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Awesome GitHub RepositoriesActivation Patching

The process of replacing internal activations with specific values to test neuron influence.

Distinct from Model Layer Patching: Distinct from Model Layer Patching: replaces tensor values (activations) rather than replacing the neural network layer implementation.

Explore 1 awesome GitHub repository matching testing & quality assurance · Activation Patching. Refine with filters or upvote what's useful.

Awesome Activation Patching GitHub Repositories

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  • transformerlensorg/transformerlensAvatar de TransformerLensOrg

    TransformerLensOrg/TransformerLens

    3,098Voir sur GitHub↗

    TransformerLens is a library for mechanistic interpretability research designed to reverse engineer the learned algorithms within large language models. It provides a standardized framework for wrapping diverse transformer architectures, allowing researchers to extract, manipulate, and analyze internal activations and weights through a consistent interface. The project distinguishes itself through a comprehensive system of activation hooks that can capture, patch, and ablate internal tensors during the forward pass. It includes specialized utilities for decomposing fused projections, material

    Replaces internal model activations with specific values during a forward pass to test the influence of specific neurons.

    Python
    Voir sur GitHub↗3,098
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  2. Testing & Quality Assurance
  3. Function Call Tracking
  4. Function Behavior Replacement
  5. Runtime Method Patching
  6. Activation Patching