes == ref_attrs - else: - assert node.layer_attributes is None - assert transpose_nodes_with_attributes[node.node_name] is None - - -class ModelForTestWithSplit(ModelForTest): - def __init__(self, input_shape): - super().__init__() - self.conv3 = nn.Conv2d(5, 10, kernel_size=3, padding=1) - self.conv4 = nn.Conv2d(input_shape[0], 1, kernel_size=1, padding=0) - - def forward(self, x): - y = super().forward(x) - y1, y2 = torch.chunk(y, chunks=2, dim=1) - - y1 = self.conv3(y1) - y2 = self.conv3(y2) - y = torch.cat([y1, y2], axis=1) - - y_unbinded = torch.unbind(y, dim=1) - unbinded_processed = list(y_unbinded) - unbinded_processed[0] = self.conv4(y_unbinded[0]) - y = torch.cat(unbinded_processed, axis=0) - return y - - -@pytest.mark.parametrize("input_shape", INPUT_SHAPES) -def test_split_attributes(input_shape): - model = ModelForTestWithSplit(input_shape) - graph_builder = GraphBuilder( - create_dummy_forward_fn( - FillerInputInfo( - [ - FillerInputElement(input_shape), - ] - ), - with_input_tracing=True, - with_output_tracing=True, - ) - ) - - graph = graph_builder.build_graph(model) - chunk_nodes_with_attributes = { - "ModelForTestWithSplit/chunk_0": {"chunks": 2, "axis": 1}, - "ModelForTestWithSplit/unbind_0": {"chunks": 20, "axis": 1}, - } - - for node in graph.get_all_nodes(): - if node.metatype is PTSplitMetatype: - assert node.node_name in chunk_nodes_with_attributes - if isinstance(node.layer_attributes, MultipleOutputLayerAttributes): - ref_attrs = chunk_nodes_with_attributes[node.node_name] - assert node.layer_attributes.chunks == ref_attrs["chunks"] - assert node.layer_attributes.axis == ref_attrs["axis"] - else: - assert node.layer_attributes is None - assert chunk_nodes_with_attributes[node.node_name] is None - - -class SplitByGetItemModel(ModelWithDummyParameter): - def forward(self, x): - return x[0:1], x[(0, 1)], x[2] - - -@pytest.mark.parametrize("input_shape", [(3, 2)]) -def test_getitem_attributes(input_shape): - model = SplitByGetItemModel() - custom_forward_fn = create_dummy_forward_fn( - FillerInputInfo( - [ - FillerInputElement(input_shape), - ] - ), - with_input_tracing=True, - with_output_tracing=True, - ) - graph_builder = GraphBuilder(custom_forward_fn) - graph = graph_builder.build_graph(model) - getitem_nodes_with_attributes = { - "SplitByGetItemModel/__getitem___0": slice(0, 1, None), - "SplitByGetItemModel/__getitem___1": (0, 1), - "SplitByGetItemModel/__getitem___2": 2, - } - - for node in graph.get_all_nodes(): - if node.metatype is PTGatherMetatype: - assert node.node_name in getitem_nodes_with_attributes - if isinstance(node.layer_attributes, GetItemLayerAttributes): - ref_key = getitem_nodes_with_attributes[node.node_name] - assert node.layer_attributes.key == ref_key - else: - assert node.layer_attributes is None - assert getitem_nodes_with_attributes[node.node_name] is None - - class ParallelEdgesModel(nn.Module): def forward(self, x): mm_res = torch.mm(x, x) @@ -717,35 +438,41 @@ def test_compressed_model_creation_can_build_exact_input_infos_from_dataloader_i def create_model_and_control_with_defaults(): - model = ModelForTest() - config = get_basic_quantization_config("symmetric", input_sample_sizes=list(INPUT_SHAPES[0])) + model = ModelForGraphBuildingTest() + config = get_basic_quantization_config( + "symmetric", input_sample_sizes=list(ModelForGraphBuildingTest.INPUT_SHAPES[0]) + ) register_bn_adaptation_init_args(config) compressed_model, compression_ctrl = create_compressed_model_and_algo_for_test(model, config) return compressed_model, compression_ctrl def create_model_with_user_dummy(): - model = ModelForTest() - config = get_basic_quantization_config("symmetric", input_sample_sizes=list(INPUT_SHAPES[0])) + model = ModelForGraphBuildingTest() + config = get_basic_quantization_config( + "symmetric", input_sample_sizes=list(ModelForGraphBuildingTest.INPUT_SHAPES[0]) + ) register_bn_adaptation_init_args(config) compressed_model, compression_ctrl = create_compressed_model_and_algo_for_test( model, config, - dummy_forward_fn=ModelForTest.simple_user_dummy_forward, - wrap_inputs_fn=ModelForTest.simple_wrap_fn, + dummy_forward_fn=ModelForGraphBuildingTest.simple_user_dummy_forward, + wrap_inputs_fn=ModelForGraphBuildingTest.simple_wrap_fn, ) return compressed_model, compression_ctrl def create_model_with_user_wrap_inputs_fn(): - model = ModelForTest() - config = get_basic_quantization_config("symmetric", input_sample_sizes=list(INPUT_SHAPES[0])) + model = ModelForGraphBuildingTest() + config = get_basic_quantization_config( + "symmetric", input_sample_sizes=list(ModelForGraphBuildingTest.INPUT_SHAPES[0]) + ) register_bn_adaptation_init_args(config) compressed_model, compression_ctrl = create_compressed_model_and_algo_for_test( model, config, - dummy_forward_fn=ModelForTest.simple_user_dummy_forward, - wrap_inputs_fn=ModelForTest.simple_wrap_fn, + dummy_forward_fn=ModelForGraphBuildingTest.simple_user_dummy_forward, + wrap_inputs_fn=ModelForGraphBuildingTest.simple_wrap_fn, ) return compressed_model, compression_ctrl @@ -763,7 +490,7 @@ def model_and_ctrl_creator(self, request): def test_dynamic_graph_does_not_inflate_during_multiple_forwards(self, model_and_ctrl_creator): compressed_model, _ = model_and_ctrl_creator() - input_tensor = torch.zeros(INPUT_SHAPES[0]) + input_tensor = torch.zeros(ModelForGraphBuildingTest.INPUT_SHAPES[0]) ref_graph = deepcopy(compressed_model.nncf.get_dynamic_graph()) for _ in range(0, 10): _ = compressed_model(input_tensor) @@ -818,8 +545,10 @@ def test_compressed_graph_with_user_dummy_forward(self): def test_nncf_graph_auxiliary_node_structure(): - model = ModelForTest() - config = get_basic_quantization_config("symmetric", input_sample_sizes=list(INPUT_SHAPES[0])) + model = ModelForGraphBuildingTest() + config = get_basic_quantization_config( + "symmetric", input_sample_sizes=list(ModelForGraphBuildingTest.INPUT_SHAPES[0]) + ) register_bn_adaptation_init_args(config) compressed_model, _ = create_compressed_model_and_algo_for_test(model, config) diff --git a/tests/torch/test_layer_attributes.py b/tests/torch/test_layer_attributes.py index 989c68be487..75f1e72db66 100644 --- a/tests/torch/test_layer_attributes.py +++ b/tests/torch/test_layer_attributes.py @@ -17,13 +17,22 @@ from nncf.common.graph.layer_attributes import BaseLayerAttributes from nncf.common.graph.layer_attributes import ConvolutionLayerAttributes from nncf.common.graph.layer_attributes import GenericWeightedLayerAttributes +from nncf.common.graph.layer_attributes import GetItemLayerAttributes from nncf.common.graph.layer_attributes import GroupNormLayerAttributes from nncf.common.graph.layer_attributes import LinearLayerAttributes +from nncf.common.graph.layer_attributes import MultipleInputLayerAttributes +from nncf.common.graph.layer_attributes import MultipleOutputLayerAttributes +from nncf.common.graph.layer_attributes import PermuteLayerAttributes +from nncf.common.graph.layer_attributes import ReshapeLayerAttributes +from nncf.common.graph.layer_attributes import TransposeLayerAttributes from nncf.common.graph.operator_metatypes import OperatorMetatype +from nncf.torch.dynamic_graph.graph_tracer import create_dummy_forward_fn from nncf.torch.dynamic_graph.io_handling import FillerInputElement from nncf.torch.dynamic_graph.io_handling import FillerInputInfo from nncf.torch.dynamic_graph.io_handling import ModelInputInfo +from nncf.torch.graph.graph_builder import GraphBuilder from nncf.torch.graph.operator_metatypes import PTBatchNormMetatype +from nncf.torch.graph.operator_metatypes import PTCatMetatype from nncf.torch.graph.operator_metatypes import PTConv1dMetatype from nncf.torch.graph.operator_metatypes import PTConv2dMetatype from nncf.torch.graph.operator_metatypes import PTConv3dMetatype @@ -32,11 +41,22 @@ from nncf.torch.graph.operator_metatypes import PTConvTranspose3dMetatype from nncf.torch.graph.operator_metatypes import PTEmbeddingBagMetatype from nncf.torch.graph.operator_metatypes import PTEmbeddingMetatype +from nncf.torch.graph.operator_metatypes import PTGatherMetatype from nncf.torch.graph.operator_metatypes import PTGroupNormMetatype from nncf.torch.graph.operator_metatypes import PTInputNoopMetatype from nncf.torch.graph.operator_metatypes import PTLinearMetatype from nncf.torch.graph.operator_metatypes import PTOutputNoopMetatype +from nncf.torch.graph.operator_metatypes import PTReshapeMetatype +from nncf.torch.graph.operator_metatypes import PTSplitMetatype +from nncf.torch.graph.operator_metatypes import PTSqueezeMetatype +from nncf.torch.graph.operator_metatypes import PTTransposeMetatype from nncf.torch.nncf_network import NNCFNetwork +from tests.torch.test_models.synthetic import ModelForGraphBuildingTest +from tests.torch.test_models.synthetic import ModelForGraphBuildingTestWithConcat +from tests.torch.test_models.synthetic import ModelForGraphBuildingTestWithReshapeFlattenAndConcat +from tests.torch.test_models.synthetic import ModelForGraphBuildingTestWithSplit +from tests.torch.test_models.synthetic import ModelWithDummyParameter +from tests.torch.test_models.synthetic import ModelWithPermute class RefNodeDesc: @@ -294,3 +314,196 @@ def test_can_set_valid_layer_attributes(desc: LayerAttributesTestDesc): ] actual_values = [RefNodeDesc(node.metatype, node.layer_attributes) for node in graph.get_all_nodes()] assert ref_values == actual_values + + +@pytest.mark.parametrize("input_shape", (ModelForGraphBuildingTestWithConcat.INPUT_SHAPE,)) +def test_concat_attributes_saved_during_graph_building(input_shape): + model = ModelForGraphBuildingTestWithConcat() + graph_builder = GraphBuilder( + create_dummy_forward_fn( + FillerInputInfo([FillerInputElement(input_shape)]), + with_input_tracing=True, + with_output_tracing=True, + ) + ) + graph = graph_builder.build_graph(model) + cat_nodes_with_attributes = { + "ModelForGraphBuildingTestWithConcat/stack_0": MultipleInputLayerAttributes(axis=0, num_inputs=2), + "ModelForGraphBuildingTestWithConcat/stack_1": MultipleInputLayerAttributes(axis=0, num_inputs=3), + "ModelForGraphBuildingTestWithConcat/stack_2": MultipleInputLayerAttributes(axis=3, num_inputs=4), + "ModelForGraphBuildingTestWithConcat/stack_3": MultipleInputLayerAttributes(axis=2, num_inputs=5), + "ModelForGraphBuildingTestWithConcat/cat_0": MultipleInputLayerAttributes(axis=0, num_inputs=2), + "ModelForGraphBuildingTestWithConcat/cat_1": MultipleInputLayerAttributes(axis=0, num_inputs=3), + "ModelForGraphBuildingTestWithConcat/cat_2": MultipleInputLayerAttributes(axis=3, num_inputs=4), + "ModelForGraphBuildingTestWithConcat/cat_3": MultipleInputLayerAttributes(axis=2, num_inputs=5), + } + + for node in graph.get_all_nodes(): + if node.metatype is PTCatMetatype: + assert node.node_name in cat_nodes_with_attributes + if isinstance(node.layer_attributes, MultipleInputLayerAttributes): + assert node.layer_attributes == cat_nodes_with_attributes[node.node_name] + else: + assert node.layer_attributes is None + assert cat_nodes_with_attributes[node.node_name] is None + + +@pytest.mark.parametrize("input_shape", ModelForGraphBuildingTest.INPUT_SHAPES) +def test_reshape_attributes_saved_during_graph_building(input_shape): + model = ModelForGraphBuildingTestWithReshapeFlattenAndConcat() + graph_builder = GraphBuilder( + create_dummy_forward_fn( + FillerInputInfo( + [ + FillerInputElement(input_shape), + ] + ), + with_input_tracing=True, + with_output_tracing=True, + ) + ) + graph = graph_builder.build_graph(model) + reshape_nodes_with_attributes = { + "ModelForGraphBuildingTestWithReshapeFlattenAndConcat/view_0": { + "input_shape": (input_shape[0], ModelForGraphBuildingTest.OUT_CHANNELS, input_shape[2], input_shape[3]), + "output_shape": ( + input_shape[0], + ModelForGraphBuildingTest.OUT_CHANNELS, + input_shape[2], + input_shape[3], + 1, + 1, + ), + }, + "ModelForGraphBuildingTestWithReshapeFlattenAndConcat/flatten_0": { + "input_shape": ( + 2, + input_shape[0], + ModelForGraphBuildingTest.OUT_CHANNELS, + input_shape[2], + input_shape[3], + 1, + 2, + ), + "output_shape": ( + input_shape[0] * ModelForGraphBuildingTest.OUT_CHANNELS * input_shape[2] * input_shape[3] * 4, + ), + }, + "ModelForGraphBuildingTestWithReshapeFlattenAndConcat/view_1": None, + } + + for node in graph.get_all_nodes(): + if node.metatype in [PTReshapeMetatype, PTSqueezeMetatype]: + assert node.node_name in reshape_nodes_with_attributes + if isinstance(node.layer_attributes, ReshapeLayerAttributes): + ref_attrs = reshape_nodes_with_attributes[node.node_name] + assert node.layer_attributes.input_shape == ref_attrs["input_shape"] + assert node.layer_attributes.output_shape == ref_attrs["output_shape"] + else: + assert node.layer_attributes is None + assert reshape_nodes_with_attributes[node.node_name] is None + + +transpose_input_shapes = [(1, 10, 20, 10), (10, 10, 10, 10)] + + +@pytest.mark.parametrize("input_shape", transpose_input_shapes) +def test_permute_attributes_saved_during_graph_building(input_shape): + model = ModelWithPermute() + graph_builder = GraphBuilder( + create_dummy_forward_fn( + FillerInputInfo( + [ + FillerInputElement(input_shape), + ] + ), + with_input_tracing=True, + with_output_tracing=True, + ) + ) + graph = graph_builder.build_graph(model) + transpose_nodes_with_attributes = { + "ModelWithPermute/transpose_0": TransposeLayerAttributes(1, 3), + "ModelWithPermute/transpose_1": TransposeLayerAttributes(1, 3), + "ModelWithPermute/transpose_2": TransposeLayerAttributes(1, 3), + "ModelWithPermute/permute_0": PermuteLayerAttributes((3, 2, 1, 0)), + "ModelWithPermute/permute_1": PermuteLayerAttributes([3, 2, 1, 0]), + } + + for node in graph.get_all_nodes(): + if node.metatype is PTTransposeMetatype: + assert node.node_name in transpose_nodes_with_attributes + if isinstance(node.layer_attributes, (TransposeLayerAttributes, PermuteLayerAttributes)): + ref_attrs = transpose_nodes_with_attributes[node.node_name] + assert node.layer_attributes == ref_attrs + else: + assert node.layer_attributes is None + assert transpose_nodes_with_attributes[node.node_name] is None + + +@pytest.mark.parametrize("input_shape", ModelForGraphBuildingTest.INPUT_SHAPES) +def test_split_attributes(input_shape): + model = ModelForGraphBuildingTestWithSplit(input_shape) + graph_builder = GraphBuilder( + create_dummy_forward_fn( + FillerInputInfo( + [ + FillerInputElement(input_shape), + ] + ), + with_input_tracing=True, + with_output_tracing=True, + ) + ) + + graph = graph_builder.build_graph(model) + chunk_nodes_with_attributes = { + "ModelForGraphBuildingTestWithSplit/chunk_0": MultipleOutputLayerAttributes(chunks=2, axis=1), + "ModelForGraphBuildingTestWithSplit/unbind_0": MultipleOutputLayerAttributes(chunks=20, axis=1), + } + + for node in graph.get_all_nodes(): + if node.metatype is PTSplitMetatype: + assert node.node_name in chunk_nodes_with_attributes + if isinstance(node.layer_attributes, MultipleOutputLayerAttributes): + ref_attrs = chunk_nodes_with_attributes[node.node_name] + assert node.layer_attributes == ref_attrs + else: + assert node.layer_attributes is None + assert chunk_nodes_with_attributes[node.node_name] is None + + +class SplitByGetItemModel(ModelWithDummyParameter): + def forward(self, x): + return x[0:1], x[(0, 1)], x[2] + + +@pytest.mark.parametrize("input_shape", [(3, 2)]) +def test_getitem_attributes(input_shape): + model = SplitByGetItemModel() + custom_forward_fn = create_dummy_forward_fn( + FillerInputInfo( + [ + FillerInputElement(input_shape), + ] + ), + with_input_tracing=True, + with_output_tracing=True, + ) + graph_builder = GraphBuilder(custom_forward_fn) + graph = graph_builder.build_graph(model) + getitem_nodes_with_attributes = { + "SplitByGetItemModel/__getitem___0": slice(0, 1, None), + "SplitByGetItemModel/__getitem___1": (0, 1), + "SplitByGetItemModel/__getitem___2": 2, + } + + for node in graph.get_all_nodes(): + if node.metatype is PTGatherMetatype: + assert node.node_name in getitem_nodes_with_attributes + if isinstance(node.layer_attributes, GetItemLayerAttributes): + ref_key = getitem_nodes_with_attributes[node.node_name] + assert node.layer_attributes.key == ref_key + else: + assert node.layer_attributes is None + assert getitem_nodes_with_attributes[node.node_name] is None diff --git a/tests/torch/test_models/synthetic.py b/tests/torch/test_models/synthetic.py index 7dac0819df9..b4096d43c43 100644 --- a/tests/torch/test_models/synthetic.py +++ b/tests/torch/test_models/synthetic.py @@ -18,7 +18,9 @@ from torch.nn import Parameter from torchvision.transforms.functional import normalize +from nncf.torch import nncf_model_input from nncf.torch import register_module +from nncf.torch.dynamic_graph.io_handling import wrap_nncf_model_outputs_with_objwalk from tests.torch.helpers import create_conv @@ -373,3 +375,119 @@ def forward(self, x): if self.is_single_input: return output return output, self.conv(x) + + +class ModelForGraphBuildingTest(torch.nn.Module): + IN_CHANNELS = 3 + OUT_CHANNELS = 10 + CONV1_OUT_CHANNELS = 15 + CONV2_IN_CHANNELS = CONV1_OUT_CHANNELS + IN_CHANNELS + MAXPOOL_SIZE = 2 + INPUT_SHAPES = [(1, 3, 224, 224), (2, 3, 224, 224), (1, 3, 500, 500)] + + def __init__(self): + super().__init__() + self.conv1 = nn.Conv2d(self.IN_CHANNELS, self.CONV1_OUT_CHANNELS, kernel_size=3, padding=1) + self.bn1 = nn.BatchNorm2d(15) + self.relu1 = nn.ReLU() + self.convt1 = nn.ConvTranspose2d(self.CONV1_OUT_CHANNELS, self.IN_CHANNELS, kernel_size=2, stride=2) + self.conv2 = nn.Conv2d(self.CONV2_IN_CHANNELS, self.OUT_CHANNELS, kernel_size=1) + + def forward(self, x): + x = self.conv1(x) + x = self.bn1(x) + x = self.relu1(x) + x_prev = x + x = F.max_pool2d(x, self.MAXPOOL_SIZE) + x = self.convt1(x) + x = torch.cat([x, x_prev], 1) + x = self.conv2(x) + return x + + @staticmethod + def simple_wrap_fn(args, kwargs): + arglist = list(args) + arglist[0] = nncf_model_input(arglist[0]) + args = tuple(arglist) + return args, kwargs + + @classmethod + def simple_user_dummy_forward(cls, model): + mock_tensor = torch.zeros(cls.INPUT_SHAPES[0]) + args = (mock_tensor,) + kwargs = {} + args, kwargs = cls.simple_wrap_fn(args, kwargs) + return wrap_nncf_model_outputs_with_objwalk(model(*args, **kwargs)) + + +class ModelForGraphBuildingTestWithConcat(nn.Module): + INPUT_SHAPE = (1, 1, 1, 1) + + def forward(self, x): + outputs = [] + outputs.append(torch.stack([x, x])) + outputs.append(torch.stack(tensors=[x, x, x])) + outputs.append(torch.stack([x, x, x, x], dim=3)) + outputs.append(torch.stack(tensors=[x, x, x, x, x], dim=2)) + outputs.append(torch.cat([x, x])) + outputs.append(torch.cat(tensors=[x, x, x])) + outputs.append(torch.cat([x, x, x, x], dim=3)) + outputs.append(torch.cat(tensors=[x, x, x, x, x], dim=2)) + return outputs + + +class ModelForGraphBuildingTestWithReshapeFlattenAndConcat(ModelForGraphBuildingTest): + def forward(self, x): + y = super().forward(x) + size = y.size() + y = y.view(size + (1, 1)) + + y_copy = torch.ones_like(y) + y = torch.stack([y, y_copy]) + + y_copy = torch.ones_like(y) + y = torch.cat([y, y_copy], -1) + + y = torch.flatten(y) + _ = y.view(-1) + + y_copy = torch.ones_like(y) + y = torch.stack([y, y_copy]) + + y_copy = torch.ones_like(y) + y = torch.cat([y, y_copy], -1) + return y + + +class ModelWithPermute(nn.Module): + def forward(self, x: torch.Tensor): + # x.shape == [1, 10, 20, 10] + # without kwargs + x = x.transpose(1, 3) + x = x.permute(3, 2, 1, 0) + # with kwargs + x = x.transpose(1, dim1=3) + x = x.transpose(dim0=1, dim1=3) + x = x.permute(dims=[3, 2, 1, 0]) + return x + + +class ModelForGraphBuildingTestWithSplit(ModelForGraphBuildingTest): + def __init__(self, input_shape): + super().__init__() + self.conv3 = nn.Conv2d(5, 10, kernel_size=3, padding=1) + self.conv4 = nn.Conv2d(input_shape[0], 1, kernel_size=1, padding=0) + + def forward(self, x): + y = super().forward(x) + y1, y2 = torch.chunk(y, chunks=2, dim=1) + + y1 = self.conv3(y1) + y2 = self.conv3(y2) + y = torch.cat([y1, y2], axis=1) + + y_unbinded = torch.unbind(y, dim=1) + unbinded_processed = list(y_unbinded) + unbinded_processed[0] = self.conv4(y_unbinded[0]) + y = torch.cat(unbinded_processed, axis=0) + return y diff --git a/tests/torch/test_nncf_graph.py b/tests/torch/test_nncf_graph.py new file mode 100644 index 00000000000..c248694bc8f --- /dev/null +++ b/tests/torch/test_nncf_graph.py @@ -0,0 +1,38 @@ +# Copyright (c) 2023 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 pytest + +from nncf.common.graph.layer_attributes import MultipleInputLayerAttributes +from nncf.common.graph.operator_metatypes import OperatorMetatype +from nncf.torch.graph.graph import PTNNCFGraph +from nncf.torch.graph.operator_metatypes import PTModuleConv2dMetatype +from tests.post_training.test_templates.models import NNCFGraphToTestConstantFiltering + + +class DummyConstantMetatype(OperatorMetatype): + pass + + +@pytest.mark.parametrize("node_between_const_and_target", [False, True]) +def test_get_nodes_with_missed_input_edges(node_between_const_and_target): + nncf_graph: PTNNCFGraph = NNCFGraphToTestConstantFiltering( + DummyConstantMetatype, + PTModuleConv2dMetatype, + MultipleInputLayerAttributes(2, 3), + node_between_const_and_target, + PTNNCFGraph, + ).nncf_graph + ref_diconnected_nodes = ["/Conv2_0", "/Concat_with_missed_input_0"] + disconnected_nodes = nncf_graph.get_nodes_with_missed_input_edges() + assert len(ref_diconnected_nodes) == len(disconnected_nodes) + for node in disconnected_nodes: + assert node.node_name in ref_diconnected_nodes diff --git a/tests/torch/test_nncf_network.py b/tests/torch/test_nncf_network.py index 54a8fe767a5..eb3f5fd32d9 100644 --- a/tests/torch/test_nncf_network.py +++ b/tests/torch/test_nncf_network.py @@ -839,3 +839,38 @@ def test_multidevice_model(): input_info = ExampleInputInfo.from_example_input(example_input) nncf_model = NNCFNetwork(model, input_info) nncf_model(*example_input) + + +def test_access_to_input_info(): + model = SimplestModel() + example_input = torch.ones(SimplestModel.INPUT_SIZE) + input_info = ExampleInputInfo.from_example_input(example_input) + nncf_model = NNCFNetwork(model, input_info) + nncf_model.nncf.input_infos + + +class ModelWithMax(torch.nn.Module): + INPUT_SIZE = [1, 1, 32, 32] + + def __init__(self): + super().__init__() + + def forward(self, x): + x = torch.max(x, dim=-1, keepdim=True) + assert isinstance(x, torch.return_types.max) + return x.values + + +def test_torch_return_types_unwrapped_for_post_hook(): + model = ModelWithMax() + nncf_model = NNCFNetwork(model, FillerInputInfo([FillerInputElement(SimplestModel.INPUT_SIZE)])) + node_to_op_address_mapping = nncf_model.nncf.get_node_to_op_address_mapping() + insertion_point = PTInsertionPoint( + TargetType.OPERATOR_POST_HOOK, node_to_op_address_mapping["ModelWithMax/max_0"], 0 + ) + + def fn_to_check_input_type(input): + assert isinstance(input, torch.Tensor) + + nncf_model.nncf.insert_at_point(insertion_point, [fn_to_check_input_type]) + nncf_model.nncf.rebuild_graph() diff --git a/tests/torch/test_pytorch_patch.py b/tests/torch/test_pytorch_patch.py index 7564a5e0bf1..d98ffbd956f 100644 --- a/tests/torch/test_pytorch_patch.py +++ b/tests/torch/test_pytorch_patch.py @@ -10,13 +10,16 @@ # limitations under the License. import inspect +from typing import List +import pytest import torch from nncf.config import NNCFConfig from nncf.torch.dynamic_graph.context import TracingContext from nncf.torch.dynamic_graph.patch_pytorch import _ORIG_JIT_SCRIPT from nncf.torch.dynamic_graph.patch_pytorch import MagicFunctionsToPatch +from nncf.torch.dynamic_graph.structs import NamespaceTarget from nncf.torch.dynamic_graph.trace_tensor import TensorMeta from nncf.torch.dynamic_graph.trace_tensor import TracedTensor from nncf.torch.graph.operator_metatypes import PT_OPERATOR_METATYPES @@ -37,19 +40,31 @@ def test_get_all_aliases_is_valid(): for operator_metatypes, function_names in operator_names_to_function_name.items(): if not function_names: invalid_metatypes.append(operator_metatypes) - assert not invalid_metatypes, f"There are metatypes with invalid `get_all_aliaces` method: {invalid_metatypes}" + assert not invalid_metatypes, f"There are metatypes with invalid `get_all_aliases` method: {invalid_metatypes}" -def test_are_all_magic_functions_patched(): - for operator in PT_OPERATOR_METATYPES.registry_dict: - for function_name in PT_OPERATOR_METATYPES.get(operator).get_all_aliases(): - if function_name.startswith("__") and function_name.endswith("__"): - is_contained = False - for _, functions in MagicFunctionsToPatch.MAGIC_FUNCTIONS_TO_PATCH.items(): - if function_name in functions: - is_contained = True - break - assert is_contained +@pytest.mark.parametrize("name_space", [NamespaceTarget.TORCH_TENSOR]) +def test_patch_magic_functions(name_space): + patched_magic_fns = MagicFunctionsToPatch.MAGIC_FUNCTIONS_TO_PATCH.get(name_space, []) + for op_name, operator in PT_OPERATOR_METATYPES.registry_dict.items(): + op_fns: List[str] = operator.module_to_function_names.get(name_space, []) + op_magic_fns = [x for x in op_fns if x.startswith("__") and x.endswith("__")] + for fn_name in op_magic_fns: + assert fn_name in patched_magic_fns, f"{op_name} contains not patched magic function {fn_name}" + + +@pytest.mark.parametrize("name_space", [NamespaceTarget.TORCH_TENSOR]) +def test_op_for_patch_magic_functions(name_space): + patched_magic_fns = MagicFunctionsToPatch.MAGIC_FUNCTIONS_TO_PATCH.get(name_space, []) + + all_magic_fns_in_op: List[str] = [] + for operator in PT_OPERATOR_METATYPES.registry_dict.values(): + op_fns: List[str] = operator.module_to_function_names.get(name_space, []) + all_magic_fns_in_op += [x for x in op_fns if x.startswith("__") and x.endswith("__")] + + for patched_fn in patched_magic_fns: + assert patched_fn in dir(torch.Tensor), f"Magic function {patched_fn} does not exist in Tensor" + assert patched_fn in all_magic_fns_in_op, f"No metatype for patched magic function {patched_fn}" def test_tensor_printing_does_not_inflate_graph(): diff --git a/tests/torch/test_return_types.py b/tests/torch/test_return_types.py new file mode 100644 index 00000000000..c2bf812f0e0 --- /dev/null +++ b/tests/torch/test_return_types.py @@ -0,0 +1,37 @@ +# Copyright (c) 2023 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 pytest +import torch + +from nncf.torch.return_types import _TORCH_RETURN_TYPES +from nncf.torch.return_types import maybe_unwrap_from_torch_return_type +from nncf.torch.return_types import maybe_wrap_to_torch_return_type + + +@pytest.mark.parametrize("return_type", _TORCH_RETURN_TYPES) +def test_unwrap_wrap_torch_return_type(return_type): + wrapped_tensor = return_type((torch.tensor(0), torch.tensor(1))) + assert wrapped_tensor.values == torch.tensor(0) + unwrapped_tensor = maybe_unwrap_from_torch_return_type(wrapped_tensor) + assert unwrapped_tensor == torch.tensor(0) + + updated_wrapped_tensor = maybe_wrap_to_torch_return_type(unwrapped_tensor, wrapped_tensor) + assert updated_wrapped_tensor == wrapped_tensor + + +@pytest.mark.parametrize( + "input_", [torch.tensor(0), [torch.tensor(0), torch.tensor(1)], (torch.tensor(0), torch.tensor(1))] +) +def test_wrap_unwrap_do_nothing_to_tensor(input_): + wrapped_input = maybe_unwrap_from_torch_return_type(input_) + assert wrapped_input is input_ + unwrapped_input = maybe_wrap_to_torch_return_type(input_, wrapped_input) + assert unwrapped_input is input_ diff --git a/tests/torch/test_sota_checkpoints.py b/tests/torch/test_sota_checkpoints.py index 4b4b212ed16..db90490ab5e 100644 --- a/tests/torch/test_sota_checkpoints.py +++ b/tests/torch/test_sota_checkpoints.py @@ -9,681 +9,669 @@ # See the License for the specific language governing permissions and # limitations under the License. -import csv import datetime import json import os -import re -import shlex -import subprocess import sys from collections import OrderedDict +from dataclasses import dataclass from pathlib import Path from typing import List, Optional, Tuple +import pandas as pd import pytest -from prettytable import PrettyTable -from yattag import Doc -from nncf.common.utils.os import is_linux -from nncf.common.utils.os import is_windows -from nncf.config import NNCFConfig from tests.shared.metric_thresholds import DIFF_FP32_MAX_GLOBAL from tests.shared.metric_thresholds import DIFF_FP32_MIN_GLOBAL -from tests.shared.metric_thresholds import DIFF_TARGET_MAX_GLOBAL -from tests.shared.metric_thresholds import DIFF_TARGET_MIN_GLOBAL from tests.shared.paths import DATASET_DEFINITIONS_PATH from tests.shared.paths import PROJECT_ROOT from tests.shared.paths import TEST_ROOT +from tests.torch.helpers import Command -BG_COLOR_GREEN_HEX = "ccffcc" -BG_COLOR_YELLOW_HEX = "ffffcc" -BG_COLOR_RED_HEX = "ffcccc" +DIFF_TARGET_PT_MIN = -0.1 +DIFF_TARGET_PT_MAX = 0.1 +DIFF_TARGET_OV_MIN = -0.01 +DIFF_TARGET_OV_MAX = 0.01 +PYTORCH = "PT" +OPENVINO = "OV" +TRAIN = "TRAIN" +@dataclass class EvalRunParamsStruct: - def __init__( - self, - config_name_: str, - reference_: Optional[str], - expected_: float, - metric_type_: str, - dataset_name_: str, - sample_type_: str, - resume_file_: str, - batch_: int, - mean_val_: Optional[str], - scale_val_: Optional[str], - diff_fp32_min_: float, - diff_fp32_max_: float, - model_name_: str, - diff_target_min_: float, - diff_target_max_: float, - multiprocessing_distributed: bool, - ): - self.config_name_ = config_name_ - self.reference_ = reference_ - self.expected_ = expected_ - self.metric_type_ = metric_type_ - self.dataset_name_ = dataset_name_ - self.sample_type_ = sample_type_ - self.resume_file_ = resume_file_ - self.batch_ = batch_ - self.mean_val_ = mean_val_ - self.scale_val_ = scale_val_ - self.diff_fp32_min_ = diff_fp32_min_ - self.diff_fp32_max_ = diff_fp32_max_ - self.model_name_ = model_name_ - self.diff_target_min_ = diff_target_min_ - self.diff_target_max_ = diff_target_max_ - self.multiprocessing_distributed = multiprocessing_distributed + """ + Contain data about quantization of the model. + """ + + config_name: str + reference: Optional[str] + target_ov: float + target_pt: float + metric_type: str + dataset_name: str + sample_type: str + resume_file: str + batch: int + diff_fp32_min: float + diff_fp32_max: float + model_name: str + diff_target_ov_min: float + diff_target_ov_max: float + diff_target_pt_min: float + diff_target_pt_max: float + multiprocessing_distributed: bool + skip_ov: Optional[str] + xfail_ov: Optional[str] + + +@dataclass +class ResultInfo: + """ + Contain data about result of test. + """ + + model_name: str + backend: str + metric_type: Optional[str] = None + measured: Optional[float] = None + expected: Optional[float] = None + diff_fp32: Optional[float] = None + target_fp32: Optional[float] = None + diff_target: Optional[float] = None + status: Optional[str] = None + + def to_dict(self): + return { + "Model": self.model_name, + "Backend": self.backend, + "Metrics type": self.metric_type, + "Measured": self.measured, + "Expected": self.expected, + "Diff expected": self.diff_target, + "Target FP32": self.target_fp32, + "Diff FP32": self.diff_fp32, + "Status": self.status, + "Build url": os.environ.get("BUILD_URL", ""), + } + + +def read_reference_file(ref_path: Path) -> List[EvalRunParamsStruct]: + """ + Reads the reference file to get a list of `EvalRunParamsStruct` objects. + + :param ref_path: The path to the JSON reference file. + :return: A list of `EvalRunParamsStruct` objects. + """ + + with ref_path.open(encoding="UTF-8") as source: + sota_eval_config = json.load(source, object_pairs_hook=OrderedDict) + + param_list = [] + model_names = [] + for sample_type_ in sota_eval_config: + datasets = sota_eval_config[sample_type_] + for dataset_name in datasets: + model_dict = datasets[dataset_name] + for model_name, sample_dict in model_dict.items(): + if model_name in model_names: + raise RuntimeError(f"Model name {model_name} is not unique.") + model_names.append(model_name) + param_list.append( + EvalRunParamsStruct( + model_name=model_name, + config_name=sample_dict["config"], + reference=sample_dict.get("reference", None), + target_pt=sample_dict["target_pt"], + target_ov=sample_dict["target_ov"], + metric_type=sample_dict["metric_type"], + dataset_name=dataset_name, + sample_type=sample_type_, + resume_file=sample_dict.get("resume", None), + batch=sample_dict.get("batch", None), + diff_fp32_min=sample_dict.get("diff_fp32_min", DIFF_FP32_MIN_GLOBAL), + diff_fp32_max=sample_dict.get("diff_fp32_max", DIFF_FP32_MAX_GLOBAL), + diff_target_ov_min=sample_dict.get("diff_target_ov_min", DIFF_TARGET_OV_MIN), + diff_target_ov_max=sample_dict.get("diff_target_ov_max", DIFF_TARGET_OV_MAX), + diff_target_pt_min=sample_dict.get("diff_target_pt_min", DIFF_TARGET_PT_MIN), + diff_target_pt_max=sample_dict.get("diff_target_pt_max", DIFF_TARGET_PT_MAX), + multiprocessing_distributed=sample_dict.get("multiprocessing_distributed", False), + skip_ov=sample_dict.get("skip_ov", None), + xfail_ov=sample_dict.get("xfail_ov", None), + ) + ) + return param_list + + +EVAL_TEST_STRUCT = read_reference_file(TEST_ROOT / "torch" / "sota_checkpoints_eval.json") +REF_PT_FP32_METRIC = {p.model_name: p.target_pt for p in EVAL_TEST_STRUCT if p.reference is None} +REF_OV_FP32_METRIC = {p.model_name: p.target_ov for p in EVAL_TEST_STRUCT if p.reference is None} + + +def idfn(val): + if isinstance(val, EvalRunParamsStruct): + return val.model_name + + +def generate_run_examples_command( + sample_type: str, + mode: str, + config: str, + dataset_path: Optional[Path] = None, + log_dir: Optional[Path] = None, + metrics_dump_file_path: Optional[Path] = None, + multiprocessing_distributed: bool = False, + resume_file_path: Optional[Path] = None, + weights_path: Optional[Path] = None, + export_model_path: Optional[Path] = None, + batch: Optional[int] = None, + cpu_only: bool = False, + checkpoint_dir: Optional[Path] = None, + distributed_mode_sync_port: Optional[str] = None, +) -> str: + """ + Generates a command line to run script `tests/torch/run_examples_for_test_sota.py`. + + :param sample_type: The type of sample to run. + :param mode: The mode to run the example in (e.g., train, eval, export). + :param config: The path to the configuration file. + :param dataset_path: The path to the dataset directory. + :param log_dir: The path to the log directory. + :param metrics_dump_file_path: The path to the metrics dump file. + :param multiprocessing_distributed: Whether to use multiprocessing distributed training. + :param resume_file_path: The path to the resume file. + :param weights_path: The path to the weights file. + :param export_model_path: The path to the export model directory. + :param batch: The batch size. + :param cpu_only: Whether to use the CPU only. + :param checkpoint_dir: The path to the checkpoint directory. + :param distributed_mode_sync_port: The port to use for distributed mode synchronization. + :return: A command line to run the run_examples_for_test_sota.py script. + """ + cmd = [ + sys.executable, + "tests/torch/run_examples_for_test_sota.py", + sample_type, + "-m", mode, + "--config", config, + ] # fmt: skip + if dataset_path is not None: + cmd += ["--data", dataset_path.as_posix()] + if resume_file_path is not None: + cmd += ["--resume", resume_file_path.as_posix()] + else: + cmd += ["--pretrained"] + if weights_path is not None and weights_path.exists(): + cmd += ["--weights", weights_path.as_posix()] + if export_model_path is not None: + cmd += ["--export-model-path", export_model_path.as_posix()] + if metrics_dump_file_path is not None: + cmd += ["--metrics-dump", metrics_dump_file_path.as_posix()] + if log_dir is not None: + cmd += ["--log-dir", log_dir.as_posix()] + if batch is not None: + cmd += ["-b", str(batch)] + if multiprocessing_distributed: + cmd += ["--multiprocessing-distributed"] + if cpu_only: + cmd += ["--cpu-only"] + if checkpoint_dir: + cmd += ["--checkpoint-save-dir", checkpoint_dir.as_posix()] + if distributed_mode_sync_port is not None: + print(f"Setting distributed mode synchronization URL to tcp://127.0.0.1:{distributed_mode_sync_port}") + cmd += [f"--dist-url=tcp://127.0.0.1:{distributed_mode_sync_port}"] + return " ".join(cmd) + + +@pytest.fixture(scope="module") +def metrics_dump_dir(request): + """ + Path to collect metrics from the tests. + To set this by pytest argument use '--metrics-dump-path'. + By default metrics_dump_dir is `PROJECT_ROOT/test_results/metrics_dump_YYYY_MM_DD_HH_MM_SS`. + """ + dump_path = request.config.getoption("--metrics-dump-path") + + if dump_path is None: + data = datetime.datetime.now() + dump_path = ( + PROJECT_ROOT / "test_results" / "metrics_dump_" + f"{'_'.join([str(getattr(data, atr)) for atr in ['year', 'month', 'day', 'hour', 'minute', 'second']])}" + ) + else: + dump_path = Path(dump_path) + dump_path.mkdir(exist_ok=True, parents=True) + assert not dump_path.is_dir() or not next( + dump_path.iterdir(), None + ), f"metrics_dump_path dir should be empty: {dump_path}" + print(f"metrics_dump_path: {dump_path}") + return dump_path @pytest.mark.nightly class TestSotaCheckpoints: - param_list = [] - train_param_list = [] - ids_list = [] - train_ids_list = [] - row_dict = OrderedDict() - color_dict = OrderedDict() - ref_fp32_dict = OrderedDict() - test = None + """ + Test examples for PyTorch compression and checkpoints that provided + in https://github.com/openvinotoolkit/nncf/blob/develop/docs/ModelZoo.md#pytorch + """ + + @pytest.fixture(scope="class") + def collected_data(self, metrics_dump_dir): + """ + Fixture to collect information about tests in `ResultInfo` struct + and dump it to `metrics_dump_dir / results.csv`. + """ + data: List[ResultInfo] = [] + yield data + if metrics_dump_dir and data: + path = metrics_dump_dir / "results.csv" + data_frame = pd.DataFrame.from_records([x.to_dict() for x in data]) + data_frame = data_frame.sort_values("Model").reset_index(drop=True) + data_frame.to_csv(path, index=False) + print(f"Result file: {path}") + + @pytest.fixture(params=EVAL_TEST_STRUCT, ids=idfn) + def eval_run_param(self, request) -> EvalRunParamsStruct: + """ + Returns the test cases that were built from the `tests/torch/sota_checkpoints_eval.json` file. + """ + return request.param @staticmethod - def get_metric_file_name(model_name: str): - return "{}.metrics.json".format(model_name) + def get_metric_file_name(metrics_dump_path: Path, model_name: str) -> Path: + """ + Returns the path to the file that contains the metrics for the target model. - CMD_FORMAT_STRING = "{} tests/torch/run_examples_for_test_sota.py {sample_type} -m {} --config {conf} \ - --data {dataset}/{data_name}/ --log-dir={log_dir} --metrics-dump \ - {metrics_dump_file_path}" + :param metrics_dump_path: The directory that contains the metrics from the test evaluation. + :param model_name: The name of the target model. + :return: The path to the file that contains the metrics for the target model. + """ + return metrics_dump_path / f"{model_name}.metrics.json" @staticmethod - def q_dq_config(config): - nncf_config = NNCFConfig.from_json(config) - if "compression" in nncf_config: - compression_config = nncf_config["compression"] - quantization_config = None - if isinstance(compression_config, list): - matches = [] - for subconfig in compression_config: - if subconfig["algorithm"] == "quantization": - matches.append(subconfig) - if matches: - assert len(matches) == 1 - quantization_config = matches[0] - else: - if compression_config["algorithm"] == "quantization": - quantization_config = compression_config - if quantization_config is not None: - quantization_config["export_to_onnx_standard_ops"] = True - return nncf_config + def read_metric(metric_file_name: str) -> float: + """ + Reads the metric value from the given metric file. + + :param metric_file_name: Path to the metric file. + :return: The metric value. + """ + with open(metric_file_name, encoding="utf8") as metric_file: + metrics = json.load(metric_file) + return metrics["Accuracy"] @staticmethod - def run_cmd(comm: str, cwd: str) -> Tuple[int, str]: - print() - print(comm) - print() + def generate_accuracy_check_cmd( + config_path: Path, ov_data_dir: Path, model_folder: Path, report_csv_path: Path + ) -> str: + """ + Generates a command line to run the accuracy_check tool. + + :param config_path: Path to the config file for the accuracy checker. + :param ov_data_dir: Path to the dataset directory. + :param model_folder: Directory that contains the target model in OpenVINO format. + :param report_csv_path: Path to the report file. + :return: A command line to run the accuracy_check tool. + """ + cmd = [ + "accuracy_check", + "--config", config_path.as_posix(), + "--source", ov_data_dir.as_posix(), + "--definitions", DATASET_DEFINITIONS_PATH.as_posix(), + "--models", model_folder.as_posix(), + "--csv_result", report_csv_path.as_posix(), + ] # fmt: skip + return " ".join(cmd) + + def get_reference_fp32_metric(self, metrics_dump_path: Path, reference_name: str) -> Tuple[Optional[float], bool]: + """ + Get reference metric to not compressed model. + In case of exists reference data will get reference metric from it others reference data gets + from `tests/torch/sota_checkpoints_eval.json`. + + :param metrics_dump_path: Directory that collect in metric data. + :param reference_name: Name of the target model. + :return: Reference metric. + """ + fp32_metric = None + if reference_name is not None: + fp32_metric = REF_PT_FP32_METRIC[reference_name] + reference_metric_file_path = self.get_metric_file_name(metrics_dump_path, reference_name) + if reference_metric_file_path.exists(): + acc = self.read_metric(reference_metric_file_path) + if acc: + fp32_metric = acc - if is_linux(): - com_line = shlex.split(comm) - elif is_windows(): - com_line = comm + return fp32_metric + @staticmethod + def threshold_check( + diff_target: float, + diff_target_min: float, + diff_target_max: float, + diff_fp32: Optional[float] = None, + diff_fp32_min: Optional[float] = None, + diff_fp32_max: Optional[float] = None, + ) -> Optional[str]: + """ + Checks whether the difference meets the target thresholds. + If the difference is not within the target thresholds, the method returns an error message. + Otherwise, the method returns `None`. + """ + err_msgs = [] + if diff_target < diff_target_min or diff_target > diff_target_max: + err_msgs.append( + "Target diff is not within thresholds: " + f"{diff_target_min} < {diff_target} < {diff_target_max}" + ) + if diff_fp32 is not None: + if diff_fp32 < diff_fp32_min or diff_fp32 > diff_fp32_max: + err_msgs.append(f"FP32 diff is not within thresholds: {diff_fp32_min} < {diff_fp32} < {diff_fp32_max}") + if err_msgs: + return ";".join(err_msgs) + return None + + @staticmethod + def get_env(): + """ + Returns a copy of the current environment with the `PYTHONPATH` variable updated + to include the project root directory + """ env = os.environ.copy() if "PYTHONPATH" in env: env["PYTHONPATH"] += ":" + str(PROJECT_ROOT) else: env["PYTHONPATH"] = str(PROJECT_ROOT) + return env - with subprocess.Popen(com_line, stdout=subprocess.PIPE, stderr=subprocess.STDOUT, cwd=cwd, env=env) as result: - exit_code = result.poll() - - def process_line(decoded_line: str, error_lines: List): - if re.search("Error|(No module named)", decoded_line): - # WA for tensorboardX multiprocessing bug (https://github.com/lanpa/tensorboardX/issues/598) - if not re.search("EOFError", decoded_line): - error_lines.append(decoded_line) - if decoded_line != "": - print(decoded_line) - - error_lines = [] - while exit_code is None: - decoded_line = result.stdout.readline().decode("utf-8").strip() - process_line(decoded_line, error_lines) - exit_code = result.poll() - - # The process may exit before the first process_line is executed, handling this case here - outs, _ = result.communicate() - remaining_lines = outs.decode("utf-8").strip().split("\n") - for output_line in remaining_lines: - process_line(output_line, error_lines) - - err_string = "\n".join(error_lines) if error_lines else None - return exit_code, err_string - - @staticmethod - def get_onnx_model_file_path(name): - onnx_name = str(name + ".onnx") - path_to_model = None - for root, dirs, files in os.walk("/"): - if onnx_name in files: - path_to_model = os.path.join(root, onnx_name) - print("Found ", onnx_name) - break - return path_to_model - - @staticmethod - def make_table_row( - test, - expected_, - metrics_type_, - key, - error_message, - metric, - diff_target, - fp32_metric_=None, - diff_fp32=None, - metric_type_from_json=None, - ): - TestSotaCheckpoints.test = test - if fp32_metric_ is None: - fp32_metric_ = "-" - diff_fp32 = "-" - if metric_type_from_json and fp32_metric_ != "-": - fp32_metric_ = str("({})".format(fp32_metric_)) - if metric is not None: - if test == "eval": - row = [ - str(key), - str(metrics_type_), - str(expected_), - str(metric), - str(fp32_metric_), - str(diff_fp32), - str(diff_target), - str("-"), - ] - else: - row = [str(key), str(metrics_type_), str(expected_), str(metric), str(diff_target), str("-")] - else: - if test == "eval": - row = [ - str(key), - str(metrics_type_), - str(expected_), - str("Not executed"), - str(fp32_metric_), - str("-"), - str("-"), - str(error_message), - ] - else: - row = [str(key), str(metrics_type_), str(expected_), str("Not executed"), str("-"), str(error_message)] - return row - - @staticmethod - def write_error_in_csv(error_message, filename): - with open(f"{filename}.csv", "w", newline="", encoding="utf8") as csvfile: - fieldnames = [ - "model", - "launcher", - "device", - "dataset", - "tags", - "metric_name", - "metric_type", - "metric_value", - ] - writer = csv.DictWriter(csvfile, fieldnames=fieldnames) - writer.writeheader() - writer.writerow( - { - "model": filename, - "launcher": "-", - "device": "-", - "dataset": "-", - "tags": "-", - "metric_name": "-", - "metric_type": "-", - "metric_value": error_message, - } - ) - - def write_results_table(self, init_table_string, path): - result_table = PrettyTable() - result_table.field_names = init_table_string - for key in self.row_dict: - result_table.add_row(self.row_dict[key]) - print() - print(result_table) - - doc, tag, text = Doc().tagtext() - doc.asis("") - with tag("p"): - text("legend: ") - with tag("p"): - with tag("span", style="Background-color: #{}".format(BG_COLOR_GREEN_HEX)): - text("Thresholds for FP32 and Expected are passed") - with tag("p"): - with tag("span", style="Background-color: #{}".format(BG_COLOR_YELLOW_HEX)): - text("Thresholds for Expected is failed, but for FP32 passed") - with tag("p"): - with tag("span", style="Background-color: #{}".format(BG_COLOR_RED_HEX)): - text("Thresholds for FP32 and Expected are failed") - with tag("p"): - text('If Reference FP32 value in parentheses, it takes from "target" field of .json file') - with tag("table", border="1", cellpadding="5", style="border-collapse: collapse; border: 1px solid;"): - with tag("tr"): - for i in init_table_string: - with tag("td"): - text(i) - for key in self.row_dict: - with tag("tr", bgcolor="{}".format(self.color_dict[key])): - for i in self.row_dict[key]: - if i is None: - i = "-" - with tag("td"): - text(i) - with open(path / "results.html", "w", encoding="utf8") as f: - f.write(doc.getvalue()) - - @staticmethod - def threshold_check( - is_ok, - diff_target, - diff_fp32_min_=None, - diff_fp32_max_=None, - fp32_metric=None, - diff_fp32=None, - diff_target_min=None, - diff_target_max=None, + @pytest.mark.eval + def test_eval( + self, + sota_checkpoints_dir: str, + sota_data_dir: str, + eval_run_param: EvalRunParamsStruct, + collected_data: List[ResultInfo], + metrics_dump_dir: Path, ): - color = BG_COLOR_RED_HEX - within_thresholds = False - if not diff_target_min: - diff_target_min = DIFF_TARGET_MIN_GLOBAL - if not diff_target_max: - diff_target_max = DIFF_TARGET_MAX_GLOBAL - if not diff_fp32_min_: - diff_fp32_min_ = DIFF_FP32_MIN_GLOBAL - if not diff_fp32_max_: - diff_fp32_max_ = DIFF_FP32_MAX_GLOBAL - if is_ok: - if fp32_metric is not None: - if diff_fp32_min_ < diff_fp32 < diff_fp32_max_ and diff_target_min < diff_target < diff_target_max: - color = BG_COLOR_GREEN_HEX - within_thresholds = True - elif diff_fp32_min_ < diff_fp32 < diff_fp32_max_: - color = BG_COLOR_YELLOW_HEX - elif diff_target_min < diff_target < diff_target_max: - color = BG_COLOR_GREEN_HEX - within_thresholds = True - return color, within_thresholds - - @staticmethod - def write_common_metrics_file(per_model_metric_file_dump_path: Path): - metric_value = OrderedDict() - for root, dirs, files in os.walk(per_model_metric_file_dump_path): - for file in files: - metric_file_path = per_model_metric_file_dump_path / file - with open(str(metric_file_path), encoding="utf8") as metric_file: - metrics = json.load(metric_file) - model_name = str(file).split(".", maxsplit=1)[0] - metric_value[model_name] = metrics["Accuracy"] - common_metrics_file_path = per_model_metric_file_dump_path / "metrics.json" - if common_metrics_file_path.is_file(): - data = json.loads(common_metrics_file_path.read_text(encoding="utf-8")) - data.update(metric_value) - common_metrics_file_path.write_text(json.dumps(data, indent=4), encoding="utf-8") - else: - with open(str(common_metrics_file_path), "w", encoding="utf8") as outfile: - json.dump(metric_value, outfile) - dirs.clear() - - @staticmethod - def read_metric(metric_file_name: str): - with open(metric_file_name, encoding="utf8") as metric_file: - metrics = json.load(metric_file) - return metrics["Accuracy"] + """ + Runs a test example to validate the target models on the PyTorch backend. + """ + if sota_data_dir is None: + pytest.skip("Path to datasets is not set") - with open("{}/sota_checkpoints_eval.json".format(os.path.join(TEST_ROOT, "torch")), encoding="utf8") as f: - sota_eval_config = json.load(f, object_pairs_hook=OrderedDict) - for sample_type_ in sota_eval_config: - datasets = sota_eval_config[sample_type_] - for dataset_name in datasets: - model_dict = datasets[dataset_name] - for model_name in model_dict: - config_name = model_dict[model_name].get("config", {}) - reference = None - if model_dict[model_name].get("reference", {}): - reference = model_dict[model_name].get("reference", {}) - else: - ref_fp32_dict[model_name] = model_dict[model_name].get("target", {}) - expected = model_dict[model_name].get("target", {}) - metric_type = model_dict[model_name].get("metric_type", {}) - if model_dict[model_name].get("resume", {}): - resume_file = model_dict[model_name].get("resume", {}) - else: - resume_file = None - if model_dict[model_name].get("batch", {}): - batch = model_dict[model_name].get("batch", {}) - else: - batch = None - if model_dict[model_name].get("mean_value", {}): - mean_val = model_dict[model_name].get("mean_value", {}) - else: - mean_val = "[123.675,116.28,103.53]" - if model_dict[model_name].get("scale_value", {}): - scale_val = model_dict[model_name].get("scale_value", {}) - else: - scale_val = "[58.4795,57.1429,57.4713]" - diff_fp32_min = model_dict[model_name].get("diff_fp32_min") - diff_fp32_max = model_dict[model_name].get("diff_fp32_max") - diff_target_min = model_dict[model_name].get("diff_target_min") - diff_target_max = model_dict[model_name].get("diff_target_max") - multiprocessing_distributed = model_dict[model_name].get("multiprocessing_distributed", False) + metrics_dump_file_path = self.get_metric_file_name(metrics_dump_dir, model_name=eval_run_param.model_name) + log_dir = metrics_dump_dir / "logs" - param_list.append( - EvalRunParamsStruct( - config_name, - reference, - expected, - metric_type, - dataset_name, - sample_type_, - resume_file, - batch, - mean_val, - scale_val, - diff_fp32_min, - diff_fp32_max, - model_name, - diff_target_min, - diff_target_max, - multiprocessing_distributed, - ) - ) - ids_list.append(model_name) - if model_dict[model_name].get("compression_description", {}): - train_param_list.append( - (config_name, expected, metric_type, dataset_name, sample_type_, model_name) - ) - train_ids_list.append(model_name) + resume_file_path = None + if eval_run_param.resume_file: + assert sota_checkpoints_dir is not None, "sota_checkpoints_dir is not set" + resume_file_path = Path(sota_checkpoints_dir) / eval_run_param.resume_file + assert resume_file_path.exists(), f"{resume_file_path} does not exists" - @pytest.mark.eval - @pytest.mark.parametrize("eval_test_struct", param_list, ids=ids_list) - def test_eval(self, sota_checkpoints_dir, sota_data_dir, eval_test_struct: EvalRunParamsStruct): - if sota_data_dir is None: - pytest.skip("Path to datasets is not set") - test = "eval" - metric_file_name = self.get_metric_file_name(model_name=eval_test_struct.model_name_) - metrics_dump_file_path = pytest.metrics_dump_path / metric_file_name - log_dir = pytest.metrics_dump_path / "logs" - cmd = self.CMD_FORMAT_STRING.format( - sys.executable, - "test", - conf=eval_test_struct.config_name_, - dataset=sota_data_dir, - data_name=eval_test_struct.dataset_name_, - sample_type=eval_test_struct.sample_type_, - metrics_dump_file_path=metrics_dump_file_path, + cmd = generate_run_examples_command( + sample_type=eval_run_param.sample_type, + mode="test", + config=eval_run_param.config_name, + dataset_path=Path(sota_data_dir) / eval_run_param.dataset_name, log_dir=log_dir, + metrics_dump_file_path=metrics_dump_file_path, + multiprocessing_distributed=eval_run_param.multiprocessing_distributed, + resume_file_path=resume_file_path, + batch=eval_run_param.batch, ) - if eval_test_struct.resume_file_: - resume_file_path = sota_checkpoints_dir + "/" + eval_test_struct.resume_file_ - cmd += " --resume {}".format(resume_file_path) - else: - cmd += " --pretrained" - if eval_test_struct.batch_: - cmd += " -b {}".format(eval_test_struct.batch_) - if eval_test_struct.multiprocessing_distributed: - cmd += " --multiprocessing-distributed" - exit_code, err_str = self.run_cmd(cmd, cwd=PROJECT_ROOT) + + runner = Command(cmd, cwd=PROJECT_ROOT, env=self.get_env()) + exit_code = runner.run(assert_returncode_zero=False) is_ok = exit_code == 0 and metrics_dump_file_path.exists() - if is_ok: - metric_value = self.read_metric(str(metrics_dump_file_path)) - else: - metric_value = None - fp32_metric = None - metric_type_from_json = False - if eval_test_struct.reference_ is not None: - fp32_metric = self.ref_fp32_dict[str(eval_test_struct.reference_)] - metric_type_from_json = True - reference_metric_file_path = pytest.metrics_dump_path / self.get_metric_file_name( - eval_test_struct.reference_ + metric_value = None + diff_target = None + diff_fp32 = None + if not is_ok: + status = f"exit_code: {exit_code}" + result_info = ResultInfo( + model_name=eval_run_param.model_name, + backend=PYTORCH, + status=status, ) - if os.path.exists(reference_metric_file_path): - with open(str(reference_metric_file_path), encoding="utf8") as ref_metric: - metrics = json.load(ref_metric) - if metrics["Accuracy"] != 0: - fp32_metric = metrics["Accuracy"] - metric_type_from_json = False - else: - metric_type_from_json = True - - if is_ok: - diff_target = round((metric_value - eval_test_struct.expected_), 2) - diff_fp32 = round((metric_value - fp32_metric), 2) if fp32_metric is not None else None - else: - diff_target = None - diff_fp32 = None - - self.row_dict[eval_test_struct.model_name_] = self.make_table_row( - test, - eval_test_struct.expected_, - eval_test_struct.metric_type_, - eval_test_struct.model_name_, - err_str, - metric_value, - diff_target, - fp32_metric, - diff_fp32, - metric_type_from_json, + collected_data.append(result_info) + pytest.fail(status) + + metric_value = self.read_metric(metrics_dump_file_path) + fp32_metric = self.get_reference_fp32_metric(metrics_dump_dir, eval_run_param.reference) + + diff_target = round((metric_value - eval_run_param.target_pt), 2) + if fp32_metric: + diff_fp32 = round((metric_value - fp32_metric), 2) + + threshold_errors = self.threshold_check( + diff_target=diff_target, + diff_target_min=eval_run_param.diff_target_pt_min, + diff_target_max=eval_run_param.diff_target_pt_max, + diff_fp32=diff_fp32, + diff_fp32_min=eval_run_param.diff_fp32_min, + diff_fp32_max=eval_run_param.diff_fp32_max, ) - retval = self.threshold_check( - is_ok, - diff_target, - eval_test_struct.diff_fp32_min_, - eval_test_struct.diff_fp32_max_, - fp32_metric, - diff_fp32, - eval_test_struct.diff_target_min_, - eval_test_struct.diff_target_max_, + + result_info = ResultInfo( + model_name=eval_run_param.model_name, + backend=PYTORCH, + metric_type=eval_run_param.metric_type, + measured=metric_value, + expected=eval_run_param.target_pt, + diff_target=diff_target, + target_fp32=fp32_metric, + diff_fp32=diff_fp32, + status=threshold_errors, ) + collected_data.append(result_info) + if threshold_errors is not None: + pytest.fail(threshold_errors) - self.color_dict[eval_test_struct.model_name_], is_accuracy_within_thresholds = retval - assert is_accuracy_within_thresholds + @staticmethod + def get_ir_model_path(model_name: str): + """ + Get path to OpenVINO model by model name. + """ + return PROJECT_ROOT / "ir_models" / model_name / f"{model_name}.xml" @pytest.mark.convert - @pytest.mark.parametrize("eval_test_struct", param_list, ids=ids_list) - @pytest.mark.parametrize("onnx_type", ["fq", "q_dq"]) - def test_convert_to_onnx( - self, tmpdir, openvino, sota_checkpoints_dir, sota_data_dir, eval_test_struct: EvalRunParamsStruct, onnx_type - ): + def test_convert(self, eval_run_param: EvalRunParamsStruct, openvino: bool, sota_checkpoints_dir: str): + """ + Runs a test example to convert target models to OpenVINO format. + """ if not openvino: - pytest.skip() + pytest.skip("Skip if not --run-openvino-eval") + if eval_run_param.skip_ov: + pytest.skip("Skipped by 'skip_ov' in sota_checkpoints_eval.json") os.chdir(PROJECT_ROOT) - onnx_path = PROJECT_ROOT / "onnx" - q_dq_config_path = tmpdir / os.path.basename(eval_test_struct.config_name_) - - with open(str(q_dq_config_path), "w", encoding="utf8") as outfile: - json.dump(self.q_dq_config(eval_test_struct.config_name_), outfile) - if not os.path.exists(onnx_path): - os.mkdir(onnx_path) - CMD_FORMAT_STRING = "{} examples/torch/{sample_type}/main.py -m export --cpu-only --config {conf} \ - --data {dataset}/{data_name} --to-onnx={onnx_path}" - self.test = "openvino_eval" - if onnx_type == "q_dq": - if not os.path.exists(onnx_path / "q_dq"): - os.mkdir(onnx_path / "q_dq") - onnx_name = str("q_dq/" + eval_test_struct.model_name_ + ".onnx") - with open(str(q_dq_config_path), "w", encoding="utf8") as outfile: - json.dump(self.q_dq_config(eval_test_struct.config_name_), outfile) - nncf_config_path = q_dq_config_path - else: - onnx_name = str(eval_test_struct.model_name_ + ".onnx") - nncf_config_path = eval_test_struct.config_name_ - onnx_cmd = CMD_FORMAT_STRING.format( - sys.executable, - conf=nncf_config_path, - dataset=sota_data_dir, - data_name=eval_test_struct.dataset_name_, - sample_type=eval_test_struct.sample_type_, - onnx_path=(onnx_path / onnx_name), + ir_model_path = self.get_ir_model_path(eval_run_param.model_name) + resume_file_path = None + if eval_run_param.resume_file: + assert sota_checkpoints_dir is not None, "sota_checkpoints_dir is not set" + resume_file_path = Path(sota_checkpoints_dir) / eval_run_param.resume_file + assert resume_file_path.exists(), f"{resume_file_path} does not exists" + + cmd = generate_run_examples_command( + sample_type=eval_run_param.sample_type, + mode="export", + config=eval_run_param.config_name, + cpu_only=True, + export_model_path=ir_model_path, + resume_file_path=resume_file_path, ) - if eval_test_struct.resume_file_: - resume_file_path = sota_checkpoints_dir + "/" + eval_test_struct.resume_file_ - onnx_cmd += " --resume {}".format(resume_file_path) - else: - onnx_cmd += " --pretrained" + runner = Command(cmd, cwd=PROJECT_ROOT, env=self.get_env()) + runner.run() - if onnx_type == "fq": - # By default use torch.export and ctrl.strip(), that export to ONNX via torch native FQ. - onnx_cmd += " --no_strip_on_export" + @staticmethod + def get_metric_from_ac_csv(path: Path): + """ + Get metric value from the report of accuracy_checker. - exit_code, err_str = self.run_cmd(onnx_cmd, cwd=PROJECT_ROOT) - if exit_code != 0 and err_str is not None: - pytest.fail(err_str) + :param path: Path ot report file of accuracy_checker. + :return: Metric value. + """ + data = pd.read_csv(path) + return round(data["metric_value"].iloc[0] * 100, 2) @pytest.mark.oveval - @pytest.mark.parametrize("eval_test_struct", param_list, ids=ids_list) - @pytest.mark.parametrize("onnx_type", ["fq", "q_dq"]) def test_openvino_eval( - self, eval_test_struct: EvalRunParamsStruct, ov_data_dir, onnx_type, openvino, onnx_dir, ov_config_dir + self, + eval_run_param: EvalRunParamsStruct, + ov_data_dir: Path, + openvino: bool, + ov_config_dir: str, + collected_data: List[ResultInfo], + metrics_dump_dir: Path, ): - if not openvino or not onnx_dir: - pytest.skip() - if ov_config_dir: - config_folder = ov_config_dir - else: - config_folder = PROJECT_ROOT / "tests" / "torch" / "data" / "ac_configs" - ir_model_folder = PROJECT_ROOT / "ir_models" / eval_test_struct.model_name_ - q_dq_ir_model_folder = PROJECT_ROOT / "q_dq_ir_models" / eval_test_struct.model_name_ - mean_val = eval_test_struct.mean_val_ - scale_val = eval_test_struct.scale_val_ - mo_cmd_tail_template = ( - "--framework=onnx --reverse_input_channels --mean_values={} --scale_values={} --output_dir {}" + """ + Runs a test example to validate the target models on the PyTorch backend. + """ + if not openvino: + pytest.skip("Skip if not --run-openvino-eval") + if ov_data_dir is None: + pytest.fail("--ov-data-dir is not set") + if eval_run_param.skip_ov: + status = f"Skip by: {eval_run_param.skip_ov}" + collected_data.append( + ResultInfo( + model_name=eval_run_param.model_name, + backend=OPENVINO, + status=status, + ) + ) + pytest.skip(status) + + config_folder = ov_config_dir or PROJECT_ROOT / "tests" / "torch" / "data" / "ac_configs" + ir_model_path = self.get_ir_model_path(eval_run_param.model_name) + + if not ir_model_path.exists(): + collected_data.append( + ResultInfo( + model_name=eval_run_param.model_name, + backend=OPENVINO, + status="IR does not exists", + ) + ) + pytest.fail("IR does not exists") + + ac_yml_path = config_folder / f"{eval_run_param.model_name}.yml" + report_csv_path = metrics_dump_dir / f"{eval_run_param.model_name}.csv" + + # Ensure that report file does not exists + report_csv_path.unlink(missing_ok=True) + + cmd = self.generate_accuracy_check_cmd(ac_yml_path, ov_data_dir, ir_model_path.parent, report_csv_path) + runner = Command(cmd, cwd=PROJECT_ROOT, env=self.get_env()) + exit_code = runner.run(assert_returncode_zero=False) + + if exit_code: + status = f"Accuracy checker return code: {exit_code}" + collected_data.append( + ResultInfo( + model_name=eval_run_param.model_name, + backend=OPENVINO, + status=status, + ) + ) + pytest.fail(status) + + metric_value = self.get_metric_from_ac_csv(report_csv_path) + fp32_metric = REF_OV_FP32_METRIC.get(eval_run_param.reference, None) + + diff_target = round((metric_value - eval_run_param.target_ov), 2) + diff_fp32 = None + if fp32_metric: + diff_fp32 = round((metric_value - fp32_metric), 2) + + threshold_errors = self.threshold_check( + diff_target=diff_target, + diff_target_min=eval_run_param.diff_target_ov_min, + diff_target_max=eval_run_param.diff_target_ov_max, + diff_fp32=diff_fp32, + diff_fp32_min=eval_run_param.diff_fp32_min, + diff_fp32_max=eval_run_param.diff_fp32_max, ) - if onnx_type == "q_dq": - model_folder = q_dq_ir_model_folder - mo_cmd_tail = mo_cmd_tail_template.format(mean_val, scale_val, model_folder) - onnx_model = str(onnx_dir + "q_dq/" + eval_test_struct.model_name_ + ".onnx") - mo_cmd = "mo --input_model {} {}".format(onnx_model, mo_cmd_tail) - else: - model_folder = ir_model_folder - onnx_model = str(onnx_dir + eval_test_struct.model_name_ + ".onnx") - mo_cmd_tail = mo_cmd_tail_template.format(mean_val, scale_val, model_folder) - mo_cmd = "mo --input_model {} {}".format(onnx_model, mo_cmd_tail) - - exit_code, err_str = self.run_cmd(mo_cmd, cwd=PROJECT_ROOT) - if exit_code == 0 and err_str is None: - ac_yml_path = f"{config_folder}/{eval_test_struct.model_name_}.yml" - if onnx_type == "q_dq": - report_csv_path = f"{PROJECT_ROOT}/{eval_test_struct.model_name_}_q_dq.csv" + status = threshold_errors + if eval_run_param.xfail_ov is not None and threshold_errors is not None: + status = f"XFAIL: {eval_run_param.xfail_ov} {threshold_errors}" + + result_info = ResultInfo( + model_name=eval_run_param.model_name, + backend=OPENVINO, + metric_type=eval_run_param.metric_type, + measured=metric_value, + expected=eval_run_param.target_ov, + diff_target=diff_target, + target_fp32=fp32_metric, + diff_fp32=diff_fp32, + status=status, + ) + + collected_data.append(result_info) + if status is not None: + if eval_run_param.xfail_ov is not None: + pytest.xfail(status) else: - report_csv_path = f"{PROJECT_ROOT}/{eval_test_struct.model_name_}.csv" - ac_cmd = ( - f"accuracy_check -c {ac_yml_path} -s {ov_data_dir} -d {DATASET_DEFINITIONS_PATH} " - f"-m {model_folder} --csv_result {report_csv_path}" - ) - exit_code, err_str = self.run_cmd(ac_cmd, cwd=PROJECT_ROOT) - if exit_code != 0 or err_str is not None: - pytest.fail(err_str) - else: - pytest.fail(err_str) + pytest.fail(status) @pytest.mark.train - @pytest.mark.parametrize("eval_test_struct", param_list, ids=ids_list) - def test_train(self, cuda_ip, sota_data_dir, sota_checkpoints_dir, eval_test_struct: EvalRunParamsStruct): + def test_train( + self, + eval_run_param: EvalRunParamsStruct, + distributed_mode_sync_port: str, + sota_data_dir: Path, + sota_checkpoints_dir: Path, + collected_data: List[ResultInfo], + metrics_dump_dir: Path, + ): + """ + Runs a test example to train target metric metric is within the 1% threshold. + """ if sota_data_dir is None: pytest.skip("Path to datasets is not set") - test = "train" - self.color_dict[eval_test_struct.model_name_] = BG_COLOR_RED_HEX - metric_file_name = self.get_metric_file_name(model_name=eval_test_struct.model_name_) - metrics_dump_file_path = pytest.metrics_dump_path / metric_file_name - log_dir = pytest.metrics_dump_path / "logs" - checkpoint_dir = pytest.metrics_dump_path / "checkpoints" - cmd = self.CMD_FORMAT_STRING.format( - sys.executable, - "train", - conf=eval_test_struct.config_name_, - dataset=sota_data_dir, - data_name=eval_test_struct.dataset_name_, - sample_type=eval_test_struct.sample_type_, + + if eval_run_param.reference is None: + pytest.skip("Only compressed models must be trained") + + metric_file_name = self.get_metric_file_name(metrics_dump_dir, eval_run_param.model_name) + metrics_dump_file_path = metrics_dump_dir / metric_file_name + log_dir = metrics_dump_dir / "logs" + checkpoint_dir = metrics_dump_dir / "checkpoints" + weights_path = sota_checkpoints_dir / f"{eval_run_param.reference}.pth" + + cmd = generate_run_examples_command( + sample_type=eval_run_param.sample_type, + mode="train", + config=eval_run_param.config_name, + dataset_path=sota_data_dir / eval_run_param.dataset_name, metrics_dump_file_path=metrics_dump_file_path, log_dir=log_dir, + checkpoint_dir=checkpoint_dir, + distributed_mode_sync_port=distributed_mode_sync_port, + weights_path=weights_path, ) - cmd += f" --checkpoint-save-dir {checkpoint_dir}" - if cuda_ip is not None: - print(f"Setting distributed mode synchronization URL to tcp://127.0.0.1:{cuda_ip}") - cmd += f" --dist-url=tcp://127.0.0.1:{cuda_ip}" - if eval_test_struct.reference_ is not None: - fp32_metric = self.ref_fp32_dict[str(eval_test_struct.reference_)] - weights_path = Path(sota_checkpoints_dir) / Path(str(eval_test_struct.reference_ + ".pth")) - if os.path.isfile(weights_path): - cmd += f" --weights {weights_path}" - exit_code, err_str = self.run_cmd(cmd, cwd=PROJECT_ROOT) - is_ok = exit_code == 0 and metrics_dump_file_path.exists() - if is_ok: - metric_value = self.read_metric(str(metrics_dump_file_path)) - diff_fp32 = round((metric_value - fp32_metric), 2) - if -1 < diff_fp32: - self.color_dict[eval_test_struct.model_name_] = BG_COLOR_GREEN_HEX - else: - metric_value = None - diff_fp32 = None - self.row_dict[eval_test_struct.model_name_] = self.make_table_row( - test, - fp32_metric, - eval_test_struct.metric_type_, - eval_test_struct.model_name_, - err_str, - metric_value, - diff_fp32, - ) - assert self.color_dict[eval_test_struct.model_name_] == BG_COLOR_GREEN_HEX - else: - pytest.skip("Only compressed models must be trained") + runner = Command(cmd, cwd=PROJECT_ROOT, env=self.get_env()) + exit_code = runner.run(assert_returncode_zero=False) - -Tsc = TestSotaCheckpoints - - -@pytest.fixture(autouse=True, scope="class") -def make_metrics_dump_path(metrics_dump_dir): - if pytest.metrics_dump_path is None: - data = datetime.datetime.now() - pytest.metrics_dump_path = ( - PROJECT_ROOT / "test_results" / "metrics_dump_" - f"{'_'.join([str(getattr(data, atr)) for atr in ['year', 'month', 'day', 'hour', 'minute', 'second']])}" + is_ok = exit_code == 0 and metrics_dump_file_path.exists() + err_msg = None + if is_ok: + fp32_metric = REF_PT_FP32_METRIC[eval_run_param.reference, None] + metric_value = self.read_metric(str(metrics_dump_file_path)) + diff_fp32 = round((metric_value - fp32_metric), 2) + if -1 < diff_fp32: + err_msg = f"FP32 diff is not within thresholds: -1 < {diff_fp32}" + + collected_data.append( + ResultInfo( + model_name=eval_run_param.model_name, + backend=TRAIN, + metric_type=eval_run_param.metric_type, + measured=metric_value, + target_fp32=fp32_metric, + diff_fp32=diff_fp32, + status=err_msg, + ) ) - else: - pytest.metrics_dump_path = Path(pytest.metrics_dump_path) - assert not os.path.isdir(pytest.metrics_dump_path) or not os.listdir( - pytest.metrics_dump_path - ), f"metrics_dump_path dir should be empty: {pytest.metrics_dump_path}" - print(f"metrics_dump_path: {pytest.metrics_dump_path}") - - -@pytest.fixture(autouse=True, scope="class") -def results(sota_data_dir): - yield - if sota_data_dir: - Tsc.write_common_metrics_file(per_model_metric_file_dump_path=pytest.metrics_dump_path) - if Tsc.test == "eval": - header = [ - "Model", - "Metrics type", - "Expected", - "Measured", - "Reference FP32", - "Diff FP32", - "Diff Expected", - "Error", - ] - else: - header = ["Model", "Metrics type", "Reference FP32", "Measured", "Diff FP32", "Error"] - Tsc().write_results_table(header, pytest.metrics_dump_path) + if err_msg: + pytest.fail(err_msg) diff --git a/tests/torch/test_tracing_context.py b/tests/torch/test_tracing_context.py index 4f05c75f9bb..d5d5a57a6ca 100644 --- a/tests/torch/test_tracing_context.py +++ b/tests/torch/test_tracing_context.py @@ -93,16 +93,16 @@ def forward(self, x): return self.conv2d(x) -def test_traced_tensors_are_expired_on_context_exit(): +def test_traced_tensors_are_stripped_on_context_exit(): module = ModuleForTest() module.train() tensor = torch.ones([1, 1, 1, 1]) with TracingContext(): result = module(tensor) - assert isinstance(module.cached_tensor, TracedTensor) - assert module.cached_tensor.nncf_expired - assert isinstance(result, TracedTensor) - assert result.nncf_expired + assert isinstance(module.cached_tensor, TracedTensor) + assert isinstance(result, TracedTensor) + assert isinstance(module.cached_tensor, torch.Tensor) + assert isinstance(result, torch.Tensor) def test_no_cross_forward_run_dependency(): @@ -118,3 +118,31 @@ def test_no_cross_forward_run_dependency(): ctx.enable_trace_dynamic_graph() _ = module(tensor) ctx.disable_trace_dynamic_graph() + + +@pytest.mark.parametrize( + "contexts", + [3 * [TracingContext()], [TracingContext(), TracingContext(), TracingContext()]], + ids=["same", "different"], +) +def test_nested_contexts(contexts): + module = ModuleForTest() + module.train() + tensor = torch.ones([1, 1, 1, 1]) + nesting_count = [1] + with contexts[0]: + with contexts[1]: + count = contexts[:2].count(contexts[1]) + nesting_count.append(count) + with contexts[2]: + count = contexts.count(contexts[2]) + nesting_count.append(count) + module(tensor) + assert len(contexts[2]._threading.thread_local.nested_contexts_stack) == nesting_count[2] + assert len(contexts[2]._threading.thread_local.traced_tensor_weakrefs) > 0 + assert len(contexts[1]._threading.thread_local.nested_contexts_stack) == nesting_count[1] + assert len(contexts[1]._threading.thread_local.traced_tensor_weakrefs) > 0 + assert len(contexts[0]._threading.thread_local.nested_contexts_stack) == nesting_count[0] + assert contexts[0]._threading.thread_local.nested_contexts_stack[0] is None + assert len(contexts[0]._threading.thread_local.traced_tensor_weakrefs) > 0 + assert len(contexts[0]._threading.thread_local.traced_tensor_weakrefs) == 0