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""" | |
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 the router with our config | |
init_router(config) | |
api = InferenceApi(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=["*"], # Allows all origins | |
allow_credentials=True, | |
allow_methods=["*"], # Allows all methods | |
allow_headers=["*"], # Allows all 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() | |
if __name__ == "__main__": | |
# If we run this directly with python, we can still use the old method | |
config = load_config() | |
port = config.get("server", {}).get("port", 8001) | |
# Get the server instance from our app and run it | |
app.parent.run(port=port) # assuming the LitServer instance is stored as parent |