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# Tuners
Each tuner (or PEFT method) has a configuration and model.
## LoRA
For finetuning a model with LoRA.
[[autodoc]] LoraConfig
[[autodoc]] LoraModel
[[autodoc]] tuners.lora.LoraLayer
[[autodoc]] tuners.lora.Linear
## P-tuning
[[autodoc]] tuners.p_tuning.PromptEncoderConfig
[[autodoc]] tuners.p_tuning.PromptEncoder
## Prefix tuning
[[autodoc]] tuners.prefix_tuning.PrefixTuningConfig
[[autodoc]] tuners.prefix_tuning.PrefixEncoder
## Prompt tuning
[[autodoc]] tuners.prompt_tuning.PromptTuningConfig
[[autodoc]] tuners.prompt_tuning.PromptEmbedding |