thread safety

This commit is contained in:
Siwat Sirichai 2025-01-14 23:54:07 +07:00
parent e52efabbb7
commit ffe9c90747

105
app.py
View file

@ -34,7 +34,7 @@ max_retries = config.get("max_retries", 3)
# Configure logging # Configure logging
logging.basicConfig( logging.basicConfig(
level=logging.INFO, level=logging.DEBUG,
format="%(asctime)s [%(levelname)s] %(message)s", format="%(asctime)s [%(levelname)s] %(message)s",
handlers=[ handlers=[
logging.FileHandler("app.log"), logging.FileHandler("app.log"),
@ -49,6 +49,10 @@ os.makedirs("models", exist_ok=True)
HEARTBEAT_INTERVAL = 2 # seconds HEARTBEAT_INTERVAL = 2 # seconds
WORKER_TIMEOUT_MS = 10000 WORKER_TIMEOUT_MS = 10000
# Add a lock for thread-safe operations on shared resources
streams_lock = threading.Lock()
models_lock = threading.Lock()
@app.websocket("/") @app.websocket("/")
async def detect(websocket: WebSocket): async def detect(websocket: WebSocket):
import asyncio import asyncio
@ -61,6 +65,7 @@ async def detect(websocket: WebSocket):
# This function is user-modifiable # This function is user-modifiable
# Save data you want to persist across frames in the persistent_data dictionary # Save data you want to persist across frames in the persistent_data dictionary
async def handle_detection(camera_id, stream, frame, websocket, model: YOLO, persistent_data): async def handle_detection(camera_id, stream, frame, websocket, model: YOLO, persistent_data):
try:
boxes = [] boxes = []
for r in model.track(frame, stream=False, persist=True): for r in model.track(frame, stream=False, persist=True):
for box in r.boxes: for box in r.boxes:
@ -87,10 +92,14 @@ async def detect(websocket: WebSocket):
logging.debug(f"Sending detection data for camera {camera_id}: {detection_data}") logging.debug(f"Sending detection data for camera {camera_id}: {detection_data}")
await websocket.send_json(detection_data) await websocket.send_json(detection_data)
return persistent_data return persistent_data
except Exception as e:
logging.error(f"Error in handle_detection for camera {camera_id}: {e}")
return persistent_data
def frame_reader(camera_id, cap, buffer, stop_event): def frame_reader(camera_id, cap, buffer, stop_event):
import time import time
retries = 0 retries = 0
try:
while not stop_event.is_set(): while not stop_event.is_set():
try: try:
ret, frame = cap.read() ret, frame = cap.read()
@ -132,6 +141,8 @@ async def detect(websocket: WebSocket):
logging.error(f"Unexpected error for camera {camera_id}: {e}") logging.error(f"Unexpected error for camera {camera_id}: {e}")
cap.release() cap.release()
break break
except Exception as e:
logging.error(f"Error in frame_reader thread for camera {camera_id}: {e}")
async def process_streams(): async def process_streams():
global models global models
@ -141,10 +152,13 @@ async def detect(websocket: WebSocket):
while True: while True:
start_time = time.time() start_time = time.time()
# Round-robin processing # Round-robin processing
for camera_id, stream in list(streams.items()): with streams_lock:
current_streams = list(streams.items())
for camera_id, stream in current_streams:
buffer = stream['buffer'] buffer = stream['buffer']
if not buffer.empty(): if not buffer.empty():
frame = buffer.get() frame = buffer.get()
with models_lock:
model = models.get(camera_id, {}).get(stream['modelId']) model = models.get(camera_id, {}).get(stream['modelId'])
key = (camera_id, stream['modelId']) key = (camera_id, stream['modelId'])
persistent_data = persistent_data_dict.get(key, {}) persistent_data = persistent_data_dict.get(key, {})
@ -199,6 +213,7 @@ async def detect(websocket: WebSocket):
async def on_message(): async def on_message():
global models global models
while True: while True:
try:
msg = await websocket.receive_text() msg = await websocket.receive_text()
logging.debug(f"Received message: {msg}") logging.debug(f"Received message: {msg}")
data = json.loads(msg) data = json.loads(msg)
@ -213,6 +228,7 @@ async def detect(websocket: WebSocket):
modelName = payload.get("modelName") modelName = payload.get("modelName")
if model_url: if model_url:
with models_lock:
if camera_id not in models: if camera_id not in models:
models[camera_id] = {} models[camera_id] = {}
if modelId not in models[camera_id]: if modelId not in models[camera_id]:
@ -236,6 +252,7 @@ async def detect(websocket: WebSocket):
logging.error(f"Failed to download model from {model_url}") logging.error(f"Failed to download model from {model_url}")
continue continue
if camera_id and rtsp_url: if camera_id and rtsp_url:
with streams_lock:
if camera_id not in streams and len(streams) < max_streams: if camera_id not in streams and len(streams) < max_streams:
cap = cv2.VideoCapture(rtsp_url) cap = cv2.VideoCapture(rtsp_url)
if not cap.isOpened(): if not cap.isOpened():
@ -267,6 +284,8 @@ async def detect(websocket: WebSocket):
elif msg_type == "unsubscribe": elif msg_type == "unsubscribe":
payload = data.get("payload", {}) payload = data.get("payload", {})
camera_id = payload.get("cameraIdentifier") camera_id = payload.get("cameraIdentifier")
logging.debug(f"Unsubscribing from camera {camera_id}")
with streams_lock:
if camera_id and camera_id in streams: if camera_id and camera_id in streams:
stream = streams.pop(camera_id) stream = streams.pop(camera_id)
stream['cap'].release() stream['cap'].release()
@ -307,76 +326,6 @@ async def detect(websocket: WebSocket):
await websocket.send_text(json.dumps(state_report)) await websocket.send_text(json.dumps(state_report))
else: else:
logging.error(f"Unknown message type: {msg_type}") logging.error(f"Unknown message type: {msg_type}")
await websocket.accept()
task = asyncio.create_task(process_streams())
heartbeat_task = asyncio.create_task(send_heartbeat())
message_task = asyncio.create_task(on_message())
await asyncio.gather(heartbeat_task, message_task)
model = None
model_path = None
try:
while True:
try:
msg = await websocket.receive_text()
logging.debug(f"Received message: {msg}")
data = json.loads(msg)
camera_id = data.get("cameraIdentifier")
rtsp_url = data.get("rtspUrl")
model_url = data.get("modelUrl")
modelId = data.get("modelId")
modelName = data.get("modelName")
if model_url:
print(f"Downloading model from {model_url}")
parsed_url = urlparse(model_url)
filename = os.path.basename(parsed_url.path)
model_filename = os.path.join("models", filename)
# Download the model
response = requests.get(model_url, stream=True)
if response.status_code == 200:
with open(model_filename, 'wb') as f:
for chunk in response.iter_content(chunk_size=8192):
f.write(chunk)
logging.info(f"Downloaded model from {model_url} to {model_filename}")
model = YOLO(model_filename)
if torch.cuda.is_available():
model.to('cuda')
class_names = model.names
else:
logging.error(f"Failed to download model from {model_url}")
continue
if camera_id and rtsp_url:
if camera_id not in streams and len(streams) < max_streams:
cap = cv2.VideoCapture(rtsp_url)
if not cap.isOpened():
logging.error(f"Failed to open RTSP stream for camera {camera_id}")
continue
buffer = queue.Queue(maxsize=1)
stop_event = threading.Event()
thread = threading.Thread(target=frame_reader, args=(camera_id, cap, buffer, stop_event))
thread.daemon = True
thread.start()
streams[camera_id] = {
'cap': cap,
'buffer': buffer,
'thread': thread,
'rtsp_url': rtsp_url,
'stop_event': stop_event,
'modelId': modelId,
'modelName': modelName
}
logging.info(f"Subscribed to camera {camera_id} with modelId {modelId}, modelName {modelName} and URL {rtsp_url}")
elif camera_id and camera_id in streams:
stream = streams.pop(camera_id)
stream['cap'].release()
logging.info(f"Unsubscribed from camera {camera_id}")
elif data.get("command") == "stop":
logging.info("Received stop command")
break
except json.JSONDecodeError: except json.JSONDecodeError:
logging.error("Received invalid JSON message") logging.error("Received invalid JSON message")
except (WebSocketDisconnect, ConnectionClosedError) as e: except (WebSocketDisconnect, ConnectionClosedError) as e:
@ -385,11 +334,20 @@ async def detect(websocket: WebSocket):
except Exception as e: except Exception as e:
logging.error(f"Error handling message: {e}") logging.error(f"Error handling message: {e}")
break break
try:
await websocket.accept()
task = asyncio.create_task(process_streams())
heartbeat_task = asyncio.create_task(send_heartbeat())
message_task = asyncio.create_task(on_message())
await asyncio.gather(heartbeat_task, message_task)
except Exception as e: except Exception as e:
logging.error(f"Unexpected error in WebSocket connection: {e}") logging.error(f"Error in detect websocket: {e}")
finally: finally:
task.cancel() task.cancel()
await task await task
with streams_lock:
for camera_id, stream in streams.items(): for camera_id, stream in streams.items():
stream['stop_event'].set() stream['stop_event'].set()
stream['thread'].join() stream['thread'].join()
@ -397,5 +355,6 @@ async def detect(websocket: WebSocket):
stream['buffer'].queue.clear() stream['buffer'].queue.clear()
logging.info(f"Released camera {camera_id} and cleaned up resources") logging.info(f"Released camera {camera_id} and cleaned up resources")
streams.clear() streams.clear()
with models_lock:
models.clear() models.clear()
logging.info("WebSocket connection closed") logging.info("WebSocket connection closed")