from typing import Dict, List, Any from transformers import pipeline class EndpointHandler: def __init__(self, path=""): self.pipeline = pipeline("text-generation", model=path) def __call__(self, data: Dict[str, Any]) -> List[Dict[str, Any]]: """ data args: inputs (:obj: `str`) date (:obj: `str`) Return: A :obj:`list` | `dict`: will be serialized and returned """ # get inputs template = """ INSTRUCTION {} RESPONSE {} """ instruction = data.pop("instruction", data) inputs = template.format(instruction, "") # run normal prediction prediction = self.pipeline(inputs) return prediction