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2
.gitignore
vendored
2
.gitignore
vendored
@@ -143,6 +143,7 @@ sdkconfig.old
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data/
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secrets.py
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mysecrets.py
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secrets.h
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*.bin
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output.*
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@@ -151,3 +152,4 @@ out.*
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*.txt
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*.json
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.aider*
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*.pth
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2
mysecrets.py.example
Normal file
2
mysecrets.py.example
Normal file
@@ -0,0 +1,2 @@
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BLUEIRIS_KEY = ''
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37
requirements.txt
Normal file
37
requirements.txt
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@@ -0,0 +1,37 @@
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aiohappyeyeballs==2.6.1
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aiohttp==3.12.15
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aiosignal==1.4.0
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attrs==25.3.0
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filelock==3.18.0
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frozenlist==1.7.0
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fsspec==2025.7.0
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idna==3.10
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jinja2==3.1.6
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markupsafe==3.0.2
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mpmath==1.3.0
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multidict==6.6.3
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networkx==3.5
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numpy==2.3.2
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nvidia-cublas-cu12==12.6.4.1
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nvidia-cuda-cupti-cu12==12.6.80
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nvidia-cuda-nvrtc-cu12==12.6.77
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nvidia-cuda-runtime-cu12==12.6.77
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nvidia-cudnn-cu12==9.5.1.17
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nvidia-cufft-cu12==11.3.0.4
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nvidia-cufile-cu12==1.11.1.6
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nvidia-curand-cu12==10.3.7.77
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nvidia-cusolver-cu12==11.7.1.2
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nvidia-cusparse-cu12==12.5.4.2
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nvidia-cusparselt-cu12==0.6.3
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nvidia-nccl-cu12==2.26.2
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nvidia-nvjitlink-cu12==12.6.85
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nvidia-nvtx-cu12==12.6.77
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pillow==11.3.0
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propcache==0.3.2
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setuptools==80.9.0
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sympy==1.14.0
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torch==2.7.1
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torchvision==0.22.1
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triton==3.3.1
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typing-extensions==4.14.1
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yarl==1.20.1
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154
server.py
154
server.py
@@ -1,30 +1,67 @@
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import os, logging
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DEBUG = os.environ.get('DEBUG')
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logging.basicConfig(
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format='[%(asctime)s] %(levelname)s %(module)s/%(funcName)s - %(message)s',
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level=logging.DEBUG if DEBUG else logging.INFO)
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logging.getLogger('aiohttp').setLevel(logging.DEBUG if DEBUG else logging.WARNING)
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import asyncio
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import aiohttp
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from aiohttp import web
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import logging
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import os
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import io
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from datetime import datetime, timedelta
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import torch
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import torch.nn.functional as F
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from torchvision import transforms
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from PIL import Image
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import mysecrets
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from model import (CropLowerRightTriangle, GarageDoorCNN, TRIANGLE_CROP_WIDTH,
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TRIANGLE_CROP_HEIGHT, RESIZE_DIM)
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# --- Configuration ---
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logging.basicConfig(level=logging.DEBUG, format='%(asctime)s - %(levelname)s - %(message)s')
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BLUEIRIS_KEY = os.getenv('BLUEIRIS_KEY')
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if not BLUEIRIS_KEY:
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raise ValueError("BLUEIRIS_KEY environment variable not set.")
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CAMERA_URL = "http://cameras.dns.t0.vc/image/SE-S?&w=9999&decode=1"
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MODEL_PATH = 'garage_door_cnn.pth'
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CLASS_NAMES = ['closed', 'open'] # From training, sorted alphabetically
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POLL_INTERVAL_SECONDS = 10
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REQUEST_TIMEOUT_SECONDS = 5
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UNSURE_CONFIDENCE_THRESHOLD = 0.97
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PREDICTION_HISTORY = []
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PREDICTION_HISTORY_MAX_LENGTH = 3
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PREVIOUS_STATE = "unknown"
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LAST_OPEN_SAVE_TIME = None
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DOOR_OPEN_START_TIME = None
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OPEN_ALERT_THRESHOLDS_MINUTES = [5, 15, 30, 60, 120]
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OPEN_ALERTS_SENT_FOR_CURRENT_OPENING = []
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async def controller_message(app, message):
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payload = {mysecrets.CONTROLLER_KEY: message}
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session = app['client_session']
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try:
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async with session.post(mysecrets.CONTROLLER_URL, data=payload, timeout=10) as response:
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if response.status == 200:
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return True
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else:
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logging.error(f'Unable to communicate with controller! Message: {message}, Status: {response.status}')
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return False
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except Exception:
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logging.exception('Unable to communicate with controller! Message: ' + message)
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return False
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def get_derived_state():
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"""Derives the state from the prediction history."""
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state = "unknown"
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if len(PREDICTION_HISTORY) == PREDICTION_HISTORY_MAX_LENGTH:
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if all(s == "open" for s in PREDICTION_HISTORY):
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state = "open"
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elif all(s == "closed" for s in PREDICTION_HISTORY):
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state = "closed"
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return state
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# --- Model Inference ---
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def get_prediction(model, image_bytes, device):
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@@ -54,11 +91,12 @@ def get_prediction(model, image_bytes, device):
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# --- Background Task ---
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async def monitor_garage_door(app):
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"""Periodically fetches an image and logs the garage door status."""
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global LAST_OPEN_SAVE_TIME
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logging.info("Starting garage door monitoring task.")
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session = app['client_session']
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model = app['model']
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device = app['device']
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headers = {'Authorization': 'Basic ' + BLUEIRIS_KEY}
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headers = {'Authorization': 'Basic ' + mysecrets.BLUEIRIS_KEY}
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while True:
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try:
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@@ -71,13 +109,68 @@ async def monitor_garage_door(app):
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if result:
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prediction, confidence = result
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logging.debug(f"Garage door status: {prediction} (confidence: {confidence:.4f})")
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# Update prediction history
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if confidence >= UNSURE_CONFIDENCE_THRESHOLD:
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PREDICTION_HISTORY.append(prediction)
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else:
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PREDICTION_HISTORY.append('unknown')
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# Trim history if it's too long
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if len(PREDICTION_HISTORY) > PREDICTION_HISTORY_MAX_LENGTH:
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PREDICTION_HISTORY.pop(0)
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timestamp = datetime.now().isoformat().replace(':', '-')
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filename = f"{timestamp}.jpg"
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if confidence < UNSURE_CONFIDENCE_THRESHOLD:
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# Construct path and save file
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unsure_dir = os.path.join('data', 'unsure', prediction)
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os.makedirs(unsure_dir, exist_ok=True)
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filepath = os.path.join(unsure_dir, filename)
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with open(filepath, 'wb') as f:
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f.write(image_bytes)
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logging.info(f"Low confidence prediction: {prediction} ({confidence:.4f}). Saved for review: {filepath}")
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else:
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# High confidence, save to sorted
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if get_derived_state() == 'open':
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if LAST_OPEN_SAVE_TIME is None or (datetime.now() - LAST_OPEN_SAVE_TIME) > timedelta(minutes=5):
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sorted_dir = os.path.join('data', 'sorted', 'open')
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os.makedirs(sorted_dir, exist_ok=True)
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filepath = os.path.join(sorted_dir, filename)
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with open(filepath, 'wb') as f:
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f.write(image_bytes)
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LAST_OPEN_SAVE_TIME = datetime.now()
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logging.info(f"Saved high-confidence 'open' image: {filepath}")
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elif get_derived_state() == 'closed':
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open_dir = os.path.join('data', 'sorted', 'open')
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closed_dir = os.path.join('data', 'sorted', 'closed')
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os.makedirs(open_dir, exist_ok=True)
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os.makedirs(closed_dir, exist_ok=True)
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num_open = len(os.listdir(open_dir))
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num_closed = len(os.listdir(closed_dir))
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if num_closed < num_open:
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filepath = os.path.join(closed_dir, filename)
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with open(filepath, 'wb') as f:
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f.write(image_bytes)
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logging.info(f"Saved high-confidence 'closed' image: {filepath}")
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else:
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logging.error(f"Failed to fetch image. Status: {response.status}, Reason: {response.reason}")
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except asyncio.TimeoutError:
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logging.warning("Request to camera timed out.")
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PREDICTION_HISTORY.append('unknown')
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if len(PREDICTION_HISTORY) > PREDICTION_HISTORY_MAX_LENGTH:
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PREDICTION_HISTORY.pop(0)
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except aiohttp.ClientError as e:
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logging.error(f"Client error during image fetch: {e}")
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PREDICTION_HISTORY.append('unknown')
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if len(PREDICTION_HISTORY) > PREDICTION_HISTORY_MAX_LENGTH:
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PREDICTION_HISTORY.pop(0)
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except asyncio.CancelledError:
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logging.info("Monitoring task cancelled.")
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break
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@@ -87,11 +180,54 @@ async def monitor_garage_door(app):
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await asyncio.sleep(5)
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async def monitor_state_transitions(app):
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"""Periodically checks for state transitions and logs them."""
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global PREVIOUS_STATE, DOOR_OPEN_START_TIME, OPEN_ALERTS_SENT_FOR_CURRENT_OPENING
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logging.info("Starting state transition monitoring task.")
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while True:
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try:
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await asyncio.sleep(5)
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current_state = get_derived_state()
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if current_state != "unknown" and current_state != PREVIOUS_STATE:
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logging.info(f"State transitioned from '{PREVIOUS_STATE}' to '{current_state}'.")
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PREVIOUS_STATE = current_state
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if current_state == 'open':
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if DOOR_OPEN_START_TIME is None:
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DOOR_OPEN_START_TIME = datetime.now()
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OPEN_ALERTS_SENT_FOR_CURRENT_OPENING = []
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open_duration = datetime.now() - DOOR_OPEN_START_TIME
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open_duration_minutes = open_duration.total_seconds() / 60
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for threshold in OPEN_ALERT_THRESHOLDS_MINUTES:
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if open_duration_minutes >= threshold and threshold not in OPEN_ALERTS_SENT_FOR_CURRENT_OPENING:
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msg = f"Doormind: Garage door has been open for {threshold} minutes."
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await controller_message(app, msg)
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logging.info(msg)
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OPEN_ALERTS_SENT_FOR_CURRENT_OPENING.append(threshold)
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elif current_state == 'closed':
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DOOR_OPEN_START_TIME = None
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OPEN_ALERTS_SENT_FOR_CURRENT_OPENING = []
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except asyncio.CancelledError:
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logging.info("State transition monitoring task cancelled.")
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break
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except Exception as e:
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logging.error(f"An unexpected error occurred in the state monitoring task: {e}", exc_info=True)
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await asyncio.sleep(5)
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# --- Web Server ---
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async def handle_root(request):
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"""Handler for the root GET request."""
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return web.Response(text="hello world")
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async def handle_state(request):
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"""Handler for the /state GET request."""
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state = get_derived_state()
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return web.json_response({'door': state})
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async def on_startup(app):
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"""Actions to perform on application startup."""
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# Set up device
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@@ -111,13 +247,16 @@ async def on_startup(app):
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# Start background task
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app['monitor_task'] = asyncio.create_task(monitor_garage_door(app))
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app['state_monitor_task'] = asyncio.create_task(monitor_state_transitions(app))
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async def on_cleanup(app):
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"""Actions to perform on application cleanup."""
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logging.info("Cleaning up...")
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app['monitor_task'].cancel()
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app['state_monitor_task'].cancel()
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try:
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await app['monitor_task']
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await app['state_monitor_task']
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except asyncio.CancelledError:
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pass
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await app['client_session'].close()
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@@ -126,6 +265,7 @@ async def on_cleanup(app):
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def main():
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app = web.Application()
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app.router.add_get('/', handle_root)
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app.router.add_get('/state', handle_state)
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app.on_startup.append(on_startup)
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app.on_cleanup.append(on_cleanup)
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web.run_app(app, port=8081)
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Reference in New Issue
Block a user