feat: 手术视频消耗、待确认与持久化改造

- 新增 Alembic 初始迁移、领域明细模型及归档持久化与重试链路\n- 拆分视频会话注册表、分类处理、推理时间窗聚合与流处理\n- 消耗日志：TSV/Markdown 含 top2/top3；item_id 优先产品编码；待确认记「待确认」行，语音确认后落正式行并更新汇总\n- 待确认时内存/DB 明细为占位行，确认后替换；拒绝时移除占位\n- 分类 probs 先 detach/cpu 再转 NumPy，修复 MPS/CUDA 上推理被静默跳过\n- 补充集成测试、归档与设备张量等单测

Made-with: Cursor

main.py

@@ -9,28 +9,46 @@ from loguru import logger
 from app.api import router as api_router
 from app.config import settings
 from app.database import check_database, engine, init_db_schema
-from app.dependencies import camera_session_manager
+from app.dependencies import build_container
 
-logger.remove()
-logger.add(
-    sys.stderr,
-    format="<green>{time:YYYY-MM-DD HH:mm:ss}</green> | <level>{level: <8}</level> | <cyan>{name}</cyan>:<cyan>{function}</cyan> - <level>{message}</level>",
-)
+
+def configure_logging() -> None:
+    """集中配置 loguru sink；由 create_app 显式调用，避免 import-time 副作用。"""
+    logger.remove()
+    logger.add(
+        sys.stderr,
+        format=(
+            "<green>{time:YYYY-MM-DD HH:mm:ss}</green> | "
+            "<level>{level: <8}</level> | "
+            "<cyan>{name}</cyan>:<cyan>{function}</cyan> - <level>{message}</level>"
+        ),
+    )
 
 
 @asynccontextmanager
 async def lifespan(app: FastAPI):
     await check_database()
-    await init_db_schema()
-    logger.info("Database connection verified and schema ensured")
-    await camera_session_manager.start_archive_retry_loop()
-    yield
-    await camera_session_manager.shutdown()
-    await engine.dispose()
-    logger.info("Database engine disposed")
+    if settings.auto_create_schema:
+        await init_db_schema()
+        logger.info("Database connection verified; schema auto-created (dev mode)")
+    else:
+        logger.info(
+            "Database connection verified; auto_create_schema=false, "
+            "expecting 'alembic upgrade head' to have run"
+        )
+    container = build_container(settings)
+    app.state.container = container
+    await container.start()
+    try:
+        yield
+    finally:
+        await container.shutdown()
+        await engine.dispose()
+        logger.info("Database engine disposed")
 
 
 def create_app() -> FastAPI:
+    configure_logging()
     application = FastAPI(
         title="Operation Room Monitor",
         lifespan=lifespan,
@@ -69,9 +87,9 @@ app = create_app()
 def main() -> None:
     uvicorn.run(
         "main:app",
-        host="0.0.0.0",
-        port=38080,
-        reload=True,
+        host=settings.server_host,
+        port=settings.server_port,
+        reload=settings.server_reload,
     )