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| # main.py is the entry point for the application. It creates the FastAPI application instance through LitServe and configures it with the InferenceApi and router. | |
| """ | |
| LLM Inference Server main application using LitServe framework. | |
| """ | |
| import litserve as ls | |
| import yaml | |
| import logging | |
| from pathlib import Path | |
| from fastapi.middleware.cors import CORSMiddleware | |
| from .routes import router, init_router | |
| from .api import InferenceApi | |
| def setup_logging(): | |
| """Set up basic logging configuration""" | |
| logging.basicConfig( | |
| level=logging.INFO, | |
| format='%(asctime)s - %(name)s - %(levelname)s - %(message)s' | |
| ) | |
| return logging.getLogger(__name__) | |
| def load_config(): | |
| """Load configuration from config.yaml""" | |
| config_path = Path(__file__).parent / "config.yaml" | |
| with open(config_path) as f: | |
| return yaml.safe_load(f) | |
| def create_app(): | |
| """Create and configure the application instance.""" | |
| logger = setup_logging() | |
| try: | |
| # Load configuration | |
| config = load_config() | |
| # Initialize API and router | |
| api = InferenceApi() | |
| init_router(config) | |
| # Create LitServer instance | |
| server = ls.LitServer( | |
| api, | |
| timeout=config.get("server", {}).get("timeout", 60), | |
| max_batch_size=1, | |
| track_requests=True | |
| ) | |
| # Add CORS middleware | |
| server.app.add_middleware( | |
| CORSMiddleware, | |
| allow_origins=["*"], | |
| allow_credentials=True, | |
| allow_methods=["*"], | |
| allow_headers=["*"], | |
| ) | |
| # Add our routes to the server's FastAPI app | |
| server.app.include_router(router, prefix="/api/v1") | |
| return server.app | |
| except Exception as e: | |
| logger.error(f"Server initialization failed: {str(e)}") | |
| raise | |
| # Create the application instance | |
| app = create_app() |