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[Conformance][TorchFX] GPU quantization support #3010

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[Conformance][TorchFX] GPU quantization support #3010

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@daniil-lyakhov daniil-lyakhov commented Oct 11, 2024 •
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Changes

  • --validate-in-backend CLI option is added
  • CUDA_FX_TORCH backend is added to conformance test
  • FXSQMultiply is updated to work on both CPU and GPU

Tests

Local run:

Model Backend Metric name Metric value Metric diff Num FQ Num int4 Num int8 Compr. time Total time RAM MiB Status Build url
torchvision/resnet18 CUDA_FX_TORCH Acc@1 0.6942 -0.0036 30 0 21 0:00:02 0:04:14 1560
torchvision/swin_v2_s CUDA_FX_TORCH Acc@1 0.83572 -0.0014 149 0 101 0:00:55 0:17:24 3161
torchvision/vit_b_16 CUDA_FX_TORCH Acc@1 0.80962 -0.00108 62 0 50 0:00:19 0:13:39 2876
torchvision/mobilenet_v3_small_BC CUDA_FX_TORCH Acc@1 0.66642 -0.01018 61 0 36 0:00:05 0:04:09 1653

@github-actions github-actions bot added the NNCF PTQ Pull requests that updates NNCF PTQ label Oct 11, 2024
@daniil-lyakhov daniil-lyakhov force-pushed the dl/fx/gpu_conformance branch 3 times, most recently from 26b8d94 to af1bc81 Compare October 11, 2024 15:48
@daniil-lyakhov daniil-lyakhov marked this pull request as ready for review October 14, 2024 09:26
@daniil-lyakhov daniil-lyakhov requested a review from a team as a code owner October 14, 2024 09:26
@daniil-lyakhov daniil-lyakhov force-pushed the dl/fx/gpu_conformance branch 3 times, most recently from 39a7bb7 to 5e69ea3 Compare October 30, 2024 14:40
alexsu52
alexsu52 approved these changes Nov 25, 2024
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LGTM

@daniil-lyakhov

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@github-actions github-actions bot added NNCF PT Pull requests that updates NNCF PyTorch experimental labels Nov 27, 2024
@daniil-lyakhov daniil-lyakhov force-pushed the dl/fx/gpu_conformance branch 2 times, most recently from 290700c to 92ebbf2 Compare November 27, 2024 13:08
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@alexsu52 alexsu52 alexsu52 approved these changes

@AlexanderDokuchaev AlexanderDokuchaev Awaiting requested review from AlexanderDokuchaev

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