Files
SceneSense/camera-client/camera_monitor.py
2023-09-23 00:22:23 +03:30

172 lines
5.7 KiB
Python

import cv2
import time
import requests
import numpy as np
from datetime import datetime
import json
import logging as lg
import logging.handlers as lg_handlers
import argparse
class CameraMonitor:
def __init__(self, config, logger):
self.config = config
self.logger = logger
self.last_detection = 0
self.capture = self.initialize_camera()
def initialize_camera(self):
"""
Initialize the camera and return the VideoCapture object.
"""
cap = cv2.VideoCapture(
self.config['camera_address'],
cv2.CAP_V4L2
)
if not cap.isOpened():
raise Exception(f"Failed to open camera at {self.config['camera_address']}")
self.logger.info("Camera initialized")
print("Camera initialized")
return cap
def log_scene_change(self):
"""
Log a scene change notification to the Scenesense server.
"""
self.logger.info(f'Scene change detected')
# print("Scene change detected")
current_time = int(time.time())
human_readable_time = datetime.utcfromtimestamp(
current_time
).strftime('%Y-%m-%d %H:%M:%S')
description = f'Scene change detected at {human_readable_time}'
payload = {
'timestamp': current_time,
'description': description
}
headers = {
'Authorization': self.config['api_key']
}
if (
current_time - self.last_detection >= self.config['detection_delay']
):
try:
response = requests.post(
self.config['api_url'],
json=payload,
headers=headers
)
response.raise_for_status()
self.logger.info(
f'Scene change logged to server db: {description}'
)
# print(f'Scene change logged: {description}')
self.last_detection = current_time
except requests.exceptions.RequestException as e:
self.logger.error(f'Error connecting to Scenesense server: {e}')
# print(f'Error connecting to Scenesense server: {e}')
except requests.exceptions.HTTPError as e:
self.logger.error(f'HTTP error: {e}')
# print(f'HTTP error: {e}')
def detect_scene_change(self, previous_frame, current_frame):
"""
Detect scene change based on frame differences.
"""
frame_diff = cv2.absdiff(previous_frame, current_frame)
mean_diff = np.mean(frame_diff)
threshold = self.config['sensitivity_threshold']
# self.logger.info(
# f'Frame Diff: {frame_diff}\nMean Diff: {mean_diff}\nSensitivity Threshold: {threshold}'
# )
# print(
# f'Frame Diff: {frame_diff}\nMean Diff: {mean_diff}\nSensitivity Threshold: {threshold}'
# )
return mean_diff > threshold
def run(self):
self.logger.info("Camera Monitor started")
print("Camera Monitor started")
try:
previous_frame = None
while True:
ret, current_frame = self.capture.read()
if not ret:
self.logger.error("Failed to read frame")
delay = self.config['failure_delay']
self.logger.info(f"Will retry after {delay} seconds")
self.capture.release()
time.sleep(delay)
self.logger.info("Retrying")
self.capture = self.initialize_camera()
continue
if previous_frame is not None:
if self.detect_scene_change(previous_frame, current_frame):
self.log_scene_change()
previous_frame = current_frame
except KeyboardInterrupt:
self.logger.info("Camera monitoring stopped by user.")
print("Camera monitoring stopped by user.")
except Exception as e:
self.logger.error(f"An error occurred: {e}")
# print(f"An error occurred: {e}")
finally:
self.capture.release()
def parse_command_line_args():
parser = argparse.ArgumentParser(description='Camera Monitor for Scenesense')
parser.add_argument('--config', type=str, default='config.json', help='Path to configuration file')
return parser.parse_args()
def load_config(config_path):
try:
with open(config_path, 'r') as config_file:
return json.load(config_file)
except FileNotFoundError:
raise Exception(f"Config file not found: {config_path}")
except json.JSONDecodeError:
raise Exception(f"Invalid JSON format in config file: {config_path}")
def setup_logging(log_file='logs/camera_monitor.log'):
# Configure the logger
logger = lg.getLogger('CameraMonitor')
logger.setLevel(lg.INFO)
# Create a TimedRotatingFileHandler for log rotation
file_handler = lg_handlers.TimedRotatingFileHandler(
log_file, when='midnight', backupCount=7
) # Keeps logs for 7 days
file_handler.suffix = '%Y-%m-%d' # Append date to log file names
# Define the log message format
formatter = lg.Formatter(
'%(asctime)s - %(name)s - %(levelname)s - %(message)s'
)
file_handler.setFormatter(formatter)
# Add the file handler to the logger
logger.addHandler(file_handler)
return logger
def main():
args = parse_command_line_args()
config = load_config(args.config)
logger = setup_logging()
monitor = CameraMonitor(config, logger)
monitor.run()
if __name__ == "__main__":
main()