add LangChain AI Handler

This commit is contained in:
Brian Pham
2023-12-12 23:03:49 +08:00
parent 7eb2e769cf
commit 6c7beccb4f
2 changed files with 47 additions and 1 deletions

View File

@ -0,0 +1,45 @@
from pr_agent.algo.ai_handlers.base_ai_handler import BaseAiHandler
from langchain.chat_models import ChatOpenAI
from langchain.prompts.chat import (
ChatPromptTemplate,
HumanMessagePromptTemplate,
SystemMessagePromptTemplate,
)
from langchain.schema import SystemMessage, HumanMessage
from pr_agent.config_loader import get_settings
from pr_agent.log import get_logger
OPENAI_RETRIES = 5
chat = ChatOpenAI(openai_api_key = get_settings().openai.key, model="gpt-4")
class LangChainAIHandler(BaseAiHandler):
def __init__(self):
# Initialize OpenAIHandler specific attributes here
try:
super().__init__()
except AttributeError as e:
raise ValueError("OpenAI key is required") from e
@property
def deployment_id(self):
"""
Returns the deployment ID for the OpenAI API.
"""
return get_settings().get("OPENAI.DEPLOYMENT_ID", None)
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 = chat(messages)
get_logger().info("AI response: ", resp.content)
finish_reason="completed"
return resp.content, finish_reason
except (Exception) as e:
get_logger().error("Unknown error during OpenAI inference: ", e)
raise e

View File

@ -11,6 +11,7 @@ import yaml
from pr_agent.algo.ai_handlers.litellm_ai_handler import LiteLLMAiHandler
from pr_agent.algo.ai_handlers.base_ai_handler import BaseAiHandler
from pr_agent.algo.ai_handlers.openai_ai_handler import OpenAIHandler
from pr_agent.algo.ai_handlers.langchain_ai_handler import LangChainAIHandler
from starlette_context import context
from pr_agent.config_loader import get_settings, global_settings
from pr_agent.log import get_logger
@ -309,4 +310,4 @@ def try_fix_yaml(review_text: str) -> dict:
return data
def get_ai_handler() -> BaseAiHandler:
return OpenAIHandler()
return LangChainAIHandler()