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feat(LM): attributions for SequenceClassification #116

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jamesjin0516 wants to merge 1 commit into jalammar:main from jamesjin0516:mlm-attributions

jamesjin0516 commented Jul 13, 2024

#64 @jalammar
Single-class sequence classification with BERT and RoBERTa now allows primary attributions. tox command run.

Changes

LM class: new classify method. Mimics generate in tokenization, forward pass, and hidden states collection.
attributions.py: model_forward's softmax step also allows 2D model outputs
https://github.com/jamesjin0516/ecco/blob/558cb1e9d35c2551e1b4ad3add497124b0a48919/src/ecco/attribution.py#L68

TODOs

OutputSeq class: all_token_ids produced by classify currently contains index of predicted label, incorrectly decoded as a token.
Potentially include support for multi-class classification


          feat(LM): attributions for SequenceClassification

558cb1e

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