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use a topic prefix and implement last will messages
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10
README.md
10
README.md
@ -40,13 +40,15 @@ Access the mjpeg stream at http://localhost:5000
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- Use SSDLite models
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- Use SSDLite models
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## Future improvements
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## Future improvements
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- [x] Switch to MQTT prefix
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- [x] Add last will and availability for MQTT
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- [ ] Add ability to turn detection on and off via MQTT
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- [ ] Add a max size for motion and objects
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- [ ] Add a max size for motion and objects
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- [ ] Filter out detected objects that are not the right size
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- [ ] Filter out detected objects that are not the right size
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- [ ] Merge bounding boxes that span multiple regions
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- [ ] Merge bounding boxes that span multiple regions
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- [ ] Switch to a config file
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- [ ] Allow motion regions to be different than object detection regions
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- [x] Change color of bounding box if motion detected
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- [x] Change color of bounding box if motion detected
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- [ ] Switch to MQTT prefix
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- [ ] Add last will and availability for MQTT
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- [ ] Add ability to turn detection on and off via MQTT
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- [x] Look for a subset of object types
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- [x] Look for a subset of object types
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- [ ] Try and reduce CPU usage by simplifying the tensorflow model to just include the objects we care about
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- [ ] Try and reduce CPU usage by simplifying the tensorflow model to just include the objects we care about
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- [x] MQTT messages when detected objects change
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- [x] MQTT messages when detected objects change
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@ -55,8 +57,6 @@ Access the mjpeg stream at http://localhost:5000
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- [x] Parallel processing to increase FPS
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- [x] Parallel processing to increase FPS
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- [ ] Look into GPU accelerated decoding of RTSP stream
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- [ ] Look into GPU accelerated decoding of RTSP stream
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- [ ] Send video over a socket and use JSMPEG
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- [ ] Send video over a socket and use JSMPEG
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- [ ] Switch to a config file
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- [ ] Allow motion regions to be different than object detection regions
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## Building Tensorflow from source for CPU optimizations
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## Building Tensorflow from source for CPU optimizations
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https://www.tensorflow.org/install/source#docker_linux_builds
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https://www.tensorflow.org/install/source#docker_linux_builds
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@ -25,8 +25,7 @@ PATH_TO_CKPT = '/frozen_inference_graph.pb'
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PATH_TO_LABELS = '/label_map.pbtext'
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PATH_TO_LABELS = '/label_map.pbtext'
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MQTT_HOST = os.getenv('MQTT_HOST')
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MQTT_HOST = os.getenv('MQTT_HOST')
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MQTT_MOTION_TOPIC = os.getenv('MQTT_MOTION_TOPIC')
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MQTT_TOPIC_PREFIX = os.getenv('MQTT_TOPIC_PREFIX')
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MQTT_OBJECT_TOPIC = os.getenv('MQTT_OBJECT_TOPIC')
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MQTT_OBJECT_CLASSES = os.getenv('MQTT_OBJECT_CLASSES')
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MQTT_OBJECT_CLASSES = os.getenv('MQTT_OBJECT_CLASSES')
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# TODO: make dynamic?
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# TODO: make dynamic?
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@ -105,13 +104,14 @@ class ObjectParser(threading.Thread):
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DETECTED_OBJECTS = detected_objects
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DETECTED_OBJECTS = detected_objects
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time.sleep(0.1)
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time.sleep(0.1)
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class MqttPublisher(threading.Thread):
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class MqttPublisher(threading.Thread):
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def __init__(self, host, motion_topic, object_topic, object_classes, motion_flags):
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def __init__(self, host, topic_prefix, object_classes, motion_flags):
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threading.Thread.__init__(self)
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threading.Thread.__init__(self)
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self.client = mqtt.Client()
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self.client = mqtt.Client()
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self.client.will_set(topic_prefix+'/available', payload='offline', qos=1, retain=True)
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self.client.connect(host, 1883, 60)
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self.client.connect(host, 1883, 60)
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self.client.loop_start()
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self.client.loop_start()
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self.motion_topic = motion_topic
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self.client.publish(topic_prefix+'/available', 'online', retain=True)
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self.object_topic = object_topic
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self.topic_prefix = topic_prefix
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self.object_classes = object_classes
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self.object_classes = object_classes
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self.motion_flags = motion_flags
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self.motion_flags = motion_flags
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@ -135,7 +135,7 @@ class MqttPublisher(threading.Thread):
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new_payload = json.dumps(payload, sort_keys=True)
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new_payload = json.dumps(payload, sort_keys=True)
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if new_payload != last_sent_payload:
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if new_payload != last_sent_payload:
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last_sent_payload = new_payload
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last_sent_payload = new_payload
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self.client.publish(self.object_topic, new_payload, retain=False)
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self.client.publish(self.topic_prefix+'/objects', new_payload, retain=False)
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motion_status = 'OFF'
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motion_status = 'OFF'
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if any(obj.value == 1 for obj in self.motion_flags):
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if any(obj.value == 1 for obj in self.motion_flags):
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@ -143,7 +143,7 @@ class MqttPublisher(threading.Thread):
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if motion_status != last_motion:
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if motion_status != last_motion:
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last_motion = motion_status
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last_motion = motion_status
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self.client.publish(self.motion_topic, motion_status, retain=False)
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self.client.publish(self.topic_prefix+'/motion', motion_status, retain=False)
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time.sleep(0.1)
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time.sleep(0.1)
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@ -219,7 +219,7 @@ def main():
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object_parser = ObjectParser([region['output_array'] for region in regions])
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object_parser = ObjectParser([region['output_array'] for region in regions])
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object_parser.start()
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object_parser.start()
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mqtt_publisher = MqttPublisher(MQTT_HOST, MQTT_MOTION_TOPIC, MQTT_OBJECT_TOPIC,
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mqtt_publisher = MqttPublisher(MQTT_HOST, MQTT_TOPIC_PREFIX,
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MQTT_OBJECT_CLASSES.split(','),
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MQTT_OBJECT_CLASSES.split(','),
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[region['motion_detected'] for region in regions])
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[region['motion_detected'] for region in regions])
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mqtt_publisher.start()
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mqtt_publisher.start()
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