Files
frigate/dayglo_detector/dayglo_detector.py
T
2024-10-20 15:55:45 +11:00

84 lines
2.9 KiB
Python

import os
import paho.mqtt.client as mqtt
import numpy as np
import cv2
import base64
import json
# Configuration
MQTT_BROKER = os.environ.get('MQTT_BROKER', '10.59.221.172')
MQTT_PORT = int(os.environ.get('MQTT_PORT', '1883'))
MQTT_USERNAME = os.getenv('MQTT_USERNAME', 'your_username')
MQTT_PASSWORD = os.getenv('MQTT_PASSWORD', 'your_password')
MQTT_SNAPSHOT_TOPIC = "/frigate/patiocam/person/snapshot"
MQTT_TOPIC_PUBLISH = "homeassistant/sensor/dayglo_rating/state"
DAYGLO_THRESHOLD_TOPIC = "homeassistant/sensor/dayglo_threshold/state"
DISCOVERY_PREFIX = "homeassistant"
# Default threshold
dayglo_threshold = 50
def on_connect(client, userdata, flags, rc):
print("Connected with result code", rc)
client.subscribe(MQTT_SNAPSHOT_TOPIC)
publish_discovery_configurations()
def publish_discovery_configurations():
rating_config = {
"name": "Dayglo Rating",
"state_topic": MQTT_TOPIC_PUBLISH,
"unit_of_measurement": "%",
"value_template": "{{ value_json.rating }}",
"icon": "mdi:brush",
"unique_id": "mqtt_dayglo_rating"
}
threshold_config = {
"name": "Dayglo Threshold",
"state_topic": DAYGLO_THRESHOLD_TOPIC,
"unit_of_measurement": "%",
"value_template": "{{ value_json.threshold }}",
"icon": "mdi:tune-vertical",
"unique_id": "mqtt_dayglo_threshold"
}
client.publish(f"{DISCOVERY_PREFIX}/sensor/dayglo_rating/config", json.dumps(rating_config), retain=True)
client.publish(f"{DISCOVERY_PREFIX}/sensor/dayglo_threshold/config", json.dumps(threshold_config), retain=True)
def on_message(client, userdata, msg):
if msg.topic == MQTT_SNAPSHOT_TOPIC:
print("Snapshot received")
process_snapshot(msg.payload)
elif msg.topic == DAYGLO_THRESHOLD_TOPIC:
global dayglo_threshold
dayglo_threshold = float(msg.payload.decode('utf-8'))
print("Dayglo threshold updated to:", dayglo_threshold)
def process_snapshot(payload):
image_data = base64.b64decode(payload)
nparr = np.frombuffer(image_data, np.uint8)
image = cv2.imdecode(nparr, cv2.IMREAD_COLOR)
if image is not None:
rating = calculate_dayglo_rating(image)
print("Dayglo Rating calculated:", rating)
client.publish(MQTT_TOPIC_PUBLISH, json.dumps({"rating": rating}))
def calculate_dayglo_rating(image):
hsv_image = cv2.cvtColor(image, cv2.COLOR_BGR2HSV)
lower_color = np.array([20, 100, 100])
upper_color = np.array([40, 255, 255])
mask = cv2.inRange(hsv_image, lower_color, upper_color)
dayglo_pixels = cv2.countNonZero(mask)
total_pixels = image.shape[0] * image.shape[1]
rating = (dayglo_pixels / total_pixels) * 100
return rating
#client = mqtt.Client()
client = mqtt.Client(protocol=mqtt.MQTTv311)
client.username_pw_set(MQTT_USERNAME, MQTT_PASSWORD)
client.on_connect = on_connect
client.on_message = on_message
client.connect(MQTT_BROKER, MQTT_PORT, 60)
client.loop_forever()