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Deploying Pythonic RAG
2be9eb9
from typing import AsyncGenerator
import openai
from settings import Settings
class ChatOpenAI:
def __init__(self, settings: Settings) -> None:
self.model_name = settings.llm_model
self.client = openai.OpenAI(api_key=settings.openai_api_key)
self.aclient = openai.AsyncOpenAI(api_key=settings.openai_api_key)
def run(self, messages, text_only: bool = True):
if not isinstance(messages, list):
raise ValueError("messages must be a list")
chat_completion = self.client.chat.completions.create(
messages=messages, model=self.model_name
)
if text_only:
return chat_completion.choices[0].message.content
return chat_completion
async def astream(self, messages, **kwargs) -> AsyncGenerator:
if not isinstance(messages, list):
raise ValueError("messages must be a list")
stream = await self.aclient.chat.completions.create(
model=self.model_name, messages=messages, stream=True, **kwargs
)
async for chunk in stream:
content = chunk.choices[0].delta.content
if content is not None:
yield content