Draft
Conversation
- torch 2.0.0 allows us to to pass multiple args and kwargs to hooks - handle multiple inputs and outputs in core.Hook and core.BasicHook, by passing all required grad_outputs and inputs to the backward implementation - BasicHook still only processes a single input - Hook checks the function signature to allow backwards-compatibility TODO: - 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 - This does not deal with parameter gradients, which are better left to a seperate PR - This will implement #176
- based on #196, allow BasicHook to process multiple inputs/outputs at once - not sure how useful this is 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
chr5tphr
force-pushed
the
main
branch
4 times, most recently
from
3fbdb43 to
6204e31
Compare
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
1 participant
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
TODO:
with the gradient inside BasicHook? Might be some cross-terms
interacting that should not interact