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23 Commits

Author SHA1 Message Date
marcus 77db82b875 done 2024-10-20 19:13:54 +11:00
marcus 296775bc2e Fix improper indentation in process_snapshot function
- Corrected inconsistent indentation to avoid runtime .
- Ensured that all indentation levels match Python's expected format.
2024-10-20 19:10:44 +11:00
marcus b2db064021 Fix indentation issues in main function for proper script execution
- Corrected inconsistent indentation in the main function to avoid runtime `IndentationError`.
- Ensured the MQTT client properly connects and publishes when processing images from the command line.
2024-10-20 19:08:00 +11:00
marcus fe209a9c2a IndentationError 2024-10-20 19:06:33 +11:00
marcus c948bdfd6c Add startup log message for Dayglo Detector script
- Added a log message to indicate when the Dayglo Detector script starts.
2024-10-20 19:01:10 +11:00
marcus b427ad12ec remove dup 2024-10-20 18:54:42 +11:00
marcus 96bf583eb7 Fix coroutine warning by properly awaiting async MQTT methods
- Wrapped `on_connect` and `on_message` methods with `asyncio.create_task()` to ensure they are properly awaited.
- Created separate handler functions for connection and message handling.
2024-10-20 18:52:00 +11:00
marcus 998ad12e61 Fix syntax error and redundant connection call in MQTT client
- Removed duplicate `async` keyword from `on_connect` method.
- Removed redundant `await client.connect()` to avoid double connection attempt.
2024-10-20 18:50:11 +11:00
marcus 564c963af1 Fix coroutine warning and replace MQTT client loop handling
- Properly awaited the `on_connect` method to resolve RuntimeWarning.
- Replaced `loop_forever()` with an async event loop using `asyncio.get_event_loop().create_future()`.
2024-10-20 18:48:18 +11:00
marcus 917aa913c1 move from paha-mqtt to gmqtt 2024-10-20 18:47:53 +11:00
marcus 0a4ebf1fec Replace paho-mqtt with gmqtt for modern MQTT 5.0 support
- Switched to `gmqtt` for better MQTT 5.0 compatibility and to address deprecation warnings.
- Refactored the MQTT client to use asynchronous handling with `asyncio`.
- Updated snapshot processing and MQTT communication to use async functions.
2024-10-20 18:44:47 +11:00
marcus 795b527f90 Fix indentation errors in on_connect function to resolve runtime issues
- Corrected inconsistent indentation to match the expected Python format.
- Ensured proper alignment of the `on_connect` function code block to avoid `IndentationError`.
2024-10-20 18:38:03 +11:00
marcus 8274d5c698 Fix indentation errors in on_connect function to prevent runtime issues
- Corrected inconsistent indentation to match the expected Python format.
- Ensured proper alignment of the `on_connect` function code block.
2024-10-20 18:35:15 +11:00
marcus 3b7cc953d6 Fix MQTT connection loop and enhance dayglo color detection
- Wrapped on_connect with a try-except block to prevent connection loop.
- Updated color thresholds for dayglo green and yellow to improve detection accuracy.
- Adjusted pixel calculation to focus on the cropped image area for better analysis.
2024-10-20 18:33:24 +11:00
marcus 9297c3cf12 Enhance dayglo color detection and resolve MQTT client deprecation warning
- Added broader color ranges for dayglo green and dayglo yellow to improve detection accuracy.
- Updated MQTT client to use a unique client ID to avoid deprecated callback usage.
2024-10-20 18:28:49 +11:00
marcus cbec68ccd8 Update MQTT client to use MQTTv5 and fix callback arguments
- Updated MQTT client to use MQTTv5 to eliminate deprecated usage.
- Corrected on_connect function signature and replaced deprecated `rc` with `reasonCode` for compatibility.
2024-10-20 18:17:46 +11:00
marcus 41248a2f2b Fix MQTT client configuration and callback to resolve breaking issues
- Reverted MQTT client to MQTTv311 to avoid compatibility issues.
- Updated on_connect method to match expected arguments for MQTTv5.
- Fixed deprecation and runtime errors for proper operation.
2024-10-20 18:15:08 +11:00
marcus 1b6c07376a Fix MQTT client configuration and add image analysis improvements
- Updated MQTT client to use MQTTv5 without deprecated `clean_session` to resolve ValueError.
- Fine-tuned color thresholds for better dayglo detection accuracy.
- Added cropping to focus analysis on the central area of the image for improved rating calculation.
- Provided command-line option for analyzing specific images, enabling debugging and fine-tuning.
2024-10-20 18:12:12 +11:00
marcus 994e814823 Fix deprecated MQTT client usage and enhance dayglo detection
- Updated MQTT client to use MQTTv5 to resolve deprecation warning.
- Fine-tuned color thresholds for dayglo detection.
- Added cropping to focus on the center 80% of the image for more accurate analysis.
- Improved functionality to process an image provided via command line before continuing with MQTT message handling.
2024-10-20 18:09:59 +11:00
marcus 53807d79c1 Add command-line image processing option and fix deprecated MQTT client usage
- Removed deprecated MQTTv311 protocol usage.
- Added functionality to process an image provided via command line.
- Retained MQTT handling for normal message flow.
2024-10-20 18:01:31 +11:00
marcus df5e959ff4 Add mechanism to request a fresh snapshot upon connecting
- Added a function to request a fresh snapshot from Frigate or similar system upon connecting.
- Removed client disconnection to allow continued listening for snapshot messages.
2024-10-20 17:55:05 +11:00
marcus 9e84d2aa75 Retrieve retained MQTT snapshot and disconnect after receiving
- Modified the script to disconnect after receiving the retained snapshot message.
- Simplified MQTT loop handling to ensure reliable retrieval of retained messages.
2024-10-20 17:52:41 +11:00
marcus 892b7507c8 Adjust MQTT connection to improve retained message handling
- Removed unnecessary empty publish request to prevent interference.
- Added a delay after connection to allow time for retained messages to be received.
2024-10-20 17:48:46 +11:00
5 changed files with 77 additions and 176 deletions
+1 -1
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@@ -7,7 +7,7 @@ RUN apt-get update && apt-get install -y \
&& rm -rf /var/lib/apt/lists/*
# Install OpenCV
RUN pip install --no-cache-dir paho-mqtt opencv-python-headless numpy requests
RUN pip install --no-cache-dir gmqtt opencv-python-headless numpy requests
# Copy the dayglo detector script
COPY dayglo_detector.py test_mqtt.py /app/
+75 -175
View File
@@ -1,11 +1,13 @@
import os
import time
import paho.mqtt.client as mqtt
import numpy as np
import cv2
import base64
import json
import tempfile
import sys
import asyncio
from gmqtt import Client as MQTTClient
# Configuration
MQTT_BROKER = os.environ.get('MQTT_BROKER', '10.59.221.172')
@@ -20,24 +22,43 @@ DISCOVERY_PREFIX = "homeassistant"
last_rating = 0
# Default color thresholds for dayglo detection
LOWER_COLOR = np.array([20, 100, 100])
UPPER_COLOR = np.array([40, 255, 255])
# Expanded color thresholds for dayglo detection
LOWER_COLOR_GREEN = np.array([35, 50, 50])
UPPER_COLOR_GREEN = np.array([100, 255, 255])
LOWER_COLOR_YELLOW = np.array([15, 80, 80])
UPPER_COLOR_YELLOW = np.array([40, 255, 255])
# Track if the initial snapshot has been processed
initial_snapshot_processed = False
connected_once = False
def on_connect(client, userdata, flags, rc):
if rc == 0:
print("Connected successfully to MQTT broker")
client.subscribe(MQTT_SNAPSHOT_TOPIC, qos=1)
print(f"Subscribed to topic: {MQTT_SNAPSHOT_TOPIC}")
publish_discovery_configurations()
# Publish initial rating of 0
publish_rating(0)
else:
print(f"Failed to connect, return code {rc}")
class DaygloDetectorMQTTClient(MQTTClient):
async def handle_on_connect(self, client, flags, rc, properties):
asyncio.create_task(self.handle_on_connect(client, flags, rc, properties))
global connected_once
if rc == 0 and not connected_once:
print("Connected successfully to MQTT broker")
await client.subscribe(MQTT_SNAPSHOT_TOPIC, qos=1)
print(f"Subscribed to topic: {MQTT_SNAPSHOT_TOPIC}")
connected_once = True
await publish_discovery_configurations(client)
# Publish initial rating of 0
await publish_rating(client, 0)
else:
print(f"Failed to connect, return code {rc}")
def publish_discovery_configurations():
async def handle_on_message(self, client, topic, payload, qos, properties):
asyncio.create_task(self.handle_on_message(client, topic, payload, qos, properties))
if topic == MQTT_SNAPSHOT_TOPIC:
print("Snapshot received")
if len(payload) == 0:
print("Received an empty payload, skipping processing.")
else:
print(f"Payload length: {len(payload)} bytes")
print(f"Payload (first 100 bytes): {payload[:100]}...")
await process_snapshot(self, payload)
async def publish_discovery_configurations(client):
rating_config = {
"name": "Dayglo Rating",
"state_topic": MQTT_TOPIC_PUBLISH,
@@ -46,26 +67,14 @@ def publish_discovery_configurations():
"icon": "mdi:brush",
"unique_id": "mqtt_dayglo_rating"
}
client.publish(f"{DISCOVERY_PREFIX}/sensor/dayglo_rating/config", json.dumps(rating_config), retain=True)
await client.publish(f"{DISCOVERY_PREFIX}/sensor/dayglo_rating/config", json.dumps(rating_config), retain=True)
def publish_rating(rating):
async def publish_rating(client, rating):
global last_rating
last_rating = rating
client.publish(MQTT_TOPIC_PUBLISH, json.dumps({"rating": rating}))
await 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")
if len(msg.payload) == 0:
print("Received an empty payload, skipping processing.")
else:
print(f"Payload length: {len(msg.payload)} bytes")
print(f"Payload (first 100 bytes): {msg.payload[:100]}...")
process_snapshot(msg.payload)
initial_snapshot_processed = True
def process_snapshot(payload):
async def process_snapshot(client, payload):
if not payload:
print("Empty payload received, skipping processing.")
return
@@ -83,7 +92,7 @@ def process_snapshot(payload):
if image is not None:
rating = calculate_dayglo_rating(image)
print("Dayglo Rating calculated:", rating)
publish_rating(rating)
await publish_rating(client, rating)
else:
print("Invalid image format or corrupted image received")
except Exception as e:
@@ -91,156 +100,47 @@ def process_snapshot(payload):
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)
# Crop the image to focus on the center area
height, width = image.shape[:2]
crop_margin = 0.1 # 10% margin
cropped_image = image[int(height * crop_margin):int(height * (1 - crop_margin)),
int(width * crop_margin):int(width * (1 - crop_margin))]
hsv_image = cv2.cvtColor(cropped_image, cv2.COLOR_BGR2HSV)
mask_green = cv2.inRange(hsv_image, LOWER_COLOR_GREEN, UPPER_COLOR_GREEN)
mask_yellow = cv2.inRange(hsv_image, LOWER_COLOR_YELLOW, UPPER_COLOR_YELLOW)
mask = cv2.addWeighted(mask_green, 1.0, mask_yellow, 1.0, 0)
dayglo_pixels = cv2.countNonZero(mask)
total_pixels = image.shape[0] * image.shape[1]
total_pixels = cropped_image.shape[0] * cropped_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)
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, qos=1)
print(f"Subscribed to topic: {MQTT_SNAPSHOT_TOPIC}")
publish_discovery_configurations()
# Publish initial rating of 0
publish_rating(0)
# Attempt to request the retained snapshot message
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")
if len(msg.payload) == 0:
print("Received an empty payload, skipping processing.")
async def main():
print("Starting Dayglo Detector...")
# Handle command line argument for image file
if len(sys.argv) > 1:
image_file = sys.argv[1]
if os.path.exists(image_file):
client = DaygloDetectorMQTTClient("dayglo_detector")
client.set_auth_credentials(MQTT_USERNAME, MQTT_PASSWORD)
await client.connect(MQTT_BROKER, MQTT_PORT, keepalive=60)
print(f"Processing image from file: {image_file}")
image = cv2.imread(image_file)
if image is not None:
rating = calculate_dayglo_rating(image)
print("Dayglo Rating calculated from file:", rating)
await publish_rating(client, rating)
else:
print("Invalid image file provided.")
else:
print(f"Payload length: {len(msg.payload)} bytes")
print(f"Payload (first 100 bytes): {msg.payload[:100]}...")
process_snapshot(msg.payload)
initial_snapshot_processed = True
print(f"File not found: {image_file}")
def process_snapshot(payload):
if not payload:
print("Empty payload received, skipping processing.")
return
# Set up MQTT client for normal operation
client = DaygloDetectorMQTTClient("dayglo_detector")
client.set_auth_credentials(MQTT_USERNAME, MQTT_PASSWORD)
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
await client.connect(MQTT_BROKER, MQTT_PORT, keepalive=60)
await asyncio.get_event_loop().create_future()
# 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)
if __name__ == "__main__":
asyncio.run(main())
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+1
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@@ -66,6 +66,7 @@ services:
restart: always
volumes:
- /etc/localtime:/etc/localtime:ro
- /home/docker/compose/frigate/debug-image/:/tmp/debug-image/
environment:
MQTT_BROKER: '10.59.221.172'
MQTT_PORT: '1883'