"""XRayVision AI — FastAPI Application Entry Point.

Initializes the FastAPI app with CORS, model preloading, and all routers.
"""

from __future__ import annotations
import logging
import threading
from contextlib import asynccontextmanager
from fastapi import FastAPI
from fastapi.middleware.cors import CORSMiddleware
from app.config import get_settings

logging.basicConfig(
    level=logging.INFO,
    format="%(asctime)s | %(levelname)-7s | %(name)s | %(message)s",
)
logger = logging.getLogger("xrayvision")


def _preload_models_background():
    """Load AI models in a background thread so the server starts immediately."""
    logger.info("📦 Preloading AI models in background thread...")

    try:
        from app.services.chest_model import _get_model as load_chest
        load_chest()
        logger.info("✅ DenseNet121 (Chest Pathology) loaded")
    except Exception as e:
        logger.warning(f"⚠️ DenseNet121 failed to preload: {e}")

    try:
        from app.services.fracture_model import _get_model as load_fracture
        load_fracture()
        logger.info("✅ YOLOv8 (Fracture Detection) loaded")
    except Exception as e:
        logger.warning(f"⚠️ YOLOv8 failed to preload: {e}")

    try:
        if get_settings().fracture_classifier_enabled:
            from app.services.fracture_classifier import _get_model as load_fracture_classifier
            load_fracture_classifier()
            logger.info("HF Fracture Classifier loaded")
    except Exception as e:
        logger.warning(f"HF Fracture Classifier failed to preload: {e}")

    try:
        from app.services.wound_model import _get_model as load_wound
        load_wound()
        logger.info("✅ ViT (Wound Classification) loaded")
    except Exception as e:
        logger.warning(f"⚠️ ViT failed to preload: {e}")

    logger.info("🟢 All AI models loaded and ready!")


@asynccontextmanager
async def lifespan(app: FastAPI):
    """Start model loading in background — server is ready immediately."""
    logger.info("🚀 XRayVision AI backend starting...")

    settings = get_settings()
    if settings.disable_preload:
        # On free-tier hosts (<=512 MB RAM) skip preloading entirely.
        # Models will lazy-load on first use so auth/chat/diet work immediately.
        logger.info("⏭️  DISABLE_PRELOAD=true — models will load on first use")
    else:
        # Full preload on capable hosts (HuggingFace Spaces, Render Standard+)
        thread = threading.Thread(target=_preload_models_background, daemon=True)
        thread.start()

    logger.info("🟢 XRayVision AI is accepting requests! (models loading in background)")
    yield
    logger.info("🔴 XRayVision AI shutting down...")


def create_app() -> FastAPI:
    """Create and configure the FastAPI application."""
    settings = get_settings()

    app = FastAPI(
        title="XRayVision AI",
        description=(
            "Advanced medical diagnostic API using a Hybrid Multi-Model Ensemble. "
            "DenseNet121 for chest pathology, YOLOv8 for fracture detection, "
            "ViT for wound classification, and OpenRouter GLM 4.5 Air for agentic synthesis."
        ),
        version="2.1.0",
        lifespan=lifespan,
        docs_url="/docs",
        redoc_url="/redoc",
    )

    # CORS — allow common dev origins
    app.add_middleware(
        CORSMiddleware,
        allow_origins=[
            settings.frontend_url,
            "http://localhost:5173",
            "http://localhost:5174",
            "http://localhost:3000",
            "http://localhost:3001",
            "http://localhost:8080",
            "http://localhost:8081",
            "http://127.0.0.1:5173",
            "http://127.0.0.1:3000",
        ],
        allow_credentials=True,
        allow_methods=["*"],
        allow_headers=["*"],
    )

    # Register routers
    from app.routers import auth, analyze, scans, chat, diet, stats, clinics

    app.include_router(auth.router)
    app.include_router(analyze.router)
    app.include_router(scans.router)
    app.include_router(chat.router)
    app.include_router(diet.router)
    app.include_router(stats.router)
    app.include_router(clinics.router)

    @app.get("/", tags=["health"])
    async def health():
        return {
            "status": "healthy",
            "service": "XRayVision AI",
            "version": "2.1.0",
            "models": ["DenseNet121", "YOLOv8", "ViT", "OpenRouter GLM 4.5 Air"],
        }

    @app.get("/health", tags=["health"])
    async def health_check():
        return {"status": "ok"}

    return app


app = create_app()