PEFT types
PeftType includes the supported adapters in PEFT, and TaskType includes PEFT-supported tasks.
PeftType
class peft.PeftType
< source >( value names = None module = None qualname = None type = None start = 1 )
Enum class for the different types of adapters in PEFT.
Supported PEFT types:
- PROMPT_TUNING
- MULTITASK_PROMPT_TUNING
- P_TUNING
- PREFIX_TUNING
- LORA
- ADALORA
- ADAPTION_PROMPT
- IA3
- LOHA
- LOKR
- OFT
TaskType
class peft.TaskType
< source >( value names = None module = None qualname = None type = None start = 1 )
Enum class for the different types of tasks supported by PEFT.
Overview of the supported task types:
- SEQ_CLS: Text classification.
- SEQ_2_SEQ_LM: Sequence-to-sequence language modeling.
- CAUSAL_LM: Causal language modeling.
- TOKEN_CLS: Token classification.
- QUESTION_ANS: Question answering.
- FEATURE_EXTRACTION: Feature extraction. Provides the hidden states which can be used as embeddings or features for downstream tasks.