penzai.experimental.v2.toolshed

penzai.experimental.v2.toolshed#

Submodules

penzai.experimental.v2.toolshed.basic_training

Basic training logic for training simple models.

penzai.experimental.v2.toolshed.isolate_submodel

Utility for capturing and analyzing a small subcomputation in a larger model.

penzai.experimental.v2.toolshed.jit_wrapper

Utilities for JIT compilation of Penzai models.

penzai.experimental.v2.toolshed.lora

Low-rank adaptation (LoRA, Hu et al. 2021).

penzai.experimental.v2.toolshed.model_rewiring

Helper classes for rewiring, ablating, and intervening on model activations.

penzai.experimental.v2.toolshed.save_intermediates

Utilities to capture and hold intermediate values as a model runs.

penzai.experimental.v2.toolshed.sharding_util

Utilities for working with sharded arrays and parameters in Penzai.

penzai.experimental.v2.toolshed.unflaxify

Recursively transforms flax.linen modules into Penzai layers.