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frgfm

@frgfm source repo

3 published skills

  1. ▌
    Torchcam Debug Prediction · frgfm
    Debug one surprising 2D image-classification prediction in an existing PyTorch repository with TorchCAM. Use when an owner asks for predicted-versus-expected CAM evidence, a saved explanation bundle, GradCAM on a CNN, or LeGrad on a supported Vision Transformer. Reuse the repository's trusted model loader, checkpoint, class mapping, and preprocessing instead of inventing replacements.
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  2. ▌
    Torchscan · frgfm
    Inspect and compare PyTorch models with TorchScan reports, operator FLOPs, and peak-memory workloads. Use when an agent must analyze model structure, parameters, compute, memory, regressions, unsupported operations, or an owner-provided model budget without inventing completeness.
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  3. ▌
    Validate Python Headers · frgfm bundle
    Configure, run, troubleshoot, and safely integrate validate-python-headers (vph) in Python repositories. Use whenever a user wants to check or fix Python copyright or license headers, add [tool.validate-python-headers], install its pre-commit or prek hook, configure its GitHub Action or annual review pull request, or interpret vph JSON diagnostics. Do not use to choose a license, determine copyright ownership, provide legal advice, or manage non-Python headers.
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