camera-motion-detect/camdetect.py

241 lines
7.7 KiB
Python
Executable File

#!/usr/bin/env python3
import aiohttp
import asyncio
import cv2
import io
import numpy as np
import os
import json
import socket
import sys
from datetime import datetime
from jpeg2dct.numpy import load, loads
from prometheus_client import Counter, Gauge
from sanic import Sanic, response
from sanic.response import stream
from sanic_prometheus import monitor
_, url = sys.argv
MONGO_URI = os.getenv("MONGO_URI", "mongodb://127.0.0.1:27017/default")
FQDN = socket.getfqdn()
SLIDE_WINDOW = 2
DCT_BLOCK_SIZE = 8
# How many blocks have changes to consider movement in frame
THRESHOLD_BLOCKS = 20
THRESHOLD_MOTION_START = 2
counter_dropped_bytes = Counter(
"camdetect_dropped_bytes",
"Bytes that were not not handled or part of actual JPEG frames")
counter_rx_bytes = Counter(
"camdetect_rx_bytes",
"Bytes received over HTTP stream")
counter_tx_bytes = Counter(
"camdetect_tx_bytes",
"Bytes transmitted over HTTP streams")
counter_rx_frames = Counter(
"camdetect_rx_frames",
"Frames received")
counter_tx_frames = Counter(
"camdetect_tx_frames",
"Frames transmitted")
counter_tx_events = Counter(
"camdetect_tx_events",
"Events emitted")
counter_errors = Counter(
"camdetect_errors",
"Upstream connection errors",
["exception"])
counter_movement_frames = Counter(
"camdetect_movement_frames",
"Frames with movement detected in them")
gauge_total_blocks = Gauge(
"camdetect_total_blocks",
"Total DCT blocks")
gauge_active_blocks = Gauge(
"camdetect_active_blocks",
"Total active, threshold exceeding DCT blocks")
class Frame(object):
def __init__(self, blob):
self.blob = blob
self.y, self.cb, self.cr = loads(blob)
self.mask = np.int16(self.y[:,:,0])
async def client_connect(resp):
buf = b""
print("Upstream connection opened with status:", resp.status)
async for data, end_of_http_chunk in resp.content.iter_chunks():
counter_rx_bytes.inc(len(data))
if end_of_http_chunk:
counter_eos.inc()
break
if buf:
# seek end
marker = data.find(b'\xff\xd9')
if marker < 0:
buf += data
continue
else:
app.ctx.last_frame = Frame(buf + data[:marker+2])
reference = app.ctx.last_frame.mask
app.ctx.frames.append(reference)
if app.ctx.avg is None:
app.ctx.avg = np.copy(reference)
else:
app.ctx.avg += reference
if len(app.ctx.frames) > 2 ** SLIDE_WINDOW:
app.ctx.avg -= app.ctx.frames[0]
app.ctx.frames = app.ctx.frames[1:]
if len(app.ctx.frames) == 2 ** SLIDE_WINDOW:
app.ctx.thresh = cv2.inRange(cv2.absdiff(app.ctx.last_frame.mask, app.ctx.avg >> SLIDE_WINDOW), 25, 65535)
else:
app.ctx.thresh = None
gauge_total_blocks.set(app.ctx.last_frame.mask.shape[0] * app.ctx.last_frame.mask.shape[1])
movement_detected = False
if app.ctx.thresh is not None:
differing_blocks = np.count_nonzero(app.ctx.thresh)
gauge_active_blocks.set(differing_blocks)
if differing_blocks > THRESHOLD_BLOCKS:
counter_movement_frames.inc()
movement_detected = True
if movement_detected:
if app.ctx.motion_frames < 30:
app.ctx.motion_frames += 1
else:
if app.ctx.motion_frames > 0:
app.ctx.motion_frames -= 1
if app.ctx.motion_frames > 20:
if not app.ctx.motion_start:
app.ctx.motion_start = datetime.utcnow()
print("Movement start")
elif app.ctx.motion_frames < 5:
app.ctx.motion_start = None
print("Movement end")
app.ctx.event_frame.set()
app.ctx.event_frame.clear()
data = data[marker+2:]
buf = b""
counter_rx_frames.inc()
# seek begin
marker = data.find(b'\xff\xd8')
if marker >= 0:
buf = data[marker:]
else:
counter_dropped_bytes.inc(len(data))
async def client():
while True:
async with aiohttp.ClientSession(timeout=aiohttp.ClientTimeout(connect=5, sock_read=2)) as session:
print("Opening upstream connection to %s" % url)
try:
async with session.get(url) as resp:
await client_connect(resp)
except (aiohttp.ClientError, asyncio.exceptions.TimeoutError) as e:
j = "%s.%s" % (e.__class__.__module__, e.__class__.__name__)
print("Caught exception %s" % j)
counter_errors.labels(exception=j).inc()
await asyncio.sleep(1)
app = Sanic("lease")
app.config["WTF_CSRF_ENABLED"] = False
STREAM_RESPONSE = \
b"""
--frame
Content-Type: image/jpeg
"""
@app.route("/bypass")
async def bypass_stream_wrapper(request):
async def stream_camera(response):
while True:
await app.ctx.event_frame.wait()
data = STREAM_RESPONSE + app.ctx.last_frame.blob
await response.write(data)
counter_tx_bytes.inc(len(data))
counter_tx_frames.inc()
return response.stream(
stream_camera,
content_type='multipart/x-mixed-replace; boundary=frame'
)
@app.route("/debug")
async def stream_wrapper(request):
async def stream_camera(response):
while True:
await app.ctx.event_frame.wait()
img = cv2.imdecode(np.frombuffer(app.ctx.last_frame.blob, dtype=np.uint8), cv2.IMREAD_UNCHANGED)
if len(app.ctx.frames) == 2 ** SLIDE_WINDOW:
for y in range(0, len(app.ctx.last_frame.mask)):
for x in range(0, len(app.ctx.last_frame.mask[0])):
if app.ctx.thresh[y][x] > 0:
img[y*DCT_BLOCK_SIZE:(y+1)*DCT_BLOCK_SIZE,x*DCT_BLOCK_SIZE:(x+1)*DCT_BLOCK_SIZE,2] = 255
_, jpeg = cv2.imencode(".jpg", img, (cv2.IMWRITE_JPEG_QUALITY, 80))
data = STREAM_RESPONSE + jpeg.tobytes()
await response.write(data)
counter_tx_bytes.inc(len(data))
counter_tx_frames.inc()
return response.stream(
stream_camera,
content_type='multipart/x-mixed-replace; boundary=frame'
)
@app.route("/readyz")
async def ready_check(request):
if len(app.ctx.frames) == 2 ** SLIDE_WINDOW:
return response.text("OK")
return response.text("Not enough frames", status=503)
@app.route('/event')
async def wrapper_stream_event(request):
async def stream_event(response):
while True:
await app.ctx.event_frame.wait()
if len(app.ctx.frames) < 2 ** SLIDE_WINDOW:
continue
s = 'data: ' + json.dumps(app.ctx.thresh.tolist()) + '\r\n\r\n'
await response.write(s.encode())
counter_tx_events.inc()
return stream(stream_event, content_type='text/event-stream')
@app.listener('before_server_start')
async def setup_db(app, loop):
app.ctx.last_frame = None
app.ctx.event_frame = asyncio.Event()
app.ctx.frames = []
app.ctx.avg = None
app.ctx.motion_frames = 0
app.ctx.motion_start = None
app.ctx.motion_end = None
task = asyncio.create_task(client())
monitor(app).expose_endpoint()
try:
app.run(host="0.0.0.0", port=5000)
except KeyboardInterrupt:
asyncio.get_event_loop().close()