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Core: Multiple Inputs, Outputs, and Keyword Arguments #196

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@chr5tphr chr5tphr commented Aug 10, 2023

  • use additions to forward hooks in torch 2.0.0 to pass kwargs to pass keyword arguments
  • handle multiple inputs and outputs in core.Hook and core.BasicHook, by passing all required grad_outputs and inputs to the backward implementation

TODO:

- use additions to forward hooks in torch 2.0.0 to pass kwargs to
  pass keyword arguments
- handle multiple inputs and outputs in core.Hook and core.BasicHook, by
  passing all required grad_outputs and inputs to the backward
  implementation

TODO:

- attribution scores are currently wrong in BasicHook, likely an issue
  with the gradient inside BasicHook? Might be some cross-terms
  interacting that should not interact

- finish draft and test implementation
- add tests
- add documentation

- This stands in conflict with #168, but promises a better
  implementation by handling inputs and outpus as common to a single
  function, rather than individually as proposed in #168
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