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Fix PyTorch std array-like backend inputs#2246

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FlorianPfaff merged 3 commits into
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codex/fix-pytorch-std-arraylike-20260525
May 25, 2026
Merged

Fix PyTorch std array-like backend inputs#2246
FlorianPfaff merged 3 commits into
mainfrom
codex/fix-pytorch-std-arraylike-20260525

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Summary

  • Wrap the public PyTorch backend std export so NumPy-style array-like inputs are coerced before calling torch.std.
  • Cast integer inputs to the configured default floating dtype, matching NumPy/JAX-style std behavior rather than leaking PyTorch's floating/complex-only requirement.
  • Add a backend-portability regression test that forces PYRECEST_BACKEND=pytorch.

Rationale

pyrecest.backend.std([[1, 2, 3], [4, 5, 6]], axis=0, ddof=1, keepdims=True) should work like the NumPy/JAX backends. Before this change, the PyTorch backend path could forward list or integer tensor inputs to torch.std, which rejects non-tensor list inputs and integer tensors.

Validation

  • Connector compare confirms the branch is 2 commits ahead of current main and 0 behind.
  • Added tests/test_backend_std_contract.py for active-backend and forced-PyTorch coverage.
  • Full local pytest could not be run because the execution container cannot resolve github.com; PR CI should run the focused regression and full matrix.

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github-actions Bot commented May 25, 2026

MegaLinter analysis: Success

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✅ REPOSITORY checkov yes no no 46.27s
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✅ REPOSITORY git_diff yes no no 0.11s
✅ REPOSITORY secretlint yes no no 29.82s
✅ REPOSITORY syft yes no no 3.77s
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✅ REPOSITORY trufflehog yes no no 22.3s
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@FlorianPfaff FlorianPfaff enabled auto-merge (squash) May 25, 2026 04:18
@FlorianPfaff FlorianPfaff merged commit d0a4831 into main May 25, 2026
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