Files
frigate/dayglo_detector/dayglo_detector.py
T
marcus e9e5ffb931 Improve snapshot handling to support different image formats
- Save snapshot as a temporary file before decoding, allowing better handling of JFIF or non-standard JPEG formats.
- Improved error handling for invalid or corrupted image data.
2024-10-20 17:35:04 +11:00

120 lines
3.7 KiB
Python

import os
import time
import paho.mqtt.client as mqtt
import numpy as np
import cv2
import base64
import json
import tempfile
# 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"
DISCOVERY_PREFIX = "homeassistant"
# Default rating
last_rating = 0
# Default color thresholds for dayglo detection
LOWER_COLOR = np.array([20, 100, 100])
UPPER_COLOR = np.array([40, 255, 255])
# Track if the initial snapshot has been processed
initial_snapshot_processed = False
def on_connect(client, userdata, flags, rc):
if rc == 0:
print("Connected successfully to MQTT broker")
client.subscribe(MQTT_SNAPSHOT_TOPIC)
print(f"Subscribed to topic: {MQTT_SNAPSHOT_TOPIC}")
publish_discovery_configurations()
# Publish initial rating of 0
publish_rating(0)
# Request the retained snapshot to process the initial image
client.publish(MQTT_SNAPSHOT_TOPIC, "", qos=1)
else:
print(f"Failed to connect, return code {rc}")
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"
}
client.publish(f"{DISCOVERY_PREFIX}/sensor/dayglo_rating/config", json.dumps(rating_config), retain=True)
def publish_rating(rating):
global last_rating
last_rating = rating
client.publish(MQTT_TOPIC_PUBLISH, json.dumps({"rating": rating}))
def on_message(client, userdata, msg):
global initial_snapshot_processed
if msg.topic == MQTT_SNAPSHOT_TOPIC:
print("Snapshot received")
process_snapshot(msg.payload)
initial_snapshot_processed = True
def process_snapshot(payload):
if not payload:
print("Empty payload received, skipping processing.")
return
print("Processing snapshot...")
try:
image_data = base64.b64decode(payload)
with tempfile.NamedTemporaryFile(suffix=".jpg", delete=False) as temp_image_file:
temp_image_file.write(image_data)
temp_image_path = temp_image_file.name
# Attempt to read the saved image with OpenCV
image = cv2.imread(temp_image_path)
if image is not None:
rating = calculate_dayglo_rating(image)
print("Dayglo Rating calculated:", rating)
publish_rating(rating)
else:
print("Invalid image format or corrupted image received")
except Exception as e:
print(f"Error processing snapshot: {e}")
def calculate_dayglo_rating(image):
print("Calculating dayglo rating...")
hsv_image = cv2.cvtColor(image, cv2.COLOR_BGR2HSV)
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
def connect_mqtt():
while True:
try:
client.connect(MQTT_BROKER, MQTT_PORT, 60)
break
except Exception as e:
print(f"Connection failed: {e}. Retrying in 5 seconds...")
time.sleep(5)
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.enable_logger()
connect_mqtt()
client.loop_start()
# Keep the script running
while True:
time.sleep(1)