mirror of
https://github.com/legop3/MultiRoombaRover.git
synced 2026-09-16 09:31:20 -04:00
opencv
This commit is contained in:
@@ -52,6 +52,21 @@ roomCameras:
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url: "http://192.168.0.51/snapshot.jpg"
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streamUrl: "http://192.168.0.51/stream.mjpg"
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vision:
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humanDetection:
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enabled: false
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confidenceThreshold: 0.55
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# Continuous presence windows:
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# - 30s => rover TTS warning
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# - 60s => Discord human alert
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ttsDelayMs: 30000
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discordDelayMs: 60000
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# Tolerates brief detector misses before declaring "cleared".
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clearWindowMs: 3000
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# After a Discord alert, require clear + cooldown before next alert.
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cooldownMs: 900000
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maxInferenceFpsPerCamera: 3
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discord:
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token: "DISCORD_BOT_TOKEN"
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guildId: "123456789012345678" # optional; bot works in any guild it's invited to
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@@ -61,9 +76,11 @@ discord:
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adminAlerts: "123456789012345678"
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# chat bridge is configured per guild via `rs bridge` commands
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replay: "123456789012345678"
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humanAlerts: "123456789012345678"
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roles:
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announcementPing: "123456789012345678"
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adminPing: "123456789012345678"
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humanAlertPing: "123456789012345678"
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socials:
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- id: "discord"
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@@ -27,6 +27,7 @@ require('./src/services/videoAuthService');
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require('./src/services/videoSocketService');
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require('./src/services/roomCameraSocketService');
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require('./src/services/roverSnapshotSocketService');
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require('./src/services/roomHumanDetectionService');
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require('./src/services/embedHttpService');
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require('./src/services/logStreamService');
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require('./src/services/adminLogService');
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@@ -10,6 +10,9 @@ MEDIAMTX_SERVICE="/etc/systemd/system/mediamtx.service"
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MULTIROVER_SERVICE="/etc/systemd/system/multirover.service"
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SNAPSHOT_DIR="/var/lib/rover-snapshots"
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REPLAY_SEGMENT_DIR="/var/lib/replay-segments"
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VISION_HOME="/opt/multiroomba-vision"
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VISION_VENV="$VISION_HOME/.venv"
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VISION_PYTHON="$VISION_VENV/bin/python3"
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if [[ $EUID -ne 0 ]]; then
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echo "This installer must be run with sudo/root." >&2
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@@ -27,11 +30,11 @@ SERVER_DIR="$SCRIPT_DIR"
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CONFIG_PATH="$SERVER_DIR/config.yaml"
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MEDIAMTX_TEMPLATE="$SERVER_DIR/mediamtx/mediamtx.yml"
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echo "[1/6] Installing dependencies..."
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dnf install -y nodejs npm curl tar >/dev/null
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echo "[1/7] Installing dependencies..."
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dnf install -y nodejs npm curl tar python3 python3-pip >/dev/null
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NODE_BIN="$(command -v node)"
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echo "[2/6] Installing Node production deps..."
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echo "[2/7] Installing Node production deps..."
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runuser -u "$TARGET_USER" -- bash -c "cd '$SERVER_DIR' && npm install --production"
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if [[ ! -f "$CONFIG_PATH" ]]; then
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@@ -40,6 +43,18 @@ if [[ ! -f "$CONFIG_PATH" ]]; then
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echo "Copied config.example.yaml to config.yaml; edit it before exposing the service."
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fi
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echo "[3/7] Installing OpenCV runtime..."
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mkdir -p "$VISION_HOME"
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python3 -m venv "$VISION_VENV"
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"$VISION_PYTHON" -m pip install --upgrade pip >/dev/null
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"$VISION_PYTHON" -m pip install "opencv-python-headless==4.10.0.84" "numpy==1.26.4" >/dev/null
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"$VISION_PYTHON" - <<'PY'
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import cv2
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import numpy
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print("Vision runtime OK", cv2.__version__, numpy.__version__)
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PY
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chown -R "$TARGET_USER":"$TARGET_USER" "$VISION_HOME"
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tmpdir=$(mktemp -d)
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trap 'rm -rf "$tmpdir"' EXIT
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@@ -60,7 +75,7 @@ case "$arch" in
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;;
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esac
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echo "[3/6] Installing mediaMTX ${MEDIAMTX_VERSION}..."
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echo "[4/7] Installing mediaMTX ${MEDIAMTX_VERSION}..."
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curl -L "$MEDIAMTX_BASE_URL/$mediamtx_pkg" -o "$tmpdir/mediamtx.tgz"
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tar -xzf "$tmpdir/mediamtx.tgz" -C "$tmpdir" mediamtx
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install -m 0755 "$tmpdir/mediamtx" "$MEDIAMTX_BIN"
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@@ -75,7 +90,7 @@ rm -f "$MEDIAMTX_CONFIG"
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install -m 0644 "$MEDIAMTX_TEMPLATE" "$MEDIAMTX_CONFIG"
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chown -R "$TARGET_USER":"$TARGET_USER" "$MEDIAMTX_CONF_DIR"
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echo "[4/6] Writing systemd units..."
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echo "[5/7] Writing systemd units..."
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mkdir -p "$SNAPSHOT_DIR"
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chown "$TARGET_USER":"$TARGET_USER" "$SNAPSHOT_DIR"
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mkdir -p "$REPLAY_SEGMENT_DIR"
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@@ -113,6 +128,7 @@ Environment=NODE_ENV=production
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Environment=SERVER_CONFIG=$CONFIG_PATH
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Environment=ROVER_SNAPSHOT_DIR=$SNAPSHOT_DIR
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Environment=REPLAY_SEGMENT_DIR=$REPLAY_SEGMENT_DIR
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Environment=VISION_PYTHON=$VISION_PYTHON
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ExecStart=$NODE_BIN $SERVER_DIR/index.js
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Restart=on-failure
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RestartSec=2
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@@ -123,14 +139,14 @@ EOF
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chmod 644 "$MEDIAMTX_SERVICE" "$MULTIROVER_SERVICE"
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echo "[5/6] Enabling services..."
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echo "[6/7] Enabling services..."
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systemctl daemon-reload
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systemctl enable --now mediamtx.service
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systemctl enable --now multirover.service
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systemctl restart mediamtx.service
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systemctl restart multirover.service
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echo "[6/6] Done."
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echo "[7/7] Done."
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echo
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echo "Services installed:"
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echo " mediamtx.service (WebRTC fan-out)"
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@@ -0,0 +1,135 @@
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#!/usr/bin/env python3
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import base64
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import json
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import sys
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from datetime import datetime, timezone
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import cv2
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import numpy as np
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MAX_EDGE = 640
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def now_iso():
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return datetime.now(timezone.utc).isoformat()
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def emit(payload):
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sys.stdout.write(json.dumps(payload, separators=(",", ":")) + "\n")
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sys.stdout.flush()
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def decode_image(image_b64):
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raw = base64.b64decode(image_b64)
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arr = np.frombuffer(raw, dtype=np.uint8)
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frame = cv2.imdecode(arr, cv2.IMREAD_COLOR)
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if frame is None:
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raise ValueError("failed to decode image")
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return frame
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def resize_for_inference(frame):
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h, w = frame.shape[:2]
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max_side = max(h, w)
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if max_side <= MAX_EDGE:
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return frame
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scale = float(MAX_EDGE) / float(max_side)
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nw = max(1, int(round(w * scale)))
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nh = max(1, int(round(h * scale)))
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return cv2.resize(frame, (nw, nh), interpolation=cv2.INTER_AREA)
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def encode_jpeg(frame):
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ok, encoded = cv2.imencode(".jpg", frame, [int(cv2.IMWRITE_JPEG_QUALITY), 78])
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if not ok:
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raise ValueError("failed to encode image")
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return base64.b64encode(encoded.tobytes()).decode("ascii")
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def annotate_frame(frame, camera_id, confidence):
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stamp = datetime.now().strftime("%Y-%m-%d %H:%M:%S")
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msg = f"person {confidence:.2f} | {camera_id} | {stamp}"
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cv2.rectangle(frame, (8, 8), (min(frame.shape[1] - 8, 540), 42), (0, 0, 0), -1)
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cv2.putText(
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frame,
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msg,
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(14, 30),
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cv2.FONT_HERSHEY_SIMPLEX,
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0.6,
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(0, 255, 0),
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2,
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cv2.LINE_AA,
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)
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return frame
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hog = cv2.HOGDescriptor()
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hog.setSVMDetector(cv2.HOGDescriptor_getDefaultPeopleDetector())
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emit({"type": "ready", "ts": now_iso()})
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for line in sys.stdin:
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line = line.strip()
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if not line:
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continue
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req = None
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try:
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req = json.loads(line)
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req_id = req.get("reqId")
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cam_id = str(req.get("cameraId", "unknown"))
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conf_threshold = float(req.get("confidenceThreshold", 0.55))
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frame = decode_image(req["imageBase64"])
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working = resize_for_inference(frame)
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rects, weights = hog.detectMultiScale(
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working,
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winStride=(8, 8),
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padding=(8, 8),
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scale=1.05,
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)
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best = 0.0
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detections = []
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if weights is None:
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weights = []
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for i, rect in enumerate(rects):
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weight = float(weights[i]) if i < len(weights) else 0.0
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best = max(best, weight)
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if weight < conf_threshold:
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continue
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x, y, w, h = rect
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detections.append({"x": int(x), "y": int(y), "w": int(w), "h": int(h), "confidence": weight})
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cv2.rectangle(working, (int(x), int(y)), (int(x + w), int(y + h)), (0, 255, 0), 2)
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cv2.putText(
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working,
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f"{weight:.2f}",
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(int(x), max(12, int(y) - 6)),
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cv2.FONT_HERSHEY_SIMPLEX,
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0.5,
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(0, 255, 0),
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1,
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cv2.LINE_AA,
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)
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detected = len(detections) > 0
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if detected:
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working = annotate_frame(working, cam_id, max(d["confidence"] for d in detections))
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emit(
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{
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"ok": True,
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"reqId": req_id,
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"cameraId": cam_id,
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"personDetected": detected,
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"bestConfidence": best,
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"detections": detections,
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"annotatedBase64": encode_jpeg(working),
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"ts": int(datetime.now(tz=timezone.utc).timestamp() * 1000),
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}
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)
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except Exception as err:
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emit(
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{
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"ok": False,
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"reqId": req.get("reqId") if isinstance(req, dict) else None,
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"error": str(err),
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"ts": int(datetime.now(tz=timezone.utc).timestamp() * 1000),
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}
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)
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@@ -1231,6 +1231,7 @@ async function announce({
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title,
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description,
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embeds,
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files,
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}) {
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if (!channelId) return;
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const mentionChunks = [];
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@@ -1247,7 +1248,7 @@ async function announce({
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await sendToChannel(
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channelId,
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`${prefix}${content || ''}`.trim(),
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{ embeds: payloadEmbeds },
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{ embeds: payloadEmbeds, files: Array.isArray(files) ? files : undefined },
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allowedMentions,
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!pingRoleId, // keep mention intact when pinging
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);
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@@ -1459,6 +1460,43 @@ function handleBusEvent(event) {
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logger.warn('Replay send failed', err.message);
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});
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break;
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case 'vision.humanDetected': {
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const imageBase64 = payload?.imageBase64 ? String(payload.imageBase64) : '';
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let attachment = null;
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if (imageBase64) {
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try {
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const imageBuffer = Buffer.from(imageBase64, 'base64');
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if (imageBuffer.length > 0) {
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attachment = new AttachmentBuilder(imageBuffer, { name: 'human-detected.jpg' });
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}
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} catch (err) {
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logger.warn('Failed to decode human detection image for Discord', err.message);
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}
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}
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const cameraLabel = payload?.cameraId ? `Camera: \`${payload.cameraId}\`` : 'Camera: unknown';
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const confidenceLabel =
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Number.isFinite(Number(payload?.confidence))
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? `Confidence: \`${Number(payload.confidence).toFixed(2)}\``
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: 'Confidence: n/a';
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const detectedAt = Number(payload?.detectedAt);
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const detectedLabel = Number.isFinite(detectedAt)
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? `Detected: <t:${Math.floor(detectedAt / 1000)}:F>`
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: null;
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const embed = buildEmbed({
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title: 'Human Detected',
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description: [cameraLabel, confidenceLabel, detectedLabel].filter(Boolean).join('\n'),
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color: 0xe53935,
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});
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announce({
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channelId: channels.humanAlerts,
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pingRoleId: roles.humanAlertPing || null,
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content: payload?.message || 'Human detected in room.',
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embeds: [embed],
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files: attachment ? [attachment] : [],
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includeSiteUrl: false,
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});
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break;
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}
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default:
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break;
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}
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@@ -0,0 +1,291 @@
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const path = require('path');
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const { spawn } = require('child_process');
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const readline = require('readline');
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const logger = require('../globals/logger').child('roomHumanDetection');
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const { loadConfig } = require('../helpers/configLoader');
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const { roomCameraStreamEvents } = require('./roomCameraSnapshotService');
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const roverManager = require('./roverManager');
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const { issueCommand } = require('./commandService');
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const { publishEvent } = require('./eventBus');
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const { sendAlert } = require('./alertService');
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const config = loadConfig();
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const visionConfig = config.vision?.humanDetection || {};
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const enabled = Boolean(visionConfig.enabled);
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if (!enabled) {
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logger.info('Room human detection disabled via config');
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return;
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}
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const CONFIDENCE_THRESHOLD = Number.isFinite(Number(visionConfig.confidenceThreshold))
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? Number(visionConfig.confidenceThreshold)
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: 0.55;
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const TTS_DELAY_MS = Number.isFinite(Number(visionConfig.ttsDelayMs))
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? Number(visionConfig.ttsDelayMs)
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: 30000;
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const DISCORD_DELAY_MS = Number.isFinite(Number(visionConfig.discordDelayMs))
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? Number(visionConfig.discordDelayMs)
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: 60000;
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const CLEAR_WINDOW_MS = Number.isFinite(Number(visionConfig.clearWindowMs))
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? Number(visionConfig.clearWindowMs)
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: 3000;
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const COOLDOWN_MS = Number.isFinite(Number(visionConfig.cooldownMs))
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? Number(visionConfig.cooldownMs)
|
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: 15 * 60 * 1000;
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const MAX_INFERENCE_FPS = Number.isFinite(Number(visionConfig.maxInferenceFpsPerCamera))
|
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? Math.max(0.25, Number(visionConfig.maxInferenceFpsPerCamera))
|
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: 3;
|
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const TTS_TEXT = 'human detected in room, alerting soon';
|
||||
|
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const workerScript = path.join(__dirname, '..', '..', 'scripts', 'human_detector_worker.py');
|
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const pythonCandidates = [process.env.VISION_PYTHON, '/opt/multiroomba-vision/.venv/bin/python3', 'python3'].filter(Boolean);
|
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const inferenceIntervalMs = Math.max(100, Math.round(1000 / MAX_INFERENCE_FPS));
|
||||
|
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const cameraState = new Map(); // cameraId -> { inflight,lastInferAt,lastResultAt,lastPositiveAt,lastConfidence,error }
|
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let worker = null;
|
||||
let workerReady = false;
|
||||
let reqSeq = 1;
|
||||
|
||||
let lastAnyPositiveAt = null;
|
||||
let episodeStartAt = null;
|
||||
let ttsSentThisEpisode = false;
|
||||
let discordSentThisEpisode = false;
|
||||
let latestPositiveFrame = null; // { cameraId, confidence, ts, buffer }
|
||||
let cooldownUntil = 0;
|
||||
let hasClearedSinceLastDiscord = true;
|
||||
|
||||
function ensureCameraState(cameraId) {
|
||||
if (!cameraState.has(cameraId)) {
|
||||
cameraState.set(cameraId, {
|
||||
inflight: false,
|
||||
lastInferAt: 0,
|
||||
lastResultAt: 0,
|
||||
lastPositiveAt: 0,
|
||||
lastConfidence: 0,
|
||||
error: null,
|
||||
});
|
||||
}
|
||||
return cameraState.get(cameraId);
|
||||
}
|
||||
|
||||
function markCleared(now) {
|
||||
if (episodeStartAt == null) return;
|
||||
episodeStartAt = null;
|
||||
ttsSentThisEpisode = false;
|
||||
discordSentThisEpisode = false;
|
||||
lastAnyPositiveAt = null;
|
||||
latestPositiveFrame = null;
|
||||
hasClearedSinceLastDiscord = true;
|
||||
logger.info('Human detection episode cleared', { now });
|
||||
}
|
||||
|
||||
function sendTtsToNonPrivateRovers() {
|
||||
const roster = roverManager.getRoster();
|
||||
let sent = 0;
|
||||
roster.forEach((entry) => {
|
||||
if (entry?.private?.enabled) return;
|
||||
try {
|
||||
issueCommand(String(entry.id), {
|
||||
type: 'tts',
|
||||
tts: {
|
||||
text: TTS_TEXT,
|
||||
speak: true,
|
||||
},
|
||||
});
|
||||
sent += 1;
|
||||
} catch (err) {
|
||||
logger.warn('Failed to send human-alert TTS', { roverId: entry?.id, error: err.message });
|
||||
}
|
||||
});
|
||||
sendAlert({
|
||||
color: '#f0b651',
|
||||
title: 'Human Detection',
|
||||
message: sent > 0 ? `Person detected; announced on ${sent} rover(s).` : 'Person detected; no non-private rover available.',
|
||||
});
|
||||
publishEvent({
|
||||
source: 'roomHumanDetection',
|
||||
type: 'vision.humanTtsSent',
|
||||
payload: {
|
||||
text: TTS_TEXT,
|
||||
roverCount: sent,
|
||||
ts: Date.now(),
|
||||
},
|
||||
});
|
||||
}
|
||||
|
||||
function sendDiscordDetectionAlert(now) {
|
||||
const payload = {
|
||||
message: 'Human detected in room cameras.',
|
||||
detectedAt: now,
|
||||
confidence: latestPositiveFrame?.confidence || null,
|
||||
cameraId: latestPositiveFrame?.cameraId || null,
|
||||
imageBase64: latestPositiveFrame?.buffer ? latestPositiveFrame.buffer.toString('base64') : null,
|
||||
};
|
||||
publishEvent({
|
||||
source: 'roomHumanDetection',
|
||||
type: 'vision.humanDetected',
|
||||
payload,
|
||||
});
|
||||
sendAlert({
|
||||
color: '#e53935',
|
||||
title: 'Human Detection',
|
||||
message: 'Human presence persisted; Discord alert sent.',
|
||||
});
|
||||
}
|
||||
|
||||
function evaluateEpisode(now = Date.now()) {
|
||||
if (episodeStartAt != null && lastAnyPositiveAt != null && now - lastAnyPositiveAt > CLEAR_WINDOW_MS) {
|
||||
markCleared(now);
|
||||
return;
|
||||
}
|
||||
if (episodeStartAt == null) return;
|
||||
const elapsed = Math.max(0, now - episodeStartAt);
|
||||
if (!ttsSentThisEpisode && elapsed >= TTS_DELAY_MS) {
|
||||
sendTtsToNonPrivateRovers();
|
||||
ttsSentThisEpisode = true;
|
||||
}
|
||||
if (discordSentThisEpisode) return;
|
||||
if (elapsed < DISCORD_DELAY_MS) return;
|
||||
if (!hasClearedSinceLastDiscord) return;
|
||||
if (now < cooldownUntil) return;
|
||||
sendDiscordDetectionAlert(now);
|
||||
discordSentThisEpisode = true;
|
||||
hasClearedSinceLastDiscord = false;
|
||||
cooldownUntil = now + COOLDOWN_MS;
|
||||
}
|
||||
|
||||
function handleWorkerMessage(line) {
|
||||
let msg;
|
||||
try {
|
||||
msg = JSON.parse(line);
|
||||
} catch (err) {
|
||||
logger.warn('Invalid vision worker JSON', { error: err.message });
|
||||
return;
|
||||
}
|
||||
if (msg?.type === 'ready') {
|
||||
workerReady = true;
|
||||
logger.info('Vision worker ready');
|
||||
return;
|
||||
}
|
||||
const cameraId = String(msg?.cameraId || '');
|
||||
if (!cameraId) return;
|
||||
const state = ensureCameraState(cameraId);
|
||||
state.inflight = false;
|
||||
state.lastResultAt = Date.now();
|
||||
if (!msg.ok) {
|
||||
state.error = msg.error || 'worker error';
|
||||
logger.warn('Vision inference failed', { cameraId, error: state.error });
|
||||
evaluateEpisode(Date.now());
|
||||
return;
|
||||
}
|
||||
state.error = null;
|
||||
state.lastConfidence = Number(msg.bestConfidence || 0);
|
||||
if (msg.personDetected) {
|
||||
const now = Number(msg.ts) || Date.now();
|
||||
state.lastPositiveAt = now;
|
||||
lastAnyPositiveAt = now;
|
||||
if (episodeStartAt == null) {
|
||||
episodeStartAt = now;
|
||||
ttsSentThisEpisode = false;
|
||||
discordSentThisEpisode = false;
|
||||
logger.info('Human detection episode started', { cameraId, now });
|
||||
}
|
||||
let buffer = null;
|
||||
try {
|
||||
if (msg.annotatedBase64) {
|
||||
buffer = Buffer.from(String(msg.annotatedBase64), 'base64');
|
||||
}
|
||||
} catch (err) {
|
||||
logger.warn('Failed to decode annotated frame from worker', { cameraId, error: err.message });
|
||||
}
|
||||
if (buffer) {
|
||||
latestPositiveFrame = {
|
||||
cameraId,
|
||||
confidence: state.lastConfidence,
|
||||
ts: now,
|
||||
buffer,
|
||||
};
|
||||
}
|
||||
}
|
||||
evaluateEpisode(Number(msg.ts) || Date.now());
|
||||
}
|
||||
|
||||
function startWorker() {
|
||||
for (const pythonBin of pythonCandidates) {
|
||||
try {
|
||||
const proc = spawn(pythonBin, [workerScript], {
|
||||
stdio: ['pipe', 'pipe', 'pipe'],
|
||||
});
|
||||
worker = proc;
|
||||
workerReady = false;
|
||||
readline
|
||||
.createInterface({ input: proc.stdout })
|
||||
.on('line', handleWorkerMessage);
|
||||
proc.stderr.on('data', (chunk) => {
|
||||
const text = String(chunk || '').trim();
|
||||
if (!text) return;
|
||||
logger.warn('Vision worker stderr', { text: text.slice(0, 300) });
|
||||
});
|
||||
proc.on('exit', (code, signal) => {
|
||||
logger.warn('Vision worker exited', { code, signal });
|
||||
worker = null;
|
||||
workerReady = false;
|
||||
});
|
||||
logger.info('Vision worker started', { pythonBin, workerScript });
|
||||
return true;
|
||||
} catch (err) {
|
||||
logger.warn('Failed to spawn vision worker candidate', { pythonBin, error: err.message });
|
||||
}
|
||||
}
|
||||
return false;
|
||||
}
|
||||
|
||||
function submitFrame(cameraId, buffer, ts = Date.now()) {
|
||||
if (!worker || !workerReady) return;
|
||||
const state = ensureCameraState(cameraId);
|
||||
const now = Date.now();
|
||||
if (state.inflight) return;
|
||||
if (now - state.lastInferAt < inferenceIntervalMs) return;
|
||||
state.inflight = true;
|
||||
state.lastInferAt = now;
|
||||
const payload = {
|
||||
reqId: `r${reqSeq++}`,
|
||||
cameraId: String(cameraId),
|
||||
ts: Number(ts) || now,
|
||||
confidenceThreshold: CONFIDENCE_THRESHOLD,
|
||||
imageBase64: buffer.toString('base64'),
|
||||
};
|
||||
try {
|
||||
worker.stdin.write(`${JSON.stringify(payload)}\n`);
|
||||
} catch (err) {
|
||||
state.inflight = false;
|
||||
state.error = err.message;
|
||||
logger.warn('Failed writing frame to vision worker', { cameraId, error: err.message });
|
||||
}
|
||||
}
|
||||
|
||||
if (!startWorker()) {
|
||||
logger.error('Room human detection disabled; failed to start Python worker');
|
||||
return;
|
||||
}
|
||||
|
||||
roomCameraStreamEvents.on('frame', ({ id, buffer, ts }) => {
|
||||
if (!id || !buffer) return;
|
||||
submitFrame(String(id), buffer, ts);
|
||||
});
|
||||
|
||||
setInterval(() => {
|
||||
evaluateEpisode(Date.now());
|
||||
}, 1000);
|
||||
|
||||
logger.info('Room human detection service started', {
|
||||
confidenceThreshold: CONFIDENCE_THRESHOLD,
|
||||
ttsDelayMs: TTS_DELAY_MS,
|
||||
discordDelayMs: DISCORD_DELAY_MS,
|
||||
clearWindowMs: CLEAR_WINDOW_MS,
|
||||
cooldownMs: COOLDOWN_MS,
|
||||
maxInferenceFpsPerCamera: MAX_INFERENCE_FPS,
|
||||
});
|
||||
|
||||
module.exports = {};
|
||||
Reference in New Issue
Block a user