| """Main FastAPI application entry point""" |
|
|
| import sys |
| from pathlib import Path |
|
|
| |
| app_dir = Path(__file__).parent |
| if str(app_dir) not in sys.path: |
| sys.path.insert(0, str(app_dir)) |
|
|
| from contextlib import asynccontextmanager |
| from fastapi import FastAPI |
| from fastapi.middleware.cors import CORSMiddleware |
| import uvicorn |
| import logging |
|
|
| from config import ( |
| API_TITLE, |
| API_DESCRIPTION, |
| API_VERSION, |
| STANCE_MODEL_ID, |
| LABEL_MODEL_ID, |
| HUGGINGFACE_API_KEY, |
| HUGGINGFACE_STANCE_MODEL_ID, |
| HUGGINGFACE_LABEL_MODEL_ID, |
| HOST, |
| PORT, |
| RELOAD, |
| CORS_ORIGINS, |
| CORS_CREDENTIALS, |
| CORS_METHODS, |
| CORS_HEADERS, |
| ) |
| from services import stance_model_manager, kpa_model_manager |
| from routes import api_router |
|
|
| |
| logging.basicConfig(level=logging.INFO) |
| logger = logging.getLogger(__name__) |
|
|
|
|
| @asynccontextmanager |
| async def lifespan(app: FastAPI): |
| """Load models on startup and cleanup on shutdown""" |
| |
| logger.info("Loading models on startup...") |
| |
| |
| try: |
| logger.info(f"Loading stance model from Hugging Face: {HUGGINGFACE_STANCE_MODEL_ID}") |
| stance_model_manager.load_model(HUGGINGFACE_STANCE_MODEL_ID, HUGGINGFACE_API_KEY) |
| except Exception as e: |
| logger.error(f"✗ Failed to load stance model: {str(e)}") |
| logger.error("⚠️ Stance detection endpoints will not work!") |
| |
| |
| try: |
| logger.info(f"Loading KPA model from Hugging Face: {HUGGINGFACE_LABEL_MODEL_ID}") |
| kpa_model_manager.load_model(HUGGINGFACE_LABEL_MODEL_ID, HUGGINGFACE_API_KEY) |
| except Exception as e: |
| logger.error(f"✗ Failed to load KPA model: {str(e)}") |
| logger.error("⚠️ KPA/Label prediction endpoints will not work!") |
| |
| logger.info("✓ API startup complete") |
| logger.info("https://nlp-debater-project-fastapi-backend-models.hf.space/docs") |
| |
| yield |
| |
| |
| |
|
|
| |
| app = FastAPI( |
| title=API_TITLE, |
| description=API_DESCRIPTION, |
| version=API_VERSION, |
| docs_url="/docs", |
| redoc_url="/redoc", |
| lifespan=lifespan, |
| ) |
|
|
| |
| app.add_middleware( |
| CORSMiddleware, |
| allow_origins=CORS_ORIGINS, |
| allow_credentials=CORS_CREDENTIALS, |
| allow_methods=CORS_METHODS, |
| allow_headers=CORS_HEADERS, |
| ) |
|
|
| |
| app.include_router(api_router) |
|
|
|
|
| if __name__ == "__main__": |
| |
| |
| |
| |
| |
| uvicorn.run( |
| "main:app", |
| host=HOST, |
| port=PORT, |
| reload=RELOAD, |
| log_level="info" |
| ) |
|
|