- title: Get started sections: - local: index title: 🤗 PEFT - local: quicktour title: Quicktour - local: install title: Installation - title: Guides sections: - local: guides/peft_model_config title: Configurations and models - local: guides/peft_integrations title: Integrations - sections: - local: accelerate/deepspeed title: DeepSpeed - local: accelerate/fsdp title: Fully Sharded Data Parallel title: Distributed Training - local: developer_guides/memory_efficient_training title: Memory Efficient Training - local: developer_guides/model_merging title: Model merging - local: developer_guides/quantization title: Quantization - local: developer_guides/custom_models title: Custom models - local: developer_guides/low_level_api title: Adapter injection - local: developer_guides/mixed_models title: Mixing PEFT methods - local: developer_guides/torch_compile title: torch.compile - local: developer_guides/contributing title: Contribute to PEFT - local: developer_guides/troubleshooting title: Troubleshooting - local: developer_guides/checkpoint title: PEFT checkpoint format - title: Methods sections: - local: methods/overview title: Overview - sections: - local: package_reference/cartridges title: Cartridges - local: package_reference/cpt title: CPT - local: package_reference/llama_adapter title: Llama-Adapter - local: package_reference/p_tuning title: P-Tuning - local: package_reference/prefix_tuning title: Prefix tuning - local: package_reference/prompt_tuning title: Prompt tuning title: Soft Prompting - sections: - local: package_reference/beft title: BEFT - local: package_reference/layernorm_tuning title: LayerNorm Tuning - local: package_reference/trainable_tokens title: Trainable Tokens title: Layer Tuning - sections: - local: package_reference/adalora title: AdaLoRA - local: package_reference/adamss title: AdaMSS - local: package_reference/boft title: BOFT - local: package_reference/c3a title: C3A - local: package_reference/deft title: DEFT - local: package_reference/delora title: DeLoRA - local: package_reference/fourierft title: FourierFT - local: package_reference/gralora title: GraLoRA - local: package_reference/hira title: HiRA - local: package_reference/hra title: HRA - local: package_reference/ia3 title: IA3 - local: package_reference/lily title: Lily - local: package_reference/loha title: LoHa - local: package_reference/lokr title: LoKr - sections: - local: package_reference/lora title: LoRA - local: package_reference/lora_variant_bdlora title: "Variant: BD-LoRA" - local: package_reference/lora_variant_dora title: "Variant: DoRA" - local: package_reference/lora_variant_monteclora title: "Variant: MonteCLoRA" - local: package_reference/lora_variant_velora title: "Variant: VeLoRA" title: LoRA - local: package_reference/miss title: MiSS - local: package_reference/oft title: OFT - local: package_reference/osf title: OSF - local: package_reference/peanut title: PEANuT - local: package_reference/poly title: Polytropon - local: package_reference/psoft title: PSOFT - local: package_reference/pvera title: PVeRA - local: package_reference/randlora title: RandLora - local: package_reference/road title: RoAd - local: package_reference/shira title: SHiRA - local: package_reference/tinylora title: TinyLoRA - local: package_reference/unilora title: UniLoRA - local: package_reference/vblora title: VB-LoRA - local: package_reference/vera title: VeRA - local: package_reference/waveft title: WaveFT - local: package_reference/xlora title: X-LoRA title: Adapters - isExpanded: false sections: - sections: - local: package_reference/auto_class title: AutoPeftModel - local: package_reference/peft_model title: PEFT model - local: package_reference/peft_types title: PEFT types - local: package_reference/config title: Configuration - local: package_reference/tuners title: Tuner title: Main classes - sections: - local: package_reference/adalora title: AdaLoRA - local: package_reference/adamss title: AdaMSS - local: package_reference/beft title: BEFT - local: package_reference/boft title: BOFT - local: package_reference/c3a title: C3A - local: package_reference/cartridges title: Cartridges - local: package_reference/cpt title: CPT - local: package_reference/deft title: DEFT - local: package_reference/delora title: DeLoRA - local: package_reference/fourierft title: FourierFT - local: package_reference/gralora title: GraLoRA - local: package_reference/hira title: HiRA - local: package_reference/hra title: HRA - local: package_reference/ia3 title: IA3 - local: package_reference/layernorm_tuning title: Layernorm tuning - local: package_reference/lily title: Lily - local: package_reference/llama_adapter title: Llama-Adapter - local: package_reference/loha title: LoHa - local: package_reference/lokr title: LoKr - local: package_reference/lora title: LoRA - local: package_reference/adapter_utils title: LyCORIS - local: package_reference/miss title: MiSS - local: package_reference/multitask_prompt_tuning title: Multitask Prompt Tuning - local: package_reference/oft title: OFT - local: package_reference/osf title: OSF - local: package_reference/p_tuning title: P-tuning - local: package_reference/peanut title: PEANuT - local: package_reference/poly title: Polytropon - local: package_reference/prefix_tuning title: Prefix tuning - local: package_reference/prompt_tuning title: Prompt tuning - local: package_reference/psoft title: PSOFT - local: package_reference/pvera title: PVeRA - local: package_reference/fourierft title: FourierFT - local: package_reference/frod title: FRoD - local: package_reference/glora title: GLoRA - local: package_reference/gralora title: GraLoRA - local: package_reference/vblora title: VB-LoRA - local: package_reference/hira title: HiRA - local: package_reference/hra title: HRA - local: package_reference/deft title: DEFT - local: package_reference/cpt title: CPT - local: package_reference/trainable_tokens title: Trainable Tokens - local: package_reference/randlora title: RandLora - local: package_reference/road title: RoAd - local: package_reference/shira title: SHiRA - local: package_reference/tinylora title: TinyLoRA - local: package_reference/unilora title: UniLoRA - local: package_reference/trainable_tokens title: Trainable Tokens - local: package_reference/vblora title: VB-LoRA - local: package_reference/vera title: VeRA - local: package_reference/waveft title: WaveFT - local: package_reference/xlora title: X-LoRA title: Tuners - sections: - local: package_reference/merge_utils title: Model merge - local: package_reference/helpers title: Helpers - local: package_reference/hotswap title: Hotswapping adapters - local: package_reference/functional title: Functions for PEFT integration - local: package_reference/lora_conversion title: Converting non-LoRA adapters to LoRA title: Utilities title: API reference