setup.py

import logging  
import os
from dotenv import load_dotenv
from langchain_openai.chat_models import AzureChatOpenAI              
from azure.identity import AzureCliCredential ,ChainedTokenCredential ,ManagedIdentityCredential
from openai import AzureOpenAI  
from azure.core.credentials import AzureKeyCredential
# Load environment variables from .env (so OPENAI_API_KEY in .env is available)
load_dotenv()

  

credential_chain = ChainedTokenCredential(    
  ManagedIdentityCredential(),AzureCliCredential()    
) 
logging.basicConfig(  
    level=logging.INFO,  
    format='[%(asctime)s] [%(levelname)s] %(name)s: %(message)s',  
)  
logger = logging.getLogger("webcrawler-fastapi")  
logging.getLogger("LiteLLM").setLevel(logging.WARNING) 
logging.getLogger("azure.core.pipeline.policies.http_logging_policy").setLevel(logging.WARNING)
logging.getLogger("httpx").setLevel(logging.WARNING)
logging.getLogger("uvicorn.access").setLevel(logging.WARNING)

def setup_azure_openai_local(logger):  
    """Setup Azure OpenAI client for local deployment."""  
    try:  
        logger.info("Setting up Azure OpenAI client for local deployment")  
        openai_endpoint = 'https://dmrid-ai-services-dev-openai-04.openai.azure.com/' 
        azure_deployment = 'gpt-4.1'
  
        # Prefer OPENAI_API_KEY from .env or env, fall back to legacy OPEN_AI_API
        api_key = os.getenv('OPENAI_API_KEY') or os.getenv('OPEN_AI_API')
        if api_key:
            os.environ["OPENAI_API_KEY"] = api_key
            logger.info("OPENAI_API_KEY set from environment/.env variable.")
        else:
            logger.error(
                "Neither OPENAI_API_KEY nor OPEN_AI_API is set.\n"
                "Set OPENAI_API_KEY in your shell or in a .env file (e.g. OPENAI_API_KEY=your_key),\n"
                "or update the code to use the Azure SDK (azure.openai.OpenAIClient) with Managed Identity."
            )
            raise RuntimeError(
                "OPENAI_API_KEY not set; cannot initialize AzureChatOpenAI without API key."
            )
  
        azure_openai_client = AzureChatOpenAI(  
            azure_deployment=azure_deployment,  
            openai_api_type='azure_ad',  
            api_version="2024-09-01-preview",  
            azure_endpoint=openai_endpoint,  
            temperature=0
        )  
  
        logger.info("Azure OpenAI client setup completed.")  
        return azure_openai_client  
    except Exception as e:  
        logger.error(f"Failed to set up Azure OpenAI client: {e}", exc_info=True)  
        raise 





  

azure_openai_client = setup_azure_openai_local(logger)