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PEFT documentation

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PEFT

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🤗 PEFT Quicktour Installation

Tutorial

Configurations and models Integrations

PEFT method guides

Prompt-based methods LoRA methods IA3

Developer guides

Model merging Quantization LoRA Custom models Adapter injection Mixed adapter types torch.compile Contribute to PEFT Troubleshooting PEFT checkpoint format

🤗 Accelerate integrations

DeepSpeed Fully Sharded Data Parallel

Conceptual guides

Adapters Soft prompts IA3 OFT/BOFT

API reference

Main classes

AutoPeftModel PEFT model PEFT types Configuration Tuner

Adapters

AdaLoRA IA3 Llama-Adapter LoHa LoKr LoRA X-LoRA LyCORIS Multitask Prompt Tuning OFT BOFT Polytropon P-tuning Prefix tuning Prompt tuning Layernorm tuning VeRA FourierFT VB-LoRA HRA CPT Bone Trainable Tokens RandLora SHiRA