Handle fetching latest snapshot from MQTT topic upon connection
- Added `get_latest_snapshot()` function to subscribe to the MQTT topic for the latest snapshot image. - Updated `process_latest_snapshot()` to utilize the `get_latest_snapshot()` function. - Improved the logging to provide better information about snapshot subscription status.
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@@ -110,3 +110,121 @@ client.on_message = on_message
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connect_mqtt()
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client.loop_forever()
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import os
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import time
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import paho.mqtt.client as mqtt
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import numpy as np
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import cv2
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import base64
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import json
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# Configuration
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MQTT_BROKER = os.environ.get('MQTT_BROKER', '10.59.221.172')
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MQTT_PORT = int(os.environ.get('MQTT_PORT', '1883'))
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MQTT_USERNAME = os.getenv('MQTT_USERNAME', 'your_username')
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MQTT_PASSWORD = os.getenv('MQTT_PASSWORD', 'your_password')
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MQTT_SNAPSHOT_TOPIC = "/frigate/patiocam/person/snapshot"
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MQTT_TOPIC_PUBLISH = "homeassistant/sensor/dayglo_rating/state"
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DISCOVERY_PREFIX = "homeassistant"
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# Default rating
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last_rating = 0
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# Default color thresholds for dayglo detection
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LOWER_COLOR = np.array([20, 100, 100])
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UPPER_COLOR = np.array([40, 255, 255])
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def on_connect(client, userdata, flags, rc):
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if rc == 0:
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print("Connected successfully to MQTT broker")
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client.subscribe(MQTT_SNAPSHOT_TOPIC)
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publish_discovery_configurations()
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# Publish initial rating of 0
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publish_rating(0)
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else:
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print(f"Failed to connect, return code {rc}")
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def publish_discovery_configurations():
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rating_config = {
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"name": "Dayglo Rating",
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"state_topic": MQTT_TOPIC_PUBLISH,
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"unit_of_measurement": "%",
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"value_template": "{{ value_json.rating }}",
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"icon": "mdi:brush",
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"unique_id": "mqtt_dayglo_rating"
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}
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client.publish(f"{DISCOVERY_PREFIX}/sensor/dayglo_rating/config", json.dumps(rating_config), retain=True)
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def publish_rating(rating):
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global last_rating
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last_rating = rating
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client.publish(MQTT_TOPIC_PUBLISH, json.dumps({"rating": rating}))
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def on_message(client, userdata, msg):
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if msg.topic == MQTT_SNAPSHOT_TOPIC:
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print("Snapshot received")
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process_snapshot(msg.payload)
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def process_latest_snapshot():
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print("Attempting to process the latest snapshot...")
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latest_snapshot_payload = base64.b64encode(get_latest_snapshot()).decode('utf-8')
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if latest_snapshot_payload:
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process_snapshot(latest_snapshot_payload.encode('utf-8'))
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else:
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print("No latest snapshot available to process.")
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def get_latest_snapshot():
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# Fetch the latest snapshot from MQTT topic
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result = client.subscribe(MQTT_SNAPSHOT_TOPIC)
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if result[0] == mqtt.MQTT_ERR_SUCCESS:
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print("Subscribed to snapshot topic for latest image.")
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else:
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print("Failed to subscribe to snapshot topic.")
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return b''
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def process_snapshot(payload):
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if not payload:
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print("Empty payload received, skipping processing.")
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return
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print("Processing snapshot...")
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try:
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image_data = base64.b64decode(payload)
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nparr = np.frombuffer(image_data, np.uint8)
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image = cv2.imdecode(nparr, cv2.IMREAD_COLOR)
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if image is not None:
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rating = calculate_dayglo_rating(image)
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print("Dayglo Rating calculated:", rating)
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publish_rating(rating)
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else:
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print("Invalid image received")
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except Exception as e:
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print(f"Error processing snapshot: {e}")
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def calculate_dayglo_rating(image):
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print("Calculating dayglo rating...")
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hsv_image = cv2.cvtColor(image, cv2.COLOR_BGR2HSV)
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mask = cv2.inRange(hsv_image, LOWER_COLOR, UPPER_COLOR)
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dayglo_pixels = cv2.countNonZero(mask)
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total_pixels = image.shape[0] * image.shape[1]
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rating = (dayglo_pixels / total_pixels) * 100
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return rating
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def connect_mqtt():
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while True:
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try:
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client.connect(MQTT_BROKER, MQTT_PORT, 60)
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break
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except Exception as e:
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print(f"Connection failed: {e}. Retrying in 5 seconds...")
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time.sleep(5)
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client = mqtt.Client(protocol=mqtt.MQTTv311)
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client.username_pw_set(MQTT_USERNAME, MQTT_PASSWORD)
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client.on_connect = on_connect
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client.on_message = on_message
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connect_mqtt()
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client.loop_forever()
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