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causalgym's Issues

Efficiency improvements

  • don't reload model weights every time in test_all
  • ignore obviously non-causally-relevant spans
  • cache source activations for interventions

Refactor

This is a bit messy now. Here is what needs to be done to make this a usable and reproducible benchmark.

Data generation

  • We shouldn't need to regenerate the data to get new intervention positions.
  • Each thing should be an object with associated helper functions, not the current mess of free-floating functions.
  • No mixing of train and eval.
  • It should be simple to filter for fixed token length inputs of various kinds.
  • Allow interventions between differing length inputs. Need to figure out the alignment stuff.

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