ROI选区01
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215
main.py
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main.py
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# 这是一个示例 Python 脚本。
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import asyncio
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import base64
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import os
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import sys
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import threading
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from contextlib import asynccontextmanager
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from datetime import datetime
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from typing import Optional
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# 按 Shift+F10 执行或将其替换为您的代码。
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# 按 双击 Shift 在所有地方搜索类、文件、工具窗口、操作和设置。
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import cv2
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import numpy as np
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from fastapi import FastAPI, HTTPException
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from fastapi.middleware.cors import CORSMiddleware
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from fastapi.responses import FileResponse, StreamingResponse
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from prometheus_client import start_http_server
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sys.path.insert(0, os.path.dirname(os.path.abspath(__file__)))
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from api.alarm import router as alarm_router
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from api.camera import router as camera_router
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from api.roi import router as roi_router
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from config import get_config, load_config
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from db.models import init_db
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from inference.pipeline import get_pipeline, start_pipeline, stop_pipeline
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from utils.logger import setup_logger
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from utils.metrics import get_metrics_server, start_metrics_server, update_system_info
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def print_hi(name):
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# 在下面的代码行中使用断点来调试脚本。
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print(f'Hi, {name}') # 按 Ctrl+F8 切换断点。
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logger = None
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# 按装订区域中的绿色按钮以运行脚本。
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if __name__ == '__main__':
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print_hi('PyCharm')
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@asynccontextmanager
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async def lifespan(app: FastAPI):
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global logger
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# 访问 https://www.jetbrains.com/help/pycharm/ 获取 PyCharm 帮助
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config = get_config()
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logger = setup_logger(
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name="security_monitor",
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log_file=config.logging.file,
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level=config.logging.level,
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max_size=config.logging.max_size,
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backup_count=config.logging.backup_count,
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)
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logger.info("启动安保异常行为识别系统")
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init_db()
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logger.info("数据库初始化完成")
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start_metrics_server()
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update_system_info()
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pipeline = start_pipeline()
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logger.info(f"推理Pipeline启动,活跃摄像头数: {len(pipeline.camera_threads)}")
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try:
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yield
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except asyncio.CancelledError:
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pass
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finally:
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logger.info("正在关闭系统...")
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stop_pipeline()
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logger.info("系统已关闭")
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app = FastAPI(
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title="安保异常行为识别系统",
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description="基于YOLO和规则算法的智能监控系统",
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version="1.0.0",
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lifespan=lifespan,
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)
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app.add_middleware(
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CORSMiddleware,
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allow_origins=["*"],
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allow_credentials=True,
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allow_methods=["*"],
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allow_headers=["*"],
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)
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app.include_router(camera_router)
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app.include_router(roi_router)
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app.include_router(alarm_router)
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@app.get("/")
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async def root():
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return {
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"name": "安保异常行为识别系统",
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"version": "1.0.0",
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"status": "running",
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}
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@app.get("/health")
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async def health_check():
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pipeline = get_pipeline()
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return {
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"status": "healthy",
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"running": pipeline.running,
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"cameras": len(pipeline.camera_threads),
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"timestamp": datetime.now().isoformat(),
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}
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@app.get("/api/camera/{camera_id}/snapshot")
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async def get_snapshot(camera_id: int):
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pipeline = get_pipeline()
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frame = pipeline.get_latest_frame(camera_id)
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if frame is None:
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raise HTTPException(status_code=404, detail="无法获取帧")
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_, buffer = cv2.imencode(".jpg", frame, [cv2.IMWRITE_JPEG_QUALITY, 85])
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return StreamingResponse(
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iter([buffer.tobytes()]),
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media_type="image/jpeg",
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)
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@app.get("/api/camera/{camera_id}/snapshot/base64")
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async def get_snapshot_base64(camera_id: int):
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pipeline = get_pipeline()
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frame = pipeline.get_latest_frame(camera_id)
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if frame is None:
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raise HTTPException(status_code=404, detail="无法获取帧")
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_, buffer = cv2.imencode(".jpg", frame, [cv2.IMWRITE_JPEG_QUALITY, 85])
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return {"image": base64.b64encode(buffer).decode("utf-8")}
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@app.get("/api/camera/{camera_id}/detect")
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async def get_detection_with_overlay(camera_id: int):
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pipeline = get_pipeline()
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frame = pipeline.get_latest_frame(camera_id)
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if frame is None:
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raise HTTPException(status_code=404, detail="无法获取帧")
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import json
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from db.crud import get_all_rois
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from db.models import get_session_factory
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SessionLocal = get_session_factory()
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db = SessionLocal()
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try:
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rois = get_all_rois(db, camera_id)
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roi_configs = [
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{
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"id": roi.id,
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"roi_id": roi.roi_id,
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"name": roi.name,
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"type": roi.roi_type,
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"points": json.loads(roi.points),
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"rule": roi.rule_type,
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"enabled": roi.enabled,
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}
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for roi in rois
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]
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finally:
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db.close()
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from utils.helpers import draw_detections
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overlay_frame = draw_detections(frame, [], roi_configs if roi_configs else None)
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_, buffer = cv2.imencode(".jpg", overlay_frame, [cv2.IMWRITE_JPEG_QUALITY, 85])
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return StreamingResponse(
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iter([buffer.tobytes()]),
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media_type="image/jpeg",
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)
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@app.get("/api/pipeline/status")
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async def get_pipeline_status():
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pipeline = get_pipeline()
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return pipeline.get_status()
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@app.get("/api/stream/list")
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async def list_streams():
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pipeline = get_pipeline()
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return {"streams": pipeline.stream_manager.get_all_info()}
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@app.post("/api/pipeline/reload")
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async def reload_pipeline():
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stop_pipeline()
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import time
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time.sleep(1)
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start_pipeline()
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return {"message": "Pipeline已重新加载"}
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def main():
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import uvicorn
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config = load_config()
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uvicorn.run(
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"main:app",
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host="0.0.0.0",
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port=8000,
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reload=False,
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log_level=config.logging.level.lower(),
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)
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if __name__ == "__main__":
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main()
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