from typing import Dict, List, Any from transformers import AutoTokenizer, AutoModel class EndpointHandler(): def __init__(self): self.tokenizer = AutoTokenizer.from_pretrained("THUDM/chatglm2-6b-int4", trust_remote_code=True) self.model = AutoModel.from_pretrained("THUDM/chatglm2-6b-int4", trust_remote_code=True).half().cuda() self.model = self.model.eval() def __call__(self, data: Dict[str, Any]) -> List[Dict[str, Any]]: """ data args: inputs (:obj: `str`) Return: A :obj:`list` | `dict`: will be serialized and returned """ # get inputs inputs = data.pop("inputs", data) response, history = self.model.chat(self.tokenizer, inputs, history=[]) return [{'response': response, 'history': history}]