From 36fbedab20dbac97ce69e38bfda9ec330e1affa2 Mon Sep 17 00:00:00 2001 From: Blake Blackshear Date: Sun, 1 Nov 2020 08:06:15 -0600 Subject: [PATCH] init db/http/mqtt --- frigate/__main__.py | 501 +++----------------------------------------- frigate/http.py | 142 +++++++++++++ frigate/models.py | 12 ++ frigate/mqtt.py | 24 +++ 4 files changed, 208 insertions(+), 471 deletions(-) create mode 100644 frigate/http.py create mode 100644 frigate/models.py create mode 100644 frigate/mqtt.py diff --git a/frigate/__main__.py b/frigate/__main__.py index 004ad05ff..13b523a0e 100644 --- a/frigate/__main__.py +++ b/frigate/__main__.py @@ -1,472 +1,14 @@ -import faulthandler; faulthandler.enable() -import os -import signal -import sys -import traceback -import signal -import cv2 -import time -import datetime -import queue -import yaml +import os import json -import threading +import yaml import multiprocessing as mp -import subprocess as sp -import numpy as np -import logging -from flask import Flask, Response, make_response, jsonify, request -import paho.mqtt.client as mqtt -from peewee import * -from playhouse.shortcuts import model_to_dict + from playhouse.sqlite_ext import * -from playhouse.flask_utils import FlaskDB -from frigate.video import capture_camera, track_camera, get_ffmpeg_input, get_frame_shape, CameraCapture, start_or_restart_ffmpeg -from frigate.object_processing import TrackedObjectProcessor -from frigate.events import EventProcessor -from frigate.util import EventsPerSecond -from frigate.edgetpu import EdgeTPUProcess from frigate.config import FRIGATE_CONFIG_SCHEMA - -FRIGATE_VARS = {k: v for k, v in os.environ.items() if k.startswith('FRIGATE_')} - -CONFIG_FILE = os.environ.get('CONFIG_FILE', '/config/config.yml') - -if CONFIG_FILE.endswith(".yml"): - with open(CONFIG_FILE) as f: - CONFIG = yaml.safe_load(f) -elif CONFIG_FILE.endswith(".json"): - with open(CONFIG_FILE) as f: - CONFIG = json.load(f) - -CACHE_DIR = CONFIG.get('save_clips', {}).get('cache_dir', '/cache') -CLIPS_DIR = CONFIG.get('save_clips', {}).get('clips_dir', '/clips') - -if not os.path.exists(CACHE_DIR) and not os.path.islink(CACHE_DIR): - os.makedirs(CACHE_DIR) -if not os.path.exists(CLIPS_DIR) and not os.path.islink(CLIPS_DIR): - os.makedirs(CLIPS_DIR) - -DATABASE = f"sqliteext:///{os.path.join(CLIPS_DIR, 'frigate.db')}" - -MQTT_HOST = CONFIG['mqtt']['host'] -MQTT_PORT = CONFIG.get('mqtt', {}).get('port', 1883) -MQTT_TOPIC_PREFIX = CONFIG.get('mqtt', {}).get('topic_prefix', 'frigate') -MQTT_USER = CONFIG.get('mqtt', {}).get('user') -MQTT_PASS = CONFIG.get('mqtt', {}).get('password') -if not MQTT_PASS is None: - MQTT_PASS = MQTT_PASS.format(**FRIGATE_VARS) -MQTT_CLIENT_ID = CONFIG.get('mqtt', {}).get('client_id', 'frigate') - -# Set the default FFmpeg config -FFMPEG_CONFIG = CONFIG.get('ffmpeg', {}) -FFMPEG_DEFAULT_CONFIG = { - 'global_args': FFMPEG_CONFIG.get('global_args', - ['-hide_banner','-loglevel','panic']), - 'hwaccel_args': FFMPEG_CONFIG.get('hwaccel_args', - []), - 'input_args': FFMPEG_CONFIG.get('input_args', - ['-avoid_negative_ts', 'make_zero', - '-fflags', 'nobuffer', - '-flags', 'low_delay', - '-strict', 'experimental', - '-fflags', '+genpts+discardcorrupt', - '-rtsp_transport', 'tcp', - '-stimeout', '5000000', - '-use_wallclock_as_timestamps', '1']), - 'output_args': FFMPEG_CONFIG.get('output_args', - ['-f', 'rawvideo', - '-pix_fmt', 'yuv420p']) -} - -GLOBAL_OBJECT_CONFIG = CONFIG.get('objects', {}) - -WEB_PORT = CONFIG.get('web_port', 5000) -DETECTORS = CONFIG.get('detectors', {'coral': {'type': 'edgetpu', 'device': 'usb'}}) - -# create a flask app -app = Flask(__name__) -app.config.from_object(__name__) -flask_db = FlaskDB(app) -db = flask_db.database -log = logging.getLogger('werkzeug') -log.setLevel(logging.ERROR) -peewee_log = logging.getLogger('peewee') -peewee_log.addHandler(logging.StreamHandler()) -peewee_log.setLevel(logging.DEBUG) - -class Event(flask_db.Model): - id = CharField(null=False, primary_key=True, max_length=30) - label = CharField(index=True, max_length=20) - camera = CharField(index=True, max_length=20) - start_time = DateTimeField() - end_time = DateTimeField() - top_score = FloatField() - false_positive = BooleanField() - zones = JSONField() - -def init_db(): - db.create_tables([Event], safe=True) - -class FrigateWatchdog(threading.Thread): - def __init__(self, camera_processes, config, detectors, detection_queue, out_events, tracked_objects_queue, stop_event): - threading.Thread.__init__(self) - self.camera_processes = camera_processes - self.config = config - self.detectors = detectors - self.detection_queue = detection_queue - self.out_events = out_events - self.tracked_objects_queue = tracked_objects_queue - self.stop_event = stop_event - - def run(self): - time.sleep(10) - while True: - # wait a bit before checking - time.sleep(10) - - if self.stop_event.is_set(): - print(f"Exiting watchdog...") - break - - now = datetime.datetime.now().timestamp() - - # check the detection processes - for detector in self.detectors.values(): - detection_start = detector.detection_start.value - if (detection_start > 0.0 and - now - detection_start > 10): - print("Detection appears to be stuck. Restarting detection process") - detector.start_or_restart() - elif not detector.detect_process.is_alive(): - print("Detection appears to have stopped. Restarting detection process") - detector.start_or_restart() - - # check the camera processes - for name, camera_process in self.camera_processes.items(): - process = camera_process['process'] - if not process.is_alive(): - print(f"Track process for {name} is not alive. Starting again...") - camera_process['camera_fps'].value = 0.0 - camera_process['process_fps'].value = 0.0 - camera_process['detection_fps'].value = 0.0 - camera_process['read_start'].value = 0.0 - process = mp.Process(target=track_camera, args=(name, self.config, - self.detection_queue, self.out_events[name], self.tracked_objects_queue, camera_process, self.stop_event)) - process.daemon = True - camera_process['process'] = process - process.start() - print(f"Track process started for {name}: {process.pid}") - -def main(): - stop_event = threading.Event() - # connect to mqtt and setup last will - def on_connect(client, userdata, flags, rc): - print("On connect called") - if rc != 0: - if rc == 3: - print ("MQTT Server unavailable") - elif rc == 4: - print ("MQTT Bad username or password") - elif rc == 5: - print ("MQTT Not authorized") - else: - print ("Unable to connect to MQTT: Connection refused. Error code: " + str(rc)) - # publish a message to signal that the service is running - client.publish(MQTT_TOPIC_PREFIX+'/available', 'online', retain=True) - client = mqtt.Client(client_id=MQTT_CLIENT_ID) - client.on_connect = on_connect - client.will_set(MQTT_TOPIC_PREFIX+'/available', payload='offline', qos=1, retain=True) - if not MQTT_USER is None: - client.username_pw_set(MQTT_USER, password=MQTT_PASS) - client.connect(MQTT_HOST, MQTT_PORT, 60) - client.loop_start() - - ## - # Setup config defaults for cameras - ## - for name, config in CONFIG['cameras'].items(): - config['snapshots'] = { - 'show_timestamp': config.get('snapshots', {}).get('show_timestamp', True), - 'draw_zones': config.get('snapshots', {}).get('draw_zones', False), - 'draw_bounding_boxes': config.get('snapshots', {}).get('draw_bounding_boxes', True) - } - config['zones'] = config.get('zones', {}) - - # Queue for cameras to push tracked objects to - tracked_objects_queue = mp.Queue(maxsize=len(CONFIG['cameras'].keys())*2) - - # Queue for clip processing - event_queue = mp.Queue() - - # create the detection pipes and shms - out_events = {} - camera_shms = [] - for name in CONFIG['cameras'].keys(): - 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) - camera_shms.append(shm_in) - camera_shms.append(shm_out) - - detection_queue = mp.Queue() - - detectors = {} - for name, detector in DETECTORS.items(): - if detector['type'] == 'cpu': - detectors[name] = EdgeTPUProcess(detection_queue, out_events=out_events, tf_device='cpu') - if detector['type'] == 'edgetpu': - detectors[name] = EdgeTPUProcess(detection_queue, out_events=out_events, tf_device=detector['device']) - - # create the camera processes - camera_process_info = {} - for name, config in CONFIG['cameras'].items(): - # Merge the ffmpeg config with the global config - ffmpeg = config.get('ffmpeg', {}) - ffmpeg_input = get_ffmpeg_input(ffmpeg['input']) - ffmpeg_global_args = ffmpeg.get('global_args', FFMPEG_DEFAULT_CONFIG['global_args']) - ffmpeg_hwaccel_args = ffmpeg.get('hwaccel_args', FFMPEG_DEFAULT_CONFIG['hwaccel_args']) - ffmpeg_input_args = ffmpeg.get('input_args', FFMPEG_DEFAULT_CONFIG['input_args']) - ffmpeg_output_args = ffmpeg.get('output_args', FFMPEG_DEFAULT_CONFIG['output_args']) - if not config.get('fps') is None: - ffmpeg_output_args = ["-r", str(config.get('fps'))] + ffmpeg_output_args - if config.get('save_clips', {}).get('enabled', False): - ffmpeg_output_args = [ - "-f", - "segment", - "-segment_time", - "10", - "-segment_format", - "mp4", - "-reset_timestamps", - "1", - "-strftime", - "1", - "-c", - "copy", - "-an", - "-map", - "0", - f"{os.path.join(CACHE_DIR, name)}-%Y%m%d%H%M%S.mp4" - ] + ffmpeg_output_args - ffmpeg_cmd = (['ffmpeg'] + - ffmpeg_global_args + - ffmpeg_hwaccel_args + - ffmpeg_input_args + - ['-i', ffmpeg_input] + - ffmpeg_output_args + - ['pipe:']) - - config['ffmpeg_cmd'] = ffmpeg_cmd - - if 'width' in config and 'height' in config: - frame_shape = (config['height'], config['width'], 3) - else: - frame_shape = get_frame_shape(ffmpeg_input) - - config['frame_shape'] = frame_shape - config['take_frame'] = config.get('take_frame', 1) - - camera_process_info[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) - } - - # merge global object config into camera object config - camera_objects_config = config.get('objects', {}) - # get objects to track for camera - objects_to_track = camera_objects_config.get('track', GLOBAL_OBJECT_CONFIG.get('track', ['person'])) - # get object filters - object_filters = camera_objects_config.get('filters', GLOBAL_OBJECT_CONFIG.get('filters', {})) - config['objects'] = { - 'track': objects_to_track, - 'filters': object_filters - } - - capture_process = mp.Process(target=capture_camera, args=(name, config, - camera_process_info[name], stop_event)) - capture_process.daemon = True - camera_process_info[name]['capture_process'] = capture_process - - camera_process = mp.Process(target=track_camera, args=(name, config, - detection_queue, out_events[name], tracked_objects_queue, camera_process_info[name], stop_event)) - camera_process.daemon = True - camera_process_info[name]['process'] = camera_process - - # start the camera_processes - for name, camera_process in camera_process_info.items(): - camera_process['capture_process'].start() - print(f"Camera capture process started for {name}: {camera_process['capture_process'].pid}") - camera_process['process'].start() - print(f"Camera process started for {name}: {camera_process['process'].pid}") - - event_processor = EventProcessor(CONFIG, camera_process_info, CACHE_DIR, CLIPS_DIR, event_queue, stop_event, Event) - event_processor.start() - - object_processor = TrackedObjectProcessor(CONFIG['cameras'], client, MQTT_TOPIC_PREFIX, tracked_objects_queue, event_queue, stop_event) - object_processor.start() - - frigate_watchdog = FrigateWatchdog(camera_process_info, CONFIG['cameras'], detectors, detection_queue, out_events, tracked_objects_queue, stop_event) - frigate_watchdog.start() - - def receiveSignal(signalNumber, frame): - stop_event.set() - event_processor.join() - object_processor.join() - frigate_watchdog.join() - - for detector in detectors.values(): - detector.stop() - for shm in camera_shms: - shm.close() - shm.unlink() - sys.exit() - - signal.signal(signal.SIGTERM, receiveSignal) - signal.signal(signal.SIGINT, receiveSignal) - - @app.route('/') - def ishealthy(): - # return a health - return "Frigate is running. Alive and healthy!" - - @app.route('/debug/stack') - def processor_stack(): - frame = sys._current_frames().get(object_processor.ident, None) - if frame: - return "
".join(traceback.format_stack(frame)), 200 - else: - return "no frame found", 200 - - @app.route('/debug/print_stack') - def print_stack(): - pid = int(request.args.get('pid', 0)) - if pid == 0: - return "missing pid", 200 - else: - os.kill(pid, signal.SIGUSR1) - return "check logs", 200 - - @app.route('/events') - def events(): - events = Event.select() - return jsonify([model_to_dict(e) for e in events]) - - @app.route('/debug/stats') - def stats(): - stats = {} - - total_detection_fps = 0 - - for name, camera_stats in camera_process_info.items(): - total_detection_fps += camera_stats['detection_fps'].value - stats[name] = { - 'camera_fps': round(camera_stats['camera_fps'].value, 2), - 'process_fps': round(camera_stats['process_fps'].value, 2), - 'skipped_fps': round(camera_stats['skipped_fps'].value, 2), - 'detection_fps': round(camera_stats['detection_fps'].value, 2), - 'pid': camera_stats['process'].pid, - 'capture_pid': camera_stats['capture_process'].pid, - 'frame_info': { - 'detect': camera_stats['detection_frame'].value, - 'process': object_processor.camera_data[name]['current_frame_time'] - } - } - - stats['detectors'] = {} - for name, detector in detectors.items(): - stats['detectors'][name] = { - 'inference_speed': round(detector.avg_inference_speed.value*1000, 2), - 'detection_start': detector.detection_start.value, - 'pid': detector.detect_process.pid - } - stats['detection_fps'] = round(total_detection_fps, 2) - - return jsonify(stats) - - @app.route('//