Files
pr-agent/pr_agent/algo/ai_handlers/langchain_ai_handler.py

49 lines
1.8 KiB
Python

try:
from langchain.chat_models import ChatOpenAI
from langchain.schema import SystemMessage, HumanMessage
except: # we don't enforce langchain as a dependency, so if it's not installed, just move on
pass
from pr_agent.algo.ai_handlers.base_ai_handler import BaseAiHandler
from pr_agent.config_loader import get_settings
from pr_agent.log import get_logger
from openai.error import APIError, RateLimitError, Timeout, TryAgain
from retry import retry
OPENAI_RETRIES = 5
class LangChainOpenAIHandler(BaseAiHandler):
def __init__(self):
# Initialize OpenAIHandler specific attributes here
try:
super().__init__()
self._chat = ChatOpenAI(openai_api_key=get_settings().openai.key)
except AttributeError as e:
raise ValueError("OpenAI key is required") from e
@property
def chat(self):
return self._chat
@property
def deployment_id(self):
"""
Returns the deployment ID for the OpenAI API.
"""
return get_settings().get("OPENAI.DEPLOYMENT_ID", None)
@retry(exceptions=(APIError, Timeout, TryAgain, AttributeError, RateLimitError),
tries=OPENAI_RETRIES, delay=2, backoff=2, jitter=(1, 3))
async def chat_completion(self, model: str, system: str, user: str, temperature: float = 0.2):
try:
messages=[SystemMessage(content=system), HumanMessage(content=user)]
# get a chat completion from the formatted messages
resp = self.chat(messages, model=model, temperature=temperature)
finish_reason="completed"
return resp.content, finish_reason
except (Exception) as e:
get_logger().error("Unknown error during OpenAI inference: ", e)
raise e