#!/usr/bin/env python3 # -*- coding:utf-8 -*- import traceback from queue import Queue from threading import Thread import transformers from typing import List, Optional from pilot.configs.config import Config from pilot.model.base import Message def create_chat_completion( messages: List[Message], # type: ignore model: Optional[str] = None, temperature: float = None, max_tokens: Optional[int] = None, ) -> str: """Create a chat completion using the vicuna local model Args: messages(List[Message]): The messages to send to the chat completion model (str, optional): The model to use. Defaults to None. temperature (float, optional): The temperature to use. Defaults to 0.7. max_tokens (int, optional): The max tokens to use. Defaults to None Returns: str: The response from chat completion """ cfg = Config() if temperature is None: temperature = cfg.temperature for plugin in cfg.plugins: if plugin.can_handle_chat_completion( messages=messages, model=model, temperature=temperature, max_tokens=max_tokens, ): message = plugin.handle_chat_completion( messages=messages, model=model, temperature=temperature, max_tokens=max_tokens, ) if message is not None: return message response = None # TODO impl this use vicuna server api_v1 class Stream(transformers.StoppingCriteria): def __init__(self, callback_func=None): self.callback_func = callback_func def __call__(self, input_ids, scores) -> bool: if self.callback_func is not None: self.callback_func(input_ids[0]) return False class Iteratorize: """ Transforms a function that takes a callback into a lazy iterator (generator). """ def __init__(self, func, kwargs={}, callback=None): self.mfunc = func self.c_callback = callback self.q = Queue() self.sentinel = object() self.kwargs = kwargs self.stop_now = False def _callback(val): if self.stop_now: raise ValueError self.q.put(val) def gentask(): try: ret = self.mfunc(callback=_callback, **self.kwargs) except ValueError: pass except: traceback.print_exc() pass self.q.put(self.sentinel) if self.c_callback: self.c_callback(ret) self.thread = Thread(target=gentask) self.thread.start() def __iter__(self): return self def __next__(self): obj = self.q.get(True, None) if obj is self.sentinel: raise StopIteration else: return obj def __enter__(self): return self def __exit__(self, exc_type, exc_val, exc_tb): self.stop_now = True def is_sentence_complete(output: str): """Check whether the output is a complete sentence.""" end_symbols = (".", "?", "!", "...", "。", "?", "!", "…", '"', "'", "”") return output.endswith(end_symbols) def is_partial_stop(output: str, stop_str: str): """Check whether the output contains a partial stop str.""" for i in range(0, min(len(output), len(stop_str))): if stop_str.startswith(output[-i:]): return True return False