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torchao Unsafe Deserialization ACE PoC

Multiple unsafe deserialization paths in torchao:

  1. torchao/kernel/autotuner.py: pickle.load(f) on autotuner cache files
  2. torchao/prototype/spinquant/_hadamard_matrices.py: pickle.load(source) on data files
  3. torchao/prototype/quantization/autoquant_v2.py: torch.load(subgraph_fname, weights_only=False)

All paths allow arbitrary code execution from malicious files.

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