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dtch1997 avatar dtch1997 commented on July 30, 2024

#81 seems to implement the core functionality that would be needed here. I've defined an SAEPatcher class to create forward and backward hooks to inject a single SAE into the model and save its features and activations. The implementation matches this description:

always inject the SAE into model computation + error term by default, so the SAE gets gradients, tracks features, while not modifying model output

Possibly that could be re-written or extended to more closely match the usage you've defined here, e.g.:

  • Defining a context manager method SAEPatcher.track_activations that returns an ActivationCache

from saelens.

jbloomAus avatar jbloomAus commented on July 30, 2024

HookedSAE Transformer provides this functionality and was merged as part of the 3.0 release.

from saelens.

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