from functools import cached_property import json from typing import Any, Coroutine, Dict, Generator, List, Literal, Union import aiohttp from ...core.main import ChatMessage from ..llm import LLM from ..util.count_tokens import DEFAULT_ARGS, DEFAULT_MAX_TOKENS, compile_chat_messages, CHAT_MODELS, count_tokens # SERVER_URL = "http://127.0.0.1:8080" SERVER_URL = "https://proxy-server-l6vsfbzhba-uw.a.run.app" class ProxyServer(LLM): unique_id: str name: str default_model: Literal["gpt-3.5-turbo", "gpt-4"] def __init__(self, unique_id: str, default_model: Literal["gpt-3.5-turbo", "gpt-4"], system_message: str = None): self.unique_id = unique_id self.default_model = default_model self.system_message = system_message self.name = default_model @property def default_args(self): return DEFAULT_ARGS | {"model": self.default_model} def count_tokens(self, text: str): return count_tokens(self.default_model, text) async def complete(self, prompt: str, with_history: List[ChatMessage] = [], **kwargs) -> Coroutine[Any, Any, str]: args = self.default_args | kwargs async with aiohttp.ClientSession() as session: async with session.post(f"{SERVER_URL}/complete", json={ "messages": compile_chat_messages(args["model"], with_history, prompt, functions=None), "unique_id": self.unique_id, **args }) as resp: try: return json.loads(await resp.text()) except: raise Exception(await resp.text()) async def stream_chat(self, messages: List[ChatMessage] = [], **kwargs) -> Coroutine[Any, Any, Generator[Union[Any, List, Dict], None, None]]: args = self.default_args | kwargs messages = compile_chat_messages( self.default_model, messages, None, functions=args.get("functions", None)) async with aiohttp.ClientSession() as session: async with session.post(f"{SERVER_URL}/stream_chat", json={ "messages": messages, "unique_id": self.unique_id, **args }) as resp: # This is streaming application/json instaed of text/event-stream async for line in resp.content.iter_chunks(): if line[1]: try: json_chunk = line[0].decode("utf-8") json_chunk = "{}" if json_chunk == "" else json_chunk chunks = json_chunk.split("\n") for chunk in chunks: if chunk.strip() != "": yield json.loads(chunk) except: raise Exception(str(line[0])) async def stream_complete(self, prompt, with_history: List[ChatMessage] = [], **kwargs) -> Generator[Union[Any, List, Dict], None, None]: args = self.default_args | kwargs messages = compile_chat_messages( self.default_model, with_history, prompt, functions=args.get("functions", None)) async with aiohttp.ClientSession() as session: async with session.post(f"{SERVER_URL}/stream_complete", json={ "messages": messages, "unique_id": self.unique_id, **args }) as resp: async for line in resp.content.iter_any(): if line: try: yield line.decode("utf-8") except: raise Exception(str(line))