blakeblackshear.frigate/frigate/__main__.py

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import faulthandler; faulthandler.enable()
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import os
import json
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import yaml
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import multiprocessing as mp
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from playhouse.sqlite_ext import SqliteExtDatabase
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from typing import Dict, List
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from frigate.config import FrigateConfig
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from frigate.edgetpu import EdgeTPUProcess
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from frigate.events import EventProcessor
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from frigate.http import create_app
from frigate.models import Event
from frigate.mqtt import create_mqtt_client
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from frigate.object_processing import TrackedObjectProcessor
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from frigate.video import track_camera, capture_camera
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from frigate.watchdog import FrigateWatchdog
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class FrigateApp():
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def __init__(self):
self.stop_event = mp.Event()
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self.config: FrigateConfig = None
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self.detection_queue = mp.Queue()
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self.detectors: Dict[str, EdgeTPUProcess] = {}
self.detection_out_events: Dict[str, mp.Event] = {}
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self.detection_shms: List[mp.shared_memory.SharedMemory] = []
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self.camera_metrics = {}
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def init_config(self):
config_file = os.environ.get('CONFIG_FILE', '/config/config.yml')
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self.config = FrigateConfig(config_file=config_file)
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for camera_name in self.config.cameras.keys():
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# create camera_metrics
self.camera_metrics[camera_name] = {
'camera_fps': mp.Value('d', 0.0),
'skipped_fps': mp.Value('d', 0.0),
'process_fps': mp.Value('d', 0.0),
'detection_fps': mp.Value('d', 0.0),
'detection_frame': mp.Value('d', 0.0),
'read_start': mp.Value('d', 0.0),
'ffmpeg_pid': mp.Value('i', 0),
'frame_queue': mp.Queue(maxsize=2)
}
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def init_queues(self):
# Queue for clip processing
self.event_queue = mp.Queue()
# Queue for cameras to push tracked objects to
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self.detected_frames_queue = mp.Queue(maxsize=len(self.config.cameras.keys())*2)
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def init_database(self):
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self.db = SqliteExtDatabase(f"/{os.path.join(self.config.save_clips.clips_dir, 'frigate.db')}")
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models = [Event]
self.db.bind(models)
self.db.create_tables(models, safe=True)
def init_web_server(self):
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self.flask_app = create_app(self.config, self.db, self.camera_metrics, self.detectors, self.detected_frames_processor)
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def init_mqtt(self):
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self.mqtt_client = create_mqtt_client(self.config.mqtt)
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def start_detectors(self):
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for name in self.config.cameras.keys():
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self.detection_out_events[name] = mp.Event()
shm_in = mp.shared_memory.SharedMemory(name=name, create=True, size=300*300*3)
shm_out = mp.shared_memory.SharedMemory(name=f"out-{name}", create=True, size=20*6*4)
self.detection_shms.append(shm_in)
self.detection_shms.append(shm_out)
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for name, detector in self.config.detectors.items():
if detector.type == 'cpu':
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self.detectors[name] = EdgeTPUProcess(self.detection_queue, out_events=self.detection_out_events, tf_device='cpu')
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if detector.type == 'edgetpu':
self.detectors[name] = EdgeTPUProcess(self.detection_queue, out_events=self.detection_out_events, tf_device=detector.device)
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def start_detected_frames_processor(self):
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self.detected_frames_processor = TrackedObjectProcessor(self.config.cameras, self.mqtt_client, self.config.mqtt.topic_prefix,
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self.detected_frames_queue, self.event_queue, self.stop_event)
self.detected_frames_processor.start()
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def start_camera_processors(self):
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for name, config in self.config.cameras.items():
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camera_process = mp.Process(target=track_camera, args=(name, config,
self.detection_queue, self.detection_out_events[name], self.detected_frames_queue,
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self.camera_metrics[name]))
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camera_process.daemon = True
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self.camera_metrics[name]['process'] = camera_process
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camera_process.start()
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print(f"Camera processor started for {name}: {camera_process.pid}")
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def start_camera_capture_processes(self):
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for name, config in self.config.cameras.items():
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capture_process = mp.Process(target=capture_camera, args=(name, config,
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self.camera_metrics[name]))
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capture_process.daemon = True
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self.camera_metrics[name]['capture_process'] = capture_process
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capture_process.start()
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print(f"Capture process started for {name}: {capture_process.pid}")
def start_event_processor(self):
self.event_processor = EventProcessor(self.config, self.camera_metrics, self.event_queue, self.stop_event)
self.event_processor.start()
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def start_watchdog(self):
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self.frigate_watchdog = FrigateWatchdog(self.detectors, self.stop_event)
self.frigate_watchdog.start()
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def start(self):
self.init_config()
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self.init_queues()
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self.init_database()
self.init_mqtt()
self.start_detectors()
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self.start_detected_frames_processor()
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self.start_camera_processors()
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self.start_camera_capture_processes()
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self.init_web_server()
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self.start_event_processor()
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self.start_watchdog()
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self.flask_app.run(host='0.0.0.0', port=self.config.web_port, debug=False)
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self.stop()
def stop(self):
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print(f"Stopping...")
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self.stop_event.set()
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self.detected_frames_processor.join()
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self.event_processor.join()
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self.frigate_watchdog.join()
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for detector in self.detectors.values():
detector.stop()
while len(self.detection_shms) > 0:
shm = self.detection_shms.pop()
shm.close()
shm.unlink()
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if __name__ == '__main__':
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frigate_app = FrigateApp()
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frigate_app.start()