peft/docs/source/package_reference/auto_class.md

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# AutoPeftModels

The `AutoPeftModel` classes loads the appropriate PEFT model for the task type by automatically inferring it from the configuration file. They are designed to quickly and easily load a PEFT model in a single line of code without having to worry about which exact model class you need or manually loading a [`PeftConfig`].

## AutoPeftModel

[[autodoc]] auto.AutoPeftModel
    - from_pretrained

## AutoPeftModelForCausalLM

[[autodoc]] auto.AutoPeftModelForCausalLM

## AutoPeftModelForSeq2SeqLM

[[autodoc]] auto.AutoPeftModelForSeq2SeqLM

## AutoPeftModelForSequenceClassification

[[autodoc]] auto.AutoPeftModelForSequenceClassification

## AutoPeftModelForTokenClassification

[[autodoc]] auto.AutoPeftModelForTokenClassification

## AutoPeftModelForQuestionAnswering

[[autodoc]] auto.AutoPeftModelForQuestionAnswering

## AutoPeftModelForFeatureExtraction

[[autodoc]] auto.AutoPeftModelForFeatureExtraction