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| """ | |
| LLM Inference Server main application using LitServe framework. | |
| """ | |
| import litserve as ls | |
| import yaml | |
| import logging | |
| import asyncio | |
| 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) | |
| async def async_main(): | |
| """Create and configure the application instance asynchronously.""" | |
| logger = setup_logging() | |
| try: | |
| # Load configuration | |
| config = load_config() | |
| server_config = config.get('server', {}) | |
| # Initialize API with config | |
| api = InferenceApi(config) | |
| # Initialize router with the already setup API instance | |
| await init_router(api) | |
| # Create LitServer instance with config | |
| server = ls.LitServer( | |
| api, | |
| timeout=server_config.get('timeout', 60), | |
| max_batch_size=server_config.get('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 routes with configured prefix | |
| api_prefix = config.get('llm_server', {}).get('api_prefix', '/api/v1') | |
| server.app.include_router(router, prefix=api_prefix) | |
| # Get configured port | |
| port = server_config.get('port', 8001) | |
| host = server_config.get('host', '0.0.0.0') | |
| # Run server | |
| server.run(host=host, port=port) | |
| except Exception as e: | |
| logger.error(f"Server initialization failed: {str(e)}") | |
| raise | |
| def main(): | |
| """Entry point that runs the async main""" | |
| asyncio.run(async_main()) | |
| if __name__ == "__main__": | |
| main() |