LoRA

A standalone LoRA (Low-Rank Adaptation) layer adapter.

Abstract Signature:

LoRA(in_features: int, lora_rank: int, out_features: int, base_module)

PyTorchKerasTensorFlowApple MLXFlax NNXPaxML / Praxis

PyTorch

API: —

Strategy: Custom / Partial

Keras

API: —

Strategy: Custom / Partial

TensorFlow

API: —

Strategy: Custom / Partial

Apple MLX

API: —

Strategy: Custom / Partial

Flax NNX

API: flax.nnx.LoRA

Strategy: Direct Mapping

Official Docs ↗

PaxML / Praxis

API: —

Strategy: Custom / Partial