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QAT anomaly example #2582

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merged 7 commits into from
Apr 21, 2024
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@alexsu52 alexsu52 commented Mar 18, 2024

Changes

Added the example: Quantization-Aware Training of STFPM PyTorch model from Anomalib

Reason for changes

This example demonstrates how to quantize Student-Teacher Feature Pyramid Matching (STFPM) PyTorch model from Anomalib using Quantization API from Neural Network Compression Framework (NNCF).

Related tickets

N/A

Tests

test_examples 323

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codecov bot commented Mar 18, 2024

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 37.15%. Comparing base (9721cfb) to head (00d7a8e).

Additional details and impacted files

Impacted file tree graph

@@             Coverage Diff              @@
##           develop    #2582       +/-   ##
============================================
- Coverage    91.16%   37.15%   -54.02%     
============================================
  Files          494      494               
  Lines        45369    45388       +19     
============================================
- Hits         41362    16864    -24498     
- Misses        4007    28524    +24517     

see 358 files with indirect coverage changes

Flag Coverage Δ
COMMON 44.13% <ø> (-0.02%) ⬇️
ONNX 34.66% <ø> (-0.01%) ⬇️
OPENVINO ?
TENSORFLOW ?
TORCH ?

Flags with carried forward coverage won't be shown. Click here to find out more.

Components Coverage Δ
common 68.66% <ø> (-25.13%) ⬇️
torch 32.28% <ø> (-61.21%) ⬇️
tensorflow 0.00% <ø> (-93.75%) ⬇️
onnx 93.09% <ø> (-0.04%) ⬇️
openvino 0.00% <ø> (-94.14%) ⬇️
ptq 47.34% <ø> (-42.78%) ⬇️

@alexsu52 alexsu52 force-pushed the as/qat_anomaly_example branch from 50139dd to 2dd17cf Compare March 27, 2024 09:40
@github-actions github-actions bot added the documentation Improvements or additions to documentation label Mar 27, 2024
@alexsu52 alexsu52 force-pushed the as/qat_anomaly_example branch from 2dd17cf to e468a9a Compare March 27, 2024 09:47
@alexsu52 alexsu52 marked this pull request as ready for review March 27, 2024 09:49
@alexsu52 alexsu52 requested a review from a team as a code owner March 27, 2024 09:49
@alexsu52 alexsu52 requested a review from daniil-lyakhov March 27, 2024 09:49
@alexsu52 alexsu52 force-pushed the as/qat_anomaly_example branch from 23e5914 to 810b762 Compare March 28, 2024 08:22
@alexsu52 alexsu52 requested a review from daniil-lyakhov March 28, 2024 08:29
@alexsu52 alexsu52 requested a review from AlexKoff88 April 17, 2024 16:52
@alexsu52 alexsu52 merged commit eb56bdf into openvinotoolkit:develop Apr 21, 2024
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3 participants