peft/pr_2457/en/package_reference/auto_class.md

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[[peft.AutoPeftModel]]

peft.AutoPeftModel[[peft.AutoPeftModel]]

Source

from_pretrainedpeft.AutoPeftModel.from_pretrainedhttps://github.com/huggingface/peft/blob/vr_2457/src/peft/auto.py#L67[{"name": "pretrained_model_name_or_path", "val": ""}, {"name": "adapter_name", "val": ": str = 'default'"}, {"name": "is_trainable", "val": ": bool = False"}, {"name": "config", "val": ": Optional[PeftConfig] = None"}, {"name": "revision", "val": ": Optional[str] = None"}, {"name": "**kwargs", "val": ""}]

A wrapper around all the preprocessing steps a user needs to perform in order to load a PEFT model. The kwargs are passed along to PeftConfig that automatically takes care of filtering the kwargs of the Hub methods and the config object init.

AutoPeftModelForCausalLM[[peft.AutoPeftModelForCausalLM]]

peft.AutoPeftModelForCausalLM[[peft.AutoPeftModelForCausalLM]]

Source

AutoPeftModelForSeq2SeqLM[[peft.AutoPeftModelForSeq2SeqLM]]

peft.AutoPeftModelForSeq2SeqLM[[peft.AutoPeftModelForSeq2SeqLM]]

Source

AutoPeftModelForSequenceClassification[[peft.AutoPeftModelForSequenceClassification]]

peft.AutoPeftModelForSequenceClassification[[peft.AutoPeftModelForSequenceClassification]]

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AutoPeftModelForTokenClassification[[peft.AutoPeftModelForTokenClassification]]

peft.AutoPeftModelForTokenClassification[[peft.AutoPeftModelForTokenClassification]]

Source

AutoPeftModelForQuestionAnswering[[peft.AutoPeftModelForQuestionAnswering]]

peft.AutoPeftModelForQuestionAnswering[[peft.AutoPeftModelForQuestionAnswering]]

Source

AutoPeftModelForFeatureExtraction[[peft.AutoPeftModelForFeatureExtraction]]

peft.AutoPeftModelForFeatureExtraction[[peft.AutoPeftModelForFeatureExtraction]]

Source