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Implement native aten::fractional_max_pool2d and aten::fractional_max_pool3d - Resolves #29696 - #37431

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Implement native aten::fractional_max_pool2d and aten::fractional_max_pool3d - Resolves #29696#37431
kkm121 wants to merge 2 commits into
openvinotoolkit:masterfrom
kkm121:fix_fractional_max_pool

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@kkm121

@kkm121 kkm121 commented Aug 13, 2026

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Details:

  • Implemented aten::fractional_max_pool2d and aten::fractional_max_pool3d by translating Benjamin Graham's stochastic interval math into a precise OpenVINO subgraph.
  • Integrated the new operations into OpenVINO’s PyTorch frontend (including FX variants).
  • Added robust deterministic layer tests to verify stochastic parity and TopK index tie-breaking equivalence with PyTorch.

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@kkm121
kkm121 requested a review from a team as a code owner August 13, 2026 18:05
@kkm121
kkm121 requested review from PiotrKrzem and mvafin August 13, 2026 18:05
@github-actions github-actions Bot added the category: PyTorch FE OpenVINO PyTorch Frontend label Aug 13, 2026
@sys-openvino-ci sys-openvino-ci added the ExternalPR External contributor label Aug 13, 2026
@kkm121

kkm121 commented Aug 14, 2026

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@mvafin @PiotrKrzem, could you please review my PR whenever you have a moment? Thanks!

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